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Diffstat (limited to 'docs/sqlglot/dataframe/sql.html')
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1 files changed, 1695 insertions, 1691 deletions
diff --git a/docs/sqlglot/dataframe/sql.html b/docs/sqlglot/dataframe/sql.html index 5e41262..98a954c 100644 --- a/docs/sqlglot/dataframe/sql.html +++ b/docs/sqlglot/dataframe/sql.html @@ -602,7 +602,7 @@ <div class="attr function"> <span class="def">def</span> - <span class="name">createDataFrame</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">data</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043311982688'</span><span class="o">></span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043311982688'</span><span class="o">></span><span class="p">],</span> <span class="n">Tuple</span><span class="p">]]</span>,</span><span class="param"> <span class="n">schema</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043311598608'</span><span class="o">></span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">samplingRatio</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">verifySchema</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span></span><span class="return-annotation">) -> <span class="n"><a href="#DataFrame">sqlglot.dataframe.sql.DataFrame</a></span>:</span></span> + <span class="name">createDataFrame</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">data</span><span class="p">:</span> <span class="n">Sequence</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135091336672'</span><span class="o">></span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135091336672'</span><span class="o">></span><span class="p">],</span> <span class="n">Tuple</span><span class="p">]]</span>,</span><span class="param"> <span class="n">schema</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135091187344'</span><span class="o">></span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">samplingRatio</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">float</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">verifySchema</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span></span><span class="return-annotation">) -> <span class="n"><a href="#DataFrame">sqlglot.dataframe.sql.DataFrame</a></span>:</span></span> <label class="view-source-button" for="SparkSession.createDataFrame-view-source"><span>View Source</span></label> @@ -997,505 +997,506 @@ </span><span id="DataFrame-317"><a href="#DataFrame-317"><span class="linenos">317</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="n">expression</span><span class="o">.</span><span class="n">type</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="s2">"spark"</span><span class="p">)</span> </span><span id="DataFrame-318"><a href="#DataFrame-318"><span class="linenos">318</span></a> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">expressions</span> </span><span id="DataFrame-319"><a href="#DataFrame-319"><span class="linenos">319</span></a> <span class="p">},</span> -</span><span id="DataFrame-320"><a href="#DataFrame-320"><span class="linenos">320</span></a> <span class="p">)</span> -</span><span id="DataFrame-321"><a href="#DataFrame-321"><span class="linenos">321</span></a> <span class="n">cache_storage_level</span> <span class="o">=</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"cache_storage_level"</span><span class="p">]</span> -</span><span id="DataFrame-322"><a href="#DataFrame-322"><span class="linenos">322</span></a> <span class="n">options</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-323"><a href="#DataFrame-323"><span class="linenos">323</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="s2">"storageLevel"</span><span class="p">),</span> -</span><span id="DataFrame-324"><a href="#DataFrame-324"><span class="linenos">324</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="n">cache_storage_level</span><span class="p">),</span> -</span><span id="DataFrame-325"><a href="#DataFrame-325"><span class="linenos">325</span></a> <span class="p">]</span> -</span><span id="DataFrame-326"><a href="#DataFrame-326"><span class="linenos">326</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Cache</span><span class="p">(</span> -</span><span id="DataFrame-327"><a href="#DataFrame-327"><span class="linenos">327</span></a> <span class="n">this</span><span class="o">=</span><span class="n">cache_table</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">select_expression</span><span class="p">,</span> <span class="n">lazy</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="n">options</span> -</span><span id="DataFrame-328"><a href="#DataFrame-328"><span class="linenos">328</span></a> <span class="p">)</span> -</span><span id="DataFrame-329"><a href="#DataFrame-329"><span class="linenos">329</span></a> <span class="c1"># We will drop the "view" if it exists before running the cache table</span> -</span><span id="DataFrame-330"><a href="#DataFrame-330"><span class="linenos">330</span></a> <span class="n">output_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Drop</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">cache_table</span><span class="p">,</span> <span class="n">exists</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s2">"VIEW"</span><span class="p">))</span> -</span><span id="DataFrame-331"><a href="#DataFrame-331"><span class="linenos">331</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Create</span><span class="p">:</span> -</span><span id="DataFrame-332"><a href="#DataFrame-332"><span class="linenos">332</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">output_expression_container</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame-333"><a href="#DataFrame-333"><span class="linenos">333</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"expression"</span><span class="p">,</span> <span class="n">select_expression</span><span class="p">)</span> -</span><span id="DataFrame-334"><a href="#DataFrame-334"><span class="linenos">334</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Insert</span><span class="p">:</span> -</span><span id="DataFrame-335"><a href="#DataFrame-335"><span class="linenos">335</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">output_expression_container</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame-336"><a href="#DataFrame-336"><span class="linenos">336</span></a> <span class="n">select_without_ctes</span> <span class="o">=</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame-337"><a href="#DataFrame-337"><span class="linenos">337</span></a> <span class="n">select_without_ctes</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"with"</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> -</span><span id="DataFrame-338"><a href="#DataFrame-338"><span class="linenos">338</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"expression"</span><span class="p">,</span> <span class="n">select_without_ctes</span><span class="p">)</span> -</span><span id="DataFrame-339"><a href="#DataFrame-339"><span class="linenos">339</span></a> <span class="k">if</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">:</span> -</span><span id="DataFrame-340"><a href="#DataFrame-340"><span class="linenos">340</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"with"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">With</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="n">select_expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">))</span> -</span><span id="DataFrame-341"><a href="#DataFrame-341"><span class="linenos">341</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">:</span> -</span><span id="DataFrame-342"><a href="#DataFrame-342"><span class="linenos">342</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">select_expression</span> -</span><span id="DataFrame-343"><a href="#DataFrame-343"><span class="linenos">343</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame-344"><a href="#DataFrame-344"><span class="linenos">344</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Invalid expression type: </span><span class="si">{</span><span class="n">expression_type</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span> -</span><span id="DataFrame-345"><a href="#DataFrame-345"><span class="linenos">345</span></a> <span class="n">output_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame-346"><a href="#DataFrame-346"><span class="linenos">346</span></a> -</span><span id="DataFrame-347"><a href="#DataFrame-347"><span class="linenos">347</span></a> <span class="k">return</span> <span class="p">[</span> -</span><span id="DataFrame-348"><a href="#DataFrame-348"><span class="linenos">348</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="s2">"dialect"</span><span class="p">:</span> <span class="n">dialect</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">})</span> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">output_expressions</span> -</span><span id="DataFrame-349"><a href="#DataFrame-349"><span class="linenos">349</span></a> <span class="p">]</span> -</span><span id="DataFrame-350"><a href="#DataFrame-350"><span class="linenos">350</span></a> -</span><span id="DataFrame-351"><a href="#DataFrame-351"><span class="linenos">351</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-352"><a href="#DataFrame-352"><span class="linenos">352</span></a> <span class="k">return</span> <span class="n">DataFrame</span><span class="p">(</span><span class="o">**</span><span class="n">object_to_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">))</span> -</span><span id="DataFrame-353"><a href="#DataFrame-353"><span class="linenos">353</span></a> -</span><span id="DataFrame-354"><a href="#DataFrame-354"><span class="linenos">354</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame-355"><a href="#DataFrame-355"><span class="linenos">355</span></a> <span class="k">def</span> <span class="nf">select</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-356"><a href="#DataFrame-356"><span class="linenos">356</span></a> <span class="n">cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame-357"><a href="#DataFrame-357"><span class="linenos">357</span></a> <span class="n">kwargs</span><span class="p">[</span><span class="s2">"append"</span><span class="p">]</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"append"</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> -</span><span id="DataFrame-358"><a href="#DataFrame-358"><span class="linenos">358</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"joins"</span><span class="p">):</span> -</span><span id="DataFrame-359"><a href="#DataFrame-359"><span class="linenos">359</span></a> <span class="n">ambiguous_cols</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-360"><a href="#DataFrame-360"><span class="linenos">360</span></a> <span class="n">col</span> -</span><span id="DataFrame-361"><a href="#DataFrame-361"><span class="linenos">361</span></a> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">cols</span> -</span><span id="DataFrame-362"><a href="#DataFrame-362"><span class="linenos">362</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">col</span><span class="o">.</span><span class="n">column_expression</span><span class="o">.</span><span class="n">table</span> -</span><span id="DataFrame-363"><a href="#DataFrame-363"><span class="linenos">363</span></a> <span class="p">]</span> -</span><span id="DataFrame-364"><a href="#DataFrame-364"><span class="linenos">364</span></a> <span class="k">if</span> <span class="n">ambiguous_cols</span><span class="p">:</span> -</span><span id="DataFrame-365"><a href="#DataFrame-365"><span class="linenos">365</span></a> <span class="n">join_table_identifiers</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-366"><a href="#DataFrame-366"><span class="linenos">366</span></a> <span class="n">x</span><span class="o">.</span><span class="n">this</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">get_tables_from_expression_with_join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame-367"><a href="#DataFrame-367"><span class="linenos">367</span></a> <span class="p">]</span> -</span><span id="DataFrame-368"><a href="#DataFrame-368"><span class="linenos">368</span></a> <span class="n">cte_names_in_join</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">this</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">join_table_identifiers</span><span class="p">]</span> -</span><span id="DataFrame-369"><a href="#DataFrame-369"><span class="linenos">369</span></a> <span class="c1"># If we have columns that resolve to multiple CTE expressions then we want to use each CTE left-to-right</span> -</span><span id="DataFrame-370"><a href="#DataFrame-370"><span class="linenos">370</span></a> <span class="c1"># and therefore we allow multiple columns with the same name in the result. This matches the behavior</span> -</span><span id="DataFrame-371"><a href="#DataFrame-371"><span class="linenos">371</span></a> <span class="c1"># of Spark.</span> -</span><span id="DataFrame-372"><a href="#DataFrame-372"><span class="linenos">372</span></a> <span class="n">resolved_column_position</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">[</span><span class="n">Column</span><span class="p">,</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">col</span><span class="p">:</span> <span class="o">-</span><span class="mi">1</span> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">ambiguous_cols</span><span class="p">}</span> -</span><span id="DataFrame-373"><a href="#DataFrame-373"><span class="linenos">373</span></a> <span class="k">for</span> <span class="n">ambiguous_col</span> <span class="ow">in</span> <span class="n">ambiguous_cols</span><span class="p">:</span> -</span><span id="DataFrame-374"><a href="#DataFrame-374"><span class="linenos">374</span></a> <span class="n">ctes_with_column</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-375"><a href="#DataFrame-375"><span class="linenos">375</span></a> <span class="n">cte</span> -</span><span id="DataFrame-376"><a href="#DataFrame-376"><span class="linenos">376</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">ctes</span> -</span><span id="DataFrame-377"><a href="#DataFrame-377"><span class="linenos">377</span></a> <span class="k">if</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte_names_in_join</span> -</span><span id="DataFrame-378"><a href="#DataFrame-378"><span class="linenos">378</span></a> <span class="ow">and</span> <span class="n">ambiguous_col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">named_selects</span> -</span><span id="DataFrame-379"><a href="#DataFrame-379"><span class="linenos">379</span></a> <span class="p">]</span> -</span><span id="DataFrame-380"><a href="#DataFrame-380"><span class="linenos">380</span></a> <span class="c1"># Check if there is a CTE with this column that we haven't used before. If so, use it. Otherwise,</span> -</span><span id="DataFrame-381"><a href="#DataFrame-381"><span class="linenos">381</span></a> <span class="c1"># use the same CTE we used before</span> -</span><span id="DataFrame-382"><a href="#DataFrame-382"><span class="linenos">382</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="n">seq_get</span><span class="p">(</span><span class="n">ctes_with_column</span><span class="p">,</span> <span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> -</span><span id="DataFrame-383"><a href="#DataFrame-383"><span class="linenos">383</span></a> <span class="k">if</span> <span class="n">cte</span><span class="p">:</span> -</span><span id="DataFrame-384"><a href="#DataFrame-384"><span class="linenos">384</span></a> <span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span> -</span><span id="DataFrame-385"><a href="#DataFrame-385"><span class="linenos">385</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame-386"><a href="#DataFrame-386"><span class="linenos">386</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="n">ctes_with_column</span><span class="p">[</span><span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]]</span> -</span><span id="DataFrame-387"><a href="#DataFrame-387"><span class="linenos">387</span></a> <span class="n">ambiguous_col</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"table"</span><span class="p">,</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> -</span><span id="DataFrame-388"><a href="#DataFrame-388"><span class="linenos">388</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span> -</span><span id="DataFrame-389"><a href="#DataFrame-389"><span class="linenos">389</span></a> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cols</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">),</span> <span class="o">**</span><span class="n">kwargs</span> -</span><span id="DataFrame-390"><a href="#DataFrame-390"><span class="linenos">390</span></a> <span class="p">)</span> -</span><span id="DataFrame-391"><a href="#DataFrame-391"><span class="linenos">391</span></a> -</span><span id="DataFrame-392"><a href="#DataFrame-392"><span class="linenos">392</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame-393"><a href="#DataFrame-393"><span class="linenos">393</span></a> <span class="k">def</span> <span class="nf">alias</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-394"><a href="#DataFrame-394"><span class="linenos">394</span></a> <span class="n">new_sequence_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span><span class="o">.</span><span class="n">_random_sequence_id</span> -</span><span id="DataFrame-395"><a href="#DataFrame-395"><span class="linenos">395</span></a> <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame-396"><a href="#DataFrame-396"><span class="linenos">396</span></a> <span class="k">for</span> <span class="n">join_hint</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="p">:</span> -</span><span id="DataFrame-397"><a href="#DataFrame-397"><span class="linenos">397</span></a> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">join_hint</span><span class="o">.</span><span class="n">expressions</span><span class="p">:</span> -</span><span id="DataFrame-398"><a href="#DataFrame-398"><span class="linenos">398</span></a> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">sequence_id</span><span class="p">:</span> -</span><span id="DataFrame-399"><a href="#DataFrame-399"><span class="linenos">399</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"this"</span><span class="p">,</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">new_sequence_id</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame-400"><a href="#DataFrame-400"><span class="linenos">400</span></a> <span class="n">df</span><span class="o">.</span><span class="n">spark</span><span class="o">.</span><span class="n">_add_alias_to_mapping</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">new_sequence_id</span><span class="p">)</span> -</span><span id="DataFrame-401"><a href="#DataFrame-401"><span class="linenos">401</span></a> <span class="k">return</span> <span class="n">df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">(</span><span class="n">sequence_id</span><span class="o">=</span><span class="n">new_sequence_id</span><span class="p">)</span> -</span><span id="DataFrame-402"><a href="#DataFrame-402"><span class="linenos">402</span></a> -</span><span id="DataFrame-403"><a href="#DataFrame-403"><span class="linenos">403</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">WHERE</span><span class="p">)</span> -</span><span id="DataFrame-404"><a href="#DataFrame-404"><span class="linenos">404</span></a> <span class="k">def</span> <span class="nf">where</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">Column</span><span class="p">,</span> <span class="nb">bool</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-405"><a href="#DataFrame-405"><span class="linenos">405</span></a> <span class="n">col</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_col</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> -</span><span id="DataFrame-406"><a href="#DataFrame-406"><span class="linenos">406</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">))</span> -</span><span id="DataFrame-407"><a href="#DataFrame-407"><span class="linenos">407</span></a> -</span><span id="DataFrame-408"><a href="#DataFrame-408"><span class="linenos">408</span></a> <span class="nb">filter</span> <span class="o">=</span> <span class="n">where</span> -</span><span id="DataFrame-409"><a href="#DataFrame-409"><span class="linenos">409</span></a> -</span><span id="DataFrame-410"><a href="#DataFrame-410"><span class="linenos">410</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">GROUP_BY</span><span class="p">)</span> -</span><span id="DataFrame-411"><a href="#DataFrame-411"><span class="linenos">411</span></a> <span class="k">def</span> <span class="nf">groupBy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">GroupedData</span><span class="p">:</span> -</span><span id="DataFrame-412"><a href="#DataFrame-412"><span class="linenos">412</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame-413"><a href="#DataFrame-413"><span class="linenos">413</span></a> <span class="k">return</span> <span class="n">GroupedData</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">last_op</span><span class="p">)</span> -</span><span id="DataFrame-414"><a href="#DataFrame-414"><span class="linenos">414</span></a> -</span><span id="DataFrame-415"><a href="#DataFrame-415"><span class="linenos">415</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame-416"><a href="#DataFrame-416"><span class="linenos">416</span></a> <span class="k">def</span> <span class="nf">agg</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">exprs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-417"><a href="#DataFrame-417"><span class="linenos">417</span></a> <span class="n">cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">exprs</span><span class="p">)</span> -</span><span id="DataFrame-418"><a href="#DataFrame-418"><span class="linenos">418</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">groupBy</span><span class="p">()</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="o">*</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame-419"><a href="#DataFrame-419"><span class="linenos">419</span></a> -</span><span id="DataFrame-420"><a href="#DataFrame-420"><span class="linenos">420</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame-421"><a href="#DataFrame-421"><span class="linenos">421</span></a> <span class="k">def</span> <span class="nf">join</span><span class="p">(</span> -</span><span id="DataFrame-422"><a href="#DataFrame-422"><span class="linenos">422</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrame-423"><a href="#DataFrame-423"><span class="linenos">423</span></a> <span class="n">other_df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> -</span><span id="DataFrame-424"><a href="#DataFrame-424"><span class="linenos">424</span></a> <span class="n">on</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">Column</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">Column</span><span class="p">]],</span> -</span><span id="DataFrame-425"><a href="#DataFrame-425"><span class="linenos">425</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"inner"</span><span class="p">,</span> -</span><span id="DataFrame-426"><a href="#DataFrame-426"><span class="linenos">426</span></a> <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span> -</span><span id="DataFrame-427"><a href="#DataFrame-427"><span class="linenos">427</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-428"><a href="#DataFrame-428"><span class="linenos">428</span></a> <span class="n">other_df</span> <span class="o">=</span> <span class="n">other_df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span> -</span><span id="DataFrame-429"><a href="#DataFrame-429"><span class="linenos">429</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">on</span><span class="p">)</span> -</span><span id="DataFrame-430"><a href="#DataFrame-430"><span class="linenos">430</span></a> <span class="c1"># We will determine actual "join on" expression later so we don't provide it at first</span> -</span><span id="DataFrame-431"><a href="#DataFrame-431"><span class="linenos">431</span></a> <span class="n">join_expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">join</span><span class="p">(</span> -</span><span id="DataFrame-432"><a href="#DataFrame-432"><span class="linenos">432</span></a> <span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span><span class="p">,</span> <span class="n">join_type</span><span class="o">=</span><span class="n">how</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"_"</span><span class="p">,</span> <span class="s2">" "</span><span class="p">)</span> -</span><span id="DataFrame-433"><a href="#DataFrame-433"><span class="linenos">433</span></a> <span class="p">)</span> -</span><span id="DataFrame-434"><a href="#DataFrame-434"><span class="linenos">434</span></a> <span class="n">join_expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_add_ctes_to_expression</span><span class="p">(</span><span class="n">join_expression</span><span class="p">,</span> <span class="n">other_df</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">)</span> -</span><span id="DataFrame-435"><a href="#DataFrame-435"><span class="linenos">435</span></a> <span class="n">self_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">join_expression</span><span class="p">)</span> -</span><span id="DataFrame-436"><a href="#DataFrame-436"><span class="linenos">436</span></a> <span class="n">other_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">other_df</span><span class="p">)</span> -</span><span id="DataFrame-437"><a href="#DataFrame-437"><span class="linenos">437</span></a> <span class="c1"># Determines the join clause and select columns to be used passed on what type of columns were provided for</span> -</span><span id="DataFrame-438"><a href="#DataFrame-438"><span class="linenos">438</span></a> <span class="c1"># the join. The columns returned changes based on how the on expression is provided.</span> -</span><span id="DataFrame-439"><a href="#DataFrame-439"><span class="linenos">439</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">join_columns</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span> -</span><span id="DataFrame-440"><a href="#DataFrame-440"><span class="linenos">440</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="DataFrame-441"><a href="#DataFrame-441"><span class="linenos">441</span></a><span class="sd"> Unique characteristics of join on column names only:</span> -</span><span id="DataFrame-442"><a href="#DataFrame-442"><span class="linenos">442</span></a><span class="sd"> * The column names are put at the front of the select list</span> -</span><span id="DataFrame-443"><a href="#DataFrame-443"><span class="linenos">443</span></a><span class="sd"> * The column names are deduplicated across the entire select list and only the column names (other dups are allowed)</span> -</span><span id="DataFrame-444"><a href="#DataFrame-444"><span class="linenos">444</span></a><span class="sd"> """</span> -</span><span id="DataFrame-445"><a href="#DataFrame-445"><span class="linenos">445</span></a> <span class="n">table_names</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-446"><a href="#DataFrame-446"><span class="linenos">446</span></a> <span class="n">table</span><span class="o">.</span><span class="n">alias_or_name</span> -</span><span id="DataFrame-447"><a href="#DataFrame-447"><span class="linenos">447</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="n">get_tables_from_expression_with_join</span><span class="p">(</span><span class="n">join_expression</span><span class="p">)</span> -</span><span id="DataFrame-448"><a href="#DataFrame-448"><span class="linenos">448</span></a> <span class="p">]</span> -</span><span id="DataFrame-449"><a href="#DataFrame-449"><span class="linenos">449</span></a> <span class="n">potential_ctes</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-450"><a href="#DataFrame-450"><span class="linenos">450</span></a> <span class="n">cte</span> -</span><span id="DataFrame-451"><a href="#DataFrame-451"><span class="linenos">451</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">join_expression</span><span class="o">.</span><span class="n">ctes</span> -</span><span id="DataFrame-452"><a href="#DataFrame-452"><span class="linenos">452</span></a> <span class="k">if</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">table_names</span> -</span><span id="DataFrame-453"><a href="#DataFrame-453"><span class="linenos">453</span></a> <span class="ow">and</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">!=</span> <span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span> -</span><span id="DataFrame-454"><a href="#DataFrame-454"><span class="linenos">454</span></a> <span class="p">]</span> -</span><span id="DataFrame-455"><a href="#DataFrame-455"><span class="linenos">455</span></a> <span class="c1"># Determine the table to reference for the left side of the join by checking each of the left side</span> -</span><span id="DataFrame-456"><a href="#DataFrame-456"><span class="linenos">456</span></a> <span class="c1"># tables and see if they have the column being referenced.</span> -</span><span id="DataFrame-457"><a href="#DataFrame-457"><span class="linenos">457</span></a> <span class="n">join_column_pairs</span> <span class="o">=</span> <span class="p">[]</span> -</span><span id="DataFrame-458"><a href="#DataFrame-458"><span class="linenos">458</span></a> <span class="k">for</span> <span class="n">join_column</span> <span class="ow">in</span> <span class="n">join_columns</span><span class="p">:</span> -</span><span id="DataFrame-459"><a href="#DataFrame-459"><span class="linenos">459</span></a> <span class="n">num_matching_ctes</span> <span class="o">=</span> <span class="mi">0</span> -</span><span id="DataFrame-460"><a href="#DataFrame-460"><span class="linenos">460</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">potential_ctes</span><span class="p">:</span> -</span><span id="DataFrame-461"><a href="#DataFrame-461"><span class="linenos">461</span></a> <span class="k">if</span> <span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">named_selects</span><span class="p">:</span> -</span><span id="DataFrame-462"><a href="#DataFrame-462"><span class="linenos">462</span></a> <span class="n">left_column</span> <span class="o">=</span> <span class="n">join_column</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">set_table_name</span><span class="p">(</span><span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> -</span><span id="DataFrame-463"><a href="#DataFrame-463"><span class="linenos">463</span></a> <span class="n">right_column</span> <span class="o">=</span> <span class="n">join_column</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">set_table_name</span><span class="p">(</span><span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span><span class="p">)</span> -</span><span id="DataFrame-464"><a href="#DataFrame-464"><span class="linenos">464</span></a> <span class="n">join_column_pairs</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">left_column</span><span class="p">,</span> <span class="n">right_column</span><span class="p">))</span> -</span><span id="DataFrame-465"><a href="#DataFrame-465"><span class="linenos">465</span></a> <span class="n">num_matching_ctes</span> <span class="o">+=</span> <span class="mi">1</span> -</span><span id="DataFrame-466"><a href="#DataFrame-466"><span class="linenos">466</span></a> <span class="k">if</span> <span class="n">num_matching_ctes</span> <span class="o">></span> <span class="mi">1</span><span class="p">:</span> -</span><span id="DataFrame-467"><a href="#DataFrame-467"><span class="linenos">467</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span> -</span><span id="DataFrame-468"><a href="#DataFrame-468"><span class="linenos">468</span></a> <span class="sa">f</span><span class="s2">"Column </span><span class="si">{</span><span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="si">}</span><span class="s2"> is ambiguous. Please specify the table name."</span> -</span><span id="DataFrame-469"><a href="#DataFrame-469"><span class="linenos">469</span></a> <span class="p">)</span> -</span><span id="DataFrame-470"><a href="#DataFrame-470"><span class="linenos">470</span></a> <span class="k">elif</span> <span class="n">num_matching_ctes</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> -</span><span id="DataFrame-471"><a href="#DataFrame-471"><span class="linenos">471</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span> -</span><span id="DataFrame-472"><a href="#DataFrame-472"><span class="linenos">472</span></a> <span class="sa">f</span><span class="s2">"Column </span><span class="si">{</span><span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="si">}</span><span class="s2"> does not exist in any of the tables."</span> -</span><span id="DataFrame-473"><a href="#DataFrame-473"><span class="linenos">473</span></a> <span class="p">)</span> -</span><span id="DataFrame-474"><a href="#DataFrame-474"><span class="linenos">474</span></a> <span class="n">join_clause</span> <span class="o">=</span> <span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span> -</span><span id="DataFrame-475"><a href="#DataFrame-475"><span class="linenos">475</span></a> <span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">&</span> <span class="n">y</span><span class="p">,</span> -</span><span id="DataFrame-476"><a href="#DataFrame-476"><span class="linenos">476</span></a> <span class="p">[</span><span class="n">left_column</span> <span class="o">==</span> <span class="n">right_column</span> <span class="k">for</span> <span class="n">left_column</span><span class="p">,</span> <span class="n">right_column</span> <span class="ow">in</span> <span class="n">join_column_pairs</span><span class="p">],</span> -</span><span id="DataFrame-477"><a href="#DataFrame-477"><span class="linenos">477</span></a> <span class="p">)</span> -</span><span id="DataFrame-478"><a href="#DataFrame-478"><span class="linenos">478</span></a> <span class="n">join_column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">left_col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">left_col</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">join_column_pairs</span><span class="p">]</span> -</span><span id="DataFrame-479"><a href="#DataFrame-479"><span class="linenos">479</span></a> <span class="c1"># To match spark behavior only the join clause gets deduplicated and it gets put in the front of the column list</span> -</span><span id="DataFrame-480"><a href="#DataFrame-480"><span class="linenos">480</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-481"><a href="#DataFrame-481"><span class="linenos">481</span></a> <span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span> -</span><span id="DataFrame-482"><a href="#DataFrame-482"><span class="linenos">482</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Star</span><span class="p">)</span> -</span><span id="DataFrame-483"><a href="#DataFrame-483"><span class="linenos">483</span></a> <span class="k">else</span> <span class="n">column</span><span class="o">.</span><span class="n">sql</span><span class="p">()</span> -</span><span id="DataFrame-484"><a href="#DataFrame-484"><span class="linenos">484</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">self_columns</span> <span class="o">+</span> <span class="n">other_columns</span> -</span><span id="DataFrame-485"><a href="#DataFrame-485"><span class="linenos">485</span></a> <span class="p">]</span> -</span><span id="DataFrame-486"><a href="#DataFrame-486"><span class="linenos">486</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-487"><a href="#DataFrame-487"><span class="linenos">487</span></a> <span class="n">column_name</span> -</span><span id="DataFrame-488"><a href="#DataFrame-488"><span class="linenos">488</span></a> <span class="k">for</span> <span class="n">column_name</span> <span class="ow">in</span> <span class="n">select_column_names</span> -</span><span id="DataFrame-489"><a href="#DataFrame-489"><span class="linenos">489</span></a> <span class="k">if</span> <span class="n">column_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">join_column_names</span> -</span><span id="DataFrame-490"><a href="#DataFrame-490"><span class="linenos">490</span></a> <span class="p">]</span> -</span><span id="DataFrame-491"><a href="#DataFrame-491"><span class="linenos">491</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="n">join_column_names</span> <span class="o">+</span> <span class="n">select_column_names</span> -</span><span id="DataFrame-492"><a href="#DataFrame-492"><span class="linenos">492</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame-493"><a href="#DataFrame-493"><span class="linenos">493</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="DataFrame-494"><a href="#DataFrame-494"><span class="linenos">494</span></a><span class="sd"> Unique characteristics of join on expressions:</span> -</span><span id="DataFrame-495"><a href="#DataFrame-495"><span class="linenos">495</span></a><span class="sd"> * There is no deduplication of the results.</span> -</span><span id="DataFrame-496"><a href="#DataFrame-496"><span class="linenos">496</span></a><span class="sd"> * The left join dataframe columns go first and right come after. No sort preference is given to join columns</span> -</span><span id="DataFrame-497"><a href="#DataFrame-497"><span class="linenos">497</span></a><span class="sd"> """</span> -</span><span id="DataFrame-498"><a href="#DataFrame-498"><span class="linenos">498</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">join_columns</span><span class="p">,</span> <span class="n">join_expression</span><span class="p">)</span> -</span><span id="DataFrame-499"><a href="#DataFrame-499"><span class="linenos">499</span></a> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">join_columns</span><span class="p">)</span> <span class="o">></span> <span class="mi">1</span><span class="p">:</span> -</span><span id="DataFrame-500"><a href="#DataFrame-500"><span class="linenos">500</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">&</span> <span class="n">y</span><span class="p">,</span> <span class="n">join_columns</span><span class="p">)]</span> -</span><span id="DataFrame-501"><a href="#DataFrame-501"><span class="linenos">501</span></a> <span class="n">join_clause</span> <span class="o">=</span> <span class="n">join_columns</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> -</span><span id="DataFrame-502"><a href="#DataFrame-502"><span class="linenos">502</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">self_columns</span> <span class="o">+</span> <span class="n">other_columns</span><span class="p">]</span> -</span><span id="DataFrame-503"><a href="#DataFrame-503"><span class="linenos">503</span></a> -</span><span id="DataFrame-504"><a href="#DataFrame-504"><span class="linenos">504</span></a> <span class="c1"># Update the on expression with the actual join clause to replace the dummy one from before</span> -</span><span id="DataFrame-505"><a href="#DataFrame-505"><span class="linenos">505</span></a> <span class="n">join_expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"joins"</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"on"</span><span class="p">,</span> <span class="n">join_clause</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame-506"><a href="#DataFrame-506"><span class="linenos">506</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">join_expression</span><span class="p">)</span> -</span><span id="DataFrame-507"><a href="#DataFrame-507"><span class="linenos">507</span></a> <span class="n">new_df</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="p">)</span> -</span><span id="DataFrame-508"><a href="#DataFrame-508"><span class="linenos">508</span></a> <span class="n">new_df</span><span class="o">.</span><span class="n">pending_hints</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">other_df</span><span class="o">.</span><span class="n">pending_hints</span><span class="p">)</span> -</span><span id="DataFrame-509"><a href="#DataFrame-509"><span class="linenos">509</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="o">.</span><span class="n">__wrapped__</span><span class="p">(</span><span class="n">new_df</span><span class="p">,</span> <span class="o">*</span><span class="n">select_column_names</span><span class="p">)</span> -</span><span id="DataFrame-510"><a href="#DataFrame-510"><span class="linenos">510</span></a> <span class="k">return</span> <span class="n">new_df</span> -</span><span id="DataFrame-511"><a href="#DataFrame-511"><span class="linenos">511</span></a> -</span><span id="DataFrame-512"><a href="#DataFrame-512"><span class="linenos">512</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">ORDER_BY</span><span class="p">)</span> -</span><span id="DataFrame-513"><a href="#DataFrame-513"><span class="linenos">513</span></a> <span class="k">def</span> <span class="nf">orderBy</span><span class="p">(</span> -</span><span id="DataFrame-514"><a href="#DataFrame-514"><span class="linenos">514</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrame-515"><a href="#DataFrame-515"><span class="linenos">515</span></a> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">],</span> -</span><span id="DataFrame-516"><a href="#DataFrame-516"><span class="linenos">516</span></a> <span class="n">ascending</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame-517"><a href="#DataFrame-517"><span class="linenos">517</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-518"><a href="#DataFrame-518"><span class="linenos">518</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="DataFrame-519"><a href="#DataFrame-519"><span class="linenos">519</span></a><span class="sd"> This implementation lets any ordered columns take priority over whatever is provided in `ascending`. Spark</span> -</span><span id="DataFrame-520"><a href="#DataFrame-520"><span class="linenos">520</span></a><span class="sd"> has irregular behavior and can result in runtime errors. Users shouldn't be mixing the two anyways so this</span> -</span><span id="DataFrame-521"><a href="#DataFrame-521"><span class="linenos">521</span></a><span class="sd"> is unlikely to come up.</span> -</span><span id="DataFrame-522"><a href="#DataFrame-522"><span class="linenos">522</span></a><span class="sd"> """</span> -</span><span id="DataFrame-523"><a href="#DataFrame-523"><span class="linenos">523</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame-524"><a href="#DataFrame-524"><span class="linenos">524</span></a> <span class="n">pre_ordered_col_indexes</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-525"><a href="#DataFrame-525"><span class="linenos">525</span></a> <span class="n">x</span> -</span><span id="DataFrame-526"><a href="#DataFrame-526"><span class="linenos">526</span></a> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">[</span> -</span><span id="DataFrame-527"><a href="#DataFrame-527"><span class="linenos">527</span></a> <span class="n">i</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">)</span> <span class="k">else</span> <span class="kc">None</span> -</span><span id="DataFrame-528"><a href="#DataFrame-528"><span class="linenos">528</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">col</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame-529"><a href="#DataFrame-529"><span class="linenos">529</span></a> <span class="p">]</span> -</span><span id="DataFrame-530"><a href="#DataFrame-530"><span class="linenos">530</span></a> <span class="k">if</span> <span class="n">x</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> -</span><span id="DataFrame-531"><a href="#DataFrame-531"><span class="linenos">531</span></a> <span class="p">]</span> -</span><span id="DataFrame-532"><a href="#DataFrame-532"><span class="linenos">532</span></a> <span class="k">if</span> <span class="n">ascending</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> -</span><span id="DataFrame-533"><a href="#DataFrame-533"><span class="linenos">533</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="kc">True</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame-534"><a href="#DataFrame-534"><span class="linenos">534</span></a> <span class="k">elif</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ascending</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> -</span><span id="DataFrame-535"><a href="#DataFrame-535"><span class="linenos">535</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="n">ascending</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame-536"><a href="#DataFrame-536"><span class="linenos">536</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="nb">bool</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">ascending</span><span class="p">)]</span> -</span><span id="DataFrame-537"><a href="#DataFrame-537"><span class="linenos">537</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span> -</span><span id="DataFrame-538"><a href="#DataFrame-538"><span class="linenos">538</span></a> <span class="n">ascending</span> -</span><span id="DataFrame-539"><a href="#DataFrame-539"><span class="linenos">539</span></a> <span class="p">),</span> <span class="s2">"The length of items in ascending must equal the number of columns provided"</span> -</span><span id="DataFrame-540"><a href="#DataFrame-540"><span class="linenos">540</span></a> <span class="n">col_and_ascending</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">columns</span><span class="p">,</span> <span class="n">ascending</span><span class="p">))</span> -</span><span id="DataFrame-541"><a href="#DataFrame-541"><span class="linenos">541</span></a> <span class="n">order_by_columns</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-542"><a href="#DataFrame-542"><span class="linenos">542</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="ow">not</span> <span class="n">asc</span><span class="p">)</span> -</span><span id="DataFrame-543"><a href="#DataFrame-543"><span class="linenos">543</span></a> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">pre_ordered_col_indexes</span> -</span><span id="DataFrame-544"><a href="#DataFrame-544"><span class="linenos">544</span></a> <span class="k">else</span> <span class="n">columns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">column_expression</span> -</span><span id="DataFrame-545"><a href="#DataFrame-545"><span class="linenos">545</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">col</span><span class="p">,</span> <span class="n">asc</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">col_and_ascending</span><span class="p">)</span> -</span><span id="DataFrame-546"><a href="#DataFrame-546"><span class="linenos">546</span></a> <span class="p">]</span> -</span><span id="DataFrame-547"><a href="#DataFrame-547"><span class="linenos">547</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">order_by</span><span class="p">(</span><span class="o">*</span><span class="n">order_by_columns</span><span class="p">))</span> -</span><span id="DataFrame-548"><a href="#DataFrame-548"><span class="linenos">548</span></a> -</span><span id="DataFrame-549"><a href="#DataFrame-549"><span class="linenos">549</span></a> <span class="n">sort</span> <span class="o">=</span> <span class="n">orderBy</span> -</span><span id="DataFrame-550"><a href="#DataFrame-550"><span class="linenos">550</span></a> -</span><span id="DataFrame-551"><a href="#DataFrame-551"><span class="linenos">551</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame-552"><a href="#DataFrame-552"><span class="linenos">552</span></a> <span class="k">def</span> <span class="nf">union</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-553"><a href="#DataFrame-553"><span class="linenos">553</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> -</span><span id="DataFrame-554"><a href="#DataFrame-554"><span class="linenos">554</span></a> -</span><span id="DataFrame-555"><a href="#DataFrame-555"><span class="linenos">555</span></a> <span class="n">unionAll</span> <span class="o">=</span> <span class="n">union</span> -</span><span id="DataFrame-556"><a href="#DataFrame-556"><span class="linenos">556</span></a> -</span><span id="DataFrame-557"><a href="#DataFrame-557"><span class="linenos">557</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame-558"><a href="#DataFrame-558"><span class="linenos">558</span></a> <span class="k">def</span> <span class="nf">unionByName</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> <span class="n">allowMissingColumns</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span> -</span><span id="DataFrame-559"><a href="#DataFrame-559"><span class="linenos">559</span></a> <span class="n">l_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> -</span><span id="DataFrame-560"><a href="#DataFrame-560"><span class="linenos">560</span></a> <span class="n">r_columns</span> <span class="o">=</span> <span class="n">other</span><span class="o">.</span><span class="n">columns</span> -</span><span id="DataFrame-561"><a href="#DataFrame-561"><span class="linenos">561</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">allowMissingColumns</span><span class="p">:</span> -</span><span id="DataFrame-562"><a href="#DataFrame-562"><span class="linenos">562</span></a> <span class="n">l_expressions</span> <span class="o">=</span> <span class="n">l_columns</span> -</span><span id="DataFrame-563"><a href="#DataFrame-563"><span class="linenos">563</span></a> <span class="n">r_expressions</span> <span class="o">=</span> <span class="n">l_columns</span> -</span><span id="DataFrame-564"><a href="#DataFrame-564"><span class="linenos">564</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame-565"><a href="#DataFrame-565"><span class="linenos">565</span></a> <span class="n">l_expressions</span> <span class="o">=</span> <span class="p">[]</span> -</span><span id="DataFrame-566"><a href="#DataFrame-566"><span class="linenos">566</span></a> <span class="n">r_expressions</span> <span class="o">=</span> <span class="p">[]</span> -</span><span id="DataFrame-567"><a href="#DataFrame-567"><span class="linenos">567</span></a> <span class="n">r_columns_unused</span> <span class="o">=</span> <span class="n">copy</span><span class="p">(</span><span class="n">r_columns</span><span class="p">)</span> -</span><span id="DataFrame-568"><a href="#DataFrame-568"><span class="linenos">568</span></a> <span class="k">for</span> <span class="n">l_column</span> <span class="ow">in</span> <span class="n">l_columns</span><span class="p">:</span> -</span><span id="DataFrame-569"><a href="#DataFrame-569"><span class="linenos">569</span></a> <span class="n">l_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> -</span><span id="DataFrame-570"><a href="#DataFrame-570"><span class="linenos">570</span></a> <span class="k">if</span> <span class="n">l_column</span> <span class="ow">in</span> <span class="n">r_columns</span><span class="p">:</span> -</span><span id="DataFrame-571"><a href="#DataFrame-571"><span class="linenos">571</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> -</span><span id="DataFrame-572"><a href="#DataFrame-572"><span class="linenos">572</span></a> <span class="n">r_columns_unused</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> -</span><span id="DataFrame-573"><a href="#DataFrame-573"><span class="linenos">573</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame-574"><a href="#DataFrame-574"><span class="linenos">574</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">(),</span> <span class="n">l_column</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span> -</span><span id="DataFrame-575"><a href="#DataFrame-575"><span class="linenos">575</span></a> <span class="k">for</span> <span class="n">r_column</span> <span class="ow">in</span> <span class="n">r_columns_unused</span><span class="p">:</span> -</span><span id="DataFrame-576"><a href="#DataFrame-576"><span class="linenos">576</span></a> <span class="n">l_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">(),</span> <span class="n">r_column</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span> -</span><span id="DataFrame-577"><a href="#DataFrame-577"><span class="linenos">577</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">r_column</span><span class="p">)</span> -</span><span id="DataFrame-578"><a href="#DataFrame-578"><span class="linenos">578</span></a> <span class="n">r_df</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="DataFrame-579"><a href="#DataFrame-579"><span class="linenos">579</span></a> <span class="n">other</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">r_expressions</span><span class="p">))</span> -</span><span id="DataFrame-580"><a href="#DataFrame-580"><span class="linenos">580</span></a> <span class="p">)</span> -</span><span id="DataFrame-581"><a href="#DataFrame-581"><span class="linenos">581</span></a> <span class="n">l_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame-582"><a href="#DataFrame-582"><span class="linenos">582</span></a> <span class="k">if</span> <span class="n">allowMissingColumns</span><span class="p">:</span> -</span><span id="DataFrame-583"><a href="#DataFrame-583"><span class="linenos">583</span></a> <span class="n">l_df</span> <span class="o">=</span> <span class="n">l_df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">l_expressions</span><span class="p">))</span> -</span><span id="DataFrame-584"><a href="#DataFrame-584"><span class="linenos">584</span></a> <span class="k">return</span> <span class="n">l_df</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">,</span> <span class="n">r_df</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> -</span><span id="DataFrame-585"><a href="#DataFrame-585"><span class="linenos">585</span></a> -</span><span id="DataFrame-586"><a href="#DataFrame-586"><span class="linenos">586</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame-587"><a href="#DataFrame-587"><span class="linenos">587</span></a> <span class="k">def</span> <span class="nf">intersect</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-588"><a href="#DataFrame-588"><span class="linenos">588</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Intersect</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span> -</span><span id="DataFrame-589"><a href="#DataFrame-589"><span class="linenos">589</span></a> -</span><span id="DataFrame-590"><a href="#DataFrame-590"><span class="linenos">590</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame-591"><a href="#DataFrame-591"><span class="linenos">591</span></a> <span class="k">def</span> <span class="nf">intersectAll</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-592"><a href="#DataFrame-592"><span class="linenos">592</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Intersect</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> -</span><span id="DataFrame-593"><a href="#DataFrame-593"><span class="linenos">593</span></a> -</span><span id="DataFrame-594"><a href="#DataFrame-594"><span class="linenos">594</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame-595"><a href="#DataFrame-595"><span class="linenos">595</span></a> <span class="k">def</span> <span class="nf">exceptAll</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-596"><a href="#DataFrame-596"><span class="linenos">596</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Except</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> -</span><span id="DataFrame-597"><a href="#DataFrame-597"><span class="linenos">597</span></a> -</span><span id="DataFrame-598"><a href="#DataFrame-598"><span class="linenos">598</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame-599"><a href="#DataFrame-599"><span class="linenos">599</span></a> <span class="k">def</span> <span class="nf">distinct</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-600"><a href="#DataFrame-600"><span class="linenos">600</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">distinct</span><span class="p">())</span> -</span><span id="DataFrame-601"><a href="#DataFrame-601"><span class="linenos">601</span></a> -</span><span id="DataFrame-602"><a href="#DataFrame-602"><span class="linenos">602</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame-603"><a href="#DataFrame-603"><span class="linenos">603</span></a> <span class="k">def</span> <span class="nf">dropDuplicates</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span> -</span><span id="DataFrame-604"><a href="#DataFrame-604"><span class="linenos">604</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">subset</span><span class="p">:</span> -</span><span id="DataFrame-605"><a href="#DataFrame-605"><span class="linenos">605</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">distinct</span><span class="p">()</span> -</span><span id="DataFrame-606"><a href="#DataFrame-606"><span class="linenos">606</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="n">ensure_list</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> -</span><span id="DataFrame-607"><a href="#DataFrame-607"><span class="linenos">607</span></a> <span class="n">window</span> <span class="o">=</span> <span class="n">Window</span><span class="o">.</span><span class="n">partitionBy</span><span class="p">(</span><span class="o">*</span><span class="n">column_names</span><span class="p">)</span><span class="o">.</span><span class="n">orderBy</span><span class="p">(</span><span class="o">*</span><span class="n">column_names</span><span class="p">)</span> -</span><span id="DataFrame-608"><a href="#DataFrame-608"><span class="linenos">608</span></a> <span class="k">return</span> <span class="p">(</span> -</span><span id="DataFrame-609"><a href="#DataFrame-609"><span class="linenos">609</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame-610"><a href="#DataFrame-610"><span class="linenos">610</span></a> <span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">,</span> <span class="n">F</span><span class="o">.</span><span class="n">row_number</span><span class="p">()</span><span class="o">.</span><span class="n">over</span><span class="p">(</span><span class="n">window</span><span class="p">))</span> -</span><span id="DataFrame-611"><a href="#DataFrame-611"><span class="linenos">611</span></a> <span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">)</span> <span class="o">==</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span> -</span><span id="DataFrame-612"><a href="#DataFrame-612"><span class="linenos">612</span></a> <span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">)</span> -</span><span id="DataFrame-613"><a href="#DataFrame-613"><span class="linenos">613</span></a> <span class="p">)</span> -</span><span id="DataFrame-614"><a href="#DataFrame-614"><span class="linenos">614</span></a> -</span><span id="DataFrame-615"><a href="#DataFrame-615"><span class="linenos">615</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame-616"><a href="#DataFrame-616"><span class="linenos">616</span></a> <span class="k">def</span> <span class="nf">dropna</span><span class="p">(</span> -</span><span id="DataFrame-617"><a href="#DataFrame-617"><span class="linenos">617</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrame-618"><a href="#DataFrame-618"><span class="linenos">618</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"any"</span><span class="p">,</span> -</span><span id="DataFrame-619"><a href="#DataFrame-619"><span class="linenos">619</span></a> <span class="n">thresh</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame-620"><a href="#DataFrame-620"><span class="linenos">620</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame-621"><a href="#DataFrame-621"><span class="linenos">621</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-622"><a href="#DataFrame-622"><span class="linenos">622</span></a> <span class="n">minimum_non_null</span> <span class="o">=</span> <span class="n">thresh</span> <span class="ow">or</span> <span class="mi">0</span> <span class="c1"># will be determined later if thresh is null</span> -</span><span id="DataFrame-623"><a href="#DataFrame-623"><span class="linenos">623</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame-624"><a href="#DataFrame-624"><span class="linenos">624</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame-625"><a href="#DataFrame-625"><span class="linenos">625</span></a> <span class="k">if</span> <span class="n">subset</span><span class="p">:</span> -</span><span id="DataFrame-626"><a href="#DataFrame-626"><span class="linenos">626</span></a> <span class="n">null_check_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> -</span><span id="DataFrame-627"><a href="#DataFrame-627"><span class="linenos">627</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame-628"><a href="#DataFrame-628"><span class="linenos">628</span></a> <span class="n">null_check_columns</span> <span class="o">=</span> <span class="n">all_columns</span> -</span><span id="DataFrame-629"><a href="#DataFrame-629"><span class="linenos">629</span></a> <span class="k">if</span> <span class="n">thresh</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> -</span><span id="DataFrame-630"><a href="#DataFrame-630"><span class="linenos">630</span></a> <span class="n">minimum_num_nulls</span> <span class="o">=</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">how</span> <span class="o">==</span> <span class="s2">"any"</span> <span class="k">else</span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span> -</span><span id="DataFrame-631"><a href="#DataFrame-631"><span class="linenos">631</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame-632"><a href="#DataFrame-632"><span class="linenos">632</span></a> <span class="n">minimum_num_nulls</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span> <span class="o">-</span> <span class="n">minimum_non_null</span> <span class="o">+</span> <span class="mi">1</span> -</span><span id="DataFrame-633"><a href="#DataFrame-633"><span class="linenos">633</span></a> <span class="k">if</span> <span class="n">minimum_num_nulls</span> <span class="o">></span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">):</span> -</span><span id="DataFrame-634"><a href="#DataFrame-634"><span class="linenos">634</span></a> <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span> -</span><span id="DataFrame-635"><a href="#DataFrame-635"><span class="linenos">635</span></a> <span class="sa">f</span><span class="s2">"The minimum num nulls for dropna must be less than or equal to the number of columns. "</span> -</span><span id="DataFrame-636"><a href="#DataFrame-636"><span class="linenos">636</span></a> <span class="sa">f</span><span class="s2">"Minimum num nulls: </span><span class="si">{</span><span class="n">minimum_num_nulls</span><span class="si">}</span><span class="s2">, Num Columns: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span> -</span><span id="DataFrame-637"><a href="#DataFrame-637"><span class="linenos">637</span></a> <span class="p">)</span> -</span><span id="DataFrame-638"><a href="#DataFrame-638"><span class="linenos">638</span></a> <span class="n">if_null_checks</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-639"><a href="#DataFrame-639"><span class="linenos">639</span></a> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">isNull</span><span class="p">(),</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">null_check_columns</span> -</span><span id="DataFrame-640"><a href="#DataFrame-640"><span class="linenos">640</span></a> <span class="p">]</span> -</span><span id="DataFrame-641"><a href="#DataFrame-641"><span class="linenos">641</span></a> <span class="n">nulls_added_together</span> <span class="o">=</span> <span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">+</span> <span class="n">y</span><span class="p">,</span> <span class="n">if_null_checks</span><span class="p">)</span> -</span><span id="DataFrame-642"><a href="#DataFrame-642"><span class="linenos">642</span></a> <span class="n">num_nulls</span> <span class="o">=</span> <span class="n">nulls_added_together</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="s2">"num_nulls"</span><span class="p">)</span> -</span><span id="DataFrame-643"><a href="#DataFrame-643"><span class="linenos">643</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">num_nulls</span><span class="p">,</span> <span class="n">append</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> -</span><span id="DataFrame-644"><a href="#DataFrame-644"><span class="linenos">644</span></a> <span class="n">filtered_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">"num_nulls"</span><span class="p">)</span> <span class="o"><</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="n">minimum_num_nulls</span><span class="p">))</span> -</span><span id="DataFrame-645"><a href="#DataFrame-645"><span class="linenos">645</span></a> <span class="n">final_df</span> <span class="o">=</span> <span class="n">filtered_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">all_columns</span><span class="p">)</span> -</span><span id="DataFrame-646"><a href="#DataFrame-646"><span class="linenos">646</span></a> <span class="k">return</span> <span class="n">final_df</span> -</span><span id="DataFrame-647"><a href="#DataFrame-647"><span class="linenos">647</span></a> -</span><span id="DataFrame-648"><a href="#DataFrame-648"><span class="linenos">648</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame-649"><a href="#DataFrame-649"><span class="linenos">649</span></a> <span class="k">def</span> <span class="nf">fillna</span><span class="p">(</span> -</span><span id="DataFrame-650"><a href="#DataFrame-650"><span class="linenos">650</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrame-651"><a href="#DataFrame-651"><span class="linenos">651</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnLiterals</span><span class="p">],</span> -</span><span id="DataFrame-652"><a href="#DataFrame-652"><span class="linenos">652</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame-653"><a href="#DataFrame-653"><span class="linenos">653</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-654"><a href="#DataFrame-654"><span class="linenos">654</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="DataFrame-655"><a href="#DataFrame-655"><span class="linenos">655</span></a><span class="sd"> Functionality Difference: If you provide a value to replace a null and that type conflicts</span> -</span><span id="DataFrame-656"><a href="#DataFrame-656"><span class="linenos">656</span></a><span class="sd"> with the type of the column then PySpark will just ignore your replacement.</span> -</span><span id="DataFrame-657"><a href="#DataFrame-657"><span class="linenos">657</span></a><span class="sd"> This will try to cast them to be the same in some cases. So they won't always match.</span> -</span><span id="DataFrame-658"><a href="#DataFrame-658"><span class="linenos">658</span></a><span class="sd"> Best to not mix types so make sure replacement is the same type as the column</span> -</span><span id="DataFrame-659"><a href="#DataFrame-659"><span class="linenos">659</span></a> -</span><span id="DataFrame-660"><a href="#DataFrame-660"><span class="linenos">660</span></a><span class="sd"> Possibility for improvement: Use `typeof` function to get the type of the column</span> -</span><span id="DataFrame-661"><a href="#DataFrame-661"><span class="linenos">661</span></a><span class="sd"> and check if it matches the type of the value provided. If not then make it null.</span> -</span><span id="DataFrame-662"><a href="#DataFrame-662"><span class="linenos">662</span></a><span class="sd"> """</span> -</span><span id="DataFrame-663"><a href="#DataFrame-663"><span class="linenos">663</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> -</span><span id="DataFrame-664"><a href="#DataFrame-664"><span class="linenos">664</span></a> -</span><span id="DataFrame-665"><a href="#DataFrame-665"><span class="linenos">665</span></a> <span class="n">values</span> <span class="o">=</span> <span class="kc">None</span> -</span><span id="DataFrame-666"><a href="#DataFrame-666"><span class="linenos">666</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="kc">None</span> -</span><span id="DataFrame-667"><a href="#DataFrame-667"><span class="linenos">667</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame-668"><a href="#DataFrame-668"><span class="linenos">668</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame-669"><a href="#DataFrame-669"><span class="linenos">669</span></a> <span class="n">all_column_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">}</span> -</span><span id="DataFrame-670"><a href="#DataFrame-670"><span class="linenos">670</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span> -</span><span id="DataFrame-671"><a href="#DataFrame-671"><span class="linenos">671</span></a> <span class="n">values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">value</span><span class="o">.</span><span class="n">values</span><span class="p">())</span> -</span><span id="DataFrame-672"><a href="#DataFrame-672"><span class="linenos">672</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">value</span><span class="p">))</span> -</span><span id="DataFrame-673"><a href="#DataFrame-673"><span class="linenos">673</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">columns</span><span class="p">:</span> -</span><span id="DataFrame-674"><a href="#DataFrame-674"><span class="linenos">674</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> <span class="k">if</span> <span class="n">subset</span> <span class="k">else</span> <span class="n">all_columns</span> -</span><span id="DataFrame-675"><a href="#DataFrame-675"><span class="linenos">675</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">values</span><span class="p">:</span> -</span><span id="DataFrame-676"><a href="#DataFrame-676"><span class="linenos">676</span></a> <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame-677"><a href="#DataFrame-677"><span class="linenos">677</span></a> <span class="n">value_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">values</span><span class="p">]</span> -</span><span id="DataFrame-678"><a href="#DataFrame-678"><span class="linenos">678</span></a> -</span><span id="DataFrame-679"><a href="#DataFrame-679"><span class="linenos">679</span></a> <span class="n">null_replacement_mapping</span> <span class="o">=</span> <span class="p">{</span> -</span><span id="DataFrame-680"><a href="#DataFrame-680"><span class="linenos">680</span></a> <span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="p">(</span> -</span><span id="DataFrame-681"><a href="#DataFrame-681"><span class="linenos">681</span></a> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">isNull</span><span class="p">(),</span> <span class="n">value</span><span class="p">)</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">column</span><span class="p">)</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> -</span><span id="DataFrame-682"><a href="#DataFrame-682"><span class="linenos">682</span></a> <span class="p">)</span> -</span><span id="DataFrame-683"><a href="#DataFrame-683"><span class="linenos">683</span></a> <span class="k">for</span> <span class="n">column</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">columns</span><span class="p">,</span> <span class="n">value_columns</span><span class="p">)</span> -</span><span id="DataFrame-684"><a href="#DataFrame-684"><span class="linenos">684</span></a> <span class="p">}</span> -</span><span id="DataFrame-685"><a href="#DataFrame-685"><span class="linenos">685</span></a> <span class="n">null_replacement_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="o">**</span><span class="n">all_column_mapping</span><span class="p">,</span> <span class="o">**</span><span class="n">null_replacement_mapping</span><span class="p">}</span> -</span><span id="DataFrame-686"><a href="#DataFrame-686"><span class="linenos">686</span></a> <span class="n">null_replacement_columns</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-687"><a href="#DataFrame-687"><span class="linenos">687</span></a> <span class="n">null_replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span> -</span><span id="DataFrame-688"><a href="#DataFrame-688"><span class="linenos">688</span></a> <span class="p">]</span> -</span><span id="DataFrame-689"><a href="#DataFrame-689"><span class="linenos">689</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">null_replacement_columns</span><span class="p">)</span> -</span><span id="DataFrame-690"><a href="#DataFrame-690"><span class="linenos">690</span></a> <span class="k">return</span> <span class="n">new_df</span> -</span><span id="DataFrame-691"><a href="#DataFrame-691"><span class="linenos">691</span></a> -</span><span id="DataFrame-692"><a href="#DataFrame-692"><span class="linenos">692</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame-693"><a href="#DataFrame-693"><span class="linenos">693</span></a> <span class="k">def</span> <span class="nf">replace</span><span class="p">(</span> -</span><span id="DataFrame-694"><a href="#DataFrame-694"><span class="linenos">694</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrame-695"><a href="#DataFrame-695"><span class="linenos">695</span></a> <span class="n">to_replace</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> -</span><span id="DataFrame-696"><a href="#DataFrame-696"><span class="linenos">696</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame-697"><a href="#DataFrame-697"><span class="linenos">697</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Collection</span><span class="p">[</span><span class="n">ColumnOrName</span><span class="p">]</span> <span class="o">|</span> <span class="n">ColumnOrName</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame-698"><a href="#DataFrame-698"><span class="linenos">698</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-699"><a href="#DataFrame-699"><span class="linenos">699</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> -</span><span id="DataFrame-700"><a href="#DataFrame-700"><span class="linenos">700</span></a> -</span><span id="DataFrame-701"><a href="#DataFrame-701"><span class="linenos">701</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="kc">None</span> -</span><span id="DataFrame-702"><a href="#DataFrame-702"><span class="linenos">702</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame-703"><a href="#DataFrame-703"><span class="linenos">703</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame-704"><a href="#DataFrame-704"><span class="linenos">704</span></a> <span class="n">all_column_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">}</span> -</span><span id="DataFrame-705"><a href="#DataFrame-705"><span class="linenos">705</span></a> -</span><span id="DataFrame-706"><a href="#DataFrame-706"><span class="linenos">706</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> <span class="k">if</span> <span class="n">subset</span> <span class="k">else</span> <span class="n">all_columns</span> -</span><span id="DataFrame-707"><a href="#DataFrame-707"><span class="linenos">707</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">to_replace</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span> -</span><span id="DataFrame-708"><a href="#DataFrame-708"><span class="linenos">708</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">to_replace</span><span class="p">)</span> -</span><span id="DataFrame-709"><a href="#DataFrame-709"><span class="linenos">709</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">to_replace</span><span class="o">.</span><span class="n">values</span><span class="p">())</span> -</span><span id="DataFrame-710"><a href="#DataFrame-710"><span class="linenos">710</span></a> <span class="k">elif</span> <span class="ow">not</span> <span class="n">old_values</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">to_replace</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> -</span><span id="DataFrame-711"><a href="#DataFrame-711"><span class="linenos">711</span></a> <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">list</span><span class="p">),</span> <span class="s2">"value must be a list since the replacements are a list"</span> -</span><span id="DataFrame-712"><a href="#DataFrame-712"><span class="linenos">712</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">to_replace</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span> -</span><span id="DataFrame-713"><a href="#DataFrame-713"><span class="linenos">713</span></a> <span class="n">value</span> -</span><span id="DataFrame-714"><a href="#DataFrame-714"><span class="linenos">714</span></a> <span class="p">),</span> <span class="s2">"the replacements and values must be the same length"</span> -</span><span id="DataFrame-715"><a href="#DataFrame-715"><span class="linenos">715</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="n">to_replace</span> -</span><span id="DataFrame-716"><a href="#DataFrame-716"><span class="linenos">716</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="n">value</span> -</span><span id="DataFrame-717"><a href="#DataFrame-717"><span class="linenos">717</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame-718"><a href="#DataFrame-718"><span class="linenos">718</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">to_replace</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame-719"><a href="#DataFrame-719"><span class="linenos">719</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame-720"><a href="#DataFrame-720"><span class="linenos">720</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">old_values</span><span class="p">]</span> -</span><span id="DataFrame-721"><a href="#DataFrame-721"><span class="linenos">721</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">new_values</span><span class="p">]</span> -</span><span id="DataFrame-722"><a href="#DataFrame-722"><span class="linenos">722</span></a> -</span><span id="DataFrame-723"><a href="#DataFrame-723"><span class="linenos">723</span></a> <span class="n">replacement_mapping</span> <span class="o">=</span> <span class="p">{}</span> -</span><span id="DataFrame-724"><a href="#DataFrame-724"><span class="linenos">724</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">:</span> -</span><span id="DataFrame-725"><a href="#DataFrame-725"><span class="linenos">725</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span> -</span><span id="DataFrame-726"><a href="#DataFrame-726"><span class="linenos">726</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">old_values</span><span class="p">,</span> <span class="n">new_values</span><span class="p">)):</span> -</span><span id="DataFrame-727"><a href="#DataFrame-727"><span class="linenos">727</span></a> <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> -</span><span id="DataFrame-728"><a href="#DataFrame-728"><span class="linenos">728</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span> <span class="o">==</span> <span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> -</span><span id="DataFrame-729"><a href="#DataFrame-729"><span class="linenos">729</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame-730"><a href="#DataFrame-730"><span class="linenos">730</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span> <span class="o">==</span> <span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> <span class="c1"># type: ignore</span> -</span><span id="DataFrame-731"><a href="#DataFrame-731"><span class="linenos">731</span></a> <span class="n">replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">column</span><span class="p">)</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span> -</span><span id="DataFrame-732"><a href="#DataFrame-732"><span class="linenos">732</span></a> <span class="n">column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> -</span><span id="DataFrame-733"><a href="#DataFrame-733"><span class="linenos">733</span></a> <span class="p">)</span> -</span><span id="DataFrame-734"><a href="#DataFrame-734"><span class="linenos">734</span></a> -</span><span id="DataFrame-735"><a href="#DataFrame-735"><span class="linenos">735</span></a> <span class="n">replacement_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="o">**</span><span class="n">all_column_mapping</span><span class="p">,</span> <span class="o">**</span><span class="n">replacement_mapping</span><span class="p">}</span> -</span><span id="DataFrame-736"><a href="#DataFrame-736"><span class="linenos">736</span></a> <span class="n">replacement_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">]</span> -</span><span id="DataFrame-737"><a href="#DataFrame-737"><span class="linenos">737</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">replacement_columns</span><span class="p">)</span> -</span><span id="DataFrame-738"><a href="#DataFrame-738"><span class="linenos">738</span></a> <span class="k">return</span> <span class="n">new_df</span> -</span><span id="DataFrame-739"><a href="#DataFrame-739"><span class="linenos">739</span></a> -</span><span id="DataFrame-740"><a href="#DataFrame-740"><span class="linenos">740</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame-741"><a href="#DataFrame-741"><span class="linenos">741</span></a> <span class="k">def</span> <span class="nf">withColumn</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">colName</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">col</span><span class="p">:</span> <span class="n">Column</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-742"><a href="#DataFrame-742"><span class="linenos">742</span></a> <span class="n">col</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_col</span><span class="p">(</span><span class="n">col</span><span class="p">)</span> -</span><span id="DataFrame-743"><a href="#DataFrame-743"><span class="linenos">743</span></a> <span class="n">existing_col_names</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span> -</span><span id="DataFrame-744"><a href="#DataFrame-744"><span class="linenos">744</span></a> <span class="n">existing_col_index</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="DataFrame-745"><a href="#DataFrame-745"><span class="linenos">745</span></a> <span class="n">existing_col_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">colName</span><span class="p">)</span> <span class="k">if</span> <span class="n">colName</span> <span class="ow">in</span> <span class="n">existing_col_names</span> <span class="k">else</span> <span class="kc">None</span> -</span><span id="DataFrame-746"><a href="#DataFrame-746"><span class="linenos">746</span></a> <span class="p">)</span> -</span><span id="DataFrame-747"><a href="#DataFrame-747"><span class="linenos">747</span></a> <span class="k">if</span> <span class="n">existing_col_index</span><span class="p">:</span> -</span><span id="DataFrame-748"><a href="#DataFrame-748"><span class="linenos">748</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame-749"><a href="#DataFrame-749"><span class="linenos">749</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span><span class="p">[</span><span class="n">existing_col_index</span><span class="p">]</span> <span class="o">=</span> <span class="n">col</span><span class="o">.</span><span class="n">expression</span> -</span><span id="DataFrame-750"><a href="#DataFrame-750"><span class="linenos">750</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame-751"><a href="#DataFrame-751"><span class="linenos">751</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="n">colName</span><span class="p">),</span> <span class="n">append</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> -</span><span id="DataFrame-752"><a href="#DataFrame-752"><span class="linenos">752</span></a> -</span><span id="DataFrame-753"><a href="#DataFrame-753"><span class="linenos">753</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame-754"><a href="#DataFrame-754"><span class="linenos">754</span></a> <span class="k">def</span> <span class="nf">withColumnRenamed</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">existing</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">new</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> -</span><span id="DataFrame-755"><a href="#DataFrame-755"><span class="linenos">755</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame-756"><a href="#DataFrame-756"><span class="linenos">756</span></a> <span class="n">existing_columns</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-757"><a href="#DataFrame-757"><span class="linenos">757</span></a> <span class="n">expression</span> -</span><span id="DataFrame-758"><a href="#DataFrame-758"><span class="linenos">758</span></a> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span> -</span><span id="DataFrame-759"><a href="#DataFrame-759"><span class="linenos">759</span></a> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">==</span> <span class="n">existing</span> -</span><span id="DataFrame-760"><a href="#DataFrame-760"><span class="linenos">760</span></a> <span class="p">]</span> -</span><span id="DataFrame-761"><a href="#DataFrame-761"><span class="linenos">761</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">existing_columns</span><span class="p">:</span> -</span><span id="DataFrame-762"><a href="#DataFrame-762"><span class="linenos">762</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"Tried to rename a column that doesn't exist"</span><span class="p">)</span> -</span><span id="DataFrame-763"><a href="#DataFrame-763"><span class="linenos">763</span></a> <span class="k">for</span> <span class="n">existing_column</span> <span class="ow">in</span> <span class="n">existing_columns</span><span class="p">:</span> -</span><span id="DataFrame-764"><a href="#DataFrame-764"><span class="linenos">764</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">existing_column</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span> -</span><span id="DataFrame-765"><a href="#DataFrame-765"><span class="linenos">765</span></a> <span class="n">existing_column</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">existing_column</span><span class="p">,</span> <span class="n">new</span><span class="p">))</span> -</span><span id="DataFrame-766"><a href="#DataFrame-766"><span class="linenos">766</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame-767"><a href="#DataFrame-767"><span class="linenos">767</span></a> <span class="n">existing_column</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"alias"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">new</span><span class="p">))</span> -</span><span id="DataFrame-768"><a href="#DataFrame-768"><span class="linenos">768</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame-769"><a href="#DataFrame-769"><span class="linenos">769</span></a> -</span><span id="DataFrame-770"><a href="#DataFrame-770"><span class="linenos">770</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame-771"><a href="#DataFrame-771"><span class="linenos">771</span></a> <span class="k">def</span> <span class="nf">drop</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-772"><a href="#DataFrame-772"><span class="linenos">772</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame-773"><a href="#DataFrame-773"><span class="linenos">773</span></a> <span class="n">drop_cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame-774"><a href="#DataFrame-774"><span class="linenos">774</span></a> <span class="n">new_columns</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame-775"><a href="#DataFrame-775"><span class="linenos">775</span></a> <span class="n">col</span> -</span><span id="DataFrame-776"><a href="#DataFrame-776"><span class="linenos">776</span></a> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">all_columns</span> -</span><span id="DataFrame-777"><a href="#DataFrame-777"><span class="linenos">777</span></a> <span class="k">if</span> <span class="n">col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="n">drop_column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">drop_column</span> <span class="ow">in</span> <span class="n">drop_cols</span><span class="p">]</span> -</span><span id="DataFrame-778"><a href="#DataFrame-778"><span class="linenos">778</span></a> <span class="p">]</span> -</span><span id="DataFrame-779"><a href="#DataFrame-779"><span class="linenos">779</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">new_columns</span><span class="p">,</span> <span class="n">append</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> -</span><span id="DataFrame-780"><a href="#DataFrame-780"><span class="linenos">780</span></a> -</span><span id="DataFrame-781"><a href="#DataFrame-781"><span class="linenos">781</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">LIMIT</span><span class="p">)</span> -</span><span id="DataFrame-782"><a href="#DataFrame-782"><span class="linenos">782</span></a> <span class="k">def</span> <span class="nf">limit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">num</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-783"><a href="#DataFrame-783"><span class="linenos">783</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">limit</span><span class="p">(</span><span class="n">num</span><span class="p">))</span> -</span><span id="DataFrame-784"><a href="#DataFrame-784"><span class="linenos">784</span></a> -</span><span id="DataFrame-785"><a href="#DataFrame-785"><span class="linenos">785</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame-786"><a href="#DataFrame-786"><span class="linenos">786</span></a> <span class="k">def</span> <span class="nf">hint</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">*</span><span class="n">parameters</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]])</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-787"><a href="#DataFrame-787"><span class="linenos">787</span></a> <span class="n">parameter_list</span> <span class="o">=</span> <span class="n">ensure_list</span><span class="p">(</span><span class="n">parameters</span><span class="p">)</span> -</span><span id="DataFrame-788"><a href="#DataFrame-788"><span class="linenos">788</span></a> <span class="n">parameter_columns</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="DataFrame-789"><a href="#DataFrame-789"><span class="linenos">789</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">parameter_list</span><span class="p">)</span> -</span><span id="DataFrame-790"><a href="#DataFrame-790"><span class="linenos">790</span></a> <span class="k">if</span> <span class="n">parameters</span> -</span><span id="DataFrame-791"><a href="#DataFrame-791"><span class="linenos">791</span></a> <span class="k">else</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_cols</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">sequence_id</span><span class="p">])</span> -</span><span id="DataFrame-792"><a href="#DataFrame-792"><span class="linenos">792</span></a> <span class="p">)</span> -</span><span id="DataFrame-793"><a href="#DataFrame-793"><span class="linenos">793</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">parameter_columns</span><span class="p">)</span> -</span><span id="DataFrame-794"><a href="#DataFrame-794"><span class="linenos">794</span></a> -</span><span id="DataFrame-795"><a href="#DataFrame-795"><span class="linenos">795</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame-796"><a href="#DataFrame-796"><span class="linenos">796</span></a> <span class="k">def</span> <span class="nf">repartition</span><span class="p">(</span> -</span><span id="DataFrame-797"><a href="#DataFrame-797"><span class="linenos">797</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">numPartitions</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">ColumnOrName</span><span class="p">],</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">ColumnOrName</span> -</span><span id="DataFrame-798"><a href="#DataFrame-798"><span class="linenos">798</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-799"><a href="#DataFrame-799"><span class="linenos">799</span></a> <span class="n">num_partition_cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">numPartitions</span><span class="p">)</span> -</span><span id="DataFrame-800"><a href="#DataFrame-800"><span class="linenos">800</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame-801"><a href="#DataFrame-801"><span class="linenos">801</span></a> <span class="n">args</span> <span class="o">=</span> <span class="n">num_partition_cols</span> <span class="o">+</span> <span class="n">columns</span> -</span><span id="DataFrame-802"><a href="#DataFrame-802"><span class="linenos">802</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="s2">"repartition"</span><span class="p">,</span> <span class="n">args</span><span class="p">)</span> -</span><span id="DataFrame-803"><a href="#DataFrame-803"><span class="linenos">803</span></a> -</span><span id="DataFrame-804"><a href="#DataFrame-804"><span class="linenos">804</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame-805"><a href="#DataFrame-805"><span class="linenos">805</span></a> <span class="k">def</span> <span class="nf">coalesce</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numPartitions</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-806"><a href="#DataFrame-806"><span class="linenos">806</span></a> <span class="n">num_partitions</span> <span class="o">=</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_cols</span><span class="p">([</span><span class="n">numPartitions</span><span class="p">])</span> -</span><span id="DataFrame-807"><a href="#DataFrame-807"><span class="linenos">807</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="s2">"coalesce"</span><span class="p">,</span> <span class="n">num_partitions</span><span class="p">)</span> -</span><span id="DataFrame-808"><a href="#DataFrame-808"><span class="linenos">808</span></a> -</span><span id="DataFrame-809"><a href="#DataFrame-809"><span class="linenos">809</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame-810"><a href="#DataFrame-810"><span class="linenos">810</span></a> <span class="k">def</span> <span class="nf">cache</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-811"><a href="#DataFrame-811"><span class="linenos">811</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cache</span><span class="p">(</span><span class="n">storage_level</span><span class="o">=</span><span class="s2">"MEMORY_AND_DISK"</span><span class="p">)</span> -</span><span id="DataFrame-812"><a href="#DataFrame-812"><span class="linenos">812</span></a> -</span><span id="DataFrame-813"><a href="#DataFrame-813"><span class="linenos">813</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame-814"><a href="#DataFrame-814"><span class="linenos">814</span></a> <span class="k">def</span> <span class="nf">persist</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">storageLevel</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"MEMORY_AND_DISK_SER"</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame-815"><a href="#DataFrame-815"><span class="linenos">815</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="DataFrame-816"><a href="#DataFrame-816"><span class="linenos">816</span></a><span class="sd"> Storage Level Options: https://spark.apache.org/docs/3.0.0-preview/sql-ref-syntax-aux-cache-cache-table.html</span> -</span><span id="DataFrame-817"><a href="#DataFrame-817"><span class="linenos">817</span></a><span class="sd"> """</span> -</span><span id="DataFrame-818"><a href="#DataFrame-818"><span class="linenos">818</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cache</span><span class="p">(</span><span class="n">storageLevel</span><span class="p">)</span> +</span><span id="DataFrame-320"><a href="#DataFrame-320"><span class="linenos">320</span></a> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">,</span> +</span><span id="DataFrame-321"><a href="#DataFrame-321"><span class="linenos">321</span></a> <span class="p">)</span> +</span><span id="DataFrame-322"><a href="#DataFrame-322"><span class="linenos">322</span></a> <span class="n">cache_storage_level</span> <span class="o">=</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"cache_storage_level"</span><span class="p">]</span> +</span><span id="DataFrame-323"><a href="#DataFrame-323"><span class="linenos">323</span></a> <span class="n">options</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-324"><a href="#DataFrame-324"><span class="linenos">324</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="s2">"storageLevel"</span><span class="p">),</span> +</span><span id="DataFrame-325"><a href="#DataFrame-325"><span class="linenos">325</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="n">cache_storage_level</span><span class="p">),</span> +</span><span id="DataFrame-326"><a href="#DataFrame-326"><span class="linenos">326</span></a> <span class="p">]</span> +</span><span id="DataFrame-327"><a href="#DataFrame-327"><span class="linenos">327</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Cache</span><span class="p">(</span> +</span><span id="DataFrame-328"><a href="#DataFrame-328"><span class="linenos">328</span></a> <span class="n">this</span><span class="o">=</span><span class="n">cache_table</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">select_expression</span><span class="p">,</span> <span class="n">lazy</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="n">options</span> +</span><span id="DataFrame-329"><a href="#DataFrame-329"><span class="linenos">329</span></a> <span class="p">)</span> +</span><span id="DataFrame-330"><a href="#DataFrame-330"><span class="linenos">330</span></a> <span class="c1"># We will drop the "view" if it exists before running the cache table</span> +</span><span id="DataFrame-331"><a href="#DataFrame-331"><span class="linenos">331</span></a> <span class="n">output_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Drop</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">cache_table</span><span class="p">,</span> <span class="n">exists</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s2">"VIEW"</span><span class="p">))</span> +</span><span id="DataFrame-332"><a href="#DataFrame-332"><span class="linenos">332</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Create</span><span class="p">:</span> +</span><span id="DataFrame-333"><a href="#DataFrame-333"><span class="linenos">333</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">output_expression_container</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame-334"><a href="#DataFrame-334"><span class="linenos">334</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"expression"</span><span class="p">,</span> <span class="n">select_expression</span><span class="p">)</span> +</span><span id="DataFrame-335"><a href="#DataFrame-335"><span class="linenos">335</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Insert</span><span class="p">:</span> +</span><span id="DataFrame-336"><a href="#DataFrame-336"><span class="linenos">336</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">output_expression_container</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame-337"><a href="#DataFrame-337"><span class="linenos">337</span></a> <span class="n">select_without_ctes</span> <span class="o">=</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame-338"><a href="#DataFrame-338"><span class="linenos">338</span></a> <span class="n">select_without_ctes</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"with"</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> +</span><span id="DataFrame-339"><a href="#DataFrame-339"><span class="linenos">339</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"expression"</span><span class="p">,</span> <span class="n">select_without_ctes</span><span class="p">)</span> +</span><span id="DataFrame-340"><a href="#DataFrame-340"><span class="linenos">340</span></a> <span class="k">if</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">:</span> +</span><span id="DataFrame-341"><a href="#DataFrame-341"><span class="linenos">341</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"with"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">With</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="n">select_expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">))</span> +</span><span id="DataFrame-342"><a href="#DataFrame-342"><span class="linenos">342</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">:</span> +</span><span id="DataFrame-343"><a href="#DataFrame-343"><span class="linenos">343</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">select_expression</span> +</span><span id="DataFrame-344"><a href="#DataFrame-344"><span class="linenos">344</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame-345"><a href="#DataFrame-345"><span class="linenos">345</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Invalid expression type: </span><span class="si">{</span><span class="n">expression_type</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span> +</span><span id="DataFrame-346"><a href="#DataFrame-346"><span class="linenos">346</span></a> <span class="n">output_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame-347"><a href="#DataFrame-347"><span class="linenos">347</span></a> +</span><span id="DataFrame-348"><a href="#DataFrame-348"><span class="linenos">348</span></a> <span class="k">return</span> <span class="p">[</span> +</span><span id="DataFrame-349"><a href="#DataFrame-349"><span class="linenos">349</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="s2">"dialect"</span><span class="p">:</span> <span class="n">dialect</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">})</span> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">output_expressions</span> +</span><span id="DataFrame-350"><a href="#DataFrame-350"><span class="linenos">350</span></a> <span class="p">]</span> +</span><span id="DataFrame-351"><a href="#DataFrame-351"><span class="linenos">351</span></a> +</span><span id="DataFrame-352"><a href="#DataFrame-352"><span class="linenos">352</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-353"><a href="#DataFrame-353"><span class="linenos">353</span></a> <span class="k">return</span> <span class="n">DataFrame</span><span class="p">(</span><span class="o">**</span><span class="n">object_to_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">))</span> +</span><span id="DataFrame-354"><a href="#DataFrame-354"><span class="linenos">354</span></a> +</span><span id="DataFrame-355"><a href="#DataFrame-355"><span class="linenos">355</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame-356"><a href="#DataFrame-356"><span class="linenos">356</span></a> <span class="k">def</span> <span class="nf">select</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-357"><a href="#DataFrame-357"><span class="linenos">357</span></a> <span class="n">cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame-358"><a href="#DataFrame-358"><span class="linenos">358</span></a> <span class="n">kwargs</span><span class="p">[</span><span class="s2">"append"</span><span class="p">]</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"append"</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> +</span><span id="DataFrame-359"><a href="#DataFrame-359"><span class="linenos">359</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"joins"</span><span class="p">):</span> +</span><span id="DataFrame-360"><a href="#DataFrame-360"><span class="linenos">360</span></a> <span class="n">ambiguous_cols</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-361"><a href="#DataFrame-361"><span class="linenos">361</span></a> <span class="n">col</span> +</span><span id="DataFrame-362"><a href="#DataFrame-362"><span class="linenos">362</span></a> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">cols</span> +</span><span id="DataFrame-363"><a href="#DataFrame-363"><span class="linenos">363</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">col</span><span class="o">.</span><span class="n">column_expression</span><span class="o">.</span><span class="n">table</span> +</span><span id="DataFrame-364"><a href="#DataFrame-364"><span class="linenos">364</span></a> <span class="p">]</span> +</span><span id="DataFrame-365"><a href="#DataFrame-365"><span class="linenos">365</span></a> <span class="k">if</span> <span class="n">ambiguous_cols</span><span class="p">:</span> +</span><span id="DataFrame-366"><a href="#DataFrame-366"><span class="linenos">366</span></a> <span class="n">join_table_identifiers</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-367"><a href="#DataFrame-367"><span class="linenos">367</span></a> <span class="n">x</span><span class="o">.</span><span class="n">this</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">get_tables_from_expression_with_join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame-368"><a href="#DataFrame-368"><span class="linenos">368</span></a> <span class="p">]</span> +</span><span id="DataFrame-369"><a href="#DataFrame-369"><span class="linenos">369</span></a> <span class="n">cte_names_in_join</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">this</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">join_table_identifiers</span><span class="p">]</span> +</span><span id="DataFrame-370"><a href="#DataFrame-370"><span class="linenos">370</span></a> <span class="c1"># If we have columns that resolve to multiple CTE expressions then we want to use each CTE left-to-right</span> +</span><span id="DataFrame-371"><a href="#DataFrame-371"><span class="linenos">371</span></a> <span class="c1"># and therefore we allow multiple columns with the same name in the result. This matches the behavior</span> +</span><span id="DataFrame-372"><a href="#DataFrame-372"><span class="linenos">372</span></a> <span class="c1"># of Spark.</span> +</span><span id="DataFrame-373"><a href="#DataFrame-373"><span class="linenos">373</span></a> <span class="n">resolved_column_position</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">[</span><span class="n">Column</span><span class="p">,</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">col</span><span class="p">:</span> <span class="o">-</span><span class="mi">1</span> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">ambiguous_cols</span><span class="p">}</span> +</span><span id="DataFrame-374"><a href="#DataFrame-374"><span class="linenos">374</span></a> <span class="k">for</span> <span class="n">ambiguous_col</span> <span class="ow">in</span> <span class="n">ambiguous_cols</span><span class="p">:</span> +</span><span id="DataFrame-375"><a href="#DataFrame-375"><span class="linenos">375</span></a> <span class="n">ctes_with_column</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-376"><a href="#DataFrame-376"><span class="linenos">376</span></a> <span class="n">cte</span> +</span><span id="DataFrame-377"><a href="#DataFrame-377"><span class="linenos">377</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">ctes</span> +</span><span id="DataFrame-378"><a href="#DataFrame-378"><span class="linenos">378</span></a> <span class="k">if</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte_names_in_join</span> +</span><span id="DataFrame-379"><a href="#DataFrame-379"><span class="linenos">379</span></a> <span class="ow">and</span> <span class="n">ambiguous_col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">named_selects</span> +</span><span id="DataFrame-380"><a href="#DataFrame-380"><span class="linenos">380</span></a> <span class="p">]</span> +</span><span id="DataFrame-381"><a href="#DataFrame-381"><span class="linenos">381</span></a> <span class="c1"># Check if there is a CTE with this column that we haven't used before. If so, use it. Otherwise,</span> +</span><span id="DataFrame-382"><a href="#DataFrame-382"><span class="linenos">382</span></a> <span class="c1"># use the same CTE we used before</span> +</span><span id="DataFrame-383"><a href="#DataFrame-383"><span class="linenos">383</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="n">seq_get</span><span class="p">(</span><span class="n">ctes_with_column</span><span class="p">,</span> <span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> +</span><span id="DataFrame-384"><a href="#DataFrame-384"><span class="linenos">384</span></a> <span class="k">if</span> <span class="n">cte</span><span class="p">:</span> +</span><span id="DataFrame-385"><a href="#DataFrame-385"><span class="linenos">385</span></a> <span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span> +</span><span id="DataFrame-386"><a href="#DataFrame-386"><span class="linenos">386</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame-387"><a href="#DataFrame-387"><span class="linenos">387</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="n">ctes_with_column</span><span class="p">[</span><span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]]</span> +</span><span id="DataFrame-388"><a href="#DataFrame-388"><span class="linenos">388</span></a> <span class="n">ambiguous_col</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"table"</span><span class="p">,</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> +</span><span id="DataFrame-389"><a href="#DataFrame-389"><span class="linenos">389</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span> +</span><span id="DataFrame-390"><a href="#DataFrame-390"><span class="linenos">390</span></a> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cols</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">),</span> <span class="o">**</span><span class="n">kwargs</span> +</span><span id="DataFrame-391"><a href="#DataFrame-391"><span class="linenos">391</span></a> <span class="p">)</span> +</span><span id="DataFrame-392"><a href="#DataFrame-392"><span class="linenos">392</span></a> +</span><span id="DataFrame-393"><a href="#DataFrame-393"><span class="linenos">393</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame-394"><a href="#DataFrame-394"><span class="linenos">394</span></a> <span class="k">def</span> <span class="nf">alias</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-395"><a href="#DataFrame-395"><span class="linenos">395</span></a> <span class="n">new_sequence_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span><span class="o">.</span><span class="n">_random_sequence_id</span> +</span><span id="DataFrame-396"><a href="#DataFrame-396"><span class="linenos">396</span></a> <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame-397"><a href="#DataFrame-397"><span class="linenos">397</span></a> <span class="k">for</span> <span class="n">join_hint</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="p">:</span> +</span><span id="DataFrame-398"><a href="#DataFrame-398"><span class="linenos">398</span></a> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">join_hint</span><span class="o">.</span><span class="n">expressions</span><span class="p">:</span> +</span><span id="DataFrame-399"><a href="#DataFrame-399"><span class="linenos">399</span></a> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">sequence_id</span><span class="p">:</span> +</span><span id="DataFrame-400"><a href="#DataFrame-400"><span class="linenos">400</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"this"</span><span class="p">,</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">new_sequence_id</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame-401"><a href="#DataFrame-401"><span class="linenos">401</span></a> <span class="n">df</span><span class="o">.</span><span class="n">spark</span><span class="o">.</span><span class="n">_add_alias_to_mapping</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">new_sequence_id</span><span class="p">)</span> +</span><span id="DataFrame-402"><a href="#DataFrame-402"><span class="linenos">402</span></a> <span class="k">return</span> <span class="n">df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">(</span><span class="n">sequence_id</span><span class="o">=</span><span class="n">new_sequence_id</span><span class="p">)</span> +</span><span id="DataFrame-403"><a href="#DataFrame-403"><span class="linenos">403</span></a> +</span><span id="DataFrame-404"><a href="#DataFrame-404"><span class="linenos">404</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">WHERE</span><span class="p">)</span> +</span><span id="DataFrame-405"><a href="#DataFrame-405"><span class="linenos">405</span></a> <span class="k">def</span> <span class="nf">where</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">Column</span><span class="p">,</span> <span class="nb">bool</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-406"><a href="#DataFrame-406"><span class="linenos">406</span></a> <span class="n">col</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_col</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> +</span><span id="DataFrame-407"><a href="#DataFrame-407"><span class="linenos">407</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">))</span> +</span><span id="DataFrame-408"><a href="#DataFrame-408"><span class="linenos">408</span></a> +</span><span id="DataFrame-409"><a href="#DataFrame-409"><span class="linenos">409</span></a> <span class="nb">filter</span> <span class="o">=</span> <span class="n">where</span> +</span><span id="DataFrame-410"><a href="#DataFrame-410"><span class="linenos">410</span></a> +</span><span id="DataFrame-411"><a href="#DataFrame-411"><span class="linenos">411</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">GROUP_BY</span><span class="p">)</span> +</span><span id="DataFrame-412"><a href="#DataFrame-412"><span class="linenos">412</span></a> <span class="k">def</span> <span class="nf">groupBy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">GroupedData</span><span class="p">:</span> +</span><span id="DataFrame-413"><a href="#DataFrame-413"><span class="linenos">413</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame-414"><a href="#DataFrame-414"><span class="linenos">414</span></a> <span class="k">return</span> <span class="n">GroupedData</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">last_op</span><span class="p">)</span> +</span><span id="DataFrame-415"><a href="#DataFrame-415"><span class="linenos">415</span></a> +</span><span id="DataFrame-416"><a href="#DataFrame-416"><span class="linenos">416</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame-417"><a href="#DataFrame-417"><span class="linenos">417</span></a> <span class="k">def</span> <span class="nf">agg</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">exprs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-418"><a href="#DataFrame-418"><span class="linenos">418</span></a> <span class="n">cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">exprs</span><span class="p">)</span> +</span><span id="DataFrame-419"><a href="#DataFrame-419"><span class="linenos">419</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">groupBy</span><span class="p">()</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="o">*</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame-420"><a href="#DataFrame-420"><span class="linenos">420</span></a> +</span><span id="DataFrame-421"><a href="#DataFrame-421"><span class="linenos">421</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame-422"><a href="#DataFrame-422"><span class="linenos">422</span></a> <span class="k">def</span> <span class="nf">join</span><span class="p">(</span> +</span><span id="DataFrame-423"><a href="#DataFrame-423"><span class="linenos">423</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrame-424"><a href="#DataFrame-424"><span class="linenos">424</span></a> <span class="n">other_df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> +</span><span id="DataFrame-425"><a href="#DataFrame-425"><span class="linenos">425</span></a> <span class="n">on</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">Column</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">Column</span><span class="p">]],</span> +</span><span id="DataFrame-426"><a href="#DataFrame-426"><span class="linenos">426</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"inner"</span><span class="p">,</span> +</span><span id="DataFrame-427"><a href="#DataFrame-427"><span class="linenos">427</span></a> <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span> +</span><span id="DataFrame-428"><a href="#DataFrame-428"><span class="linenos">428</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-429"><a href="#DataFrame-429"><span class="linenos">429</span></a> <span class="n">other_df</span> <span class="o">=</span> <span class="n">other_df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span> +</span><span id="DataFrame-430"><a href="#DataFrame-430"><span class="linenos">430</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">on</span><span class="p">)</span> +</span><span id="DataFrame-431"><a href="#DataFrame-431"><span class="linenos">431</span></a> <span class="c1"># We will determine actual "join on" expression later so we don't provide it at first</span> +</span><span id="DataFrame-432"><a href="#DataFrame-432"><span class="linenos">432</span></a> <span class="n">join_expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">join</span><span class="p">(</span> +</span><span id="DataFrame-433"><a href="#DataFrame-433"><span class="linenos">433</span></a> <span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span><span class="p">,</span> <span class="n">join_type</span><span class="o">=</span><span class="n">how</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"_"</span><span class="p">,</span> <span class="s2">" "</span><span class="p">)</span> +</span><span id="DataFrame-434"><a href="#DataFrame-434"><span class="linenos">434</span></a> <span class="p">)</span> +</span><span id="DataFrame-435"><a href="#DataFrame-435"><span class="linenos">435</span></a> <span class="n">join_expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_add_ctes_to_expression</span><span class="p">(</span><span class="n">join_expression</span><span class="p">,</span> <span class="n">other_df</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">)</span> +</span><span id="DataFrame-436"><a href="#DataFrame-436"><span class="linenos">436</span></a> <span class="n">self_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">join_expression</span><span class="p">)</span> +</span><span id="DataFrame-437"><a href="#DataFrame-437"><span class="linenos">437</span></a> <span class="n">other_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">other_df</span><span class="p">)</span> +</span><span id="DataFrame-438"><a href="#DataFrame-438"><span class="linenos">438</span></a> <span class="c1"># Determines the join clause and select columns to be used passed on what type of columns were provided for</span> +</span><span id="DataFrame-439"><a href="#DataFrame-439"><span class="linenos">439</span></a> <span class="c1"># the join. The columns returned changes based on how the on expression is provided.</span> +</span><span id="DataFrame-440"><a href="#DataFrame-440"><span class="linenos">440</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">join_columns</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span> +</span><span id="DataFrame-441"><a href="#DataFrame-441"><span class="linenos">441</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="DataFrame-442"><a href="#DataFrame-442"><span class="linenos">442</span></a><span class="sd"> Unique characteristics of join on column names only:</span> +</span><span id="DataFrame-443"><a href="#DataFrame-443"><span class="linenos">443</span></a><span class="sd"> * The column names are put at the front of the select list</span> +</span><span id="DataFrame-444"><a href="#DataFrame-444"><span class="linenos">444</span></a><span class="sd"> * The column names are deduplicated across the entire select list and only the column names (other dups are allowed)</span> +</span><span id="DataFrame-445"><a href="#DataFrame-445"><span class="linenos">445</span></a><span class="sd"> """</span> +</span><span id="DataFrame-446"><a href="#DataFrame-446"><span class="linenos">446</span></a> <span class="n">table_names</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-447"><a href="#DataFrame-447"><span class="linenos">447</span></a> <span class="n">table</span><span class="o">.</span><span class="n">alias_or_name</span> +</span><span id="DataFrame-448"><a href="#DataFrame-448"><span class="linenos">448</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="n">get_tables_from_expression_with_join</span><span class="p">(</span><span class="n">join_expression</span><span class="p">)</span> +</span><span id="DataFrame-449"><a href="#DataFrame-449"><span class="linenos">449</span></a> <span class="p">]</span> +</span><span id="DataFrame-450"><a href="#DataFrame-450"><span class="linenos">450</span></a> <span class="n">potential_ctes</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-451"><a href="#DataFrame-451"><span class="linenos">451</span></a> <span class="n">cte</span> +</span><span id="DataFrame-452"><a href="#DataFrame-452"><span class="linenos">452</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">join_expression</span><span class="o">.</span><span class="n">ctes</span> +</span><span id="DataFrame-453"><a href="#DataFrame-453"><span class="linenos">453</span></a> <span class="k">if</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">table_names</span> +</span><span id="DataFrame-454"><a href="#DataFrame-454"><span class="linenos">454</span></a> <span class="ow">and</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">!=</span> <span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span> +</span><span id="DataFrame-455"><a href="#DataFrame-455"><span class="linenos">455</span></a> <span class="p">]</span> +</span><span id="DataFrame-456"><a href="#DataFrame-456"><span class="linenos">456</span></a> <span class="c1"># Determine the table to reference for the left side of the join by checking each of the left side</span> +</span><span id="DataFrame-457"><a href="#DataFrame-457"><span class="linenos">457</span></a> <span class="c1"># tables and see if they have the column being referenced.</span> +</span><span id="DataFrame-458"><a href="#DataFrame-458"><span class="linenos">458</span></a> <span class="n">join_column_pairs</span> <span class="o">=</span> <span class="p">[]</span> +</span><span id="DataFrame-459"><a href="#DataFrame-459"><span class="linenos">459</span></a> <span class="k">for</span> <span class="n">join_column</span> <span class="ow">in</span> <span class="n">join_columns</span><span class="p">:</span> +</span><span id="DataFrame-460"><a href="#DataFrame-460"><span class="linenos">460</span></a> <span class="n">num_matching_ctes</span> <span class="o">=</span> <span class="mi">0</span> +</span><span id="DataFrame-461"><a href="#DataFrame-461"><span class="linenos">461</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">potential_ctes</span><span class="p">:</span> +</span><span id="DataFrame-462"><a href="#DataFrame-462"><span class="linenos">462</span></a> <span class="k">if</span> <span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">named_selects</span><span class="p">:</span> +</span><span id="DataFrame-463"><a href="#DataFrame-463"><span class="linenos">463</span></a> <span class="n">left_column</span> <span class="o">=</span> <span class="n">join_column</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">set_table_name</span><span class="p">(</span><span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> +</span><span id="DataFrame-464"><a href="#DataFrame-464"><span class="linenos">464</span></a> <span class="n">right_column</span> <span class="o">=</span> <span class="n">join_column</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">set_table_name</span><span class="p">(</span><span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span><span class="p">)</span> +</span><span id="DataFrame-465"><a href="#DataFrame-465"><span class="linenos">465</span></a> <span class="n">join_column_pairs</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">left_column</span><span class="p">,</span> <span class="n">right_column</span><span class="p">))</span> +</span><span id="DataFrame-466"><a href="#DataFrame-466"><span class="linenos">466</span></a> <span class="n">num_matching_ctes</span> <span class="o">+=</span> <span class="mi">1</span> +</span><span id="DataFrame-467"><a href="#DataFrame-467"><span class="linenos">467</span></a> <span class="k">if</span> <span class="n">num_matching_ctes</span> <span class="o">></span> <span class="mi">1</span><span class="p">:</span> +</span><span id="DataFrame-468"><a href="#DataFrame-468"><span class="linenos">468</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span> +</span><span id="DataFrame-469"><a href="#DataFrame-469"><span class="linenos">469</span></a> <span class="sa">f</span><span class="s2">"Column </span><span class="si">{</span><span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="si">}</span><span class="s2"> is ambiguous. Please specify the table name."</span> +</span><span id="DataFrame-470"><a href="#DataFrame-470"><span class="linenos">470</span></a> <span class="p">)</span> +</span><span id="DataFrame-471"><a href="#DataFrame-471"><span class="linenos">471</span></a> <span class="k">elif</span> <span class="n">num_matching_ctes</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> +</span><span id="DataFrame-472"><a href="#DataFrame-472"><span class="linenos">472</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span> +</span><span id="DataFrame-473"><a href="#DataFrame-473"><span class="linenos">473</span></a> <span class="sa">f</span><span class="s2">"Column </span><span class="si">{</span><span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="si">}</span><span class="s2"> does not exist in any of the tables."</span> +</span><span id="DataFrame-474"><a href="#DataFrame-474"><span class="linenos">474</span></a> <span class="p">)</span> +</span><span id="DataFrame-475"><a href="#DataFrame-475"><span class="linenos">475</span></a> <span class="n">join_clause</span> <span class="o">=</span> <span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span> +</span><span id="DataFrame-476"><a href="#DataFrame-476"><span class="linenos">476</span></a> <span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">&</span> <span class="n">y</span><span class="p">,</span> +</span><span id="DataFrame-477"><a href="#DataFrame-477"><span class="linenos">477</span></a> <span class="p">[</span><span class="n">left_column</span> <span class="o">==</span> <span class="n">right_column</span> <span class="k">for</span> <span class="n">left_column</span><span class="p">,</span> <span class="n">right_column</span> <span class="ow">in</span> <span class="n">join_column_pairs</span><span class="p">],</span> +</span><span id="DataFrame-478"><a href="#DataFrame-478"><span class="linenos">478</span></a> <span class="p">)</span> +</span><span id="DataFrame-479"><a href="#DataFrame-479"><span class="linenos">479</span></a> <span class="n">join_column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">left_col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">left_col</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">join_column_pairs</span><span class="p">]</span> +</span><span id="DataFrame-480"><a href="#DataFrame-480"><span class="linenos">480</span></a> <span class="c1"># To match spark behavior only the join clause gets deduplicated and it gets put in the front of the column list</span> +</span><span id="DataFrame-481"><a href="#DataFrame-481"><span class="linenos">481</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-482"><a href="#DataFrame-482"><span class="linenos">482</span></a> <span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span> +</span><span id="DataFrame-483"><a href="#DataFrame-483"><span class="linenos">483</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Star</span><span class="p">)</span> +</span><span id="DataFrame-484"><a href="#DataFrame-484"><span class="linenos">484</span></a> <span class="k">else</span> <span class="n">column</span><span class="o">.</span><span class="n">sql</span><span class="p">()</span> +</span><span id="DataFrame-485"><a href="#DataFrame-485"><span class="linenos">485</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">self_columns</span> <span class="o">+</span> <span class="n">other_columns</span> +</span><span id="DataFrame-486"><a href="#DataFrame-486"><span class="linenos">486</span></a> <span class="p">]</span> +</span><span id="DataFrame-487"><a href="#DataFrame-487"><span class="linenos">487</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-488"><a href="#DataFrame-488"><span class="linenos">488</span></a> <span class="n">column_name</span> +</span><span id="DataFrame-489"><a href="#DataFrame-489"><span class="linenos">489</span></a> <span class="k">for</span> <span class="n">column_name</span> <span class="ow">in</span> <span class="n">select_column_names</span> +</span><span id="DataFrame-490"><a href="#DataFrame-490"><span class="linenos">490</span></a> <span class="k">if</span> <span class="n">column_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">join_column_names</span> +</span><span id="DataFrame-491"><a href="#DataFrame-491"><span class="linenos">491</span></a> <span class="p">]</span> +</span><span id="DataFrame-492"><a href="#DataFrame-492"><span class="linenos">492</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="n">join_column_names</span> <span class="o">+</span> <span class="n">select_column_names</span> +</span><span id="DataFrame-493"><a href="#DataFrame-493"><span class="linenos">493</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame-494"><a href="#DataFrame-494"><span class="linenos">494</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="DataFrame-495"><a href="#DataFrame-495"><span class="linenos">495</span></a><span class="sd"> Unique characteristics of join on expressions:</span> +</span><span id="DataFrame-496"><a href="#DataFrame-496"><span class="linenos">496</span></a><span class="sd"> * There is no deduplication of the results.</span> +</span><span id="DataFrame-497"><a href="#DataFrame-497"><span class="linenos">497</span></a><span class="sd"> * The left join dataframe columns go first and right come after. No sort preference is given to join columns</span> +</span><span id="DataFrame-498"><a href="#DataFrame-498"><span class="linenos">498</span></a><span class="sd"> """</span> +</span><span id="DataFrame-499"><a href="#DataFrame-499"><span class="linenos">499</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">join_columns</span><span class="p">,</span> <span class="n">join_expression</span><span class="p">)</span> +</span><span id="DataFrame-500"><a href="#DataFrame-500"><span class="linenos">500</span></a> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">join_columns</span><span class="p">)</span> <span class="o">></span> <span class="mi">1</span><span class="p">:</span> +</span><span id="DataFrame-501"><a href="#DataFrame-501"><span class="linenos">501</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">&</span> <span class="n">y</span><span class="p">,</span> <span class="n">join_columns</span><span class="p">)]</span> +</span><span id="DataFrame-502"><a href="#DataFrame-502"><span class="linenos">502</span></a> <span class="n">join_clause</span> <span class="o">=</span> <span class="n">join_columns</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> +</span><span id="DataFrame-503"><a href="#DataFrame-503"><span class="linenos">503</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">self_columns</span> <span class="o">+</span> <span class="n">other_columns</span><span class="p">]</span> +</span><span id="DataFrame-504"><a href="#DataFrame-504"><span class="linenos">504</span></a> +</span><span id="DataFrame-505"><a href="#DataFrame-505"><span class="linenos">505</span></a> <span class="c1"># Update the on expression with the actual join clause to replace the dummy one from before</span> +</span><span id="DataFrame-506"><a href="#DataFrame-506"><span class="linenos">506</span></a> <span class="n">join_expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"joins"</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"on"</span><span class="p">,</span> <span class="n">join_clause</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame-507"><a href="#DataFrame-507"><span class="linenos">507</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">join_expression</span><span class="p">)</span> +</span><span id="DataFrame-508"><a href="#DataFrame-508"><span class="linenos">508</span></a> <span class="n">new_df</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="p">)</span> +</span><span id="DataFrame-509"><a href="#DataFrame-509"><span class="linenos">509</span></a> <span class="n">new_df</span><span class="o">.</span><span class="n">pending_hints</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">other_df</span><span class="o">.</span><span class="n">pending_hints</span><span class="p">)</span> +</span><span id="DataFrame-510"><a href="#DataFrame-510"><span class="linenos">510</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="o">.</span><span class="n">__wrapped__</span><span class="p">(</span><span class="n">new_df</span><span class="p">,</span> <span class="o">*</span><span class="n">select_column_names</span><span class="p">)</span> +</span><span id="DataFrame-511"><a href="#DataFrame-511"><span class="linenos">511</span></a> <span class="k">return</span> <span class="n">new_df</span> +</span><span id="DataFrame-512"><a href="#DataFrame-512"><span class="linenos">512</span></a> +</span><span id="DataFrame-513"><a href="#DataFrame-513"><span class="linenos">513</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">ORDER_BY</span><span class="p">)</span> +</span><span id="DataFrame-514"><a href="#DataFrame-514"><span class="linenos">514</span></a> <span class="k">def</span> <span class="nf">orderBy</span><span class="p">(</span> +</span><span id="DataFrame-515"><a href="#DataFrame-515"><span class="linenos">515</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrame-516"><a href="#DataFrame-516"><span class="linenos">516</span></a> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">],</span> +</span><span id="DataFrame-517"><a href="#DataFrame-517"><span class="linenos">517</span></a> <span class="n">ascending</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame-518"><a href="#DataFrame-518"><span class="linenos">518</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-519"><a href="#DataFrame-519"><span class="linenos">519</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="DataFrame-520"><a href="#DataFrame-520"><span class="linenos">520</span></a><span class="sd"> This implementation lets any ordered columns take priority over whatever is provided in `ascending`. Spark</span> +</span><span id="DataFrame-521"><a href="#DataFrame-521"><span class="linenos">521</span></a><span class="sd"> has irregular behavior and can result in runtime errors. Users shouldn't be mixing the two anyways so this</span> +</span><span id="DataFrame-522"><a href="#DataFrame-522"><span class="linenos">522</span></a><span class="sd"> is unlikely to come up.</span> +</span><span id="DataFrame-523"><a href="#DataFrame-523"><span class="linenos">523</span></a><span class="sd"> """</span> +</span><span id="DataFrame-524"><a href="#DataFrame-524"><span class="linenos">524</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame-525"><a href="#DataFrame-525"><span class="linenos">525</span></a> <span class="n">pre_ordered_col_indexes</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-526"><a href="#DataFrame-526"><span class="linenos">526</span></a> <span class="n">x</span> +</span><span id="DataFrame-527"><a href="#DataFrame-527"><span class="linenos">527</span></a> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">[</span> +</span><span id="DataFrame-528"><a href="#DataFrame-528"><span class="linenos">528</span></a> <span class="n">i</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">)</span> <span class="k">else</span> <span class="kc">None</span> +</span><span id="DataFrame-529"><a href="#DataFrame-529"><span class="linenos">529</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">col</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame-530"><a href="#DataFrame-530"><span class="linenos">530</span></a> <span class="p">]</span> +</span><span id="DataFrame-531"><a href="#DataFrame-531"><span class="linenos">531</span></a> <span class="k">if</span> <span class="n">x</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> +</span><span id="DataFrame-532"><a href="#DataFrame-532"><span class="linenos">532</span></a> <span class="p">]</span> +</span><span id="DataFrame-533"><a href="#DataFrame-533"><span class="linenos">533</span></a> <span class="k">if</span> <span class="n">ascending</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> +</span><span id="DataFrame-534"><a href="#DataFrame-534"><span class="linenos">534</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="kc">True</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame-535"><a href="#DataFrame-535"><span class="linenos">535</span></a> <span class="k">elif</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ascending</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> +</span><span id="DataFrame-536"><a href="#DataFrame-536"><span class="linenos">536</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="n">ascending</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame-537"><a href="#DataFrame-537"><span class="linenos">537</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="nb">bool</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">ascending</span><span class="p">)]</span> +</span><span id="DataFrame-538"><a href="#DataFrame-538"><span class="linenos">538</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span> +</span><span id="DataFrame-539"><a href="#DataFrame-539"><span class="linenos">539</span></a> <span class="n">ascending</span> +</span><span id="DataFrame-540"><a href="#DataFrame-540"><span class="linenos">540</span></a> <span class="p">),</span> <span class="s2">"The length of items in ascending must equal the number of columns provided"</span> +</span><span id="DataFrame-541"><a href="#DataFrame-541"><span class="linenos">541</span></a> <span class="n">col_and_ascending</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">columns</span><span class="p">,</span> <span class="n">ascending</span><span class="p">))</span> +</span><span id="DataFrame-542"><a href="#DataFrame-542"><span class="linenos">542</span></a> <span class="n">order_by_columns</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-543"><a href="#DataFrame-543"><span class="linenos">543</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="ow">not</span> <span class="n">asc</span><span class="p">)</span> +</span><span id="DataFrame-544"><a href="#DataFrame-544"><span class="linenos">544</span></a> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">pre_ordered_col_indexes</span> +</span><span id="DataFrame-545"><a href="#DataFrame-545"><span class="linenos">545</span></a> <span class="k">else</span> <span class="n">columns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">column_expression</span> +</span><span id="DataFrame-546"><a href="#DataFrame-546"><span class="linenos">546</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">col</span><span class="p">,</span> <span class="n">asc</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">col_and_ascending</span><span class="p">)</span> +</span><span id="DataFrame-547"><a href="#DataFrame-547"><span class="linenos">547</span></a> <span class="p">]</span> +</span><span id="DataFrame-548"><a href="#DataFrame-548"><span class="linenos">548</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">order_by</span><span class="p">(</span><span class="o">*</span><span class="n">order_by_columns</span><span class="p">))</span> +</span><span id="DataFrame-549"><a href="#DataFrame-549"><span class="linenos">549</span></a> +</span><span id="DataFrame-550"><a href="#DataFrame-550"><span class="linenos">550</span></a> <span class="n">sort</span> <span class="o">=</span> <span class="n">orderBy</span> +</span><span id="DataFrame-551"><a href="#DataFrame-551"><span class="linenos">551</span></a> +</span><span id="DataFrame-552"><a href="#DataFrame-552"><span class="linenos">552</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame-553"><a href="#DataFrame-553"><span class="linenos">553</span></a> <span class="k">def</span> <span class="nf">union</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-554"><a href="#DataFrame-554"><span class="linenos">554</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> +</span><span id="DataFrame-555"><a href="#DataFrame-555"><span class="linenos">555</span></a> +</span><span id="DataFrame-556"><a href="#DataFrame-556"><span class="linenos">556</span></a> <span class="n">unionAll</span> <span class="o">=</span> <span class="n">union</span> +</span><span id="DataFrame-557"><a href="#DataFrame-557"><span class="linenos">557</span></a> +</span><span id="DataFrame-558"><a href="#DataFrame-558"><span class="linenos">558</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame-559"><a href="#DataFrame-559"><span class="linenos">559</span></a> <span class="k">def</span> <span class="nf">unionByName</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> <span class="n">allowMissingColumns</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span> +</span><span id="DataFrame-560"><a href="#DataFrame-560"><span class="linenos">560</span></a> <span class="n">l_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> +</span><span id="DataFrame-561"><a href="#DataFrame-561"><span class="linenos">561</span></a> <span class="n">r_columns</span> <span class="o">=</span> <span class="n">other</span><span class="o">.</span><span class="n">columns</span> +</span><span id="DataFrame-562"><a href="#DataFrame-562"><span class="linenos">562</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">allowMissingColumns</span><span class="p">:</span> +</span><span id="DataFrame-563"><a href="#DataFrame-563"><span class="linenos">563</span></a> <span class="n">l_expressions</span> <span class="o">=</span> <span class="n">l_columns</span> +</span><span id="DataFrame-564"><a href="#DataFrame-564"><span class="linenos">564</span></a> <span class="n">r_expressions</span> <span class="o">=</span> <span class="n">l_columns</span> +</span><span id="DataFrame-565"><a href="#DataFrame-565"><span class="linenos">565</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame-566"><a href="#DataFrame-566"><span class="linenos">566</span></a> <span class="n">l_expressions</span> <span class="o">=</span> <span class="p">[]</span> +</span><span id="DataFrame-567"><a href="#DataFrame-567"><span class="linenos">567</span></a> <span class="n">r_expressions</span> <span class="o">=</span> <span class="p">[]</span> +</span><span id="DataFrame-568"><a href="#DataFrame-568"><span class="linenos">568</span></a> <span class="n">r_columns_unused</span> <span class="o">=</span> <span class="n">copy</span><span class="p">(</span><span class="n">r_columns</span><span class="p">)</span> +</span><span id="DataFrame-569"><a href="#DataFrame-569"><span class="linenos">569</span></a> <span class="k">for</span> <span class="n">l_column</span> <span class="ow">in</span> <span class="n">l_columns</span><span class="p">:</span> +</span><span id="DataFrame-570"><a href="#DataFrame-570"><span class="linenos">570</span></a> <span class="n">l_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> +</span><span id="DataFrame-571"><a href="#DataFrame-571"><span class="linenos">571</span></a> <span class="k">if</span> <span class="n">l_column</span> <span class="ow">in</span> <span class="n">r_columns</span><span class="p">:</span> +</span><span id="DataFrame-572"><a href="#DataFrame-572"><span class="linenos">572</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> +</span><span id="DataFrame-573"><a href="#DataFrame-573"><span class="linenos">573</span></a> <span class="n">r_columns_unused</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> +</span><span id="DataFrame-574"><a href="#DataFrame-574"><span class="linenos">574</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame-575"><a href="#DataFrame-575"><span class="linenos">575</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">(),</span> <span class="n">l_column</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span> +</span><span id="DataFrame-576"><a href="#DataFrame-576"><span class="linenos">576</span></a> <span class="k">for</span> <span class="n">r_column</span> <span class="ow">in</span> <span class="n">r_columns_unused</span><span class="p">:</span> +</span><span id="DataFrame-577"><a href="#DataFrame-577"><span class="linenos">577</span></a> <span class="n">l_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">(),</span> <span class="n">r_column</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span> +</span><span id="DataFrame-578"><a href="#DataFrame-578"><span class="linenos">578</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">r_column</span><span class="p">)</span> +</span><span id="DataFrame-579"><a href="#DataFrame-579"><span class="linenos">579</span></a> <span class="n">r_df</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="DataFrame-580"><a href="#DataFrame-580"><span class="linenos">580</span></a> <span class="n">other</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">r_expressions</span><span class="p">))</span> +</span><span id="DataFrame-581"><a href="#DataFrame-581"><span class="linenos">581</span></a> <span class="p">)</span> +</span><span id="DataFrame-582"><a href="#DataFrame-582"><span class="linenos">582</span></a> <span class="n">l_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame-583"><a href="#DataFrame-583"><span class="linenos">583</span></a> <span class="k">if</span> <span class="n">allowMissingColumns</span><span class="p">:</span> +</span><span id="DataFrame-584"><a href="#DataFrame-584"><span class="linenos">584</span></a> <span class="n">l_df</span> <span class="o">=</span> <span class="n">l_df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">l_expressions</span><span class="p">))</span> +</span><span id="DataFrame-585"><a href="#DataFrame-585"><span class="linenos">585</span></a> <span class="k">return</span> <span class="n">l_df</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">,</span> <span class="n">r_df</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> +</span><span id="DataFrame-586"><a href="#DataFrame-586"><span class="linenos">586</span></a> +</span><span id="DataFrame-587"><a href="#DataFrame-587"><span class="linenos">587</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame-588"><a href="#DataFrame-588"><span class="linenos">588</span></a> <span class="k">def</span> <span class="nf">intersect</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-589"><a href="#DataFrame-589"><span class="linenos">589</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Intersect</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span> +</span><span id="DataFrame-590"><a href="#DataFrame-590"><span class="linenos">590</span></a> +</span><span id="DataFrame-591"><a href="#DataFrame-591"><span class="linenos">591</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame-592"><a href="#DataFrame-592"><span class="linenos">592</span></a> <span class="k">def</span> <span class="nf">intersectAll</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-593"><a href="#DataFrame-593"><span class="linenos">593</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Intersect</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> +</span><span id="DataFrame-594"><a href="#DataFrame-594"><span class="linenos">594</span></a> +</span><span id="DataFrame-595"><a href="#DataFrame-595"><span class="linenos">595</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame-596"><a href="#DataFrame-596"><span class="linenos">596</span></a> <span class="k">def</span> <span class="nf">exceptAll</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-597"><a href="#DataFrame-597"><span class="linenos">597</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Except</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> +</span><span id="DataFrame-598"><a href="#DataFrame-598"><span class="linenos">598</span></a> +</span><span id="DataFrame-599"><a href="#DataFrame-599"><span class="linenos">599</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame-600"><a href="#DataFrame-600"><span class="linenos">600</span></a> <span class="k">def</span> <span class="nf">distinct</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-601"><a href="#DataFrame-601"><span class="linenos">601</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">distinct</span><span class="p">())</span> +</span><span id="DataFrame-602"><a href="#DataFrame-602"><span class="linenos">602</span></a> +</span><span id="DataFrame-603"><a href="#DataFrame-603"><span class="linenos">603</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame-604"><a href="#DataFrame-604"><span class="linenos">604</span></a> <span class="k">def</span> <span class="nf">dropDuplicates</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span> +</span><span id="DataFrame-605"><a href="#DataFrame-605"><span class="linenos">605</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">subset</span><span class="p">:</span> +</span><span id="DataFrame-606"><a href="#DataFrame-606"><span class="linenos">606</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">distinct</span><span class="p">()</span> +</span><span id="DataFrame-607"><a href="#DataFrame-607"><span class="linenos">607</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="n">ensure_list</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> +</span><span id="DataFrame-608"><a href="#DataFrame-608"><span class="linenos">608</span></a> <span class="n">window</span> <span class="o">=</span> <span class="n">Window</span><span class="o">.</span><span class="n">partitionBy</span><span class="p">(</span><span class="o">*</span><span class="n">column_names</span><span class="p">)</span><span class="o">.</span><span class="n">orderBy</span><span class="p">(</span><span class="o">*</span><span class="n">column_names</span><span class="p">)</span> +</span><span id="DataFrame-609"><a href="#DataFrame-609"><span class="linenos">609</span></a> <span class="k">return</span> <span class="p">(</span> +</span><span id="DataFrame-610"><a href="#DataFrame-610"><span class="linenos">610</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame-611"><a href="#DataFrame-611"><span class="linenos">611</span></a> <span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">,</span> <span class="n">F</span><span class="o">.</span><span class="n">row_number</span><span class="p">()</span><span class="o">.</span><span class="n">over</span><span class="p">(</span><span class="n">window</span><span class="p">))</span> +</span><span id="DataFrame-612"><a href="#DataFrame-612"><span class="linenos">612</span></a> <span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">)</span> <span class="o">==</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span> +</span><span id="DataFrame-613"><a href="#DataFrame-613"><span class="linenos">613</span></a> <span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">)</span> +</span><span id="DataFrame-614"><a href="#DataFrame-614"><span class="linenos">614</span></a> <span class="p">)</span> +</span><span id="DataFrame-615"><a href="#DataFrame-615"><span class="linenos">615</span></a> +</span><span id="DataFrame-616"><a href="#DataFrame-616"><span class="linenos">616</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame-617"><a href="#DataFrame-617"><span class="linenos">617</span></a> <span class="k">def</span> <span class="nf">dropna</span><span class="p">(</span> +</span><span id="DataFrame-618"><a href="#DataFrame-618"><span class="linenos">618</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrame-619"><a href="#DataFrame-619"><span class="linenos">619</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"any"</span><span class="p">,</span> +</span><span id="DataFrame-620"><a href="#DataFrame-620"><span class="linenos">620</span></a> <span class="n">thresh</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame-621"><a href="#DataFrame-621"><span class="linenos">621</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame-622"><a href="#DataFrame-622"><span class="linenos">622</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-623"><a href="#DataFrame-623"><span class="linenos">623</span></a> <span class="n">minimum_non_null</span> <span class="o">=</span> <span class="n">thresh</span> <span class="ow">or</span> <span class="mi">0</span> <span class="c1"># will be determined later if thresh is null</span> +</span><span id="DataFrame-624"><a href="#DataFrame-624"><span class="linenos">624</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame-625"><a href="#DataFrame-625"><span class="linenos">625</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame-626"><a href="#DataFrame-626"><span class="linenos">626</span></a> <span class="k">if</span> <span class="n">subset</span><span class="p">:</span> +</span><span id="DataFrame-627"><a href="#DataFrame-627"><span class="linenos">627</span></a> <span class="n">null_check_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> +</span><span id="DataFrame-628"><a href="#DataFrame-628"><span class="linenos">628</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame-629"><a href="#DataFrame-629"><span class="linenos">629</span></a> <span class="n">null_check_columns</span> <span class="o">=</span> <span class="n">all_columns</span> +</span><span id="DataFrame-630"><a href="#DataFrame-630"><span class="linenos">630</span></a> <span class="k">if</span> <span class="n">thresh</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> +</span><span id="DataFrame-631"><a href="#DataFrame-631"><span class="linenos">631</span></a> <span class="n">minimum_num_nulls</span> <span class="o">=</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">how</span> <span class="o">==</span> <span class="s2">"any"</span> <span class="k">else</span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span> +</span><span id="DataFrame-632"><a href="#DataFrame-632"><span class="linenos">632</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame-633"><a href="#DataFrame-633"><span class="linenos">633</span></a> <span class="n">minimum_num_nulls</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span> <span class="o">-</span> <span class="n">minimum_non_null</span> <span class="o">+</span> <span class="mi">1</span> +</span><span id="DataFrame-634"><a href="#DataFrame-634"><span class="linenos">634</span></a> <span class="k">if</span> <span class="n">minimum_num_nulls</span> <span class="o">></span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">):</span> +</span><span id="DataFrame-635"><a href="#DataFrame-635"><span class="linenos">635</span></a> <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span> +</span><span id="DataFrame-636"><a href="#DataFrame-636"><span class="linenos">636</span></a> <span class="sa">f</span><span class="s2">"The minimum num nulls for dropna must be less than or equal to the number of columns. "</span> +</span><span id="DataFrame-637"><a href="#DataFrame-637"><span class="linenos">637</span></a> <span class="sa">f</span><span class="s2">"Minimum num nulls: </span><span class="si">{</span><span class="n">minimum_num_nulls</span><span class="si">}</span><span class="s2">, Num Columns: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span> +</span><span id="DataFrame-638"><a href="#DataFrame-638"><span class="linenos">638</span></a> <span class="p">)</span> +</span><span id="DataFrame-639"><a href="#DataFrame-639"><span class="linenos">639</span></a> <span class="n">if_null_checks</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-640"><a href="#DataFrame-640"><span class="linenos">640</span></a> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">isNull</span><span class="p">(),</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">null_check_columns</span> +</span><span id="DataFrame-641"><a href="#DataFrame-641"><span class="linenos">641</span></a> <span class="p">]</span> +</span><span id="DataFrame-642"><a href="#DataFrame-642"><span class="linenos">642</span></a> <span class="n">nulls_added_together</span> <span class="o">=</span> <span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">+</span> <span class="n">y</span><span class="p">,</span> <span class="n">if_null_checks</span><span class="p">)</span> +</span><span id="DataFrame-643"><a href="#DataFrame-643"><span class="linenos">643</span></a> <span class="n">num_nulls</span> <span class="o">=</span> <span class="n">nulls_added_together</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="s2">"num_nulls"</span><span class="p">)</span> +</span><span id="DataFrame-644"><a href="#DataFrame-644"><span class="linenos">644</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">num_nulls</span><span class="p">,</span> <span class="n">append</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> +</span><span id="DataFrame-645"><a href="#DataFrame-645"><span class="linenos">645</span></a> <span class="n">filtered_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">"num_nulls"</span><span class="p">)</span> <span class="o"><</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="n">minimum_num_nulls</span><span class="p">))</span> +</span><span id="DataFrame-646"><a href="#DataFrame-646"><span class="linenos">646</span></a> <span class="n">final_df</span> <span class="o">=</span> <span class="n">filtered_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">all_columns</span><span class="p">)</span> +</span><span id="DataFrame-647"><a href="#DataFrame-647"><span class="linenos">647</span></a> <span class="k">return</span> <span class="n">final_df</span> +</span><span id="DataFrame-648"><a href="#DataFrame-648"><span class="linenos">648</span></a> +</span><span id="DataFrame-649"><a href="#DataFrame-649"><span class="linenos">649</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame-650"><a href="#DataFrame-650"><span class="linenos">650</span></a> <span class="k">def</span> <span class="nf">fillna</span><span class="p">(</span> +</span><span id="DataFrame-651"><a href="#DataFrame-651"><span class="linenos">651</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrame-652"><a href="#DataFrame-652"><span class="linenos">652</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnLiterals</span><span class="p">],</span> +</span><span id="DataFrame-653"><a href="#DataFrame-653"><span class="linenos">653</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame-654"><a href="#DataFrame-654"><span class="linenos">654</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-655"><a href="#DataFrame-655"><span class="linenos">655</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="DataFrame-656"><a href="#DataFrame-656"><span class="linenos">656</span></a><span class="sd"> Functionality Difference: If you provide a value to replace a null and that type conflicts</span> +</span><span id="DataFrame-657"><a href="#DataFrame-657"><span class="linenos">657</span></a><span class="sd"> with the type of the column then PySpark will just ignore your replacement.</span> +</span><span id="DataFrame-658"><a href="#DataFrame-658"><span class="linenos">658</span></a><span class="sd"> This will try to cast them to be the same in some cases. So they won't always match.</span> +</span><span id="DataFrame-659"><a href="#DataFrame-659"><span class="linenos">659</span></a><span class="sd"> Best to not mix types so make sure replacement is the same type as the column</span> +</span><span id="DataFrame-660"><a href="#DataFrame-660"><span class="linenos">660</span></a> +</span><span id="DataFrame-661"><a href="#DataFrame-661"><span class="linenos">661</span></a><span class="sd"> Possibility for improvement: Use `typeof` function to get the type of the column</span> +</span><span id="DataFrame-662"><a href="#DataFrame-662"><span class="linenos">662</span></a><span class="sd"> and check if it matches the type of the value provided. If not then make it null.</span> +</span><span id="DataFrame-663"><a href="#DataFrame-663"><span class="linenos">663</span></a><span class="sd"> """</span> +</span><span id="DataFrame-664"><a href="#DataFrame-664"><span class="linenos">664</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> +</span><span id="DataFrame-665"><a href="#DataFrame-665"><span class="linenos">665</span></a> +</span><span id="DataFrame-666"><a href="#DataFrame-666"><span class="linenos">666</span></a> <span class="n">values</span> <span class="o">=</span> <span class="kc">None</span> +</span><span id="DataFrame-667"><a href="#DataFrame-667"><span class="linenos">667</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="kc">None</span> +</span><span id="DataFrame-668"><a href="#DataFrame-668"><span class="linenos">668</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame-669"><a href="#DataFrame-669"><span class="linenos">669</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame-670"><a href="#DataFrame-670"><span class="linenos">670</span></a> <span class="n">all_column_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">}</span> +</span><span id="DataFrame-671"><a href="#DataFrame-671"><span class="linenos">671</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span> +</span><span id="DataFrame-672"><a href="#DataFrame-672"><span class="linenos">672</span></a> <span class="n">values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">value</span><span class="o">.</span><span class="n">values</span><span class="p">())</span> +</span><span id="DataFrame-673"><a href="#DataFrame-673"><span class="linenos">673</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">value</span><span class="p">))</span> +</span><span id="DataFrame-674"><a href="#DataFrame-674"><span class="linenos">674</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">columns</span><span class="p">:</span> +</span><span id="DataFrame-675"><a href="#DataFrame-675"><span class="linenos">675</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> <span class="k">if</span> <span class="n">subset</span> <span class="k">else</span> <span class="n">all_columns</span> +</span><span id="DataFrame-676"><a href="#DataFrame-676"><span class="linenos">676</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">values</span><span class="p">:</span> +</span><span id="DataFrame-677"><a href="#DataFrame-677"><span class="linenos">677</span></a> <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame-678"><a href="#DataFrame-678"><span class="linenos">678</span></a> <span class="n">value_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">values</span><span class="p">]</span> +</span><span id="DataFrame-679"><a href="#DataFrame-679"><span class="linenos">679</span></a> +</span><span id="DataFrame-680"><a href="#DataFrame-680"><span class="linenos">680</span></a> <span class="n">null_replacement_mapping</span> <span class="o">=</span> <span class="p">{</span> +</span><span id="DataFrame-681"><a href="#DataFrame-681"><span class="linenos">681</span></a> <span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="p">(</span> +</span><span id="DataFrame-682"><a href="#DataFrame-682"><span class="linenos">682</span></a> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">isNull</span><span class="p">(),</span> <span class="n">value</span><span class="p">)</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">column</span><span class="p">)</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> +</span><span id="DataFrame-683"><a href="#DataFrame-683"><span class="linenos">683</span></a> <span class="p">)</span> +</span><span id="DataFrame-684"><a href="#DataFrame-684"><span class="linenos">684</span></a> <span class="k">for</span> <span class="n">column</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">columns</span><span class="p">,</span> <span class="n">value_columns</span><span class="p">)</span> +</span><span id="DataFrame-685"><a href="#DataFrame-685"><span class="linenos">685</span></a> <span class="p">}</span> +</span><span id="DataFrame-686"><a href="#DataFrame-686"><span class="linenos">686</span></a> <span class="n">null_replacement_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="o">**</span><span class="n">all_column_mapping</span><span class="p">,</span> <span class="o">**</span><span class="n">null_replacement_mapping</span><span class="p">}</span> +</span><span id="DataFrame-687"><a href="#DataFrame-687"><span class="linenos">687</span></a> <span class="n">null_replacement_columns</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-688"><a href="#DataFrame-688"><span class="linenos">688</span></a> <span class="n">null_replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span> +</span><span id="DataFrame-689"><a href="#DataFrame-689"><span class="linenos">689</span></a> <span class="p">]</span> +</span><span id="DataFrame-690"><a href="#DataFrame-690"><span class="linenos">690</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">null_replacement_columns</span><span class="p">)</span> +</span><span id="DataFrame-691"><a href="#DataFrame-691"><span class="linenos">691</span></a> <span class="k">return</span> <span class="n">new_df</span> +</span><span id="DataFrame-692"><a href="#DataFrame-692"><span class="linenos">692</span></a> +</span><span id="DataFrame-693"><a href="#DataFrame-693"><span class="linenos">693</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame-694"><a href="#DataFrame-694"><span class="linenos">694</span></a> <span class="k">def</span> <span class="nf">replace</span><span class="p">(</span> +</span><span id="DataFrame-695"><a href="#DataFrame-695"><span class="linenos">695</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrame-696"><a href="#DataFrame-696"><span class="linenos">696</span></a> <span class="n">to_replace</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> +</span><span id="DataFrame-697"><a href="#DataFrame-697"><span class="linenos">697</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame-698"><a href="#DataFrame-698"><span class="linenos">698</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Collection</span><span class="p">[</span><span class="n">ColumnOrName</span><span class="p">]</span> <span class="o">|</span> <span class="n">ColumnOrName</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame-699"><a href="#DataFrame-699"><span class="linenos">699</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-700"><a href="#DataFrame-700"><span class="linenos">700</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> +</span><span id="DataFrame-701"><a href="#DataFrame-701"><span class="linenos">701</span></a> +</span><span id="DataFrame-702"><a href="#DataFrame-702"><span class="linenos">702</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="kc">None</span> +</span><span id="DataFrame-703"><a href="#DataFrame-703"><span class="linenos">703</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame-704"><a href="#DataFrame-704"><span class="linenos">704</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame-705"><a href="#DataFrame-705"><span class="linenos">705</span></a> <span class="n">all_column_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">}</span> +</span><span id="DataFrame-706"><a href="#DataFrame-706"><span class="linenos">706</span></a> +</span><span id="DataFrame-707"><a href="#DataFrame-707"><span class="linenos">707</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> <span class="k">if</span> <span class="n">subset</span> <span class="k">else</span> <span class="n">all_columns</span> +</span><span id="DataFrame-708"><a href="#DataFrame-708"><span class="linenos">708</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">to_replace</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span> +</span><span id="DataFrame-709"><a href="#DataFrame-709"><span class="linenos">709</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">to_replace</span><span class="p">)</span> +</span><span id="DataFrame-710"><a href="#DataFrame-710"><span class="linenos">710</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">to_replace</span><span class="o">.</span><span class="n">values</span><span class="p">())</span> +</span><span id="DataFrame-711"><a href="#DataFrame-711"><span class="linenos">711</span></a> <span class="k">elif</span> <span class="ow">not</span> <span class="n">old_values</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">to_replace</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> +</span><span id="DataFrame-712"><a href="#DataFrame-712"><span class="linenos">712</span></a> <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">list</span><span class="p">),</span> <span class="s2">"value must be a list since the replacements are a list"</span> +</span><span id="DataFrame-713"><a href="#DataFrame-713"><span class="linenos">713</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">to_replace</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span> +</span><span id="DataFrame-714"><a href="#DataFrame-714"><span class="linenos">714</span></a> <span class="n">value</span> +</span><span id="DataFrame-715"><a href="#DataFrame-715"><span class="linenos">715</span></a> <span class="p">),</span> <span class="s2">"the replacements and values must be the same length"</span> +</span><span id="DataFrame-716"><a href="#DataFrame-716"><span class="linenos">716</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="n">to_replace</span> +</span><span id="DataFrame-717"><a href="#DataFrame-717"><span class="linenos">717</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="n">value</span> +</span><span id="DataFrame-718"><a href="#DataFrame-718"><span class="linenos">718</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame-719"><a href="#DataFrame-719"><span class="linenos">719</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">to_replace</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame-720"><a href="#DataFrame-720"><span class="linenos">720</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame-721"><a href="#DataFrame-721"><span class="linenos">721</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">old_values</span><span class="p">]</span> +</span><span id="DataFrame-722"><a href="#DataFrame-722"><span class="linenos">722</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">new_values</span><span class="p">]</span> +</span><span id="DataFrame-723"><a href="#DataFrame-723"><span class="linenos">723</span></a> +</span><span id="DataFrame-724"><a href="#DataFrame-724"><span class="linenos">724</span></a> <span class="n">replacement_mapping</span> <span class="o">=</span> <span class="p">{}</span> +</span><span id="DataFrame-725"><a href="#DataFrame-725"><span class="linenos">725</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">:</span> +</span><span id="DataFrame-726"><a href="#DataFrame-726"><span class="linenos">726</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span> +</span><span id="DataFrame-727"><a href="#DataFrame-727"><span class="linenos">727</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">old_values</span><span class="p">,</span> <span class="n">new_values</span><span class="p">)):</span> +</span><span id="DataFrame-728"><a href="#DataFrame-728"><span class="linenos">728</span></a> <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> +</span><span id="DataFrame-729"><a href="#DataFrame-729"><span class="linenos">729</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span> <span class="o">==</span> <span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> +</span><span id="DataFrame-730"><a href="#DataFrame-730"><span class="linenos">730</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame-731"><a href="#DataFrame-731"><span class="linenos">731</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span> <span class="o">==</span> <span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> <span class="c1"># type: ignore</span> +</span><span id="DataFrame-732"><a href="#DataFrame-732"><span class="linenos">732</span></a> <span class="n">replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">column</span><span class="p">)</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span> +</span><span id="DataFrame-733"><a href="#DataFrame-733"><span class="linenos">733</span></a> <span class="n">column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> +</span><span id="DataFrame-734"><a href="#DataFrame-734"><span class="linenos">734</span></a> <span class="p">)</span> +</span><span id="DataFrame-735"><a href="#DataFrame-735"><span class="linenos">735</span></a> +</span><span id="DataFrame-736"><a href="#DataFrame-736"><span class="linenos">736</span></a> <span class="n">replacement_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="o">**</span><span class="n">all_column_mapping</span><span class="p">,</span> <span class="o">**</span><span class="n">replacement_mapping</span><span class="p">}</span> +</span><span id="DataFrame-737"><a href="#DataFrame-737"><span class="linenos">737</span></a> <span class="n">replacement_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">]</span> +</span><span id="DataFrame-738"><a href="#DataFrame-738"><span class="linenos">738</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">replacement_columns</span><span class="p">)</span> +</span><span id="DataFrame-739"><a href="#DataFrame-739"><span class="linenos">739</span></a> <span class="k">return</span> <span class="n">new_df</span> +</span><span id="DataFrame-740"><a href="#DataFrame-740"><span class="linenos">740</span></a> +</span><span id="DataFrame-741"><a href="#DataFrame-741"><span class="linenos">741</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame-742"><a href="#DataFrame-742"><span class="linenos">742</span></a> <span class="k">def</span> <span class="nf">withColumn</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">colName</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">col</span><span class="p">:</span> <span class="n">Column</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-743"><a href="#DataFrame-743"><span class="linenos">743</span></a> <span class="n">col</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_col</span><span class="p">(</span><span class="n">col</span><span class="p">)</span> +</span><span id="DataFrame-744"><a href="#DataFrame-744"><span class="linenos">744</span></a> <span class="n">existing_col_names</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span> +</span><span id="DataFrame-745"><a href="#DataFrame-745"><span class="linenos">745</span></a> <span class="n">existing_col_index</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="DataFrame-746"><a href="#DataFrame-746"><span class="linenos">746</span></a> <span class="n">existing_col_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">colName</span><span class="p">)</span> <span class="k">if</span> <span class="n">colName</span> <span class="ow">in</span> <span class="n">existing_col_names</span> <span class="k">else</span> <span class="kc">None</span> +</span><span id="DataFrame-747"><a href="#DataFrame-747"><span class="linenos">747</span></a> <span class="p">)</span> +</span><span id="DataFrame-748"><a href="#DataFrame-748"><span class="linenos">748</span></a> <span class="k">if</span> <span class="n">existing_col_index</span><span class="p">:</span> +</span><span id="DataFrame-749"><a href="#DataFrame-749"><span class="linenos">749</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame-750"><a href="#DataFrame-750"><span class="linenos">750</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span><span class="p">[</span><span class="n">existing_col_index</span><span class="p">]</span> <span class="o">=</span> <span class="n">col</span><span class="o">.</span><span class="n">expression</span> +</span><span id="DataFrame-751"><a href="#DataFrame-751"><span class="linenos">751</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame-752"><a href="#DataFrame-752"><span class="linenos">752</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="n">colName</span><span class="p">),</span> <span class="n">append</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> +</span><span id="DataFrame-753"><a href="#DataFrame-753"><span class="linenos">753</span></a> +</span><span id="DataFrame-754"><a href="#DataFrame-754"><span class="linenos">754</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame-755"><a href="#DataFrame-755"><span class="linenos">755</span></a> <span class="k">def</span> <span class="nf">withColumnRenamed</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">existing</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">new</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> +</span><span id="DataFrame-756"><a href="#DataFrame-756"><span class="linenos">756</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame-757"><a href="#DataFrame-757"><span class="linenos">757</span></a> <span class="n">existing_columns</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-758"><a href="#DataFrame-758"><span class="linenos">758</span></a> <span class="n">expression</span> +</span><span id="DataFrame-759"><a href="#DataFrame-759"><span class="linenos">759</span></a> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span> +</span><span id="DataFrame-760"><a href="#DataFrame-760"><span class="linenos">760</span></a> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">==</span> <span class="n">existing</span> +</span><span id="DataFrame-761"><a href="#DataFrame-761"><span class="linenos">761</span></a> <span class="p">]</span> +</span><span id="DataFrame-762"><a href="#DataFrame-762"><span class="linenos">762</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">existing_columns</span><span class="p">:</span> +</span><span id="DataFrame-763"><a href="#DataFrame-763"><span class="linenos">763</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"Tried to rename a column that doesn't exist"</span><span class="p">)</span> +</span><span id="DataFrame-764"><a href="#DataFrame-764"><span class="linenos">764</span></a> <span class="k">for</span> <span class="n">existing_column</span> <span class="ow">in</span> <span class="n">existing_columns</span><span class="p">:</span> +</span><span id="DataFrame-765"><a href="#DataFrame-765"><span class="linenos">765</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">existing_column</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span> +</span><span id="DataFrame-766"><a href="#DataFrame-766"><span class="linenos">766</span></a> <span class="n">existing_column</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">existing_column</span><span class="p">,</span> <span class="n">new</span><span class="p">))</span> +</span><span id="DataFrame-767"><a href="#DataFrame-767"><span class="linenos">767</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame-768"><a href="#DataFrame-768"><span class="linenos">768</span></a> <span class="n">existing_column</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"alias"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">new</span><span class="p">))</span> +</span><span id="DataFrame-769"><a href="#DataFrame-769"><span class="linenos">769</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame-770"><a href="#DataFrame-770"><span class="linenos">770</span></a> +</span><span id="DataFrame-771"><a href="#DataFrame-771"><span class="linenos">771</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame-772"><a href="#DataFrame-772"><span class="linenos">772</span></a> <span class="k">def</span> <span class="nf">drop</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-773"><a href="#DataFrame-773"><span class="linenos">773</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame-774"><a href="#DataFrame-774"><span class="linenos">774</span></a> <span class="n">drop_cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame-775"><a href="#DataFrame-775"><span class="linenos">775</span></a> <span class="n">new_columns</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame-776"><a href="#DataFrame-776"><span class="linenos">776</span></a> <span class="n">col</span> +</span><span id="DataFrame-777"><a href="#DataFrame-777"><span class="linenos">777</span></a> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">all_columns</span> +</span><span id="DataFrame-778"><a href="#DataFrame-778"><span class="linenos">778</span></a> <span class="k">if</span> <span class="n">col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="n">drop_column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">drop_column</span> <span class="ow">in</span> <span class="n">drop_cols</span><span class="p">]</span> +</span><span id="DataFrame-779"><a href="#DataFrame-779"><span class="linenos">779</span></a> <span class="p">]</span> +</span><span id="DataFrame-780"><a href="#DataFrame-780"><span class="linenos">780</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">new_columns</span><span class="p">,</span> <span class="n">append</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> +</span><span id="DataFrame-781"><a href="#DataFrame-781"><span class="linenos">781</span></a> +</span><span id="DataFrame-782"><a href="#DataFrame-782"><span class="linenos">782</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">LIMIT</span><span class="p">)</span> +</span><span id="DataFrame-783"><a href="#DataFrame-783"><span class="linenos">783</span></a> <span class="k">def</span> <span class="nf">limit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">num</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-784"><a href="#DataFrame-784"><span class="linenos">784</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">limit</span><span class="p">(</span><span class="n">num</span><span class="p">))</span> +</span><span id="DataFrame-785"><a href="#DataFrame-785"><span class="linenos">785</span></a> +</span><span id="DataFrame-786"><a href="#DataFrame-786"><span class="linenos">786</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame-787"><a href="#DataFrame-787"><span class="linenos">787</span></a> <span class="k">def</span> <span class="nf">hint</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">*</span><span class="n">parameters</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]])</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-788"><a href="#DataFrame-788"><span class="linenos">788</span></a> <span class="n">parameter_list</span> <span class="o">=</span> <span class="n">ensure_list</span><span class="p">(</span><span class="n">parameters</span><span class="p">)</span> +</span><span id="DataFrame-789"><a href="#DataFrame-789"><span class="linenos">789</span></a> <span class="n">parameter_columns</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="DataFrame-790"><a href="#DataFrame-790"><span class="linenos">790</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">parameter_list</span><span class="p">)</span> +</span><span id="DataFrame-791"><a href="#DataFrame-791"><span class="linenos">791</span></a> <span class="k">if</span> <span class="n">parameters</span> +</span><span id="DataFrame-792"><a href="#DataFrame-792"><span class="linenos">792</span></a> <span class="k">else</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_cols</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">sequence_id</span><span class="p">])</span> +</span><span id="DataFrame-793"><a href="#DataFrame-793"><span class="linenos">793</span></a> <span class="p">)</span> +</span><span id="DataFrame-794"><a href="#DataFrame-794"><span class="linenos">794</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">parameter_columns</span><span class="p">)</span> +</span><span id="DataFrame-795"><a href="#DataFrame-795"><span class="linenos">795</span></a> +</span><span id="DataFrame-796"><a href="#DataFrame-796"><span class="linenos">796</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame-797"><a href="#DataFrame-797"><span class="linenos">797</span></a> <span class="k">def</span> <span class="nf">repartition</span><span class="p">(</span> +</span><span id="DataFrame-798"><a href="#DataFrame-798"><span class="linenos">798</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">numPartitions</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">ColumnOrName</span><span class="p">],</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">ColumnOrName</span> +</span><span id="DataFrame-799"><a href="#DataFrame-799"><span class="linenos">799</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-800"><a href="#DataFrame-800"><span class="linenos">800</span></a> <span class="n">num_partition_cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">numPartitions</span><span class="p">)</span> +</span><span id="DataFrame-801"><a href="#DataFrame-801"><span class="linenos">801</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame-802"><a href="#DataFrame-802"><span class="linenos">802</span></a> <span class="n">args</span> <span class="o">=</span> <span class="n">num_partition_cols</span> <span class="o">+</span> <span class="n">columns</span> +</span><span id="DataFrame-803"><a href="#DataFrame-803"><span class="linenos">803</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="s2">"repartition"</span><span class="p">,</span> <span class="n">args</span><span class="p">)</span> +</span><span id="DataFrame-804"><a href="#DataFrame-804"><span class="linenos">804</span></a> +</span><span id="DataFrame-805"><a href="#DataFrame-805"><span class="linenos">805</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame-806"><a href="#DataFrame-806"><span class="linenos">806</span></a> <span class="k">def</span> <span class="nf">coalesce</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numPartitions</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-807"><a href="#DataFrame-807"><span class="linenos">807</span></a> <span class="n">num_partitions</span> <span class="o">=</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_cols</span><span class="p">([</span><span class="n">numPartitions</span><span class="p">])</span> +</span><span id="DataFrame-808"><a href="#DataFrame-808"><span class="linenos">808</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="s2">"coalesce"</span><span class="p">,</span> <span class="n">num_partitions</span><span class="p">)</span> +</span><span id="DataFrame-809"><a href="#DataFrame-809"><span class="linenos">809</span></a> +</span><span id="DataFrame-810"><a href="#DataFrame-810"><span class="linenos">810</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame-811"><a href="#DataFrame-811"><span class="linenos">811</span></a> <span class="k">def</span> <span class="nf">cache</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-812"><a href="#DataFrame-812"><span class="linenos">812</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cache</span><span class="p">(</span><span class="n">storage_level</span><span class="o">=</span><span class="s2">"MEMORY_AND_DISK"</span><span class="p">)</span> +</span><span id="DataFrame-813"><a href="#DataFrame-813"><span class="linenos">813</span></a> +</span><span id="DataFrame-814"><a href="#DataFrame-814"><span class="linenos">814</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame-815"><a href="#DataFrame-815"><span class="linenos">815</span></a> <span class="k">def</span> <span class="nf">persist</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">storageLevel</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"MEMORY_AND_DISK_SER"</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame-816"><a href="#DataFrame-816"><span class="linenos">816</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="DataFrame-817"><a href="#DataFrame-817"><span class="linenos">817</span></a><span class="sd"> Storage Level Options: https://spark.apache.org/docs/3.0.0-preview/sql-ref-syntax-aux-cache-cache-table.html</span> +</span><span id="DataFrame-818"><a href="#DataFrame-818"><span class="linenos">818</span></a><span class="sd"> """</span> +</span><span id="DataFrame-819"><a href="#DataFrame-819"><span class="linenos">819</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cache</span><span class="p">(</span><span class="n">storageLevel</span><span class="p">)</span> </span></pre></div> @@ -1505,7 +1506,7 @@ <input id="DataFrame.__init__-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1"> <div class="attr function"> - <span class="name">DataFrame</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">spark</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043314786224'</span><span class="o">></span>,</span><span class="param"> <span class="n">expression</span><span class="p">:</span> <span class="n"><a href="../expressions.html#Select">sqlglot.expressions.Select</a></span>,</span><span class="param"> <span class="n">branch_id</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">sequence_id</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">last_op</span><span class="p">:</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">dataframe</span><span class="o">.</span><span class="n">sql</span><span class="o">.</span><span class="n">operations</span><span class="o">.</span><span class="n">Operation</span> <span class="o">=</span> <span class="o"><</span><span class="n">Operation</span><span class="o">.</span><span class="n">INIT</span><span class="p">:</span> <span class="o">-</span><span class="mi">1</span><span class="o">></span>,</span><span class="param"> <span class="n">pending_hints</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n"><a href="../expressions.html#Expression">sqlglot.expressions.Expression</a></span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">output_expression_container</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043314972080'</span><span class="o">></span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span>)</span> + <span class="name">DataFrame</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">spark</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135093941152'</span><span class="o">></span>,</span><span class="param"> <span class="n">expression</span><span class="p">:</span> <span class="n"><a href="../expressions.html#Select">sqlglot.expressions.Select</a></span>,</span><span class="param"> <span class="n">branch_id</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">sequence_id</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">last_op</span><span class="p">:</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">dataframe</span><span class="o">.</span><span class="n">sql</span><span class="o">.</span><span class="n">operations</span><span class="o">.</span><span class="n">Operation</span> <span class="o">=</span> <span class="o"><</span><span class="n">Operation</span><span class="o">.</span><span class="n">INIT</span><span class="p">:</span> <span class="o">-</span><span class="mi">1</span><span class="o">></span>,</span><span class="param"> <span class="n">pending_hints</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="n">List</span><span class="p">[</span><span class="n"><a href="../expressions.html#Expression">sqlglot.expressions.Expression</a></span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">output_expression_container</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135094093856'</span><span class="o">></span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span>)</span> <label class="view-source-button" for="DataFrame.__init__-view-source"><span>View Source</span></label> @@ -1571,36 +1572,37 @@ </span><span id="DataFrame.sql-317"><a href="#DataFrame.sql-317"><span class="linenos">317</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="n">expression</span><span class="o">.</span><span class="n">type</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="s2">"spark"</span><span class="p">)</span> </span><span id="DataFrame.sql-318"><a href="#DataFrame.sql-318"><span class="linenos">318</span></a> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">expressions</span> </span><span id="DataFrame.sql-319"><a href="#DataFrame.sql-319"><span class="linenos">319</span></a> <span class="p">},</span> -</span><span id="DataFrame.sql-320"><a href="#DataFrame.sql-320"><span class="linenos">320</span></a> <span class="p">)</span> -</span><span id="DataFrame.sql-321"><a href="#DataFrame.sql-321"><span class="linenos">321</span></a> <span class="n">cache_storage_level</span> <span class="o">=</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"cache_storage_level"</span><span class="p">]</span> -</span><span id="DataFrame.sql-322"><a href="#DataFrame.sql-322"><span class="linenos">322</span></a> <span class="n">options</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.sql-323"><a href="#DataFrame.sql-323"><span class="linenos">323</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="s2">"storageLevel"</span><span class="p">),</span> -</span><span id="DataFrame.sql-324"><a href="#DataFrame.sql-324"><span class="linenos">324</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="n">cache_storage_level</span><span class="p">),</span> -</span><span id="DataFrame.sql-325"><a href="#DataFrame.sql-325"><span class="linenos">325</span></a> <span class="p">]</span> -</span><span id="DataFrame.sql-326"><a href="#DataFrame.sql-326"><span class="linenos">326</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Cache</span><span class="p">(</span> -</span><span id="DataFrame.sql-327"><a href="#DataFrame.sql-327"><span class="linenos">327</span></a> <span class="n">this</span><span class="o">=</span><span class="n">cache_table</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">select_expression</span><span class="p">,</span> <span class="n">lazy</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="n">options</span> -</span><span id="DataFrame.sql-328"><a href="#DataFrame.sql-328"><span class="linenos">328</span></a> <span class="p">)</span> -</span><span id="DataFrame.sql-329"><a href="#DataFrame.sql-329"><span class="linenos">329</span></a> <span class="c1"># We will drop the "view" if it exists before running the cache table</span> -</span><span id="DataFrame.sql-330"><a href="#DataFrame.sql-330"><span class="linenos">330</span></a> <span class="n">output_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Drop</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">cache_table</span><span class="p">,</span> <span class="n">exists</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s2">"VIEW"</span><span class="p">))</span> -</span><span id="DataFrame.sql-331"><a href="#DataFrame.sql-331"><span class="linenos">331</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Create</span><span class="p">:</span> -</span><span id="DataFrame.sql-332"><a href="#DataFrame.sql-332"><span class="linenos">332</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">output_expression_container</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame.sql-333"><a href="#DataFrame.sql-333"><span class="linenos">333</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"expression"</span><span class="p">,</span> <span class="n">select_expression</span><span class="p">)</span> -</span><span id="DataFrame.sql-334"><a href="#DataFrame.sql-334"><span class="linenos">334</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Insert</span><span class="p">:</span> -</span><span id="DataFrame.sql-335"><a href="#DataFrame.sql-335"><span class="linenos">335</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">output_expression_container</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame.sql-336"><a href="#DataFrame.sql-336"><span class="linenos">336</span></a> <span class="n">select_without_ctes</span> <span class="o">=</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame.sql-337"><a href="#DataFrame.sql-337"><span class="linenos">337</span></a> <span class="n">select_without_ctes</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"with"</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> -</span><span id="DataFrame.sql-338"><a href="#DataFrame.sql-338"><span class="linenos">338</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"expression"</span><span class="p">,</span> <span class="n">select_without_ctes</span><span class="p">)</span> -</span><span id="DataFrame.sql-339"><a href="#DataFrame.sql-339"><span class="linenos">339</span></a> <span class="k">if</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">:</span> -</span><span id="DataFrame.sql-340"><a href="#DataFrame.sql-340"><span class="linenos">340</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"with"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">With</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="n">select_expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">))</span> -</span><span id="DataFrame.sql-341"><a href="#DataFrame.sql-341"><span class="linenos">341</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">:</span> -</span><span id="DataFrame.sql-342"><a href="#DataFrame.sql-342"><span class="linenos">342</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">select_expression</span> -</span><span id="DataFrame.sql-343"><a href="#DataFrame.sql-343"><span class="linenos">343</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame.sql-344"><a href="#DataFrame.sql-344"><span class="linenos">344</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Invalid expression type: </span><span class="si">{</span><span class="n">expression_type</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span> -</span><span id="DataFrame.sql-345"><a href="#DataFrame.sql-345"><span class="linenos">345</span></a> <span class="n">output_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame.sql-346"><a href="#DataFrame.sql-346"><span class="linenos">346</span></a> -</span><span id="DataFrame.sql-347"><a href="#DataFrame.sql-347"><span class="linenos">347</span></a> <span class="k">return</span> <span class="p">[</span> -</span><span id="DataFrame.sql-348"><a href="#DataFrame.sql-348"><span class="linenos">348</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="s2">"dialect"</span><span class="p">:</span> <span class="n">dialect</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">})</span> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">output_expressions</span> -</span><span id="DataFrame.sql-349"><a href="#DataFrame.sql-349"><span class="linenos">349</span></a> <span class="p">]</span> +</span><span id="DataFrame.sql-320"><a href="#DataFrame.sql-320"><span class="linenos">320</span></a> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">,</span> +</span><span id="DataFrame.sql-321"><a href="#DataFrame.sql-321"><span class="linenos">321</span></a> <span class="p">)</span> +</span><span id="DataFrame.sql-322"><a href="#DataFrame.sql-322"><span class="linenos">322</span></a> <span class="n">cache_storage_level</span> <span class="o">=</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"cache_storage_level"</span><span class="p">]</span> +</span><span id="DataFrame.sql-323"><a href="#DataFrame.sql-323"><span class="linenos">323</span></a> <span class="n">options</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.sql-324"><a href="#DataFrame.sql-324"><span class="linenos">324</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="s2">"storageLevel"</span><span class="p">),</span> +</span><span id="DataFrame.sql-325"><a href="#DataFrame.sql-325"><span class="linenos">325</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="o">.</span><span class="n">string</span><span class="p">(</span><span class="n">cache_storage_level</span><span class="p">),</span> +</span><span id="DataFrame.sql-326"><a href="#DataFrame.sql-326"><span class="linenos">326</span></a> <span class="p">]</span> +</span><span id="DataFrame.sql-327"><a href="#DataFrame.sql-327"><span class="linenos">327</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Cache</span><span class="p">(</span> +</span><span id="DataFrame.sql-328"><a href="#DataFrame.sql-328"><span class="linenos">328</span></a> <span class="n">this</span><span class="o">=</span><span class="n">cache_table</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">select_expression</span><span class="p">,</span> <span class="n">lazy</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">options</span><span class="o">=</span><span class="n">options</span> +</span><span id="DataFrame.sql-329"><a href="#DataFrame.sql-329"><span class="linenos">329</span></a> <span class="p">)</span> +</span><span id="DataFrame.sql-330"><a href="#DataFrame.sql-330"><span class="linenos">330</span></a> <span class="c1"># We will drop the "view" if it exists before running the cache table</span> +</span><span id="DataFrame.sql-331"><a href="#DataFrame.sql-331"><span class="linenos">331</span></a> <span class="n">output_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Drop</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">cache_table</span><span class="p">,</span> <span class="n">exists</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">kind</span><span class="o">=</span><span class="s2">"VIEW"</span><span class="p">))</span> +</span><span id="DataFrame.sql-332"><a href="#DataFrame.sql-332"><span class="linenos">332</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Create</span><span class="p">:</span> +</span><span id="DataFrame.sql-333"><a href="#DataFrame.sql-333"><span class="linenos">333</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">output_expression_container</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame.sql-334"><a href="#DataFrame.sql-334"><span class="linenos">334</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"expression"</span><span class="p">,</span> <span class="n">select_expression</span><span class="p">)</span> +</span><span id="DataFrame.sql-335"><a href="#DataFrame.sql-335"><span class="linenos">335</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Insert</span><span class="p">:</span> +</span><span id="DataFrame.sql-336"><a href="#DataFrame.sql-336"><span class="linenos">336</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">output_expression_container</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame.sql-337"><a href="#DataFrame.sql-337"><span class="linenos">337</span></a> <span class="n">select_without_ctes</span> <span class="o">=</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame.sql-338"><a href="#DataFrame.sql-338"><span class="linenos">338</span></a> <span class="n">select_without_ctes</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"with"</span><span class="p">,</span> <span class="kc">None</span><span class="p">)</span> +</span><span id="DataFrame.sql-339"><a href="#DataFrame.sql-339"><span class="linenos">339</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"expression"</span><span class="p">,</span> <span class="n">select_without_ctes</span><span class="p">)</span> +</span><span id="DataFrame.sql-340"><a href="#DataFrame.sql-340"><span class="linenos">340</span></a> <span class="k">if</span> <span class="n">select_expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">:</span> +</span><span id="DataFrame.sql-341"><a href="#DataFrame.sql-341"><span class="linenos">341</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"with"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">With</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="n">select_expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">))</span> +</span><span id="DataFrame.sql-342"><a href="#DataFrame.sql-342"><span class="linenos">342</span></a> <span class="k">elif</span> <span class="n">expression_type</span> <span class="o">==</span> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">:</span> +</span><span id="DataFrame.sql-343"><a href="#DataFrame.sql-343"><span class="linenos">343</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">select_expression</span> +</span><span id="DataFrame.sql-344"><a href="#DataFrame.sql-344"><span class="linenos">344</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame.sql-345"><a href="#DataFrame.sql-345"><span class="linenos">345</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Invalid expression type: </span><span class="si">{</span><span class="n">expression_type</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span> +</span><span id="DataFrame.sql-346"><a href="#DataFrame.sql-346"><span class="linenos">346</span></a> <span class="n">output_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame.sql-347"><a href="#DataFrame.sql-347"><span class="linenos">347</span></a> +</span><span id="DataFrame.sql-348"><a href="#DataFrame.sql-348"><span class="linenos">348</span></a> <span class="k">return</span> <span class="p">[</span> +</span><span id="DataFrame.sql-349"><a href="#DataFrame.sql-349"><span class="linenos">349</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="s2">"dialect"</span><span class="p">:</span> <span class="n">dialect</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">})</span> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">output_expressions</span> +</span><span id="DataFrame.sql-350"><a href="#DataFrame.sql-350"><span class="linenos">350</span></a> <span class="p">]</span> </span></pre></div> @@ -1618,8 +1620,8 @@ </div> <a class="headerlink" href="#DataFrame.copy"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.copy-351"><a href="#DataFrame.copy-351"><span class="linenos">351</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.copy-352"><a href="#DataFrame.copy-352"><span class="linenos">352</span></a> <span class="k">return</span> <span class="n">DataFrame</span><span class="p">(</span><span class="o">**</span><span class="n">object_to_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">))</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.copy-352"><a href="#DataFrame.copy-352"><span class="linenos">352</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.copy-353"><a href="#DataFrame.copy-353"><span class="linenos">353</span></a> <span class="k">return</span> <span class="n">DataFrame</span><span class="p">(</span><span class="o">**</span><span class="n">object_to_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">))</span> </span></pre></div> @@ -1638,43 +1640,43 @@ </div> <a class="headerlink" href="#DataFrame.select"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.select-354"><a href="#DataFrame.select-354"><span class="linenos">354</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame.select-355"><a href="#DataFrame.select-355"><span class="linenos">355</span></a> <span class="k">def</span> <span class="nf">select</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.select-356"><a href="#DataFrame.select-356"><span class="linenos">356</span></a> <span class="n">cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame.select-357"><a href="#DataFrame.select-357"><span class="linenos">357</span></a> <span class="n">kwargs</span><span class="p">[</span><span class="s2">"append"</span><span class="p">]</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"append"</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> -</span><span id="DataFrame.select-358"><a href="#DataFrame.select-358"><span class="linenos">358</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"joins"</span><span class="p">):</span> -</span><span id="DataFrame.select-359"><a href="#DataFrame.select-359"><span class="linenos">359</span></a> <span class="n">ambiguous_cols</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.select-360"><a href="#DataFrame.select-360"><span class="linenos">360</span></a> <span class="n">col</span> -</span><span id="DataFrame.select-361"><a href="#DataFrame.select-361"><span class="linenos">361</span></a> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">cols</span> -</span><span id="DataFrame.select-362"><a href="#DataFrame.select-362"><span class="linenos">362</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">col</span><span class="o">.</span><span class="n">column_expression</span><span class="o">.</span><span class="n">table</span> -</span><span id="DataFrame.select-363"><a href="#DataFrame.select-363"><span class="linenos">363</span></a> <span class="p">]</span> -</span><span id="DataFrame.select-364"><a href="#DataFrame.select-364"><span class="linenos">364</span></a> <span class="k">if</span> <span class="n">ambiguous_cols</span><span class="p">:</span> -</span><span id="DataFrame.select-365"><a href="#DataFrame.select-365"><span class="linenos">365</span></a> <span class="n">join_table_identifiers</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.select-366"><a href="#DataFrame.select-366"><span class="linenos">366</span></a> <span class="n">x</span><span class="o">.</span><span class="n">this</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">get_tables_from_expression_with_join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame.select-367"><a href="#DataFrame.select-367"><span class="linenos">367</span></a> <span class="p">]</span> -</span><span id="DataFrame.select-368"><a href="#DataFrame.select-368"><span class="linenos">368</span></a> <span class="n">cte_names_in_join</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">this</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">join_table_identifiers</span><span class="p">]</span> -</span><span id="DataFrame.select-369"><a href="#DataFrame.select-369"><span class="linenos">369</span></a> <span class="c1"># If we have columns that resolve to multiple CTE expressions then we want to use each CTE left-to-right</span> -</span><span id="DataFrame.select-370"><a href="#DataFrame.select-370"><span class="linenos">370</span></a> <span class="c1"># and therefore we allow multiple columns with the same name in the result. This matches the behavior</span> -</span><span id="DataFrame.select-371"><a href="#DataFrame.select-371"><span class="linenos">371</span></a> <span class="c1"># of Spark.</span> -</span><span id="DataFrame.select-372"><a href="#DataFrame.select-372"><span class="linenos">372</span></a> <span class="n">resolved_column_position</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">[</span><span class="n">Column</span><span class="p">,</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">col</span><span class="p">:</span> <span class="o">-</span><span class="mi">1</span> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">ambiguous_cols</span><span class="p">}</span> -</span><span id="DataFrame.select-373"><a href="#DataFrame.select-373"><span class="linenos">373</span></a> <span class="k">for</span> <span class="n">ambiguous_col</span> <span class="ow">in</span> <span class="n">ambiguous_cols</span><span class="p">:</span> -</span><span id="DataFrame.select-374"><a href="#DataFrame.select-374"><span class="linenos">374</span></a> <span class="n">ctes_with_column</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.select-375"><a href="#DataFrame.select-375"><span class="linenos">375</span></a> <span class="n">cte</span> -</span><span id="DataFrame.select-376"><a href="#DataFrame.select-376"><span class="linenos">376</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">ctes</span> -</span><span id="DataFrame.select-377"><a href="#DataFrame.select-377"><span class="linenos">377</span></a> <span class="k">if</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte_names_in_join</span> -</span><span id="DataFrame.select-378"><a href="#DataFrame.select-378"><span class="linenos">378</span></a> <span class="ow">and</span> <span class="n">ambiguous_col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">named_selects</span> -</span><span id="DataFrame.select-379"><a href="#DataFrame.select-379"><span class="linenos">379</span></a> <span class="p">]</span> -</span><span id="DataFrame.select-380"><a href="#DataFrame.select-380"><span class="linenos">380</span></a> <span class="c1"># Check if there is a CTE with this column that we haven't used before. If so, use it. Otherwise,</span> -</span><span id="DataFrame.select-381"><a href="#DataFrame.select-381"><span class="linenos">381</span></a> <span class="c1"># use the same CTE we used before</span> -</span><span id="DataFrame.select-382"><a href="#DataFrame.select-382"><span class="linenos">382</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="n">seq_get</span><span class="p">(</span><span class="n">ctes_with_column</span><span class="p">,</span> <span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> -</span><span id="DataFrame.select-383"><a href="#DataFrame.select-383"><span class="linenos">383</span></a> <span class="k">if</span> <span class="n">cte</span><span class="p">:</span> -</span><span id="DataFrame.select-384"><a href="#DataFrame.select-384"><span class="linenos">384</span></a> <span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span> -</span><span id="DataFrame.select-385"><a href="#DataFrame.select-385"><span class="linenos">385</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame.select-386"><a href="#DataFrame.select-386"><span class="linenos">386</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="n">ctes_with_column</span><span class="p">[</span><span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]]</span> -</span><span id="DataFrame.select-387"><a href="#DataFrame.select-387"><span class="linenos">387</span></a> <span class="n">ambiguous_col</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"table"</span><span class="p">,</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> -</span><span id="DataFrame.select-388"><a href="#DataFrame.select-388"><span class="linenos">388</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span> -</span><span id="DataFrame.select-389"><a href="#DataFrame.select-389"><span class="linenos">389</span></a> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cols</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">),</span> <span class="o">**</span><span class="n">kwargs</span> -</span><span id="DataFrame.select-390"><a href="#DataFrame.select-390"><span class="linenos">390</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.select-355"><a href="#DataFrame.select-355"><span class="linenos">355</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame.select-356"><a href="#DataFrame.select-356"><span class="linenos">356</span></a> <span class="k">def</span> <span class="nf">select</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.select-357"><a href="#DataFrame.select-357"><span class="linenos">357</span></a> <span class="n">cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame.select-358"><a href="#DataFrame.select-358"><span class="linenos">358</span></a> <span class="n">kwargs</span><span class="p">[</span><span class="s2">"append"</span><span class="p">]</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"append"</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> +</span><span id="DataFrame.select-359"><a href="#DataFrame.select-359"><span class="linenos">359</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"joins"</span><span class="p">):</span> +</span><span id="DataFrame.select-360"><a href="#DataFrame.select-360"><span class="linenos">360</span></a> <span class="n">ambiguous_cols</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.select-361"><a href="#DataFrame.select-361"><span class="linenos">361</span></a> <span class="n">col</span> +</span><span id="DataFrame.select-362"><a href="#DataFrame.select-362"><span class="linenos">362</span></a> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">cols</span> +</span><span id="DataFrame.select-363"><a href="#DataFrame.select-363"><span class="linenos">363</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span> <span class="ow">and</span> <span class="ow">not</span> <span class="n">col</span><span class="o">.</span><span class="n">column_expression</span><span class="o">.</span><span class="n">table</span> +</span><span id="DataFrame.select-364"><a href="#DataFrame.select-364"><span class="linenos">364</span></a> <span class="p">]</span> +</span><span id="DataFrame.select-365"><a href="#DataFrame.select-365"><span class="linenos">365</span></a> <span class="k">if</span> <span class="n">ambiguous_cols</span><span class="p">:</span> +</span><span id="DataFrame.select-366"><a href="#DataFrame.select-366"><span class="linenos">366</span></a> <span class="n">join_table_identifiers</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.select-367"><a href="#DataFrame.select-367"><span class="linenos">367</span></a> <span class="n">x</span><span class="o">.</span><span class="n">this</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">get_tables_from_expression_with_join</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame.select-368"><a href="#DataFrame.select-368"><span class="linenos">368</span></a> <span class="p">]</span> +</span><span id="DataFrame.select-369"><a href="#DataFrame.select-369"><span class="linenos">369</span></a> <span class="n">cte_names_in_join</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">this</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">join_table_identifiers</span><span class="p">]</span> +</span><span id="DataFrame.select-370"><a href="#DataFrame.select-370"><span class="linenos">370</span></a> <span class="c1"># If we have columns that resolve to multiple CTE expressions then we want to use each CTE left-to-right</span> +</span><span id="DataFrame.select-371"><a href="#DataFrame.select-371"><span class="linenos">371</span></a> <span class="c1"># and therefore we allow multiple columns with the same name in the result. This matches the behavior</span> +</span><span id="DataFrame.select-372"><a href="#DataFrame.select-372"><span class="linenos">372</span></a> <span class="c1"># of Spark.</span> +</span><span id="DataFrame.select-373"><a href="#DataFrame.select-373"><span class="linenos">373</span></a> <span class="n">resolved_column_position</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">[</span><span class="n">Column</span><span class="p">,</span> <span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="p">{</span><span class="n">col</span><span class="p">:</span> <span class="o">-</span><span class="mi">1</span> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">ambiguous_cols</span><span class="p">}</span> +</span><span id="DataFrame.select-374"><a href="#DataFrame.select-374"><span class="linenos">374</span></a> <span class="k">for</span> <span class="n">ambiguous_col</span> <span class="ow">in</span> <span class="n">ambiguous_cols</span><span class="p">:</span> +</span><span id="DataFrame.select-375"><a href="#DataFrame.select-375"><span class="linenos">375</span></a> <span class="n">ctes_with_column</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.select-376"><a href="#DataFrame.select-376"><span class="linenos">376</span></a> <span class="n">cte</span> +</span><span id="DataFrame.select-377"><a href="#DataFrame.select-377"><span class="linenos">377</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">ctes</span> +</span><span id="DataFrame.select-378"><a href="#DataFrame.select-378"><span class="linenos">378</span></a> <span class="k">if</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte_names_in_join</span> +</span><span id="DataFrame.select-379"><a href="#DataFrame.select-379"><span class="linenos">379</span></a> <span class="ow">and</span> <span class="n">ambiguous_col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">named_selects</span> +</span><span id="DataFrame.select-380"><a href="#DataFrame.select-380"><span class="linenos">380</span></a> <span class="p">]</span> +</span><span id="DataFrame.select-381"><a href="#DataFrame.select-381"><span class="linenos">381</span></a> <span class="c1"># Check if there is a CTE with this column that we haven't used before. If so, use it. Otherwise,</span> +</span><span id="DataFrame.select-382"><a href="#DataFrame.select-382"><span class="linenos">382</span></a> <span class="c1"># use the same CTE we used before</span> +</span><span id="DataFrame.select-383"><a href="#DataFrame.select-383"><span class="linenos">383</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="n">seq_get</span><span class="p">(</span><span class="n">ctes_with_column</span><span class="p">,</span> <span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]</span> <span class="o">+</span> <span class="mi">1</span><span class="p">)</span> +</span><span id="DataFrame.select-384"><a href="#DataFrame.select-384"><span class="linenos">384</span></a> <span class="k">if</span> <span class="n">cte</span><span class="p">:</span> +</span><span id="DataFrame.select-385"><a href="#DataFrame.select-385"><span class="linenos">385</span></a> <span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]</span> <span class="o">+=</span> <span class="mi">1</span> +</span><span id="DataFrame.select-386"><a href="#DataFrame.select-386"><span class="linenos">386</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame.select-387"><a href="#DataFrame.select-387"><span class="linenos">387</span></a> <span class="n">cte</span> <span class="o">=</span> <span class="n">ctes_with_column</span><span class="p">[</span><span class="n">resolved_column_position</span><span class="p">[</span><span class="n">ambiguous_col</span><span class="p">]]</span> +</span><span id="DataFrame.select-388"><a href="#DataFrame.select-388"><span class="linenos">388</span></a> <span class="n">ambiguous_col</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"table"</span><span class="p">,</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> +</span><span id="DataFrame.select-389"><a href="#DataFrame.select-389"><span class="linenos">389</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span> +</span><span id="DataFrame.select-390"><a href="#DataFrame.select-390"><span class="linenos">390</span></a> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cols</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">),</span> <span class="o">**</span><span class="n">kwargs</span> +</span><span id="DataFrame.select-391"><a href="#DataFrame.select-391"><span class="linenos">391</span></a> <span class="p">)</span> </span></pre></div> @@ -1693,16 +1695,16 @@ </div> <a class="headerlink" href="#DataFrame.alias"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.alias-392"><a href="#DataFrame.alias-392"><span class="linenos">392</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame.alias-393"><a href="#DataFrame.alias-393"><span class="linenos">393</span></a> <span class="k">def</span> <span class="nf">alias</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.alias-394"><a href="#DataFrame.alias-394"><span class="linenos">394</span></a> <span class="n">new_sequence_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span><span class="o">.</span><span class="n">_random_sequence_id</span> -</span><span id="DataFrame.alias-395"><a href="#DataFrame.alias-395"><span class="linenos">395</span></a> <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame.alias-396"><a href="#DataFrame.alias-396"><span class="linenos">396</span></a> <span class="k">for</span> <span class="n">join_hint</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="p">:</span> -</span><span id="DataFrame.alias-397"><a href="#DataFrame.alias-397"><span class="linenos">397</span></a> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">join_hint</span><span class="o">.</span><span class="n">expressions</span><span class="p">:</span> -</span><span id="DataFrame.alias-398"><a href="#DataFrame.alias-398"><span class="linenos">398</span></a> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">sequence_id</span><span class="p">:</span> -</span><span id="DataFrame.alias-399"><a href="#DataFrame.alias-399"><span class="linenos">399</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"this"</span><span class="p">,</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">new_sequence_id</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame.alias-400"><a href="#DataFrame.alias-400"><span class="linenos">400</span></a> <span class="n">df</span><span class="o">.</span><span class="n">spark</span><span class="o">.</span><span class="n">_add_alias_to_mapping</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">new_sequence_id</span><span class="p">)</span> -</span><span id="DataFrame.alias-401"><a href="#DataFrame.alias-401"><span class="linenos">401</span></a> <span class="k">return</span> <span class="n">df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">(</span><span class="n">sequence_id</span><span class="o">=</span><span class="n">new_sequence_id</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.alias-393"><a href="#DataFrame.alias-393"><span class="linenos">393</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame.alias-394"><a href="#DataFrame.alias-394"><span class="linenos">394</span></a> <span class="k">def</span> <span class="nf">alias</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.alias-395"><a href="#DataFrame.alias-395"><span class="linenos">395</span></a> <span class="n">new_sequence_id</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span><span class="o">.</span><span class="n">_random_sequence_id</span> +</span><span id="DataFrame.alias-396"><a href="#DataFrame.alias-396"><span class="linenos">396</span></a> <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame.alias-397"><a href="#DataFrame.alias-397"><span class="linenos">397</span></a> <span class="k">for</span> <span class="n">join_hint</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="p">:</span> +</span><span id="DataFrame.alias-398"><a href="#DataFrame.alias-398"><span class="linenos">398</span></a> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">join_hint</span><span class="o">.</span><span class="n">expressions</span><span class="p">:</span> +</span><span id="DataFrame.alias-399"><a href="#DataFrame.alias-399"><span class="linenos">399</span></a> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">==</span> <span class="bp">self</span><span class="o">.</span><span class="n">sequence_id</span><span class="p">:</span> +</span><span id="DataFrame.alias-400"><a href="#DataFrame.alias-400"><span class="linenos">400</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"this"</span><span class="p">,</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">new_sequence_id</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame.alias-401"><a href="#DataFrame.alias-401"><span class="linenos">401</span></a> <span class="n">df</span><span class="o">.</span><span class="n">spark</span><span class="o">.</span><span class="n">_add_alias_to_mapping</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">new_sequence_id</span><span class="p">)</span> +</span><span id="DataFrame.alias-402"><a href="#DataFrame.alias-402"><span class="linenos">402</span></a> <span class="k">return</span> <span class="n">df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">(</span><span class="n">sequence_id</span><span class="o">=</span><span class="n">new_sequence_id</span><span class="p">)</span> </span></pre></div> @@ -1721,10 +1723,10 @@ </div> <a class="headerlink" href="#DataFrame.where"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.where-403"><a href="#DataFrame.where-403"><span class="linenos">403</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">WHERE</span><span class="p">)</span> -</span><span id="DataFrame.where-404"><a href="#DataFrame.where-404"><span class="linenos">404</span></a> <span class="k">def</span> <span class="nf">where</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">Column</span><span class="p">,</span> <span class="nb">bool</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.where-405"><a href="#DataFrame.where-405"><span class="linenos">405</span></a> <span class="n">col</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_col</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> -</span><span id="DataFrame.where-406"><a href="#DataFrame.where-406"><span class="linenos">406</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">))</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.where-404"><a href="#DataFrame.where-404"><span class="linenos">404</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">WHERE</span><span class="p">)</span> +</span><span id="DataFrame.where-405"><a href="#DataFrame.where-405"><span class="linenos">405</span></a> <span class="k">def</span> <span class="nf">where</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">Column</span><span class="p">,</span> <span class="nb">bool</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.where-406"><a href="#DataFrame.where-406"><span class="linenos">406</span></a> <span class="n">col</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_col</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> +</span><span id="DataFrame.where-407"><a href="#DataFrame.where-407"><span class="linenos">407</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">))</span> </span></pre></div> @@ -1743,10 +1745,10 @@ </div> <a class="headerlink" href="#DataFrame.filter"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.filter-403"><a href="#DataFrame.filter-403"><span class="linenos">403</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">WHERE</span><span class="p">)</span> -</span><span id="DataFrame.filter-404"><a href="#DataFrame.filter-404"><span class="linenos">404</span></a> <span class="k">def</span> <span class="nf">where</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">Column</span><span class="p">,</span> <span class="nb">bool</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.filter-405"><a href="#DataFrame.filter-405"><span class="linenos">405</span></a> <span class="n">col</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_col</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> -</span><span id="DataFrame.filter-406"><a href="#DataFrame.filter-406"><span class="linenos">406</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">))</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.filter-404"><a href="#DataFrame.filter-404"><span class="linenos">404</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">WHERE</span><span class="p">)</span> +</span><span id="DataFrame.filter-405"><a href="#DataFrame.filter-405"><span class="linenos">405</span></a> <span class="k">def</span> <span class="nf">where</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">Column</span><span class="p">,</span> <span class="nb">bool</span><span class="p">],</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.filter-406"><a href="#DataFrame.filter-406"><span class="linenos">406</span></a> <span class="n">col</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_col</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> +</span><span id="DataFrame.filter-407"><a href="#DataFrame.filter-407"><span class="linenos">407</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">))</span> </span></pre></div> @@ -1765,10 +1767,10 @@ </div> <a class="headerlink" href="#DataFrame.groupBy"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.groupBy-410"><a href="#DataFrame.groupBy-410"><span class="linenos">410</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">GROUP_BY</span><span class="p">)</span> -</span><span id="DataFrame.groupBy-411"><a href="#DataFrame.groupBy-411"><span class="linenos">411</span></a> <span class="k">def</span> <span class="nf">groupBy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">GroupedData</span><span class="p">:</span> -</span><span id="DataFrame.groupBy-412"><a href="#DataFrame.groupBy-412"><span class="linenos">412</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame.groupBy-413"><a href="#DataFrame.groupBy-413"><span class="linenos">413</span></a> <span class="k">return</span> <span class="n">GroupedData</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">last_op</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.groupBy-411"><a href="#DataFrame.groupBy-411"><span class="linenos">411</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">GROUP_BY</span><span class="p">)</span> +</span><span id="DataFrame.groupBy-412"><a href="#DataFrame.groupBy-412"><span class="linenos">412</span></a> <span class="k">def</span> <span class="nf">groupBy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">GroupedData</span><span class="p">:</span> +</span><span id="DataFrame.groupBy-413"><a href="#DataFrame.groupBy-413"><span class="linenos">413</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame.groupBy-414"><a href="#DataFrame.groupBy-414"><span class="linenos">414</span></a> <span class="k">return</span> <span class="n">GroupedData</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">columns</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">last_op</span><span class="p">)</span> </span></pre></div> @@ -1787,10 +1789,10 @@ </div> <a class="headerlink" href="#DataFrame.agg"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.agg-415"><a href="#DataFrame.agg-415"><span class="linenos">415</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame.agg-416"><a href="#DataFrame.agg-416"><span class="linenos">416</span></a> <span class="k">def</span> <span class="nf">agg</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">exprs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.agg-417"><a href="#DataFrame.agg-417"><span class="linenos">417</span></a> <span class="n">cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">exprs</span><span class="p">)</span> -</span><span id="DataFrame.agg-418"><a href="#DataFrame.agg-418"><span class="linenos">418</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">groupBy</span><span class="p">()</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="o">*</span><span class="n">cols</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.agg-416"><a href="#DataFrame.agg-416"><span class="linenos">416</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame.agg-417"><a href="#DataFrame.agg-417"><span class="linenos">417</span></a> <span class="k">def</span> <span class="nf">agg</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">exprs</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.agg-418"><a href="#DataFrame.agg-418"><span class="linenos">418</span></a> <span class="n">cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">exprs</span><span class="p">)</span> +</span><span id="DataFrame.agg-419"><a href="#DataFrame.agg-419"><span class="linenos">419</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">groupBy</span><span class="p">()</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="o">*</span><span class="n">cols</span><span class="p">)</span> </span></pre></div> @@ -1809,97 +1811,97 @@ </div> <a class="headerlink" href="#DataFrame.join"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.join-420"><a href="#DataFrame.join-420"><span class="linenos">420</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame.join-421"><a href="#DataFrame.join-421"><span class="linenos">421</span></a> <span class="k">def</span> <span class="nf">join</span><span class="p">(</span> -</span><span id="DataFrame.join-422"><a href="#DataFrame.join-422"><span class="linenos">422</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrame.join-423"><a href="#DataFrame.join-423"><span class="linenos">423</span></a> <span class="n">other_df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> -</span><span id="DataFrame.join-424"><a href="#DataFrame.join-424"><span class="linenos">424</span></a> <span class="n">on</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">Column</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">Column</span><span class="p">]],</span> -</span><span id="DataFrame.join-425"><a href="#DataFrame.join-425"><span class="linenos">425</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"inner"</span><span class="p">,</span> -</span><span id="DataFrame.join-426"><a href="#DataFrame.join-426"><span class="linenos">426</span></a> <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span> -</span><span id="DataFrame.join-427"><a href="#DataFrame.join-427"><span class="linenos">427</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.join-428"><a href="#DataFrame.join-428"><span class="linenos">428</span></a> <span class="n">other_df</span> <span class="o">=</span> <span class="n">other_df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span> -</span><span id="DataFrame.join-429"><a href="#DataFrame.join-429"><span class="linenos">429</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">on</span><span class="p">)</span> -</span><span id="DataFrame.join-430"><a href="#DataFrame.join-430"><span class="linenos">430</span></a> <span class="c1"># We will determine actual "join on" expression later so we don't provide it at first</span> -</span><span id="DataFrame.join-431"><a href="#DataFrame.join-431"><span class="linenos">431</span></a> <span class="n">join_expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">join</span><span class="p">(</span> -</span><span id="DataFrame.join-432"><a href="#DataFrame.join-432"><span class="linenos">432</span></a> <span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span><span class="p">,</span> <span class="n">join_type</span><span class="o">=</span><span class="n">how</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"_"</span><span class="p">,</span> <span class="s2">" "</span><span class="p">)</span> -</span><span id="DataFrame.join-433"><a href="#DataFrame.join-433"><span class="linenos">433</span></a> <span class="p">)</span> -</span><span id="DataFrame.join-434"><a href="#DataFrame.join-434"><span class="linenos">434</span></a> <span class="n">join_expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_add_ctes_to_expression</span><span class="p">(</span><span class="n">join_expression</span><span class="p">,</span> <span class="n">other_df</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">)</span> -</span><span id="DataFrame.join-435"><a href="#DataFrame.join-435"><span class="linenos">435</span></a> <span class="n">self_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">join_expression</span><span class="p">)</span> -</span><span id="DataFrame.join-436"><a href="#DataFrame.join-436"><span class="linenos">436</span></a> <span class="n">other_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">other_df</span><span class="p">)</span> -</span><span id="DataFrame.join-437"><a href="#DataFrame.join-437"><span class="linenos">437</span></a> <span class="c1"># Determines the join clause and select columns to be used passed on what type of columns were provided for</span> -</span><span id="DataFrame.join-438"><a href="#DataFrame.join-438"><span class="linenos">438</span></a> <span class="c1"># the join. The columns returned changes based on how the on expression is provided.</span> -</span><span id="DataFrame.join-439"><a href="#DataFrame.join-439"><span class="linenos">439</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">join_columns</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span> -</span><span id="DataFrame.join-440"><a href="#DataFrame.join-440"><span class="linenos">440</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="DataFrame.join-441"><a href="#DataFrame.join-441"><span class="linenos">441</span></a><span class="sd"> Unique characteristics of join on column names only:</span> -</span><span id="DataFrame.join-442"><a href="#DataFrame.join-442"><span class="linenos">442</span></a><span class="sd"> * The column names are put at the front of the select list</span> -</span><span id="DataFrame.join-443"><a href="#DataFrame.join-443"><span class="linenos">443</span></a><span class="sd"> * The column names are deduplicated across the entire select list and only the column names (other dups are allowed)</span> -</span><span id="DataFrame.join-444"><a href="#DataFrame.join-444"><span class="linenos">444</span></a><span class="sd"> """</span> -</span><span id="DataFrame.join-445"><a href="#DataFrame.join-445"><span class="linenos">445</span></a> <span class="n">table_names</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.join-446"><a href="#DataFrame.join-446"><span class="linenos">446</span></a> <span class="n">table</span><span class="o">.</span><span class="n">alias_or_name</span> -</span><span id="DataFrame.join-447"><a href="#DataFrame.join-447"><span class="linenos">447</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="n">get_tables_from_expression_with_join</span><span class="p">(</span><span class="n">join_expression</span><span class="p">)</span> -</span><span id="DataFrame.join-448"><a href="#DataFrame.join-448"><span class="linenos">448</span></a> <span class="p">]</span> -</span><span id="DataFrame.join-449"><a href="#DataFrame.join-449"><span class="linenos">449</span></a> <span class="n">potential_ctes</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.join-450"><a href="#DataFrame.join-450"><span class="linenos">450</span></a> <span class="n">cte</span> -</span><span id="DataFrame.join-451"><a href="#DataFrame.join-451"><span class="linenos">451</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">join_expression</span><span class="o">.</span><span class="n">ctes</span> -</span><span id="DataFrame.join-452"><a href="#DataFrame.join-452"><span class="linenos">452</span></a> <span class="k">if</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">table_names</span> -</span><span id="DataFrame.join-453"><a href="#DataFrame.join-453"><span class="linenos">453</span></a> <span class="ow">and</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">!=</span> <span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span> -</span><span id="DataFrame.join-454"><a href="#DataFrame.join-454"><span class="linenos">454</span></a> <span class="p">]</span> -</span><span id="DataFrame.join-455"><a href="#DataFrame.join-455"><span class="linenos">455</span></a> <span class="c1"># Determine the table to reference for the left side of the join by checking each of the left side</span> -</span><span id="DataFrame.join-456"><a href="#DataFrame.join-456"><span class="linenos">456</span></a> <span class="c1"># tables and see if they have the column being referenced.</span> -</span><span id="DataFrame.join-457"><a href="#DataFrame.join-457"><span class="linenos">457</span></a> <span class="n">join_column_pairs</span> <span class="o">=</span> <span class="p">[]</span> -</span><span id="DataFrame.join-458"><a href="#DataFrame.join-458"><span class="linenos">458</span></a> <span class="k">for</span> <span class="n">join_column</span> <span class="ow">in</span> <span class="n">join_columns</span><span class="p">:</span> -</span><span id="DataFrame.join-459"><a href="#DataFrame.join-459"><span class="linenos">459</span></a> <span class="n">num_matching_ctes</span> <span class="o">=</span> <span class="mi">0</span> -</span><span id="DataFrame.join-460"><a href="#DataFrame.join-460"><span class="linenos">460</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">potential_ctes</span><span class="p">:</span> -</span><span id="DataFrame.join-461"><a href="#DataFrame.join-461"><span class="linenos">461</span></a> <span class="k">if</span> <span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">named_selects</span><span class="p">:</span> -</span><span id="DataFrame.join-462"><a href="#DataFrame.join-462"><span class="linenos">462</span></a> <span class="n">left_column</span> <span class="o">=</span> <span class="n">join_column</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">set_table_name</span><span class="p">(</span><span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> -</span><span id="DataFrame.join-463"><a href="#DataFrame.join-463"><span class="linenos">463</span></a> <span class="n">right_column</span> <span class="o">=</span> <span class="n">join_column</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">set_table_name</span><span class="p">(</span><span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span><span class="p">)</span> -</span><span id="DataFrame.join-464"><a href="#DataFrame.join-464"><span class="linenos">464</span></a> <span class="n">join_column_pairs</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">left_column</span><span class="p">,</span> <span class="n">right_column</span><span class="p">))</span> -</span><span id="DataFrame.join-465"><a href="#DataFrame.join-465"><span class="linenos">465</span></a> <span class="n">num_matching_ctes</span> <span class="o">+=</span> <span class="mi">1</span> -</span><span id="DataFrame.join-466"><a href="#DataFrame.join-466"><span class="linenos">466</span></a> <span class="k">if</span> <span class="n">num_matching_ctes</span> <span class="o">></span> <span class="mi">1</span><span class="p">:</span> -</span><span id="DataFrame.join-467"><a href="#DataFrame.join-467"><span class="linenos">467</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span> -</span><span id="DataFrame.join-468"><a href="#DataFrame.join-468"><span class="linenos">468</span></a> <span class="sa">f</span><span class="s2">"Column </span><span class="si">{</span><span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="si">}</span><span class="s2"> is ambiguous. Please specify the table name."</span> -</span><span id="DataFrame.join-469"><a href="#DataFrame.join-469"><span class="linenos">469</span></a> <span class="p">)</span> -</span><span id="DataFrame.join-470"><a href="#DataFrame.join-470"><span class="linenos">470</span></a> <span class="k">elif</span> <span class="n">num_matching_ctes</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> -</span><span id="DataFrame.join-471"><a href="#DataFrame.join-471"><span class="linenos">471</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span> -</span><span id="DataFrame.join-472"><a href="#DataFrame.join-472"><span class="linenos">472</span></a> <span class="sa">f</span><span class="s2">"Column </span><span class="si">{</span><span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="si">}</span><span class="s2"> does not exist in any of the tables."</span> -</span><span id="DataFrame.join-473"><a href="#DataFrame.join-473"><span class="linenos">473</span></a> <span class="p">)</span> -</span><span id="DataFrame.join-474"><a href="#DataFrame.join-474"><span class="linenos">474</span></a> <span class="n">join_clause</span> <span class="o">=</span> <span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span> -</span><span id="DataFrame.join-475"><a href="#DataFrame.join-475"><span class="linenos">475</span></a> <span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">&</span> <span class="n">y</span><span class="p">,</span> -</span><span id="DataFrame.join-476"><a href="#DataFrame.join-476"><span class="linenos">476</span></a> <span class="p">[</span><span class="n">left_column</span> <span class="o">==</span> <span class="n">right_column</span> <span class="k">for</span> <span class="n">left_column</span><span class="p">,</span> <span class="n">right_column</span> <span class="ow">in</span> <span class="n">join_column_pairs</span><span class="p">],</span> -</span><span id="DataFrame.join-477"><a href="#DataFrame.join-477"><span class="linenos">477</span></a> <span class="p">)</span> -</span><span id="DataFrame.join-478"><a href="#DataFrame.join-478"><span class="linenos">478</span></a> <span class="n">join_column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">left_col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">left_col</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">join_column_pairs</span><span class="p">]</span> -</span><span id="DataFrame.join-479"><a href="#DataFrame.join-479"><span class="linenos">479</span></a> <span class="c1"># To match spark behavior only the join clause gets deduplicated and it gets put in the front of the column list</span> -</span><span id="DataFrame.join-480"><a href="#DataFrame.join-480"><span class="linenos">480</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.join-481"><a href="#DataFrame.join-481"><span class="linenos">481</span></a> <span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span> -</span><span id="DataFrame.join-482"><a href="#DataFrame.join-482"><span class="linenos">482</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Star</span><span class="p">)</span> -</span><span id="DataFrame.join-483"><a href="#DataFrame.join-483"><span class="linenos">483</span></a> <span class="k">else</span> <span class="n">column</span><span class="o">.</span><span class="n">sql</span><span class="p">()</span> -</span><span id="DataFrame.join-484"><a href="#DataFrame.join-484"><span class="linenos">484</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">self_columns</span> <span class="o">+</span> <span class="n">other_columns</span> -</span><span id="DataFrame.join-485"><a href="#DataFrame.join-485"><span class="linenos">485</span></a> <span class="p">]</span> -</span><span id="DataFrame.join-486"><a href="#DataFrame.join-486"><span class="linenos">486</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.join-487"><a href="#DataFrame.join-487"><span class="linenos">487</span></a> <span class="n">column_name</span> -</span><span id="DataFrame.join-488"><a href="#DataFrame.join-488"><span class="linenos">488</span></a> <span class="k">for</span> <span class="n">column_name</span> <span class="ow">in</span> <span class="n">select_column_names</span> -</span><span id="DataFrame.join-489"><a href="#DataFrame.join-489"><span class="linenos">489</span></a> <span class="k">if</span> <span class="n">column_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">join_column_names</span> -</span><span id="DataFrame.join-490"><a href="#DataFrame.join-490"><span class="linenos">490</span></a> <span class="p">]</span> -</span><span id="DataFrame.join-491"><a href="#DataFrame.join-491"><span class="linenos">491</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="n">join_column_names</span> <span class="o">+</span> <span class="n">select_column_names</span> -</span><span id="DataFrame.join-492"><a href="#DataFrame.join-492"><span class="linenos">492</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame.join-493"><a href="#DataFrame.join-493"><span class="linenos">493</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="DataFrame.join-494"><a href="#DataFrame.join-494"><span class="linenos">494</span></a><span class="sd"> Unique characteristics of join on expressions:</span> -</span><span id="DataFrame.join-495"><a href="#DataFrame.join-495"><span class="linenos">495</span></a><span class="sd"> * There is no deduplication of the results.</span> -</span><span id="DataFrame.join-496"><a href="#DataFrame.join-496"><span class="linenos">496</span></a><span class="sd"> * The left join dataframe columns go first and right come after. No sort preference is given to join columns</span> -</span><span id="DataFrame.join-497"><a href="#DataFrame.join-497"><span class="linenos">497</span></a><span class="sd"> """</span> -</span><span id="DataFrame.join-498"><a href="#DataFrame.join-498"><span class="linenos">498</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">join_columns</span><span class="p">,</span> <span class="n">join_expression</span><span class="p">)</span> -</span><span id="DataFrame.join-499"><a href="#DataFrame.join-499"><span class="linenos">499</span></a> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">join_columns</span><span class="p">)</span> <span class="o">></span> <span class="mi">1</span><span class="p">:</span> -</span><span id="DataFrame.join-500"><a href="#DataFrame.join-500"><span class="linenos">500</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">&</span> <span class="n">y</span><span class="p">,</span> <span class="n">join_columns</span><span class="p">)]</span> -</span><span id="DataFrame.join-501"><a href="#DataFrame.join-501"><span class="linenos">501</span></a> <span class="n">join_clause</span> <span class="o">=</span> <span class="n">join_columns</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> -</span><span id="DataFrame.join-502"><a href="#DataFrame.join-502"><span class="linenos">502</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">self_columns</span> <span class="o">+</span> <span class="n">other_columns</span><span class="p">]</span> -</span><span id="DataFrame.join-503"><a href="#DataFrame.join-503"><span class="linenos">503</span></a> -</span><span id="DataFrame.join-504"><a href="#DataFrame.join-504"><span class="linenos">504</span></a> <span class="c1"># Update the on expression with the actual join clause to replace the dummy one from before</span> -</span><span id="DataFrame.join-505"><a href="#DataFrame.join-505"><span class="linenos">505</span></a> <span class="n">join_expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"joins"</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"on"</span><span class="p">,</span> <span class="n">join_clause</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame.join-506"><a href="#DataFrame.join-506"><span class="linenos">506</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">join_expression</span><span class="p">)</span> -</span><span id="DataFrame.join-507"><a href="#DataFrame.join-507"><span class="linenos">507</span></a> <span class="n">new_df</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="p">)</span> -</span><span id="DataFrame.join-508"><a href="#DataFrame.join-508"><span class="linenos">508</span></a> <span class="n">new_df</span><span class="o">.</span><span class="n">pending_hints</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">other_df</span><span class="o">.</span><span class="n">pending_hints</span><span class="p">)</span> -</span><span id="DataFrame.join-509"><a href="#DataFrame.join-509"><span class="linenos">509</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="o">.</span><span class="n">__wrapped__</span><span class="p">(</span><span class="n">new_df</span><span class="p">,</span> <span class="o">*</span><span class="n">select_column_names</span><span class="p">)</span> -</span><span id="DataFrame.join-510"><a href="#DataFrame.join-510"><span class="linenos">510</span></a> <span class="k">return</span> <span class="n">new_df</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.join-421"><a href="#DataFrame.join-421"><span class="linenos">421</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame.join-422"><a href="#DataFrame.join-422"><span class="linenos">422</span></a> <span class="k">def</span> <span class="nf">join</span><span class="p">(</span> +</span><span id="DataFrame.join-423"><a href="#DataFrame.join-423"><span class="linenos">423</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrame.join-424"><a href="#DataFrame.join-424"><span class="linenos">424</span></a> <span class="n">other_df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> +</span><span id="DataFrame.join-425"><a href="#DataFrame.join-425"><span class="linenos">425</span></a> <span class="n">on</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">Column</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">Column</span><span class="p">]],</span> +</span><span id="DataFrame.join-426"><a href="#DataFrame.join-426"><span class="linenos">426</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"inner"</span><span class="p">,</span> +</span><span id="DataFrame.join-427"><a href="#DataFrame.join-427"><span class="linenos">427</span></a> <span class="o">**</span><span class="n">kwargs</span><span class="p">,</span> +</span><span id="DataFrame.join-428"><a href="#DataFrame.join-428"><span class="linenos">428</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.join-429"><a href="#DataFrame.join-429"><span class="linenos">429</span></a> <span class="n">other_df</span> <span class="o">=</span> <span class="n">other_df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span> +</span><span id="DataFrame.join-430"><a href="#DataFrame.join-430"><span class="linenos">430</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">on</span><span class="p">)</span> +</span><span id="DataFrame.join-431"><a href="#DataFrame.join-431"><span class="linenos">431</span></a> <span class="c1"># We will determine actual "join on" expression later so we don't provide it at first</span> +</span><span id="DataFrame.join-432"><a href="#DataFrame.join-432"><span class="linenos">432</span></a> <span class="n">join_expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">join</span><span class="p">(</span> +</span><span id="DataFrame.join-433"><a href="#DataFrame.join-433"><span class="linenos">433</span></a> <span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span><span class="p">,</span> <span class="n">join_type</span><span class="o">=</span><span class="n">how</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">"_"</span><span class="p">,</span> <span class="s2">" "</span><span class="p">)</span> +</span><span id="DataFrame.join-434"><a href="#DataFrame.join-434"><span class="linenos">434</span></a> <span class="p">)</span> +</span><span id="DataFrame.join-435"><a href="#DataFrame.join-435"><span class="linenos">435</span></a> <span class="n">join_expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_add_ctes_to_expression</span><span class="p">(</span><span class="n">join_expression</span><span class="p">,</span> <span class="n">other_df</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">ctes</span><span class="p">)</span> +</span><span id="DataFrame.join-436"><a href="#DataFrame.join-436"><span class="linenos">436</span></a> <span class="n">self_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">join_expression</span><span class="p">)</span> +</span><span id="DataFrame.join-437"><a href="#DataFrame.join-437"><span class="linenos">437</span></a> <span class="n">other_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">other_df</span><span class="p">)</span> +</span><span id="DataFrame.join-438"><a href="#DataFrame.join-438"><span class="linenos">438</span></a> <span class="c1"># Determines the join clause and select columns to be used passed on what type of columns were provided for</span> +</span><span id="DataFrame.join-439"><a href="#DataFrame.join-439"><span class="linenos">439</span></a> <span class="c1"># the join. The columns returned changes based on how the on expression is provided.</span> +</span><span id="DataFrame.join-440"><a href="#DataFrame.join-440"><span class="linenos">440</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">join_columns</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span> +</span><span id="DataFrame.join-441"><a href="#DataFrame.join-441"><span class="linenos">441</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="DataFrame.join-442"><a href="#DataFrame.join-442"><span class="linenos">442</span></a><span class="sd"> Unique characteristics of join on column names only:</span> +</span><span id="DataFrame.join-443"><a href="#DataFrame.join-443"><span class="linenos">443</span></a><span class="sd"> * The column names are put at the front of the select list</span> +</span><span id="DataFrame.join-444"><a href="#DataFrame.join-444"><span class="linenos">444</span></a><span class="sd"> * The column names are deduplicated across the entire select list and only the column names (other dups are allowed)</span> +</span><span id="DataFrame.join-445"><a href="#DataFrame.join-445"><span class="linenos">445</span></a><span class="sd"> """</span> +</span><span id="DataFrame.join-446"><a href="#DataFrame.join-446"><span class="linenos">446</span></a> <span class="n">table_names</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.join-447"><a href="#DataFrame.join-447"><span class="linenos">447</span></a> <span class="n">table</span><span class="o">.</span><span class="n">alias_or_name</span> +</span><span id="DataFrame.join-448"><a href="#DataFrame.join-448"><span class="linenos">448</span></a> <span class="k">for</span> <span class="n">table</span> <span class="ow">in</span> <span class="n">get_tables_from_expression_with_join</span><span class="p">(</span><span class="n">join_expression</span><span class="p">)</span> +</span><span id="DataFrame.join-449"><a href="#DataFrame.join-449"><span class="linenos">449</span></a> <span class="p">]</span> +</span><span id="DataFrame.join-450"><a href="#DataFrame.join-450"><span class="linenos">450</span></a> <span class="n">potential_ctes</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.join-451"><a href="#DataFrame.join-451"><span class="linenos">451</span></a> <span class="n">cte</span> +</span><span id="DataFrame.join-452"><a href="#DataFrame.join-452"><span class="linenos">452</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">join_expression</span><span class="o">.</span><span class="n">ctes</span> +</span><span id="DataFrame.join-453"><a href="#DataFrame.join-453"><span class="linenos">453</span></a> <span class="k">if</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">table_names</span> +</span><span id="DataFrame.join-454"><a href="#DataFrame.join-454"><span class="linenos">454</span></a> <span class="ow">and</span> <span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">!=</span> <span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span> +</span><span id="DataFrame.join-455"><a href="#DataFrame.join-455"><span class="linenos">455</span></a> <span class="p">]</span> +</span><span id="DataFrame.join-456"><a href="#DataFrame.join-456"><span class="linenos">456</span></a> <span class="c1"># Determine the table to reference for the left side of the join by checking each of the left side</span> +</span><span id="DataFrame.join-457"><a href="#DataFrame.join-457"><span class="linenos">457</span></a> <span class="c1"># tables and see if they have the column being referenced.</span> +</span><span id="DataFrame.join-458"><a href="#DataFrame.join-458"><span class="linenos">458</span></a> <span class="n">join_column_pairs</span> <span class="o">=</span> <span class="p">[]</span> +</span><span id="DataFrame.join-459"><a href="#DataFrame.join-459"><span class="linenos">459</span></a> <span class="k">for</span> <span class="n">join_column</span> <span class="ow">in</span> <span class="n">join_columns</span><span class="p">:</span> +</span><span id="DataFrame.join-460"><a href="#DataFrame.join-460"><span class="linenos">460</span></a> <span class="n">num_matching_ctes</span> <span class="o">=</span> <span class="mi">0</span> +</span><span id="DataFrame.join-461"><a href="#DataFrame.join-461"><span class="linenos">461</span></a> <span class="k">for</span> <span class="n">cte</span> <span class="ow">in</span> <span class="n">potential_ctes</span><span class="p">:</span> +</span><span id="DataFrame.join-462"><a href="#DataFrame.join-462"><span class="linenos">462</span></a> <span class="k">if</span> <span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">in</span> <span class="n">cte</span><span class="o">.</span><span class="n">this</span><span class="o">.</span><span class="n">named_selects</span><span class="p">:</span> +</span><span id="DataFrame.join-463"><a href="#DataFrame.join-463"><span class="linenos">463</span></a> <span class="n">left_column</span> <span class="o">=</span> <span class="n">join_column</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">set_table_name</span><span class="p">(</span><span class="n">cte</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> +</span><span id="DataFrame.join-464"><a href="#DataFrame.join-464"><span class="linenos">464</span></a> <span class="n">right_column</span> <span class="o">=</span> <span class="n">join_column</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">set_table_name</span><span class="p">(</span><span class="n">other_df</span><span class="o">.</span><span class="n">latest_cte_name</span><span class="p">)</span> +</span><span id="DataFrame.join-465"><a href="#DataFrame.join-465"><span class="linenos">465</span></a> <span class="n">join_column_pairs</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">left_column</span><span class="p">,</span> <span class="n">right_column</span><span class="p">))</span> +</span><span id="DataFrame.join-466"><a href="#DataFrame.join-466"><span class="linenos">466</span></a> <span class="n">num_matching_ctes</span> <span class="o">+=</span> <span class="mi">1</span> +</span><span id="DataFrame.join-467"><a href="#DataFrame.join-467"><span class="linenos">467</span></a> <span class="k">if</span> <span class="n">num_matching_ctes</span> <span class="o">></span> <span class="mi">1</span><span class="p">:</span> +</span><span id="DataFrame.join-468"><a href="#DataFrame.join-468"><span class="linenos">468</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span> +</span><span id="DataFrame.join-469"><a href="#DataFrame.join-469"><span class="linenos">469</span></a> <span class="sa">f</span><span class="s2">"Column </span><span class="si">{</span><span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="si">}</span><span class="s2"> is ambiguous. Please specify the table name."</span> +</span><span id="DataFrame.join-470"><a href="#DataFrame.join-470"><span class="linenos">470</span></a> <span class="p">)</span> +</span><span id="DataFrame.join-471"><a href="#DataFrame.join-471"><span class="linenos">471</span></a> <span class="k">elif</span> <span class="n">num_matching_ctes</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> +</span><span id="DataFrame.join-472"><a href="#DataFrame.join-472"><span class="linenos">472</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span> +</span><span id="DataFrame.join-473"><a href="#DataFrame.join-473"><span class="linenos">473</span></a> <span class="sa">f</span><span class="s2">"Column </span><span class="si">{</span><span class="n">join_column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="si">}</span><span class="s2"> does not exist in any of the tables."</span> +</span><span id="DataFrame.join-474"><a href="#DataFrame.join-474"><span class="linenos">474</span></a> <span class="p">)</span> +</span><span id="DataFrame.join-475"><a href="#DataFrame.join-475"><span class="linenos">475</span></a> <span class="n">join_clause</span> <span class="o">=</span> <span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span> +</span><span id="DataFrame.join-476"><a href="#DataFrame.join-476"><span class="linenos">476</span></a> <span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">&</span> <span class="n">y</span><span class="p">,</span> +</span><span id="DataFrame.join-477"><a href="#DataFrame.join-477"><span class="linenos">477</span></a> <span class="p">[</span><span class="n">left_column</span> <span class="o">==</span> <span class="n">right_column</span> <span class="k">for</span> <span class="n">left_column</span><span class="p">,</span> <span class="n">right_column</span> <span class="ow">in</span> <span class="n">join_column_pairs</span><span class="p">],</span> +</span><span id="DataFrame.join-478"><a href="#DataFrame.join-478"><span class="linenos">478</span></a> <span class="p">)</span> +</span><span id="DataFrame.join-479"><a href="#DataFrame.join-479"><span class="linenos">479</span></a> <span class="n">join_column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">left_col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">left_col</span><span class="p">,</span> <span class="n">_</span> <span class="ow">in</span> <span class="n">join_column_pairs</span><span class="p">]</span> +</span><span id="DataFrame.join-480"><a href="#DataFrame.join-480"><span class="linenos">480</span></a> <span class="c1"># To match spark behavior only the join clause gets deduplicated and it gets put in the front of the column list</span> +</span><span id="DataFrame.join-481"><a href="#DataFrame.join-481"><span class="linenos">481</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.join-482"><a href="#DataFrame.join-482"><span class="linenos">482</span></a> <span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span> +</span><span id="DataFrame.join-483"><a href="#DataFrame.join-483"><span class="linenos">483</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">this</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Star</span><span class="p">)</span> +</span><span id="DataFrame.join-484"><a href="#DataFrame.join-484"><span class="linenos">484</span></a> <span class="k">else</span> <span class="n">column</span><span class="o">.</span><span class="n">sql</span><span class="p">()</span> +</span><span id="DataFrame.join-485"><a href="#DataFrame.join-485"><span class="linenos">485</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">self_columns</span> <span class="o">+</span> <span class="n">other_columns</span> +</span><span id="DataFrame.join-486"><a href="#DataFrame.join-486"><span class="linenos">486</span></a> <span class="p">]</span> +</span><span id="DataFrame.join-487"><a href="#DataFrame.join-487"><span class="linenos">487</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.join-488"><a href="#DataFrame.join-488"><span class="linenos">488</span></a> <span class="n">column_name</span> +</span><span id="DataFrame.join-489"><a href="#DataFrame.join-489"><span class="linenos">489</span></a> <span class="k">for</span> <span class="n">column_name</span> <span class="ow">in</span> <span class="n">select_column_names</span> +</span><span id="DataFrame.join-490"><a href="#DataFrame.join-490"><span class="linenos">490</span></a> <span class="k">if</span> <span class="n">column_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">join_column_names</span> +</span><span id="DataFrame.join-491"><a href="#DataFrame.join-491"><span class="linenos">491</span></a> <span class="p">]</span> +</span><span id="DataFrame.join-492"><a href="#DataFrame.join-492"><span class="linenos">492</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="n">join_column_names</span> <span class="o">+</span> <span class="n">select_column_names</span> +</span><span id="DataFrame.join-493"><a href="#DataFrame.join-493"><span class="linenos">493</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame.join-494"><a href="#DataFrame.join-494"><span class="linenos">494</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="DataFrame.join-495"><a href="#DataFrame.join-495"><span class="linenos">495</span></a><span class="sd"> Unique characteristics of join on expressions:</span> +</span><span id="DataFrame.join-496"><a href="#DataFrame.join-496"><span class="linenos">496</span></a><span class="sd"> * There is no deduplication of the results.</span> +</span><span id="DataFrame.join-497"><a href="#DataFrame.join-497"><span class="linenos">497</span></a><span class="sd"> * The left join dataframe columns go first and right come after. No sort preference is given to join columns</span> +</span><span id="DataFrame.join-498"><a href="#DataFrame.join-498"><span class="linenos">498</span></a><span class="sd"> """</span> +</span><span id="DataFrame.join-499"><a href="#DataFrame.join-499"><span class="linenos">499</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">join_columns</span><span class="p">,</span> <span class="n">join_expression</span><span class="p">)</span> +</span><span id="DataFrame.join-500"><a href="#DataFrame.join-500"><span class="linenos">500</span></a> <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">join_columns</span><span class="p">)</span> <span class="o">></span> <span class="mi">1</span><span class="p">:</span> +</span><span id="DataFrame.join-501"><a href="#DataFrame.join-501"><span class="linenos">501</span></a> <span class="n">join_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">&</span> <span class="n">y</span><span class="p">,</span> <span class="n">join_columns</span><span class="p">)]</span> +</span><span id="DataFrame.join-502"><a href="#DataFrame.join-502"><span class="linenos">502</span></a> <span class="n">join_clause</span> <span class="o">=</span> <span class="n">join_columns</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> +</span><span id="DataFrame.join-503"><a href="#DataFrame.join-503"><span class="linenos">503</span></a> <span class="n">select_column_names</span> <span class="o">=</span> <span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">self_columns</span> <span class="o">+</span> <span class="n">other_columns</span><span class="p">]</span> +</span><span id="DataFrame.join-504"><a href="#DataFrame.join-504"><span class="linenos">504</span></a> +</span><span id="DataFrame.join-505"><a href="#DataFrame.join-505"><span class="linenos">505</span></a> <span class="c1"># Update the on expression with the actual join clause to replace the dummy one from before</span> +</span><span id="DataFrame.join-506"><a href="#DataFrame.join-506"><span class="linenos">506</span></a> <span class="n">join_expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"joins"</span><span class="p">][</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"on"</span><span class="p">,</span> <span class="n">join_clause</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame.join-507"><a href="#DataFrame.join-507"><span class="linenos">507</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">join_expression</span><span class="p">)</span> +</span><span id="DataFrame.join-508"><a href="#DataFrame.join-508"><span class="linenos">508</span></a> <span class="n">new_df</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">pending_join_hints</span><span class="p">)</span> +</span><span id="DataFrame.join-509"><a href="#DataFrame.join-509"><span class="linenos">509</span></a> <span class="n">new_df</span><span class="o">.</span><span class="n">pending_hints</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">other_df</span><span class="o">.</span><span class="n">pending_hints</span><span class="p">)</span> +</span><span id="DataFrame.join-510"><a href="#DataFrame.join-510"><span class="linenos">510</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="o">.</span><span class="n">__wrapped__</span><span class="p">(</span><span class="n">new_df</span><span class="p">,</span> <span class="o">*</span><span class="n">select_column_names</span><span class="p">)</span> +</span><span id="DataFrame.join-511"><a href="#DataFrame.join-511"><span class="linenos">511</span></a> <span class="k">return</span> <span class="n">new_df</span> </span></pre></div> @@ -1918,42 +1920,42 @@ </div> <a class="headerlink" href="#DataFrame.orderBy"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.orderBy-512"><a href="#DataFrame.orderBy-512"><span class="linenos">512</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">ORDER_BY</span><span class="p">)</span> -</span><span id="DataFrame.orderBy-513"><a href="#DataFrame.orderBy-513"><span class="linenos">513</span></a> <span class="k">def</span> <span class="nf">orderBy</span><span class="p">(</span> -</span><span id="DataFrame.orderBy-514"><a href="#DataFrame.orderBy-514"><span class="linenos">514</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrame.orderBy-515"><a href="#DataFrame.orderBy-515"><span class="linenos">515</span></a> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">],</span> -</span><span id="DataFrame.orderBy-516"><a href="#DataFrame.orderBy-516"><span class="linenos">516</span></a> <span class="n">ascending</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame.orderBy-517"><a href="#DataFrame.orderBy-517"><span class="linenos">517</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.orderBy-518"><a href="#DataFrame.orderBy-518"><span class="linenos">518</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="DataFrame.orderBy-519"><a href="#DataFrame.orderBy-519"><span class="linenos">519</span></a><span class="sd"> This implementation lets any ordered columns take priority over whatever is provided in `ascending`. Spark</span> -</span><span id="DataFrame.orderBy-520"><a href="#DataFrame.orderBy-520"><span class="linenos">520</span></a><span class="sd"> has irregular behavior and can result in runtime errors. Users shouldn't be mixing the two anyways so this</span> -</span><span id="DataFrame.orderBy-521"><a href="#DataFrame.orderBy-521"><span class="linenos">521</span></a><span class="sd"> is unlikely to come up.</span> -</span><span id="DataFrame.orderBy-522"><a href="#DataFrame.orderBy-522"><span class="linenos">522</span></a><span class="sd"> """</span> -</span><span id="DataFrame.orderBy-523"><a href="#DataFrame.orderBy-523"><span class="linenos">523</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame.orderBy-524"><a href="#DataFrame.orderBy-524"><span class="linenos">524</span></a> <span class="n">pre_ordered_col_indexes</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.orderBy-525"><a href="#DataFrame.orderBy-525"><span class="linenos">525</span></a> <span class="n">x</span> -</span><span id="DataFrame.orderBy-526"><a href="#DataFrame.orderBy-526"><span class="linenos">526</span></a> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">[</span> -</span><span id="DataFrame.orderBy-527"><a href="#DataFrame.orderBy-527"><span class="linenos">527</span></a> <span class="n">i</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">)</span> <span class="k">else</span> <span class="kc">None</span> -</span><span id="DataFrame.orderBy-528"><a href="#DataFrame.orderBy-528"><span class="linenos">528</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">col</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame.orderBy-529"><a href="#DataFrame.orderBy-529"><span class="linenos">529</span></a> <span class="p">]</span> -</span><span id="DataFrame.orderBy-530"><a href="#DataFrame.orderBy-530"><span class="linenos">530</span></a> <span class="k">if</span> <span class="n">x</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> -</span><span id="DataFrame.orderBy-531"><a href="#DataFrame.orderBy-531"><span class="linenos">531</span></a> <span class="p">]</span> -</span><span id="DataFrame.orderBy-532"><a href="#DataFrame.orderBy-532"><span class="linenos">532</span></a> <span class="k">if</span> <span class="n">ascending</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> -</span><span id="DataFrame.orderBy-533"><a href="#DataFrame.orderBy-533"><span class="linenos">533</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="kc">True</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame.orderBy-534"><a href="#DataFrame.orderBy-534"><span class="linenos">534</span></a> <span class="k">elif</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ascending</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> -</span><span id="DataFrame.orderBy-535"><a href="#DataFrame.orderBy-535"><span class="linenos">535</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="n">ascending</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame.orderBy-536"><a href="#DataFrame.orderBy-536"><span class="linenos">536</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="nb">bool</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">ascending</span><span class="p">)]</span> -</span><span id="DataFrame.orderBy-537"><a href="#DataFrame.orderBy-537"><span class="linenos">537</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span> -</span><span id="DataFrame.orderBy-538"><a href="#DataFrame.orderBy-538"><span class="linenos">538</span></a> <span class="n">ascending</span> -</span><span id="DataFrame.orderBy-539"><a href="#DataFrame.orderBy-539"><span class="linenos">539</span></a> <span class="p">),</span> <span class="s2">"The length of items in ascending must equal the number of columns provided"</span> -</span><span id="DataFrame.orderBy-540"><a href="#DataFrame.orderBy-540"><span class="linenos">540</span></a> <span class="n">col_and_ascending</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">columns</span><span class="p">,</span> <span class="n">ascending</span><span class="p">))</span> -</span><span id="DataFrame.orderBy-541"><a href="#DataFrame.orderBy-541"><span class="linenos">541</span></a> <span class="n">order_by_columns</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.orderBy-542"><a href="#DataFrame.orderBy-542"><span class="linenos">542</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="ow">not</span> <span class="n">asc</span><span class="p">)</span> -</span><span id="DataFrame.orderBy-543"><a href="#DataFrame.orderBy-543"><span class="linenos">543</span></a> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">pre_ordered_col_indexes</span> -</span><span id="DataFrame.orderBy-544"><a href="#DataFrame.orderBy-544"><span class="linenos">544</span></a> <span class="k">else</span> <span class="n">columns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">column_expression</span> -</span><span id="DataFrame.orderBy-545"><a href="#DataFrame.orderBy-545"><span class="linenos">545</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">col</span><span class="p">,</span> <span class="n">asc</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">col_and_ascending</span><span class="p">)</span> -</span><span id="DataFrame.orderBy-546"><a href="#DataFrame.orderBy-546"><span class="linenos">546</span></a> <span class="p">]</span> -</span><span id="DataFrame.orderBy-547"><a href="#DataFrame.orderBy-547"><span class="linenos">547</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">order_by</span><span class="p">(</span><span class="o">*</span><span class="n">order_by_columns</span><span class="p">))</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.orderBy-513"><a href="#DataFrame.orderBy-513"><span class="linenos">513</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">ORDER_BY</span><span class="p">)</span> +</span><span id="DataFrame.orderBy-514"><a href="#DataFrame.orderBy-514"><span class="linenos">514</span></a> <span class="k">def</span> <span class="nf">orderBy</span><span class="p">(</span> +</span><span id="DataFrame.orderBy-515"><a href="#DataFrame.orderBy-515"><span class="linenos">515</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrame.orderBy-516"><a href="#DataFrame.orderBy-516"><span class="linenos">516</span></a> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">],</span> +</span><span id="DataFrame.orderBy-517"><a href="#DataFrame.orderBy-517"><span class="linenos">517</span></a> <span class="n">ascending</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame.orderBy-518"><a href="#DataFrame.orderBy-518"><span class="linenos">518</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.orderBy-519"><a href="#DataFrame.orderBy-519"><span class="linenos">519</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="DataFrame.orderBy-520"><a href="#DataFrame.orderBy-520"><span class="linenos">520</span></a><span class="sd"> This implementation lets any ordered columns take priority over whatever is provided in `ascending`. Spark</span> +</span><span id="DataFrame.orderBy-521"><a href="#DataFrame.orderBy-521"><span class="linenos">521</span></a><span class="sd"> has irregular behavior and can result in runtime errors. Users shouldn't be mixing the two anyways so this</span> +</span><span id="DataFrame.orderBy-522"><a href="#DataFrame.orderBy-522"><span class="linenos">522</span></a><span class="sd"> is unlikely to come up.</span> +</span><span id="DataFrame.orderBy-523"><a href="#DataFrame.orderBy-523"><span class="linenos">523</span></a><span class="sd"> """</span> +</span><span id="DataFrame.orderBy-524"><a href="#DataFrame.orderBy-524"><span class="linenos">524</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame.orderBy-525"><a href="#DataFrame.orderBy-525"><span class="linenos">525</span></a> <span class="n">pre_ordered_col_indexes</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.orderBy-526"><a href="#DataFrame.orderBy-526"><span class="linenos">526</span></a> <span class="n">x</span> +</span><span id="DataFrame.orderBy-527"><a href="#DataFrame.orderBy-527"><span class="linenos">527</span></a> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">[</span> +</span><span id="DataFrame.orderBy-528"><a href="#DataFrame.orderBy-528"><span class="linenos">528</span></a> <span class="n">i</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">)</span> <span class="k">else</span> <span class="kc">None</span> +</span><span id="DataFrame.orderBy-529"><a href="#DataFrame.orderBy-529"><span class="linenos">529</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">col</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame.orderBy-530"><a href="#DataFrame.orderBy-530"><span class="linenos">530</span></a> <span class="p">]</span> +</span><span id="DataFrame.orderBy-531"><a href="#DataFrame.orderBy-531"><span class="linenos">531</span></a> <span class="k">if</span> <span class="n">x</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> +</span><span id="DataFrame.orderBy-532"><a href="#DataFrame.orderBy-532"><span class="linenos">532</span></a> <span class="p">]</span> +</span><span id="DataFrame.orderBy-533"><a href="#DataFrame.orderBy-533"><span class="linenos">533</span></a> <span class="k">if</span> <span class="n">ascending</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> +</span><span id="DataFrame.orderBy-534"><a href="#DataFrame.orderBy-534"><span class="linenos">534</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="kc">True</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame.orderBy-535"><a href="#DataFrame.orderBy-535"><span class="linenos">535</span></a> <span class="k">elif</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ascending</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> +</span><span id="DataFrame.orderBy-536"><a href="#DataFrame.orderBy-536"><span class="linenos">536</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="n">ascending</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame.orderBy-537"><a href="#DataFrame.orderBy-537"><span class="linenos">537</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="nb">bool</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">ascending</span><span class="p">)]</span> +</span><span id="DataFrame.orderBy-538"><a href="#DataFrame.orderBy-538"><span class="linenos">538</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span> +</span><span id="DataFrame.orderBy-539"><a href="#DataFrame.orderBy-539"><span class="linenos">539</span></a> <span class="n">ascending</span> +</span><span id="DataFrame.orderBy-540"><a href="#DataFrame.orderBy-540"><span class="linenos">540</span></a> <span class="p">),</span> <span class="s2">"The length of items in ascending must equal the number of columns provided"</span> +</span><span id="DataFrame.orderBy-541"><a href="#DataFrame.orderBy-541"><span class="linenos">541</span></a> <span class="n">col_and_ascending</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">columns</span><span class="p">,</span> <span class="n">ascending</span><span class="p">))</span> +</span><span id="DataFrame.orderBy-542"><a href="#DataFrame.orderBy-542"><span class="linenos">542</span></a> <span class="n">order_by_columns</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.orderBy-543"><a href="#DataFrame.orderBy-543"><span class="linenos">543</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="ow">not</span> <span class="n">asc</span><span class="p">)</span> +</span><span id="DataFrame.orderBy-544"><a href="#DataFrame.orderBy-544"><span class="linenos">544</span></a> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">pre_ordered_col_indexes</span> +</span><span id="DataFrame.orderBy-545"><a href="#DataFrame.orderBy-545"><span class="linenos">545</span></a> <span class="k">else</span> <span class="n">columns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">column_expression</span> +</span><span id="DataFrame.orderBy-546"><a href="#DataFrame.orderBy-546"><span class="linenos">546</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">col</span><span class="p">,</span> <span class="n">asc</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">col_and_ascending</span><span class="p">)</span> +</span><span id="DataFrame.orderBy-547"><a href="#DataFrame.orderBy-547"><span class="linenos">547</span></a> <span class="p">]</span> +</span><span id="DataFrame.orderBy-548"><a href="#DataFrame.orderBy-548"><span class="linenos">548</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">order_by</span><span class="p">(</span><span class="o">*</span><span class="n">order_by_columns</span><span class="p">))</span> </span></pre></div> @@ -1976,42 +1978,42 @@ is unlikely to come up.</p> </div> <a class="headerlink" href="#DataFrame.sort"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.sort-512"><a href="#DataFrame.sort-512"><span class="linenos">512</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">ORDER_BY</span><span class="p">)</span> -</span><span id="DataFrame.sort-513"><a href="#DataFrame.sort-513"><span class="linenos">513</span></a> <span class="k">def</span> <span class="nf">orderBy</span><span class="p">(</span> -</span><span id="DataFrame.sort-514"><a href="#DataFrame.sort-514"><span class="linenos">514</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrame.sort-515"><a href="#DataFrame.sort-515"><span class="linenos">515</span></a> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">],</span> -</span><span id="DataFrame.sort-516"><a href="#DataFrame.sort-516"><span class="linenos">516</span></a> <span class="n">ascending</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame.sort-517"><a href="#DataFrame.sort-517"><span class="linenos">517</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.sort-518"><a href="#DataFrame.sort-518"><span class="linenos">518</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="DataFrame.sort-519"><a href="#DataFrame.sort-519"><span class="linenos">519</span></a><span class="sd"> This implementation lets any ordered columns take priority over whatever is provided in `ascending`. Spark</span> -</span><span id="DataFrame.sort-520"><a href="#DataFrame.sort-520"><span class="linenos">520</span></a><span class="sd"> has irregular behavior and can result in runtime errors. Users shouldn't be mixing the two anyways so this</span> -</span><span id="DataFrame.sort-521"><a href="#DataFrame.sort-521"><span class="linenos">521</span></a><span class="sd"> is unlikely to come up.</span> -</span><span id="DataFrame.sort-522"><a href="#DataFrame.sort-522"><span class="linenos">522</span></a><span class="sd"> """</span> -</span><span id="DataFrame.sort-523"><a href="#DataFrame.sort-523"><span class="linenos">523</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame.sort-524"><a href="#DataFrame.sort-524"><span class="linenos">524</span></a> <span class="n">pre_ordered_col_indexes</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.sort-525"><a href="#DataFrame.sort-525"><span class="linenos">525</span></a> <span class="n">x</span> -</span><span id="DataFrame.sort-526"><a href="#DataFrame.sort-526"><span class="linenos">526</span></a> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">[</span> -</span><span id="DataFrame.sort-527"><a href="#DataFrame.sort-527"><span class="linenos">527</span></a> <span class="n">i</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">)</span> <span class="k">else</span> <span class="kc">None</span> -</span><span id="DataFrame.sort-528"><a href="#DataFrame.sort-528"><span class="linenos">528</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">col</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame.sort-529"><a href="#DataFrame.sort-529"><span class="linenos">529</span></a> <span class="p">]</span> -</span><span id="DataFrame.sort-530"><a href="#DataFrame.sort-530"><span class="linenos">530</span></a> <span class="k">if</span> <span class="n">x</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> -</span><span id="DataFrame.sort-531"><a href="#DataFrame.sort-531"><span class="linenos">531</span></a> <span class="p">]</span> -</span><span id="DataFrame.sort-532"><a href="#DataFrame.sort-532"><span class="linenos">532</span></a> <span class="k">if</span> <span class="n">ascending</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> -</span><span id="DataFrame.sort-533"><a href="#DataFrame.sort-533"><span class="linenos">533</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="kc">True</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame.sort-534"><a href="#DataFrame.sort-534"><span class="linenos">534</span></a> <span class="k">elif</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ascending</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> -</span><span id="DataFrame.sort-535"><a href="#DataFrame.sort-535"><span class="linenos">535</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="n">ascending</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame.sort-536"><a href="#DataFrame.sort-536"><span class="linenos">536</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="nb">bool</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">ascending</span><span class="p">)]</span> -</span><span id="DataFrame.sort-537"><a href="#DataFrame.sort-537"><span class="linenos">537</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span> -</span><span id="DataFrame.sort-538"><a href="#DataFrame.sort-538"><span class="linenos">538</span></a> <span class="n">ascending</span> -</span><span id="DataFrame.sort-539"><a href="#DataFrame.sort-539"><span class="linenos">539</span></a> <span class="p">),</span> <span class="s2">"The length of items in ascending must equal the number of columns provided"</span> -</span><span id="DataFrame.sort-540"><a href="#DataFrame.sort-540"><span class="linenos">540</span></a> <span class="n">col_and_ascending</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">columns</span><span class="p">,</span> <span class="n">ascending</span><span class="p">))</span> -</span><span id="DataFrame.sort-541"><a href="#DataFrame.sort-541"><span class="linenos">541</span></a> <span class="n">order_by_columns</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.sort-542"><a href="#DataFrame.sort-542"><span class="linenos">542</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="ow">not</span> <span class="n">asc</span><span class="p">)</span> -</span><span id="DataFrame.sort-543"><a href="#DataFrame.sort-543"><span class="linenos">543</span></a> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">pre_ordered_col_indexes</span> -</span><span id="DataFrame.sort-544"><a href="#DataFrame.sort-544"><span class="linenos">544</span></a> <span class="k">else</span> <span class="n">columns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">column_expression</span> -</span><span id="DataFrame.sort-545"><a href="#DataFrame.sort-545"><span class="linenos">545</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">col</span><span class="p">,</span> <span class="n">asc</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">col_and_ascending</span><span class="p">)</span> -</span><span id="DataFrame.sort-546"><a href="#DataFrame.sort-546"><span class="linenos">546</span></a> <span class="p">]</span> -</span><span id="DataFrame.sort-547"><a href="#DataFrame.sort-547"><span class="linenos">547</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">order_by</span><span class="p">(</span><span class="o">*</span><span class="n">order_by_columns</span><span class="p">))</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.sort-513"><a href="#DataFrame.sort-513"><span class="linenos">513</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">ORDER_BY</span><span class="p">)</span> +</span><span id="DataFrame.sort-514"><a href="#DataFrame.sort-514"><span class="linenos">514</span></a> <span class="k">def</span> <span class="nf">orderBy</span><span class="p">(</span> +</span><span id="DataFrame.sort-515"><a href="#DataFrame.sort-515"><span class="linenos">515</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrame.sort-516"><a href="#DataFrame.sort-516"><span class="linenos">516</span></a> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">],</span> +</span><span id="DataFrame.sort-517"><a href="#DataFrame.sort-517"><span class="linenos">517</span></a> <span class="n">ascending</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame.sort-518"><a href="#DataFrame.sort-518"><span class="linenos">518</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.sort-519"><a href="#DataFrame.sort-519"><span class="linenos">519</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="DataFrame.sort-520"><a href="#DataFrame.sort-520"><span class="linenos">520</span></a><span class="sd"> This implementation lets any ordered columns take priority over whatever is provided in `ascending`. Spark</span> +</span><span id="DataFrame.sort-521"><a href="#DataFrame.sort-521"><span class="linenos">521</span></a><span class="sd"> has irregular behavior and can result in runtime errors. Users shouldn't be mixing the two anyways so this</span> +</span><span id="DataFrame.sort-522"><a href="#DataFrame.sort-522"><span class="linenos">522</span></a><span class="sd"> is unlikely to come up.</span> +</span><span id="DataFrame.sort-523"><a href="#DataFrame.sort-523"><span class="linenos">523</span></a><span class="sd"> """</span> +</span><span id="DataFrame.sort-524"><a href="#DataFrame.sort-524"><span class="linenos">524</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame.sort-525"><a href="#DataFrame.sort-525"><span class="linenos">525</span></a> <span class="n">pre_ordered_col_indexes</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.sort-526"><a href="#DataFrame.sort-526"><span class="linenos">526</span></a> <span class="n">x</span> +</span><span id="DataFrame.sort-527"><a href="#DataFrame.sort-527"><span class="linenos">527</span></a> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="p">[</span> +</span><span id="DataFrame.sort-528"><a href="#DataFrame.sort-528"><span class="linenos">528</span></a> <span class="n">i</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">)</span> <span class="k">else</span> <span class="kc">None</span> +</span><span id="DataFrame.sort-529"><a href="#DataFrame.sort-529"><span class="linenos">529</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">col</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame.sort-530"><a href="#DataFrame.sort-530"><span class="linenos">530</span></a> <span class="p">]</span> +</span><span id="DataFrame.sort-531"><a href="#DataFrame.sort-531"><span class="linenos">531</span></a> <span class="k">if</span> <span class="n">x</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> +</span><span id="DataFrame.sort-532"><a href="#DataFrame.sort-532"><span class="linenos">532</span></a> <span class="p">]</span> +</span><span id="DataFrame.sort-533"><a href="#DataFrame.sort-533"><span class="linenos">533</span></a> <span class="k">if</span> <span class="n">ascending</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> +</span><span id="DataFrame.sort-534"><a href="#DataFrame.sort-534"><span class="linenos">534</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="kc">True</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame.sort-535"><a href="#DataFrame.sort-535"><span class="linenos">535</span></a> <span class="k">elif</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">ascending</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> +</span><span id="DataFrame.sort-536"><a href="#DataFrame.sort-536"><span class="linenos">536</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="n">ascending</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame.sort-537"><a href="#DataFrame.sort-537"><span class="linenos">537</span></a> <span class="n">ascending</span> <span class="o">=</span> <span class="p">[</span><span class="nb">bool</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">ascending</span><span class="p">)]</span> +</span><span id="DataFrame.sort-538"><a href="#DataFrame.sort-538"><span class="linenos">538</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span> +</span><span id="DataFrame.sort-539"><a href="#DataFrame.sort-539"><span class="linenos">539</span></a> <span class="n">ascending</span> +</span><span id="DataFrame.sort-540"><a href="#DataFrame.sort-540"><span class="linenos">540</span></a> <span class="p">),</span> <span class="s2">"The length of items in ascending must equal the number of columns provided"</span> +</span><span id="DataFrame.sort-541"><a href="#DataFrame.sort-541"><span class="linenos">541</span></a> <span class="n">col_and_ascending</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">columns</span><span class="p">,</span> <span class="n">ascending</span><span class="p">))</span> +</span><span id="DataFrame.sort-542"><a href="#DataFrame.sort-542"><span class="linenos">542</span></a> <span class="n">order_by_columns</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.sort-543"><a href="#DataFrame.sort-543"><span class="linenos">543</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">col</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="ow">not</span> <span class="n">asc</span><span class="p">)</span> +</span><span id="DataFrame.sort-544"><a href="#DataFrame.sort-544"><span class="linenos">544</span></a> <span class="k">if</span> <span class="n">i</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">pre_ordered_col_indexes</span> +</span><span id="DataFrame.sort-545"><a href="#DataFrame.sort-545"><span class="linenos">545</span></a> <span class="k">else</span> <span class="n">columns</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="o">.</span><span class="n">column_expression</span> +</span><span id="DataFrame.sort-546"><a href="#DataFrame.sort-546"><span class="linenos">546</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">col</span><span class="p">,</span> <span class="n">asc</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">col_and_ascending</span><span class="p">)</span> +</span><span id="DataFrame.sort-547"><a href="#DataFrame.sort-547"><span class="linenos">547</span></a> <span class="p">]</span> +</span><span id="DataFrame.sort-548"><a href="#DataFrame.sort-548"><span class="linenos">548</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">order_by</span><span class="p">(</span><span class="o">*</span><span class="n">order_by_columns</span><span class="p">))</span> </span></pre></div> @@ -2034,9 +2036,9 @@ is unlikely to come up.</p> </div> <a class="headerlink" href="#DataFrame.union"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.union-551"><a href="#DataFrame.union-551"><span class="linenos">551</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame.union-552"><a href="#DataFrame.union-552"><span class="linenos">552</span></a> <span class="k">def</span> <span class="nf">union</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.union-553"><a href="#DataFrame.union-553"><span class="linenos">553</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.union-552"><a href="#DataFrame.union-552"><span class="linenos">552</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame.union-553"><a href="#DataFrame.union-553"><span class="linenos">553</span></a> <span class="k">def</span> <span class="nf">union</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.union-554"><a href="#DataFrame.union-554"><span class="linenos">554</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> </span></pre></div> @@ -2055,9 +2057,9 @@ is unlikely to come up.</p> </div> <a class="headerlink" href="#DataFrame.unionAll"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.unionAll-551"><a href="#DataFrame.unionAll-551"><span class="linenos">551</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame.unionAll-552"><a href="#DataFrame.unionAll-552"><span class="linenos">552</span></a> <span class="k">def</span> <span class="nf">union</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.unionAll-553"><a href="#DataFrame.unionAll-553"><span class="linenos">553</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.unionAll-552"><a href="#DataFrame.unionAll-552"><span class="linenos">552</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame.unionAll-553"><a href="#DataFrame.unionAll-553"><span class="linenos">553</span></a> <span class="k">def</span> <span class="nf">union</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.unionAll-554"><a href="#DataFrame.unionAll-554"><span class="linenos">554</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> </span></pre></div> @@ -2076,34 +2078,34 @@ is unlikely to come up.</p> </div> <a class="headerlink" href="#DataFrame.unionByName"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.unionByName-557"><a href="#DataFrame.unionByName-557"><span class="linenos">557</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame.unionByName-558"><a href="#DataFrame.unionByName-558"><span class="linenos">558</span></a> <span class="k">def</span> <span class="nf">unionByName</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> <span class="n">allowMissingColumns</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span> -</span><span id="DataFrame.unionByName-559"><a href="#DataFrame.unionByName-559"><span class="linenos">559</span></a> <span class="n">l_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> -</span><span id="DataFrame.unionByName-560"><a href="#DataFrame.unionByName-560"><span class="linenos">560</span></a> <span class="n">r_columns</span> <span class="o">=</span> <span class="n">other</span><span class="o">.</span><span class="n">columns</span> -</span><span id="DataFrame.unionByName-561"><a href="#DataFrame.unionByName-561"><span class="linenos">561</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">allowMissingColumns</span><span class="p">:</span> -</span><span id="DataFrame.unionByName-562"><a href="#DataFrame.unionByName-562"><span class="linenos">562</span></a> <span class="n">l_expressions</span> <span class="o">=</span> <span class="n">l_columns</span> -</span><span id="DataFrame.unionByName-563"><a href="#DataFrame.unionByName-563"><span class="linenos">563</span></a> <span class="n">r_expressions</span> <span class="o">=</span> <span class="n">l_columns</span> -</span><span id="DataFrame.unionByName-564"><a href="#DataFrame.unionByName-564"><span class="linenos">564</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame.unionByName-565"><a href="#DataFrame.unionByName-565"><span class="linenos">565</span></a> <span class="n">l_expressions</span> <span class="o">=</span> <span class="p">[]</span> -</span><span id="DataFrame.unionByName-566"><a href="#DataFrame.unionByName-566"><span class="linenos">566</span></a> <span class="n">r_expressions</span> <span class="o">=</span> <span class="p">[]</span> -</span><span id="DataFrame.unionByName-567"><a href="#DataFrame.unionByName-567"><span class="linenos">567</span></a> <span class="n">r_columns_unused</span> <span class="o">=</span> <span class="n">copy</span><span class="p">(</span><span class="n">r_columns</span><span class="p">)</span> -</span><span id="DataFrame.unionByName-568"><a href="#DataFrame.unionByName-568"><span class="linenos">568</span></a> <span class="k">for</span> <span class="n">l_column</span> <span class="ow">in</span> <span class="n">l_columns</span><span class="p">:</span> -</span><span id="DataFrame.unionByName-569"><a href="#DataFrame.unionByName-569"><span class="linenos">569</span></a> <span class="n">l_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> -</span><span id="DataFrame.unionByName-570"><a href="#DataFrame.unionByName-570"><span class="linenos">570</span></a> <span class="k">if</span> <span class="n">l_column</span> <span class="ow">in</span> <span class="n">r_columns</span><span class="p">:</span> -</span><span id="DataFrame.unionByName-571"><a href="#DataFrame.unionByName-571"><span class="linenos">571</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> -</span><span id="DataFrame.unionByName-572"><a href="#DataFrame.unionByName-572"><span class="linenos">572</span></a> <span class="n">r_columns_unused</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> -</span><span id="DataFrame.unionByName-573"><a href="#DataFrame.unionByName-573"><span class="linenos">573</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame.unionByName-574"><a href="#DataFrame.unionByName-574"><span class="linenos">574</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">(),</span> <span class="n">l_column</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span> -</span><span id="DataFrame.unionByName-575"><a href="#DataFrame.unionByName-575"><span class="linenos">575</span></a> <span class="k">for</span> <span class="n">r_column</span> <span class="ow">in</span> <span class="n">r_columns_unused</span><span class="p">:</span> -</span><span id="DataFrame.unionByName-576"><a href="#DataFrame.unionByName-576"><span class="linenos">576</span></a> <span class="n">l_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">(),</span> <span class="n">r_column</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span> -</span><span id="DataFrame.unionByName-577"><a href="#DataFrame.unionByName-577"><span class="linenos">577</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">r_column</span><span class="p">)</span> -</span><span id="DataFrame.unionByName-578"><a href="#DataFrame.unionByName-578"><span class="linenos">578</span></a> <span class="n">r_df</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="DataFrame.unionByName-579"><a href="#DataFrame.unionByName-579"><span class="linenos">579</span></a> <span class="n">other</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">r_expressions</span><span class="p">))</span> -</span><span id="DataFrame.unionByName-580"><a href="#DataFrame.unionByName-580"><span class="linenos">580</span></a> <span class="p">)</span> -</span><span id="DataFrame.unionByName-581"><a href="#DataFrame.unionByName-581"><span class="linenos">581</span></a> <span class="n">l_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame.unionByName-582"><a href="#DataFrame.unionByName-582"><span class="linenos">582</span></a> <span class="k">if</span> <span class="n">allowMissingColumns</span><span class="p">:</span> -</span><span id="DataFrame.unionByName-583"><a href="#DataFrame.unionByName-583"><span class="linenos">583</span></a> <span class="n">l_df</span> <span class="o">=</span> <span class="n">l_df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">l_expressions</span><span class="p">))</span> -</span><span id="DataFrame.unionByName-584"><a href="#DataFrame.unionByName-584"><span class="linenos">584</span></a> <span class="k">return</span> <span class="n">l_df</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">,</span> <span class="n">r_df</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.unionByName-558"><a href="#DataFrame.unionByName-558"><span class="linenos">558</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame.unionByName-559"><a href="#DataFrame.unionByName-559"><span class="linenos">559</span></a> <span class="k">def</span> <span class="nf">unionByName</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> <span class="n">allowMissingColumns</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">):</span> +</span><span id="DataFrame.unionByName-560"><a href="#DataFrame.unionByName-560"><span class="linenos">560</span></a> <span class="n">l_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">columns</span> +</span><span id="DataFrame.unionByName-561"><a href="#DataFrame.unionByName-561"><span class="linenos">561</span></a> <span class="n">r_columns</span> <span class="o">=</span> <span class="n">other</span><span class="o">.</span><span class="n">columns</span> +</span><span id="DataFrame.unionByName-562"><a href="#DataFrame.unionByName-562"><span class="linenos">562</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">allowMissingColumns</span><span class="p">:</span> +</span><span id="DataFrame.unionByName-563"><a href="#DataFrame.unionByName-563"><span class="linenos">563</span></a> <span class="n">l_expressions</span> <span class="o">=</span> <span class="n">l_columns</span> +</span><span id="DataFrame.unionByName-564"><a href="#DataFrame.unionByName-564"><span class="linenos">564</span></a> <span class="n">r_expressions</span> <span class="o">=</span> <span class="n">l_columns</span> +</span><span id="DataFrame.unionByName-565"><a href="#DataFrame.unionByName-565"><span class="linenos">565</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame.unionByName-566"><a href="#DataFrame.unionByName-566"><span class="linenos">566</span></a> <span class="n">l_expressions</span> <span class="o">=</span> <span class="p">[]</span> +</span><span id="DataFrame.unionByName-567"><a href="#DataFrame.unionByName-567"><span class="linenos">567</span></a> <span class="n">r_expressions</span> <span class="o">=</span> <span class="p">[]</span> +</span><span id="DataFrame.unionByName-568"><a href="#DataFrame.unionByName-568"><span class="linenos">568</span></a> <span class="n">r_columns_unused</span> <span class="o">=</span> <span class="n">copy</span><span class="p">(</span><span class="n">r_columns</span><span class="p">)</span> +</span><span id="DataFrame.unionByName-569"><a href="#DataFrame.unionByName-569"><span class="linenos">569</span></a> <span class="k">for</span> <span class="n">l_column</span> <span class="ow">in</span> <span class="n">l_columns</span><span class="p">:</span> +</span><span id="DataFrame.unionByName-570"><a href="#DataFrame.unionByName-570"><span class="linenos">570</span></a> <span class="n">l_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> +</span><span id="DataFrame.unionByName-571"><a href="#DataFrame.unionByName-571"><span class="linenos">571</span></a> <span class="k">if</span> <span class="n">l_column</span> <span class="ow">in</span> <span class="n">r_columns</span><span class="p">:</span> +</span><span id="DataFrame.unionByName-572"><a href="#DataFrame.unionByName-572"><span class="linenos">572</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> +</span><span id="DataFrame.unionByName-573"><a href="#DataFrame.unionByName-573"><span class="linenos">573</span></a> <span class="n">r_columns_unused</span><span class="o">.</span><span class="n">remove</span><span class="p">(</span><span class="n">l_column</span><span class="p">)</span> +</span><span id="DataFrame.unionByName-574"><a href="#DataFrame.unionByName-574"><span class="linenos">574</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame.unionByName-575"><a href="#DataFrame.unionByName-575"><span class="linenos">575</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">(),</span> <span class="n">l_column</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span> +</span><span id="DataFrame.unionByName-576"><a href="#DataFrame.unionByName-576"><span class="linenos">576</span></a> <span class="k">for</span> <span class="n">r_column</span> <span class="ow">in</span> <span class="n">r_columns_unused</span><span class="p">:</span> +</span><span id="DataFrame.unionByName-577"><a href="#DataFrame.unionByName-577"><span class="linenos">577</span></a> <span class="n">l_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">(),</span> <span class="n">r_column</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">))</span> +</span><span id="DataFrame.unionByName-578"><a href="#DataFrame.unionByName-578"><span class="linenos">578</span></a> <span class="n">r_expressions</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">r_column</span><span class="p">)</span> +</span><span id="DataFrame.unionByName-579"><a href="#DataFrame.unionByName-579"><span class="linenos">579</span></a> <span class="n">r_df</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="DataFrame.unionByName-580"><a href="#DataFrame.unionByName-580"><span class="linenos">580</span></a> <span class="n">other</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">r_expressions</span><span class="p">))</span> +</span><span id="DataFrame.unionByName-581"><a href="#DataFrame.unionByName-581"><span class="linenos">581</span></a> <span class="p">)</span> +</span><span id="DataFrame.unionByName-582"><a href="#DataFrame.unionByName-582"><span class="linenos">582</span></a> <span class="n">l_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame.unionByName-583"><a href="#DataFrame.unionByName-583"><span class="linenos">583</span></a> <span class="k">if</span> <span class="n">allowMissingColumns</span><span class="p">:</span> +</span><span id="DataFrame.unionByName-584"><a href="#DataFrame.unionByName-584"><span class="linenos">584</span></a> <span class="n">l_df</span> <span class="o">=</span> <span class="n">l_df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">l_expressions</span><span class="p">))</span> +</span><span id="DataFrame.unionByName-585"><a href="#DataFrame.unionByName-585"><span class="linenos">585</span></a> <span class="k">return</span> <span class="n">l_df</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Union</span><span class="p">,</span> <span class="n">r_df</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> </span></pre></div> @@ -2122,9 +2124,9 @@ is unlikely to come up.</p> </div> <a class="headerlink" href="#DataFrame.intersect"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.intersect-586"><a href="#DataFrame.intersect-586"><span class="linenos">586</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame.intersect-587"><a href="#DataFrame.intersect-587"><span class="linenos">587</span></a> <span class="k">def</span> <span class="nf">intersect</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.intersect-588"><a href="#DataFrame.intersect-588"><span class="linenos">588</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Intersect</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.intersect-587"><a href="#DataFrame.intersect-587"><span class="linenos">587</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame.intersect-588"><a href="#DataFrame.intersect-588"><span class="linenos">588</span></a> <span class="k">def</span> <span class="nf">intersect</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.intersect-589"><a href="#DataFrame.intersect-589"><span class="linenos">589</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Intersect</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">True</span><span class="p">)</span> </span></pre></div> @@ -2143,9 +2145,9 @@ is unlikely to come up.</p> </div> <a class="headerlink" href="#DataFrame.intersectAll"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.intersectAll-590"><a href="#DataFrame.intersectAll-590"><span class="linenos">590</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame.intersectAll-591"><a href="#DataFrame.intersectAll-591"><span class="linenos">591</span></a> <span class="k">def</span> <span class="nf">intersectAll</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.intersectAll-592"><a href="#DataFrame.intersectAll-592"><span class="linenos">592</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Intersect</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.intersectAll-591"><a href="#DataFrame.intersectAll-591"><span class="linenos">591</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame.intersectAll-592"><a href="#DataFrame.intersectAll-592"><span class="linenos">592</span></a> <span class="k">def</span> <span class="nf">intersectAll</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.intersectAll-593"><a href="#DataFrame.intersectAll-593"><span class="linenos">593</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Intersect</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> </span></pre></div> @@ -2164,9 +2166,9 @@ is unlikely to come up.</p> </div> <a class="headerlink" href="#DataFrame.exceptAll"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.exceptAll-594"><a href="#DataFrame.exceptAll-594"><span class="linenos">594</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame.exceptAll-595"><a href="#DataFrame.exceptAll-595"><span class="linenos">595</span></a> <span class="k">def</span> <span class="nf">exceptAll</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.exceptAll-596"><a href="#DataFrame.exceptAll-596"><span class="linenos">596</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Except</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.exceptAll-595"><a href="#DataFrame.exceptAll-595"><span class="linenos">595</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame.exceptAll-596"><a href="#DataFrame.exceptAll-596"><span class="linenos">596</span></a> <span class="k">def</span> <span class="nf">exceptAll</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.exceptAll-597"><a href="#DataFrame.exceptAll-597"><span class="linenos">597</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_set_operation</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Except</span><span class="p">,</span> <span class="n">other</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> </span></pre></div> @@ -2185,9 +2187,9 @@ is unlikely to come up.</p> </div> <a class="headerlink" href="#DataFrame.distinct"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.distinct-598"><a href="#DataFrame.distinct-598"><span class="linenos">598</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame.distinct-599"><a href="#DataFrame.distinct-599"><span class="linenos">599</span></a> <span class="k">def</span> <span class="nf">distinct</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.distinct-600"><a href="#DataFrame.distinct-600"><span class="linenos">600</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">distinct</span><span class="p">())</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.distinct-599"><a href="#DataFrame.distinct-599"><span class="linenos">599</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame.distinct-600"><a href="#DataFrame.distinct-600"><span class="linenos">600</span></a> <span class="k">def</span> <span class="nf">distinct</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.distinct-601"><a href="#DataFrame.distinct-601"><span class="linenos">601</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">distinct</span><span class="p">())</span> </span></pre></div> @@ -2206,18 +2208,18 @@ is unlikely to come up.</p> </div> <a class="headerlink" href="#DataFrame.dropDuplicates"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.dropDuplicates-602"><a href="#DataFrame.dropDuplicates-602"><span class="linenos">602</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame.dropDuplicates-603"><a href="#DataFrame.dropDuplicates-603"><span class="linenos">603</span></a> <span class="k">def</span> <span class="nf">dropDuplicates</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span> -</span><span id="DataFrame.dropDuplicates-604"><a href="#DataFrame.dropDuplicates-604"><span class="linenos">604</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">subset</span><span class="p">:</span> -</span><span id="DataFrame.dropDuplicates-605"><a href="#DataFrame.dropDuplicates-605"><span class="linenos">605</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">distinct</span><span class="p">()</span> -</span><span id="DataFrame.dropDuplicates-606"><a href="#DataFrame.dropDuplicates-606"><span class="linenos">606</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="n">ensure_list</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> -</span><span id="DataFrame.dropDuplicates-607"><a href="#DataFrame.dropDuplicates-607"><span class="linenos">607</span></a> <span class="n">window</span> <span class="o">=</span> <span class="n">Window</span><span class="o">.</span><span class="n">partitionBy</span><span class="p">(</span><span class="o">*</span><span class="n">column_names</span><span class="p">)</span><span class="o">.</span><span class="n">orderBy</span><span class="p">(</span><span class="o">*</span><span class="n">column_names</span><span class="p">)</span> -</span><span id="DataFrame.dropDuplicates-608"><a href="#DataFrame.dropDuplicates-608"><span class="linenos">608</span></a> <span class="k">return</span> <span class="p">(</span> -</span><span id="DataFrame.dropDuplicates-609"><a href="#DataFrame.dropDuplicates-609"><span class="linenos">609</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame.dropDuplicates-610"><a href="#DataFrame.dropDuplicates-610"><span class="linenos">610</span></a> <span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">,</span> <span class="n">F</span><span class="o">.</span><span class="n">row_number</span><span class="p">()</span><span class="o">.</span><span class="n">over</span><span class="p">(</span><span class="n">window</span><span class="p">))</span> -</span><span id="DataFrame.dropDuplicates-611"><a href="#DataFrame.dropDuplicates-611"><span class="linenos">611</span></a> <span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">)</span> <span class="o">==</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span> -</span><span id="DataFrame.dropDuplicates-612"><a href="#DataFrame.dropDuplicates-612"><span class="linenos">612</span></a> <span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">)</span> -</span><span id="DataFrame.dropDuplicates-613"><a href="#DataFrame.dropDuplicates-613"><span class="linenos">613</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.dropDuplicates-603"><a href="#DataFrame.dropDuplicates-603"><span class="linenos">603</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame.dropDuplicates-604"><a href="#DataFrame.dropDuplicates-604"><span class="linenos">604</span></a> <span class="k">def</span> <span class="nf">dropDuplicates</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span> +</span><span id="DataFrame.dropDuplicates-605"><a href="#DataFrame.dropDuplicates-605"><span class="linenos">605</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">subset</span><span class="p">:</span> +</span><span id="DataFrame.dropDuplicates-606"><a href="#DataFrame.dropDuplicates-606"><span class="linenos">606</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">distinct</span><span class="p">()</span> +</span><span id="DataFrame.dropDuplicates-607"><a href="#DataFrame.dropDuplicates-607"><span class="linenos">607</span></a> <span class="n">column_names</span> <span class="o">=</span> <span class="n">ensure_list</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> +</span><span id="DataFrame.dropDuplicates-608"><a href="#DataFrame.dropDuplicates-608"><span class="linenos">608</span></a> <span class="n">window</span> <span class="o">=</span> <span class="n">Window</span><span class="o">.</span><span class="n">partitionBy</span><span class="p">(</span><span class="o">*</span><span class="n">column_names</span><span class="p">)</span><span class="o">.</span><span class="n">orderBy</span><span class="p">(</span><span class="o">*</span><span class="n">column_names</span><span class="p">)</span> +</span><span id="DataFrame.dropDuplicates-609"><a href="#DataFrame.dropDuplicates-609"><span class="linenos">609</span></a> <span class="k">return</span> <span class="p">(</span> +</span><span id="DataFrame.dropDuplicates-610"><a href="#DataFrame.dropDuplicates-610"><span class="linenos">610</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame.dropDuplicates-611"><a href="#DataFrame.dropDuplicates-611"><span class="linenos">611</span></a> <span class="o">.</span><span class="n">withColumn</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">,</span> <span class="n">F</span><span class="o">.</span><span class="n">row_number</span><span class="p">()</span><span class="o">.</span><span class="n">over</span><span class="p">(</span><span class="n">window</span><span class="p">))</span> +</span><span id="DataFrame.dropDuplicates-612"><a href="#DataFrame.dropDuplicates-612"><span class="linenos">612</span></a> <span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">)</span> <span class="o">==</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span> +</span><span id="DataFrame.dropDuplicates-613"><a href="#DataFrame.dropDuplicates-613"><span class="linenos">613</span></a> <span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s2">"row_num"</span><span class="p">)</span> +</span><span id="DataFrame.dropDuplicates-614"><a href="#DataFrame.dropDuplicates-614"><span class="linenos">614</span></a> <span class="p">)</span> </span></pre></div> @@ -2236,38 +2238,38 @@ is unlikely to come up.</p> </div> <a class="headerlink" href="#DataFrame.dropna"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.dropna-615"><a href="#DataFrame.dropna-615"><span class="linenos">615</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame.dropna-616"><a href="#DataFrame.dropna-616"><span class="linenos">616</span></a> <span class="k">def</span> <span class="nf">dropna</span><span class="p">(</span> -</span><span id="DataFrame.dropna-617"><a href="#DataFrame.dropna-617"><span class="linenos">617</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrame.dropna-618"><a href="#DataFrame.dropna-618"><span class="linenos">618</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"any"</span><span class="p">,</span> -</span><span id="DataFrame.dropna-619"><a href="#DataFrame.dropna-619"><span class="linenos">619</span></a> <span class="n">thresh</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame.dropna-620"><a href="#DataFrame.dropna-620"><span class="linenos">620</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame.dropna-621"><a href="#DataFrame.dropna-621"><span class="linenos">621</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.dropna-622"><a href="#DataFrame.dropna-622"><span class="linenos">622</span></a> <span class="n">minimum_non_null</span> <span class="o">=</span> <span class="n">thresh</span> <span class="ow">or</span> <span class="mi">0</span> <span class="c1"># will be determined later if thresh is null</span> -</span><span id="DataFrame.dropna-623"><a href="#DataFrame.dropna-623"><span class="linenos">623</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame.dropna-624"><a href="#DataFrame.dropna-624"><span class="linenos">624</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame.dropna-625"><a href="#DataFrame.dropna-625"><span class="linenos">625</span></a> <span class="k">if</span> <span class="n">subset</span><span class="p">:</span> -</span><span id="DataFrame.dropna-626"><a href="#DataFrame.dropna-626"><span class="linenos">626</span></a> <span class="n">null_check_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> -</span><span id="DataFrame.dropna-627"><a href="#DataFrame.dropna-627"><span class="linenos">627</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame.dropna-628"><a href="#DataFrame.dropna-628"><span class="linenos">628</span></a> <span class="n">null_check_columns</span> <span class="o">=</span> <span class="n">all_columns</span> -</span><span id="DataFrame.dropna-629"><a href="#DataFrame.dropna-629"><span class="linenos">629</span></a> <span class="k">if</span> <span class="n">thresh</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> -</span><span id="DataFrame.dropna-630"><a href="#DataFrame.dropna-630"><span class="linenos">630</span></a> <span class="n">minimum_num_nulls</span> <span class="o">=</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">how</span> <span class="o">==</span> <span class="s2">"any"</span> <span class="k">else</span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span> -</span><span id="DataFrame.dropna-631"><a href="#DataFrame.dropna-631"><span class="linenos">631</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame.dropna-632"><a href="#DataFrame.dropna-632"><span class="linenos">632</span></a> <span class="n">minimum_num_nulls</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span> <span class="o">-</span> <span class="n">minimum_non_null</span> <span class="o">+</span> <span class="mi">1</span> -</span><span id="DataFrame.dropna-633"><a href="#DataFrame.dropna-633"><span class="linenos">633</span></a> <span class="k">if</span> <span class="n">minimum_num_nulls</span> <span class="o">></span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">):</span> -</span><span id="DataFrame.dropna-634"><a href="#DataFrame.dropna-634"><span class="linenos">634</span></a> <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span> -</span><span id="DataFrame.dropna-635"><a href="#DataFrame.dropna-635"><span class="linenos">635</span></a> <span class="sa">f</span><span class="s2">"The minimum num nulls for dropna must be less than or equal to the number of columns. "</span> -</span><span id="DataFrame.dropna-636"><a href="#DataFrame.dropna-636"><span class="linenos">636</span></a> <span class="sa">f</span><span class="s2">"Minimum num nulls: </span><span class="si">{</span><span class="n">minimum_num_nulls</span><span class="si">}</span><span class="s2">, Num Columns: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span> -</span><span id="DataFrame.dropna-637"><a href="#DataFrame.dropna-637"><span class="linenos">637</span></a> <span class="p">)</span> -</span><span id="DataFrame.dropna-638"><a href="#DataFrame.dropna-638"><span class="linenos">638</span></a> <span class="n">if_null_checks</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.dropna-639"><a href="#DataFrame.dropna-639"><span class="linenos">639</span></a> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">isNull</span><span class="p">(),</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">null_check_columns</span> -</span><span id="DataFrame.dropna-640"><a href="#DataFrame.dropna-640"><span class="linenos">640</span></a> <span class="p">]</span> -</span><span id="DataFrame.dropna-641"><a href="#DataFrame.dropna-641"><span class="linenos">641</span></a> <span class="n">nulls_added_together</span> <span class="o">=</span> <span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">+</span> <span class="n">y</span><span class="p">,</span> <span class="n">if_null_checks</span><span class="p">)</span> -</span><span id="DataFrame.dropna-642"><a href="#DataFrame.dropna-642"><span class="linenos">642</span></a> <span class="n">num_nulls</span> <span class="o">=</span> <span class="n">nulls_added_together</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="s2">"num_nulls"</span><span class="p">)</span> -</span><span id="DataFrame.dropna-643"><a href="#DataFrame.dropna-643"><span class="linenos">643</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">num_nulls</span><span class="p">,</span> <span class="n">append</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> -</span><span id="DataFrame.dropna-644"><a href="#DataFrame.dropna-644"><span class="linenos">644</span></a> <span class="n">filtered_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">"num_nulls"</span><span class="p">)</span> <span class="o"><</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="n">minimum_num_nulls</span><span class="p">))</span> -</span><span id="DataFrame.dropna-645"><a href="#DataFrame.dropna-645"><span class="linenos">645</span></a> <span class="n">final_df</span> <span class="o">=</span> <span class="n">filtered_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">all_columns</span><span class="p">)</span> -</span><span id="DataFrame.dropna-646"><a href="#DataFrame.dropna-646"><span class="linenos">646</span></a> <span class="k">return</span> <span class="n">final_df</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.dropna-616"><a href="#DataFrame.dropna-616"><span class="linenos">616</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame.dropna-617"><a href="#DataFrame.dropna-617"><span class="linenos">617</span></a> <span class="k">def</span> <span class="nf">dropna</span><span class="p">(</span> +</span><span id="DataFrame.dropna-618"><a href="#DataFrame.dropna-618"><span class="linenos">618</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrame.dropna-619"><a href="#DataFrame.dropna-619"><span class="linenos">619</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"any"</span><span class="p">,</span> +</span><span id="DataFrame.dropna-620"><a href="#DataFrame.dropna-620"><span class="linenos">620</span></a> <span class="n">thresh</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame.dropna-621"><a href="#DataFrame.dropna-621"><span class="linenos">621</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame.dropna-622"><a href="#DataFrame.dropna-622"><span class="linenos">622</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.dropna-623"><a href="#DataFrame.dropna-623"><span class="linenos">623</span></a> <span class="n">minimum_non_null</span> <span class="o">=</span> <span class="n">thresh</span> <span class="ow">or</span> <span class="mi">0</span> <span class="c1"># will be determined later if thresh is null</span> +</span><span id="DataFrame.dropna-624"><a href="#DataFrame.dropna-624"><span class="linenos">624</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame.dropna-625"><a href="#DataFrame.dropna-625"><span class="linenos">625</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame.dropna-626"><a href="#DataFrame.dropna-626"><span class="linenos">626</span></a> <span class="k">if</span> <span class="n">subset</span><span class="p">:</span> +</span><span id="DataFrame.dropna-627"><a href="#DataFrame.dropna-627"><span class="linenos">627</span></a> <span class="n">null_check_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> +</span><span id="DataFrame.dropna-628"><a href="#DataFrame.dropna-628"><span class="linenos">628</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame.dropna-629"><a href="#DataFrame.dropna-629"><span class="linenos">629</span></a> <span class="n">null_check_columns</span> <span class="o">=</span> <span class="n">all_columns</span> +</span><span id="DataFrame.dropna-630"><a href="#DataFrame.dropna-630"><span class="linenos">630</span></a> <span class="k">if</span> <span class="n">thresh</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> +</span><span id="DataFrame.dropna-631"><a href="#DataFrame.dropna-631"><span class="linenos">631</span></a> <span class="n">minimum_num_nulls</span> <span class="o">=</span> <span class="mi">1</span> <span class="k">if</span> <span class="n">how</span> <span class="o">==</span> <span class="s2">"any"</span> <span class="k">else</span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span> +</span><span id="DataFrame.dropna-632"><a href="#DataFrame.dropna-632"><span class="linenos">632</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame.dropna-633"><a href="#DataFrame.dropna-633"><span class="linenos">633</span></a> <span class="n">minimum_num_nulls</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span> <span class="o">-</span> <span class="n">minimum_non_null</span> <span class="o">+</span> <span class="mi">1</span> +</span><span id="DataFrame.dropna-634"><a href="#DataFrame.dropna-634"><span class="linenos">634</span></a> <span class="k">if</span> <span class="n">minimum_num_nulls</span> <span class="o">></span> <span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">):</span> +</span><span id="DataFrame.dropna-635"><a href="#DataFrame.dropna-635"><span class="linenos">635</span></a> <span class="k">raise</span> <span class="ne">RuntimeError</span><span class="p">(</span> +</span><span id="DataFrame.dropna-636"><a href="#DataFrame.dropna-636"><span class="linenos">636</span></a> <span class="sa">f</span><span class="s2">"The minimum num nulls for dropna must be less than or equal to the number of columns. "</span> +</span><span id="DataFrame.dropna-637"><a href="#DataFrame.dropna-637"><span class="linenos">637</span></a> <span class="sa">f</span><span class="s2">"Minimum num nulls: </span><span class="si">{</span><span class="n">minimum_num_nulls</span><span class="si">}</span><span class="s2">, Num Columns: </span><span class="si">{</span><span class="nb">len</span><span class="p">(</span><span class="n">null_check_columns</span><span class="p">)</span><span class="si">}</span><span class="s2">"</span> +</span><span id="DataFrame.dropna-638"><a href="#DataFrame.dropna-638"><span class="linenos">638</span></a> <span class="p">)</span> +</span><span id="DataFrame.dropna-639"><a href="#DataFrame.dropna-639"><span class="linenos">639</span></a> <span class="n">if_null_checks</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.dropna-640"><a href="#DataFrame.dropna-640"><span class="linenos">640</span></a> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">isNull</span><span class="p">(),</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">1</span><span class="p">))</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="mi">0</span><span class="p">))</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">null_check_columns</span> +</span><span id="DataFrame.dropna-641"><a href="#DataFrame.dropna-641"><span class="linenos">641</span></a> <span class="p">]</span> +</span><span id="DataFrame.dropna-642"><a href="#DataFrame.dropna-642"><span class="linenos">642</span></a> <span class="n">nulls_added_together</span> <span class="o">=</span> <span class="n">functools</span><span class="o">.</span><span class="n">reduce</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">x</span> <span class="o">+</span> <span class="n">y</span><span class="p">,</span> <span class="n">if_null_checks</span><span class="p">)</span> +</span><span id="DataFrame.dropna-643"><a href="#DataFrame.dropna-643"><span class="linenos">643</span></a> <span class="n">num_nulls</span> <span class="o">=</span> <span class="n">nulls_added_together</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="s2">"num_nulls"</span><span class="p">)</span> +</span><span id="DataFrame.dropna-644"><a href="#DataFrame.dropna-644"><span class="linenos">644</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">num_nulls</span><span class="p">,</span> <span class="n">append</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> +</span><span id="DataFrame.dropna-645"><a href="#DataFrame.dropna-645"><span class="linenos">645</span></a> <span class="n">filtered_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">F</span><span class="o">.</span><span class="n">col</span><span class="p">(</span><span class="s2">"num_nulls"</span><span class="p">)</span> <span class="o"><</span> <span class="n">F</span><span class="o">.</span><span class="n">lit</span><span class="p">(</span><span class="n">minimum_num_nulls</span><span class="p">))</span> +</span><span id="DataFrame.dropna-646"><a href="#DataFrame.dropna-646"><span class="linenos">646</span></a> <span class="n">final_df</span> <span class="o">=</span> <span class="n">filtered_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">all_columns</span><span class="p">)</span> +</span><span id="DataFrame.dropna-647"><a href="#DataFrame.dropna-647"><span class="linenos">647</span></a> <span class="k">return</span> <span class="n">final_df</span> </span></pre></div> @@ -2280,55 +2282,55 @@ is unlikely to come up.</p> <div class="decorator">@operation(Operation.FROM)</div> <span class="def">def</span> - <span class="name">fillna</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">value</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043310407712'</span><span class="o">></span>,</span><span class="param"> <span class="n">subset</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">NoneType</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></span><span class="return-annotation">) -> <span class="n"><a href="#DataFrame">sqlglot.dataframe.sql.DataFrame</a></span>:</span></span> + <span class="name">fillna</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">value</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135089923520'</span><span class="o">></span>,</span><span class="param"> <span class="n">subset</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">],</span> <span class="n">NoneType</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></span><span class="return-annotation">) -> <span class="n"><a href="#DataFrame">sqlglot.dataframe.sql.DataFrame</a></span>:</span></span> <label class="view-source-button" for="DataFrame.fillna-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#DataFrame.fillna"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.fillna-648"><a href="#DataFrame.fillna-648"><span class="linenos">648</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame.fillna-649"><a href="#DataFrame.fillna-649"><span class="linenos">649</span></a> <span class="k">def</span> <span class="nf">fillna</span><span class="p">(</span> -</span><span id="DataFrame.fillna-650"><a href="#DataFrame.fillna-650"><span class="linenos">650</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrame.fillna-651"><a href="#DataFrame.fillna-651"><span class="linenos">651</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnLiterals</span><span class="p">],</span> -</span><span id="DataFrame.fillna-652"><a href="#DataFrame.fillna-652"><span class="linenos">652</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame.fillna-653"><a href="#DataFrame.fillna-653"><span class="linenos">653</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.fillna-654"><a href="#DataFrame.fillna-654"><span class="linenos">654</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="DataFrame.fillna-655"><a href="#DataFrame.fillna-655"><span class="linenos">655</span></a><span class="sd"> Functionality Difference: If you provide a value to replace a null and that type conflicts</span> -</span><span id="DataFrame.fillna-656"><a href="#DataFrame.fillna-656"><span class="linenos">656</span></a><span class="sd"> with the type of the column then PySpark will just ignore your replacement.</span> -</span><span id="DataFrame.fillna-657"><a href="#DataFrame.fillna-657"><span class="linenos">657</span></a><span class="sd"> This will try to cast them to be the same in some cases. So they won't always match.</span> -</span><span id="DataFrame.fillna-658"><a href="#DataFrame.fillna-658"><span class="linenos">658</span></a><span class="sd"> Best to not mix types so make sure replacement is the same type as the column</span> -</span><span id="DataFrame.fillna-659"><a href="#DataFrame.fillna-659"><span class="linenos">659</span></a> -</span><span id="DataFrame.fillna-660"><a href="#DataFrame.fillna-660"><span class="linenos">660</span></a><span class="sd"> Possibility for improvement: Use `typeof` function to get the type of the column</span> -</span><span id="DataFrame.fillna-661"><a href="#DataFrame.fillna-661"><span class="linenos">661</span></a><span class="sd"> and check if it matches the type of the value provided. If not then make it null.</span> -</span><span id="DataFrame.fillna-662"><a href="#DataFrame.fillna-662"><span class="linenos">662</span></a><span class="sd"> """</span> -</span><span id="DataFrame.fillna-663"><a href="#DataFrame.fillna-663"><span class="linenos">663</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> -</span><span id="DataFrame.fillna-664"><a href="#DataFrame.fillna-664"><span class="linenos">664</span></a> -</span><span id="DataFrame.fillna-665"><a href="#DataFrame.fillna-665"><span class="linenos">665</span></a> <span class="n">values</span> <span class="o">=</span> <span class="kc">None</span> -</span><span id="DataFrame.fillna-666"><a href="#DataFrame.fillna-666"><span class="linenos">666</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="kc">None</span> -</span><span id="DataFrame.fillna-667"><a href="#DataFrame.fillna-667"><span class="linenos">667</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame.fillna-668"><a href="#DataFrame.fillna-668"><span class="linenos">668</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame.fillna-669"><a href="#DataFrame.fillna-669"><span class="linenos">669</span></a> <span class="n">all_column_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">}</span> -</span><span id="DataFrame.fillna-670"><a href="#DataFrame.fillna-670"><span class="linenos">670</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span> -</span><span id="DataFrame.fillna-671"><a href="#DataFrame.fillna-671"><span class="linenos">671</span></a> <span class="n">values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">value</span><span class="o">.</span><span class="n">values</span><span class="p">())</span> -</span><span id="DataFrame.fillna-672"><a href="#DataFrame.fillna-672"><span class="linenos">672</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">value</span><span class="p">))</span> -</span><span id="DataFrame.fillna-673"><a href="#DataFrame.fillna-673"><span class="linenos">673</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">columns</span><span class="p">:</span> -</span><span id="DataFrame.fillna-674"><a href="#DataFrame.fillna-674"><span class="linenos">674</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> <span class="k">if</span> <span class="n">subset</span> <span class="k">else</span> <span class="n">all_columns</span> -</span><span id="DataFrame.fillna-675"><a href="#DataFrame.fillna-675"><span class="linenos">675</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">values</span><span class="p">:</span> -</span><span id="DataFrame.fillna-676"><a href="#DataFrame.fillna-676"><span class="linenos">676</span></a> <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame.fillna-677"><a href="#DataFrame.fillna-677"><span class="linenos">677</span></a> <span class="n">value_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">values</span><span class="p">]</span> -</span><span id="DataFrame.fillna-678"><a href="#DataFrame.fillna-678"><span class="linenos">678</span></a> -</span><span id="DataFrame.fillna-679"><a href="#DataFrame.fillna-679"><span class="linenos">679</span></a> <span class="n">null_replacement_mapping</span> <span class="o">=</span> <span class="p">{</span> -</span><span id="DataFrame.fillna-680"><a href="#DataFrame.fillna-680"><span class="linenos">680</span></a> <span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="p">(</span> -</span><span id="DataFrame.fillna-681"><a href="#DataFrame.fillna-681"><span class="linenos">681</span></a> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">isNull</span><span class="p">(),</span> <span class="n">value</span><span class="p">)</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">column</span><span class="p">)</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> -</span><span id="DataFrame.fillna-682"><a href="#DataFrame.fillna-682"><span class="linenos">682</span></a> <span class="p">)</span> -</span><span id="DataFrame.fillna-683"><a href="#DataFrame.fillna-683"><span class="linenos">683</span></a> <span class="k">for</span> <span class="n">column</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">columns</span><span class="p">,</span> <span class="n">value_columns</span><span class="p">)</span> -</span><span id="DataFrame.fillna-684"><a href="#DataFrame.fillna-684"><span class="linenos">684</span></a> <span class="p">}</span> -</span><span id="DataFrame.fillna-685"><a href="#DataFrame.fillna-685"><span class="linenos">685</span></a> <span class="n">null_replacement_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="o">**</span><span class="n">all_column_mapping</span><span class="p">,</span> <span class="o">**</span><span class="n">null_replacement_mapping</span><span class="p">}</span> -</span><span id="DataFrame.fillna-686"><a href="#DataFrame.fillna-686"><span class="linenos">686</span></a> <span class="n">null_replacement_columns</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.fillna-687"><a href="#DataFrame.fillna-687"><span class="linenos">687</span></a> <span class="n">null_replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span> -</span><span id="DataFrame.fillna-688"><a href="#DataFrame.fillna-688"><span class="linenos">688</span></a> <span class="p">]</span> -</span><span id="DataFrame.fillna-689"><a href="#DataFrame.fillna-689"><span class="linenos">689</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">null_replacement_columns</span><span class="p">)</span> -</span><span id="DataFrame.fillna-690"><a href="#DataFrame.fillna-690"><span class="linenos">690</span></a> <span class="k">return</span> <span class="n">new_df</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.fillna-649"><a href="#DataFrame.fillna-649"><span class="linenos">649</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame.fillna-650"><a href="#DataFrame.fillna-650"><span class="linenos">650</span></a> <span class="k">def</span> <span class="nf">fillna</span><span class="p">(</span> +</span><span id="DataFrame.fillna-651"><a href="#DataFrame.fillna-651"><span class="linenos">651</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrame.fillna-652"><a href="#DataFrame.fillna-652"><span class="linenos">652</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnLiterals</span><span class="p">],</span> +</span><span id="DataFrame.fillna-653"><a href="#DataFrame.fillna-653"><span class="linenos">653</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame.fillna-654"><a href="#DataFrame.fillna-654"><span class="linenos">654</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.fillna-655"><a href="#DataFrame.fillna-655"><span class="linenos">655</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="DataFrame.fillna-656"><a href="#DataFrame.fillna-656"><span class="linenos">656</span></a><span class="sd"> Functionality Difference: If you provide a value to replace a null and that type conflicts</span> +</span><span id="DataFrame.fillna-657"><a href="#DataFrame.fillna-657"><span class="linenos">657</span></a><span class="sd"> with the type of the column then PySpark will just ignore your replacement.</span> +</span><span id="DataFrame.fillna-658"><a href="#DataFrame.fillna-658"><span class="linenos">658</span></a><span class="sd"> This will try to cast them to be the same in some cases. So they won't always match.</span> +</span><span id="DataFrame.fillna-659"><a href="#DataFrame.fillna-659"><span class="linenos">659</span></a><span class="sd"> Best to not mix types so make sure replacement is the same type as the column</span> +</span><span id="DataFrame.fillna-660"><a href="#DataFrame.fillna-660"><span class="linenos">660</span></a> +</span><span id="DataFrame.fillna-661"><a href="#DataFrame.fillna-661"><span class="linenos">661</span></a><span class="sd"> Possibility for improvement: Use `typeof` function to get the type of the column</span> +</span><span id="DataFrame.fillna-662"><a href="#DataFrame.fillna-662"><span class="linenos">662</span></a><span class="sd"> and check if it matches the type of the value provided. If not then make it null.</span> +</span><span id="DataFrame.fillna-663"><a href="#DataFrame.fillna-663"><span class="linenos">663</span></a><span class="sd"> """</span> +</span><span id="DataFrame.fillna-664"><a href="#DataFrame.fillna-664"><span class="linenos">664</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> +</span><span id="DataFrame.fillna-665"><a href="#DataFrame.fillna-665"><span class="linenos">665</span></a> +</span><span id="DataFrame.fillna-666"><a href="#DataFrame.fillna-666"><span class="linenos">666</span></a> <span class="n">values</span> <span class="o">=</span> <span class="kc">None</span> +</span><span id="DataFrame.fillna-667"><a href="#DataFrame.fillna-667"><span class="linenos">667</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="kc">None</span> +</span><span id="DataFrame.fillna-668"><a href="#DataFrame.fillna-668"><span class="linenos">668</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame.fillna-669"><a href="#DataFrame.fillna-669"><span class="linenos">669</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame.fillna-670"><a href="#DataFrame.fillna-670"><span class="linenos">670</span></a> <span class="n">all_column_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">}</span> +</span><span id="DataFrame.fillna-671"><a href="#DataFrame.fillna-671"><span class="linenos">671</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span> +</span><span id="DataFrame.fillna-672"><a href="#DataFrame.fillna-672"><span class="linenos">672</span></a> <span class="n">values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">value</span><span class="o">.</span><span class="n">values</span><span class="p">())</span> +</span><span id="DataFrame.fillna-673"><a href="#DataFrame.fillna-673"><span class="linenos">673</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">value</span><span class="p">))</span> +</span><span id="DataFrame.fillna-674"><a href="#DataFrame.fillna-674"><span class="linenos">674</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">columns</span><span class="p">:</span> +</span><span id="DataFrame.fillna-675"><a href="#DataFrame.fillna-675"><span class="linenos">675</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> <span class="k">if</span> <span class="n">subset</span> <span class="k">else</span> <span class="n">all_columns</span> +</span><span id="DataFrame.fillna-676"><a href="#DataFrame.fillna-676"><span class="linenos">676</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">values</span><span class="p">:</span> +</span><span id="DataFrame.fillna-677"><a href="#DataFrame.fillna-677"><span class="linenos">677</span></a> <span class="n">values</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame.fillna-678"><a href="#DataFrame.fillna-678"><span class="linenos">678</span></a> <span class="n">value_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">values</span><span class="p">]</span> +</span><span id="DataFrame.fillna-679"><a href="#DataFrame.fillna-679"><span class="linenos">679</span></a> +</span><span id="DataFrame.fillna-680"><a href="#DataFrame.fillna-680"><span class="linenos">680</span></a> <span class="n">null_replacement_mapping</span> <span class="o">=</span> <span class="p">{</span> +</span><span id="DataFrame.fillna-681"><a href="#DataFrame.fillna-681"><span class="linenos">681</span></a> <span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="p">(</span> +</span><span id="DataFrame.fillna-682"><a href="#DataFrame.fillna-682"><span class="linenos">682</span></a> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">isNull</span><span class="p">(),</span> <span class="n">value</span><span class="p">)</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">column</span><span class="p">)</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">)</span> +</span><span id="DataFrame.fillna-683"><a href="#DataFrame.fillna-683"><span class="linenos">683</span></a> <span class="p">)</span> +</span><span id="DataFrame.fillna-684"><a href="#DataFrame.fillna-684"><span class="linenos">684</span></a> <span class="k">for</span> <span class="n">column</span><span class="p">,</span> <span class="n">value</span> <span class="ow">in</span> <span class="nb">zip</span><span class="p">(</span><span class="n">columns</span><span class="p">,</span> <span class="n">value_columns</span><span class="p">)</span> +</span><span id="DataFrame.fillna-685"><a href="#DataFrame.fillna-685"><span class="linenos">685</span></a> <span class="p">}</span> +</span><span id="DataFrame.fillna-686"><a href="#DataFrame.fillna-686"><span class="linenos">686</span></a> <span class="n">null_replacement_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="o">**</span><span class="n">all_column_mapping</span><span class="p">,</span> <span class="o">**</span><span class="n">null_replacement_mapping</span><span class="p">}</span> +</span><span id="DataFrame.fillna-687"><a href="#DataFrame.fillna-687"><span class="linenos">687</span></a> <span class="n">null_replacement_columns</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.fillna-688"><a href="#DataFrame.fillna-688"><span class="linenos">688</span></a> <span class="n">null_replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span> +</span><span id="DataFrame.fillna-689"><a href="#DataFrame.fillna-689"><span class="linenos">689</span></a> <span class="p">]</span> +</span><span id="DataFrame.fillna-690"><a href="#DataFrame.fillna-690"><span class="linenos">690</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">null_replacement_columns</span><span class="p">)</span> +</span><span id="DataFrame.fillna-691"><a href="#DataFrame.fillna-691"><span class="linenos">691</span></a> <span class="k">return</span> <span class="n">new_df</span> </span></pre></div> @@ -2349,59 +2351,59 @@ and check if it matches the type of the value provided. If not then make it null <div class="decorator">@operation(Operation.FROM)</div> <span class="def">def</span> - <span class="name">replace</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">to_replace</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">]</span>,</span><span class="param"> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">NoneType</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">subset</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="n">Collection</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043310703920'</span><span class="o">></span><span class="p">],</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043310703920'</span><span class="o">></span><span class="p">,</span> <span class="n">NoneType</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></span><span class="return-annotation">) -> <span class="n"><a href="#DataFrame">sqlglot.dataframe.sql.DataFrame</a></span>:</span></span> + <span class="name">replace</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">to_replace</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">Dict</span><span class="p">]</span>,</span><span class="param"> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">List</span><span class="p">,</span> <span class="n">NoneType</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>,</span><span class="param"> <span class="n">subset</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="n">Collection</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135090028608'</span><span class="o">></span><span class="p">],</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135090028608'</span><span class="o">></span><span class="p">,</span> <span class="n">NoneType</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span></span><span class="return-annotation">) -> <span class="n"><a href="#DataFrame">sqlglot.dataframe.sql.DataFrame</a></span>:</span></span> <label class="view-source-button" for="DataFrame.replace-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#DataFrame.replace"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.replace-692"><a href="#DataFrame.replace-692"><span class="linenos">692</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> -</span><span id="DataFrame.replace-693"><a href="#DataFrame.replace-693"><span class="linenos">693</span></a> <span class="k">def</span> <span class="nf">replace</span><span class="p">(</span> -</span><span id="DataFrame.replace-694"><a href="#DataFrame.replace-694"><span class="linenos">694</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrame.replace-695"><a href="#DataFrame.replace-695"><span class="linenos">695</span></a> <span class="n">to_replace</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> -</span><span id="DataFrame.replace-696"><a href="#DataFrame.replace-696"><span class="linenos">696</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame.replace-697"><a href="#DataFrame.replace-697"><span class="linenos">697</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Collection</span><span class="p">[</span><span class="n">ColumnOrName</span><span class="p">]</span> <span class="o">|</span> <span class="n">ColumnOrName</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrame.replace-698"><a href="#DataFrame.replace-698"><span class="linenos">698</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.replace-699"><a href="#DataFrame.replace-699"><span class="linenos">699</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> -</span><span id="DataFrame.replace-700"><a href="#DataFrame.replace-700"><span class="linenos">700</span></a> -</span><span id="DataFrame.replace-701"><a href="#DataFrame.replace-701"><span class="linenos">701</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="kc">None</span> -</span><span id="DataFrame.replace-702"><a href="#DataFrame.replace-702"><span class="linenos">702</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame.replace-703"><a href="#DataFrame.replace-703"><span class="linenos">703</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame.replace-704"><a href="#DataFrame.replace-704"><span class="linenos">704</span></a> <span class="n">all_column_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">}</span> -</span><span id="DataFrame.replace-705"><a href="#DataFrame.replace-705"><span class="linenos">705</span></a> -</span><span id="DataFrame.replace-706"><a href="#DataFrame.replace-706"><span class="linenos">706</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> <span class="k">if</span> <span class="n">subset</span> <span class="k">else</span> <span class="n">all_columns</span> -</span><span id="DataFrame.replace-707"><a href="#DataFrame.replace-707"><span class="linenos">707</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">to_replace</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span> -</span><span id="DataFrame.replace-708"><a href="#DataFrame.replace-708"><span class="linenos">708</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">to_replace</span><span class="p">)</span> -</span><span id="DataFrame.replace-709"><a href="#DataFrame.replace-709"><span class="linenos">709</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">to_replace</span><span class="o">.</span><span class="n">values</span><span class="p">())</span> -</span><span id="DataFrame.replace-710"><a href="#DataFrame.replace-710"><span class="linenos">710</span></a> <span class="k">elif</span> <span class="ow">not</span> <span class="n">old_values</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">to_replace</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> -</span><span id="DataFrame.replace-711"><a href="#DataFrame.replace-711"><span class="linenos">711</span></a> <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">list</span><span class="p">),</span> <span class="s2">"value must be a list since the replacements are a list"</span> -</span><span id="DataFrame.replace-712"><a href="#DataFrame.replace-712"><span class="linenos">712</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">to_replace</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span> -</span><span id="DataFrame.replace-713"><a href="#DataFrame.replace-713"><span class="linenos">713</span></a> <span class="n">value</span> -</span><span id="DataFrame.replace-714"><a href="#DataFrame.replace-714"><span class="linenos">714</span></a> <span class="p">),</span> <span class="s2">"the replacements and values must be the same length"</span> -</span><span id="DataFrame.replace-715"><a href="#DataFrame.replace-715"><span class="linenos">715</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="n">to_replace</span> -</span><span id="DataFrame.replace-716"><a href="#DataFrame.replace-716"><span class="linenos">716</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="n">value</span> -</span><span id="DataFrame.replace-717"><a href="#DataFrame.replace-717"><span class="linenos">717</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame.replace-718"><a href="#DataFrame.replace-718"><span class="linenos">718</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">to_replace</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame.replace-719"><a href="#DataFrame.replace-719"><span class="linenos">719</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrame.replace-720"><a href="#DataFrame.replace-720"><span class="linenos">720</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">old_values</span><span class="p">]</span> -</span><span id="DataFrame.replace-721"><a href="#DataFrame.replace-721"><span class="linenos">721</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">new_values</span><span class="p">]</span> -</span><span id="DataFrame.replace-722"><a href="#DataFrame.replace-722"><span class="linenos">722</span></a> -</span><span id="DataFrame.replace-723"><a href="#DataFrame.replace-723"><span class="linenos">723</span></a> <span class="n">replacement_mapping</span> <span class="o">=</span> <span class="p">{}</span> -</span><span id="DataFrame.replace-724"><a href="#DataFrame.replace-724"><span class="linenos">724</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">:</span> -</span><span id="DataFrame.replace-725"><a href="#DataFrame.replace-725"><span class="linenos">725</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span> -</span><span id="DataFrame.replace-726"><a href="#DataFrame.replace-726"><span class="linenos">726</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">old_values</span><span class="p">,</span> <span class="n">new_values</span><span class="p">)):</span> -</span><span id="DataFrame.replace-727"><a href="#DataFrame.replace-727"><span class="linenos">727</span></a> <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> -</span><span id="DataFrame.replace-728"><a href="#DataFrame.replace-728"><span class="linenos">728</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span> <span class="o">==</span> <span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> -</span><span id="DataFrame.replace-729"><a href="#DataFrame.replace-729"><span class="linenos">729</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame.replace-730"><a href="#DataFrame.replace-730"><span class="linenos">730</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span> <span class="o">==</span> <span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> <span class="c1"># type: ignore</span> -</span><span id="DataFrame.replace-731"><a href="#DataFrame.replace-731"><span class="linenos">731</span></a> <span class="n">replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">column</span><span class="p">)</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span> -</span><span id="DataFrame.replace-732"><a href="#DataFrame.replace-732"><span class="linenos">732</span></a> <span class="n">column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> -</span><span id="DataFrame.replace-733"><a href="#DataFrame.replace-733"><span class="linenos">733</span></a> <span class="p">)</span> -</span><span id="DataFrame.replace-734"><a href="#DataFrame.replace-734"><span class="linenos">734</span></a> -</span><span id="DataFrame.replace-735"><a href="#DataFrame.replace-735"><span class="linenos">735</span></a> <span class="n">replacement_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="o">**</span><span class="n">all_column_mapping</span><span class="p">,</span> <span class="o">**</span><span class="n">replacement_mapping</span><span class="p">}</span> -</span><span id="DataFrame.replace-736"><a href="#DataFrame.replace-736"><span class="linenos">736</span></a> <span class="n">replacement_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">]</span> -</span><span id="DataFrame.replace-737"><a href="#DataFrame.replace-737"><span class="linenos">737</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">replacement_columns</span><span class="p">)</span> -</span><span id="DataFrame.replace-738"><a href="#DataFrame.replace-738"><span class="linenos">738</span></a> <span class="k">return</span> <span class="n">new_df</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.replace-693"><a href="#DataFrame.replace-693"><span class="linenos">693</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">FROM</span><span class="p">)</span> +</span><span id="DataFrame.replace-694"><a href="#DataFrame.replace-694"><span class="linenos">694</span></a> <span class="k">def</span> <span class="nf">replace</span><span class="p">(</span> +</span><span id="DataFrame.replace-695"><a href="#DataFrame.replace-695"><span class="linenos">695</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrame.replace-696"><a href="#DataFrame.replace-696"><span class="linenos">696</span></a> <span class="n">to_replace</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> +</span><span id="DataFrame.replace-697"><a href="#DataFrame.replace-697"><span class="linenos">697</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame.replace-698"><a href="#DataFrame.replace-698"><span class="linenos">698</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Collection</span><span class="p">[</span><span class="n">ColumnOrName</span><span class="p">]</span> <span class="o">|</span> <span class="n">ColumnOrName</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrame.replace-699"><a href="#DataFrame.replace-699"><span class="linenos">699</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.replace-700"><a href="#DataFrame.replace-700"><span class="linenos">700</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> +</span><span id="DataFrame.replace-701"><a href="#DataFrame.replace-701"><span class="linenos">701</span></a> +</span><span id="DataFrame.replace-702"><a href="#DataFrame.replace-702"><span class="linenos">702</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="kc">None</span> +</span><span id="DataFrame.replace-703"><a href="#DataFrame.replace-703"><span class="linenos">703</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame.replace-704"><a href="#DataFrame.replace-704"><span class="linenos">704</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="n">new_df</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame.replace-705"><a href="#DataFrame.replace-705"><span class="linenos">705</span></a> <span class="n">all_column_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">:</span> <span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">}</span> +</span><span id="DataFrame.replace-706"><a href="#DataFrame.replace-706"><span class="linenos">706</span></a> +</span><span id="DataFrame.replace-707"><a href="#DataFrame.replace-707"><span class="linenos">707</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">subset</span><span class="p">)</span> <span class="k">if</span> <span class="n">subset</span> <span class="k">else</span> <span class="n">all_columns</span> +</span><span id="DataFrame.replace-708"><a href="#DataFrame.replace-708"><span class="linenos">708</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">to_replace</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span> +</span><span id="DataFrame.replace-709"><a href="#DataFrame.replace-709"><span class="linenos">709</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">to_replace</span><span class="p">)</span> +</span><span id="DataFrame.replace-710"><a href="#DataFrame.replace-710"><span class="linenos">710</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">to_replace</span><span class="o">.</span><span class="n">values</span><span class="p">())</span> +</span><span id="DataFrame.replace-711"><a href="#DataFrame.replace-711"><span class="linenos">711</span></a> <span class="k">elif</span> <span class="ow">not</span> <span class="n">old_values</span> <span class="ow">and</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">to_replace</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span> +</span><span id="DataFrame.replace-712"><a href="#DataFrame.replace-712"><span class="linenos">712</span></a> <span class="k">assert</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">list</span><span class="p">),</span> <span class="s2">"value must be a list since the replacements are a list"</span> +</span><span id="DataFrame.replace-713"><a href="#DataFrame.replace-713"><span class="linenos">713</span></a> <span class="k">assert</span> <span class="nb">len</span><span class="p">(</span><span class="n">to_replace</span><span class="p">)</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span> +</span><span id="DataFrame.replace-714"><a href="#DataFrame.replace-714"><span class="linenos">714</span></a> <span class="n">value</span> +</span><span id="DataFrame.replace-715"><a href="#DataFrame.replace-715"><span class="linenos">715</span></a> <span class="p">),</span> <span class="s2">"the replacements and values must be the same length"</span> +</span><span id="DataFrame.replace-716"><a href="#DataFrame.replace-716"><span class="linenos">716</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="n">to_replace</span> +</span><span id="DataFrame.replace-717"><a href="#DataFrame.replace-717"><span class="linenos">717</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="n">value</span> +</span><span id="DataFrame.replace-718"><a href="#DataFrame.replace-718"><span class="linenos">718</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame.replace-719"><a href="#DataFrame.replace-719"><span class="linenos">719</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">to_replace</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame.replace-720"><a href="#DataFrame.replace-720"><span class="linenos">720</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">value</span><span class="p">]</span> <span class="o">*</span> <span class="nb">len</span><span class="p">(</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrame.replace-721"><a href="#DataFrame.replace-721"><span class="linenos">721</span></a> <span class="n">old_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">old_values</span><span class="p">]</span> +</span><span id="DataFrame.replace-722"><a href="#DataFrame.replace-722"><span class="linenos">722</span></a> <span class="n">new_values</span> <span class="o">=</span> <span class="p">[</span><span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">for</span> <span class="n">value</span> <span class="ow">in</span> <span class="n">new_values</span><span class="p">]</span> +</span><span id="DataFrame.replace-723"><a href="#DataFrame.replace-723"><span class="linenos">723</span></a> +</span><span id="DataFrame.replace-724"><a href="#DataFrame.replace-724"><span class="linenos">724</span></a> <span class="n">replacement_mapping</span> <span class="o">=</span> <span class="p">{}</span> +</span><span id="DataFrame.replace-725"><a href="#DataFrame.replace-725"><span class="linenos">725</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">:</span> +</span><span id="DataFrame.replace-726"><a href="#DataFrame.replace-726"><span class="linenos">726</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">Column</span><span class="p">(</span><span class="kc">None</span><span class="p">)</span> +</span><span id="DataFrame.replace-727"><a href="#DataFrame.replace-727"><span class="linenos">727</span></a> <span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="p">(</span><span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">old_values</span><span class="p">,</span> <span class="n">new_values</span><span class="p">)):</span> +</span><span id="DataFrame.replace-728"><a href="#DataFrame.replace-728"><span class="linenos">728</span></a> <span class="k">if</span> <span class="n">i</span> <span class="o">==</span> <span class="mi">0</span><span class="p">:</span> +</span><span id="DataFrame.replace-729"><a href="#DataFrame.replace-729"><span class="linenos">729</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">F</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span> <span class="o">==</span> <span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> +</span><span id="DataFrame.replace-730"><a href="#DataFrame.replace-730"><span class="linenos">730</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame.replace-731"><a href="#DataFrame.replace-731"><span class="linenos">731</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">when</span><span class="p">(</span><span class="n">column</span> <span class="o">==</span> <span class="n">old_value</span><span class="p">,</span> <span class="n">new_value</span><span class="p">)</span> <span class="c1"># type: ignore</span> +</span><span id="DataFrame.replace-732"><a href="#DataFrame.replace-732"><span class="linenos">732</span></a> <span class="n">replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">otherwise</span><span class="p">(</span><span class="n">column</span><span class="p">)</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span> +</span><span id="DataFrame.replace-733"><a href="#DataFrame.replace-733"><span class="linenos">733</span></a> <span class="n">column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> +</span><span id="DataFrame.replace-734"><a href="#DataFrame.replace-734"><span class="linenos">734</span></a> <span class="p">)</span> +</span><span id="DataFrame.replace-735"><a href="#DataFrame.replace-735"><span class="linenos">735</span></a> +</span><span id="DataFrame.replace-736"><a href="#DataFrame.replace-736"><span class="linenos">736</span></a> <span class="n">replacement_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="o">**</span><span class="n">all_column_mapping</span><span class="p">,</span> <span class="o">**</span><span class="n">replacement_mapping</span><span class="p">}</span> +</span><span id="DataFrame.replace-737"><a href="#DataFrame.replace-737"><span class="linenos">737</span></a> <span class="n">replacement_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">replacement_mapping</span><span class="p">[</span><span class="n">column</span><span class="o">.</span><span class="n">alias_or_name</span><span class="p">]</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">all_columns</span><span class="p">]</span> +</span><span id="DataFrame.replace-738"><a href="#DataFrame.replace-738"><span class="linenos">738</span></a> <span class="n">new_df</span> <span class="o">=</span> <span class="n">new_df</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">replacement_columns</span><span class="p">)</span> +</span><span id="DataFrame.replace-739"><a href="#DataFrame.replace-739"><span class="linenos">739</span></a> <span class="k">return</span> <span class="n">new_df</span> </span></pre></div> @@ -2420,18 +2422,18 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#DataFrame.withColumn"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.withColumn-740"><a href="#DataFrame.withColumn-740"><span class="linenos">740</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame.withColumn-741"><a href="#DataFrame.withColumn-741"><span class="linenos">741</span></a> <span class="k">def</span> <span class="nf">withColumn</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">colName</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">col</span><span class="p">:</span> <span class="n">Column</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.withColumn-742"><a href="#DataFrame.withColumn-742"><span class="linenos">742</span></a> <span class="n">col</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_col</span><span class="p">(</span><span class="n">col</span><span class="p">)</span> -</span><span id="DataFrame.withColumn-743"><a href="#DataFrame.withColumn-743"><span class="linenos">743</span></a> <span class="n">existing_col_names</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span> -</span><span id="DataFrame.withColumn-744"><a href="#DataFrame.withColumn-744"><span class="linenos">744</span></a> <span class="n">existing_col_index</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="DataFrame.withColumn-745"><a href="#DataFrame.withColumn-745"><span class="linenos">745</span></a> <span class="n">existing_col_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">colName</span><span class="p">)</span> <span class="k">if</span> <span class="n">colName</span> <span class="ow">in</span> <span class="n">existing_col_names</span> <span class="k">else</span> <span class="kc">None</span> -</span><span id="DataFrame.withColumn-746"><a href="#DataFrame.withColumn-746"><span class="linenos">746</span></a> <span class="p">)</span> -</span><span id="DataFrame.withColumn-747"><a href="#DataFrame.withColumn-747"><span class="linenos">747</span></a> <span class="k">if</span> <span class="n">existing_col_index</span><span class="p">:</span> -</span><span id="DataFrame.withColumn-748"><a href="#DataFrame.withColumn-748"><span class="linenos">748</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame.withColumn-749"><a href="#DataFrame.withColumn-749"><span class="linenos">749</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span><span class="p">[</span><span class="n">existing_col_index</span><span class="p">]</span> <span class="o">=</span> <span class="n">col</span><span class="o">.</span><span class="n">expression</span> -</span><span id="DataFrame.withColumn-750"><a href="#DataFrame.withColumn-750"><span class="linenos">750</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame.withColumn-751"><a href="#DataFrame.withColumn-751"><span class="linenos">751</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="n">colName</span><span class="p">),</span> <span class="n">append</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.withColumn-741"><a href="#DataFrame.withColumn-741"><span class="linenos">741</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame.withColumn-742"><a href="#DataFrame.withColumn-742"><span class="linenos">742</span></a> <span class="k">def</span> <span class="nf">withColumn</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">colName</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">col</span><span class="p">:</span> <span class="n">Column</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.withColumn-743"><a href="#DataFrame.withColumn-743"><span class="linenos">743</span></a> <span class="n">col</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_col</span><span class="p">(</span><span class="n">col</span><span class="p">)</span> +</span><span id="DataFrame.withColumn-744"><a href="#DataFrame.withColumn-744"><span class="linenos">744</span></a> <span class="n">existing_col_names</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">named_selects</span> +</span><span id="DataFrame.withColumn-745"><a href="#DataFrame.withColumn-745"><span class="linenos">745</span></a> <span class="n">existing_col_index</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="DataFrame.withColumn-746"><a href="#DataFrame.withColumn-746"><span class="linenos">746</span></a> <span class="n">existing_col_names</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="n">colName</span><span class="p">)</span> <span class="k">if</span> <span class="n">colName</span> <span class="ow">in</span> <span class="n">existing_col_names</span> <span class="k">else</span> <span class="kc">None</span> +</span><span id="DataFrame.withColumn-747"><a href="#DataFrame.withColumn-747"><span class="linenos">747</span></a> <span class="p">)</span> +</span><span id="DataFrame.withColumn-748"><a href="#DataFrame.withColumn-748"><span class="linenos">748</span></a> <span class="k">if</span> <span class="n">existing_col_index</span><span class="p">:</span> +</span><span id="DataFrame.withColumn-749"><a href="#DataFrame.withColumn-749"><span class="linenos">749</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame.withColumn-750"><a href="#DataFrame.withColumn-750"><span class="linenos">750</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span><span class="p">[</span><span class="n">existing_col_index</span><span class="p">]</span> <span class="o">=</span> <span class="n">col</span><span class="o">.</span><span class="n">expression</span> +</span><span id="DataFrame.withColumn-751"><a href="#DataFrame.withColumn-751"><span class="linenos">751</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame.withColumn-752"><a href="#DataFrame.withColumn-752"><span class="linenos">752</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="n">col</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="n">colName</span><span class="p">),</span> <span class="n">append</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> </span></pre></div> @@ -2450,22 +2452,22 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#DataFrame.withColumnRenamed"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.withColumnRenamed-753"><a href="#DataFrame.withColumnRenamed-753"><span class="linenos">753</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame.withColumnRenamed-754"><a href="#DataFrame.withColumnRenamed-754"><span class="linenos">754</span></a> <span class="k">def</span> <span class="nf">withColumnRenamed</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">existing</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">new</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> -</span><span id="DataFrame.withColumnRenamed-755"><a href="#DataFrame.withColumnRenamed-755"><span class="linenos">755</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="DataFrame.withColumnRenamed-756"><a href="#DataFrame.withColumnRenamed-756"><span class="linenos">756</span></a> <span class="n">existing_columns</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.withColumnRenamed-757"><a href="#DataFrame.withColumnRenamed-757"><span class="linenos">757</span></a> <span class="n">expression</span> -</span><span id="DataFrame.withColumnRenamed-758"><a href="#DataFrame.withColumnRenamed-758"><span class="linenos">758</span></a> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span> -</span><span id="DataFrame.withColumnRenamed-759"><a href="#DataFrame.withColumnRenamed-759"><span class="linenos">759</span></a> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">==</span> <span class="n">existing</span> -</span><span id="DataFrame.withColumnRenamed-760"><a href="#DataFrame.withColumnRenamed-760"><span class="linenos">760</span></a> <span class="p">]</span> -</span><span id="DataFrame.withColumnRenamed-761"><a href="#DataFrame.withColumnRenamed-761"><span class="linenos">761</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">existing_columns</span><span class="p">:</span> -</span><span id="DataFrame.withColumnRenamed-762"><a href="#DataFrame.withColumnRenamed-762"><span class="linenos">762</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"Tried to rename a column that doesn't exist"</span><span class="p">)</span> -</span><span id="DataFrame.withColumnRenamed-763"><a href="#DataFrame.withColumnRenamed-763"><span class="linenos">763</span></a> <span class="k">for</span> <span class="n">existing_column</span> <span class="ow">in</span> <span class="n">existing_columns</span><span class="p">:</span> -</span><span id="DataFrame.withColumnRenamed-764"><a href="#DataFrame.withColumnRenamed-764"><span class="linenos">764</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">existing_column</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span> -</span><span id="DataFrame.withColumnRenamed-765"><a href="#DataFrame.withColumnRenamed-765"><span class="linenos">765</span></a> <span class="n">existing_column</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">existing_column</span><span class="p">,</span> <span class="n">new</span><span class="p">))</span> -</span><span id="DataFrame.withColumnRenamed-766"><a href="#DataFrame.withColumnRenamed-766"><span class="linenos">766</span></a> <span class="k">else</span><span class="p">:</span> -</span><span id="DataFrame.withColumnRenamed-767"><a href="#DataFrame.withColumnRenamed-767"><span class="linenos">767</span></a> <span class="n">existing_column</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"alias"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">new</span><span class="p">))</span> -</span><span id="DataFrame.withColumnRenamed-768"><a href="#DataFrame.withColumnRenamed-768"><span class="linenos">768</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.withColumnRenamed-754"><a href="#DataFrame.withColumnRenamed-754"><span class="linenos">754</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame.withColumnRenamed-755"><a href="#DataFrame.withColumnRenamed-755"><span class="linenos">755</span></a> <span class="k">def</span> <span class="nf">withColumnRenamed</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">existing</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">new</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> +</span><span id="DataFrame.withColumnRenamed-756"><a href="#DataFrame.withColumnRenamed-756"><span class="linenos">756</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="DataFrame.withColumnRenamed-757"><a href="#DataFrame.withColumnRenamed-757"><span class="linenos">757</span></a> <span class="n">existing_columns</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.withColumnRenamed-758"><a href="#DataFrame.withColumnRenamed-758"><span class="linenos">758</span></a> <span class="n">expression</span> +</span><span id="DataFrame.withColumnRenamed-759"><a href="#DataFrame.withColumnRenamed-759"><span class="linenos">759</span></a> <span class="k">for</span> <span class="n">expression</span> <span class="ow">in</span> <span class="n">expression</span><span class="o">.</span><span class="n">expressions</span> +</span><span id="DataFrame.withColumnRenamed-760"><a href="#DataFrame.withColumnRenamed-760"><span class="linenos">760</span></a> <span class="k">if</span> <span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="o">==</span> <span class="n">existing</span> +</span><span id="DataFrame.withColumnRenamed-761"><a href="#DataFrame.withColumnRenamed-761"><span class="linenos">761</span></a> <span class="p">]</span> +</span><span id="DataFrame.withColumnRenamed-762"><a href="#DataFrame.withColumnRenamed-762"><span class="linenos">762</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="n">existing_columns</span><span class="p">:</span> +</span><span id="DataFrame.withColumnRenamed-763"><a href="#DataFrame.withColumnRenamed-763"><span class="linenos">763</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="s2">"Tried to rename a column that doesn't exist"</span><span class="p">)</span> +</span><span id="DataFrame.withColumnRenamed-764"><a href="#DataFrame.withColumnRenamed-764"><span class="linenos">764</span></a> <span class="k">for</span> <span class="n">existing_column</span> <span class="ow">in</span> <span class="n">existing_columns</span><span class="p">:</span> +</span><span id="DataFrame.withColumnRenamed-765"><a href="#DataFrame.withColumnRenamed-765"><span class="linenos">765</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">existing_column</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span> +</span><span id="DataFrame.withColumnRenamed-766"><a href="#DataFrame.withColumnRenamed-766"><span class="linenos">766</span></a> <span class="n">existing_column</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="n">existing_column</span><span class="p">,</span> <span class="n">new</span><span class="p">))</span> +</span><span id="DataFrame.withColumnRenamed-767"><a href="#DataFrame.withColumnRenamed-767"><span class="linenos">767</span></a> <span class="k">else</span><span class="p">:</span> +</span><span id="DataFrame.withColumnRenamed-768"><a href="#DataFrame.withColumnRenamed-768"><span class="linenos">768</span></a> <span class="n">existing_column</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"alias"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">new</span><span class="p">))</span> +</span><span id="DataFrame.withColumnRenamed-769"><a href="#DataFrame.withColumnRenamed-769"><span class="linenos">769</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="n">expression</span><span class="p">)</span> </span></pre></div> @@ -2484,16 +2486,16 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#DataFrame.drop"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.drop-770"><a href="#DataFrame.drop-770"><span class="linenos">770</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> -</span><span id="DataFrame.drop-771"><a href="#DataFrame.drop-771"><span class="linenos">771</span></a> <span class="k">def</span> <span class="nf">drop</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.drop-772"><a href="#DataFrame.drop-772"><span class="linenos">772</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="DataFrame.drop-773"><a href="#DataFrame.drop-773"><span class="linenos">773</span></a> <span class="n">drop_cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame.drop-774"><a href="#DataFrame.drop-774"><span class="linenos">774</span></a> <span class="n">new_columns</span> <span class="o">=</span> <span class="p">[</span> -</span><span id="DataFrame.drop-775"><a href="#DataFrame.drop-775"><span class="linenos">775</span></a> <span class="n">col</span> -</span><span id="DataFrame.drop-776"><a href="#DataFrame.drop-776"><span class="linenos">776</span></a> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">all_columns</span> -</span><span id="DataFrame.drop-777"><a href="#DataFrame.drop-777"><span class="linenos">777</span></a> <span class="k">if</span> <span class="n">col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="n">drop_column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">drop_column</span> <span class="ow">in</span> <span class="n">drop_cols</span><span class="p">]</span> -</span><span id="DataFrame.drop-778"><a href="#DataFrame.drop-778"><span class="linenos">778</span></a> <span class="p">]</span> -</span><span id="DataFrame.drop-779"><a href="#DataFrame.drop-779"><span class="linenos">779</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">new_columns</span><span class="p">,</span> <span class="n">append</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.drop-771"><a href="#DataFrame.drop-771"><span class="linenos">771</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">SELECT</span><span class="p">)</span> +</span><span id="DataFrame.drop-772"><a href="#DataFrame.drop-772"><span class="linenos">772</span></a> <span class="k">def</span> <span class="nf">drop</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.drop-773"><a href="#DataFrame.drop-773"><span class="linenos">773</span></a> <span class="n">all_columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_get_outer_select_columns</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="DataFrame.drop-774"><a href="#DataFrame.drop-774"><span class="linenos">774</span></a> <span class="n">drop_cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame.drop-775"><a href="#DataFrame.drop-775"><span class="linenos">775</span></a> <span class="n">new_columns</span> <span class="o">=</span> <span class="p">[</span> +</span><span id="DataFrame.drop-776"><a href="#DataFrame.drop-776"><span class="linenos">776</span></a> <span class="n">col</span> +</span><span id="DataFrame.drop-777"><a href="#DataFrame.drop-777"><span class="linenos">777</span></a> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">all_columns</span> +</span><span id="DataFrame.drop-778"><a href="#DataFrame.drop-778"><span class="linenos">778</span></a> <span class="k">if</span> <span class="n">col</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="p">[</span><span class="n">drop_column</span><span class="o">.</span><span class="n">alias_or_name</span> <span class="k">for</span> <span class="n">drop_column</span> <span class="ow">in</span> <span class="n">drop_cols</span><span class="p">]</span> +</span><span id="DataFrame.drop-779"><a href="#DataFrame.drop-779"><span class="linenos">779</span></a> <span class="p">]</span> +</span><span id="DataFrame.drop-780"><a href="#DataFrame.drop-780"><span class="linenos">780</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">new_columns</span><span class="p">,</span> <span class="n">append</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> </span></pre></div> @@ -2512,9 +2514,9 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#DataFrame.limit"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.limit-781"><a href="#DataFrame.limit-781"><span class="linenos">781</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">LIMIT</span><span class="p">)</span> -</span><span id="DataFrame.limit-782"><a href="#DataFrame.limit-782"><span class="linenos">782</span></a> <span class="k">def</span> <span class="nf">limit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">num</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.limit-783"><a href="#DataFrame.limit-783"><span class="linenos">783</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">limit</span><span class="p">(</span><span class="n">num</span><span class="p">))</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.limit-782"><a href="#DataFrame.limit-782"><span class="linenos">782</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">LIMIT</span><span class="p">)</span> +</span><span id="DataFrame.limit-783"><a href="#DataFrame.limit-783"><span class="linenos">783</span></a> <span class="k">def</span> <span class="nf">limit</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">num</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.limit-784"><a href="#DataFrame.limit-784"><span class="linenos">784</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">limit</span><span class="p">(</span><span class="n">num</span><span class="p">))</span> </span></pre></div> @@ -2533,15 +2535,15 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#DataFrame.hint"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.hint-785"><a href="#DataFrame.hint-785"><span class="linenos">785</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame.hint-786"><a href="#DataFrame.hint-786"><span class="linenos">786</span></a> <span class="k">def</span> <span class="nf">hint</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">*</span><span class="n">parameters</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]])</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.hint-787"><a href="#DataFrame.hint-787"><span class="linenos">787</span></a> <span class="n">parameter_list</span> <span class="o">=</span> <span class="n">ensure_list</span><span class="p">(</span><span class="n">parameters</span><span class="p">)</span> -</span><span id="DataFrame.hint-788"><a href="#DataFrame.hint-788"><span class="linenos">788</span></a> <span class="n">parameter_columns</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="DataFrame.hint-789"><a href="#DataFrame.hint-789"><span class="linenos">789</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">parameter_list</span><span class="p">)</span> -</span><span id="DataFrame.hint-790"><a href="#DataFrame.hint-790"><span class="linenos">790</span></a> <span class="k">if</span> <span class="n">parameters</span> -</span><span id="DataFrame.hint-791"><a href="#DataFrame.hint-791"><span class="linenos">791</span></a> <span class="k">else</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_cols</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">sequence_id</span><span class="p">])</span> -</span><span id="DataFrame.hint-792"><a href="#DataFrame.hint-792"><span class="linenos">792</span></a> <span class="p">)</span> -</span><span id="DataFrame.hint-793"><a href="#DataFrame.hint-793"><span class="linenos">793</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">parameter_columns</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.hint-786"><a href="#DataFrame.hint-786"><span class="linenos">786</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame.hint-787"><a href="#DataFrame.hint-787"><span class="linenos">787</span></a> <span class="k">def</span> <span class="nf">hint</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">*</span><span class="n">parameters</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="nb">int</span><span class="p">]])</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.hint-788"><a href="#DataFrame.hint-788"><span class="linenos">788</span></a> <span class="n">parameter_list</span> <span class="o">=</span> <span class="n">ensure_list</span><span class="p">(</span><span class="n">parameters</span><span class="p">)</span> +</span><span id="DataFrame.hint-789"><a href="#DataFrame.hint-789"><span class="linenos">789</span></a> <span class="n">parameter_columns</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="DataFrame.hint-790"><a href="#DataFrame.hint-790"><span class="linenos">790</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">parameter_list</span><span class="p">)</span> +</span><span id="DataFrame.hint-791"><a href="#DataFrame.hint-791"><span class="linenos">791</span></a> <span class="k">if</span> <span class="n">parameters</span> +</span><span id="DataFrame.hint-792"><a href="#DataFrame.hint-792"><span class="linenos">792</span></a> <span class="k">else</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_cols</span><span class="p">([</span><span class="bp">self</span><span class="o">.</span><span class="n">sequence_id</span><span class="p">])</span> +</span><span id="DataFrame.hint-793"><a href="#DataFrame.hint-793"><span class="linenos">793</span></a> <span class="p">)</span> +</span><span id="DataFrame.hint-794"><a href="#DataFrame.hint-794"><span class="linenos">794</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="n">name</span><span class="p">,</span> <span class="n">parameter_columns</span><span class="p">)</span> </span></pre></div> @@ -2554,20 +2556,20 @@ and check if it matches the type of the value provided. If not then make it null <div class="decorator">@operation(Operation.NO_OP)</div> <span class="def">def</span> - <span class="name">repartition</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">numPartitions</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043310895632'</span><span class="o">></span><span class="p">]</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043310935312'</span><span class="o">></span></span><span class="return-annotation">) -> <span class="n"><a href="#DataFrame">sqlglot.dataframe.sql.DataFrame</a></span>:</span></span> + <span class="name">repartition</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">numPartitions</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135090130800'</span><span class="o">></span><span class="p">]</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135090191136'</span><span class="o">></span></span><span class="return-annotation">) -> <span class="n"><a href="#DataFrame">sqlglot.dataframe.sql.DataFrame</a></span>:</span></span> <label class="view-source-button" for="DataFrame.repartition-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#DataFrame.repartition"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.repartition-795"><a href="#DataFrame.repartition-795"><span class="linenos">795</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame.repartition-796"><a href="#DataFrame.repartition-796"><span class="linenos">796</span></a> <span class="k">def</span> <span class="nf">repartition</span><span class="p">(</span> -</span><span id="DataFrame.repartition-797"><a href="#DataFrame.repartition-797"><span class="linenos">797</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">numPartitions</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">ColumnOrName</span><span class="p">],</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">ColumnOrName</span> -</span><span id="DataFrame.repartition-798"><a href="#DataFrame.repartition-798"><span class="linenos">798</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.repartition-799"><a href="#DataFrame.repartition-799"><span class="linenos">799</span></a> <span class="n">num_partition_cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">numPartitions</span><span class="p">)</span> -</span><span id="DataFrame.repartition-800"><a href="#DataFrame.repartition-800"><span class="linenos">800</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> -</span><span id="DataFrame.repartition-801"><a href="#DataFrame.repartition-801"><span class="linenos">801</span></a> <span class="n">args</span> <span class="o">=</span> <span class="n">num_partition_cols</span> <span class="o">+</span> <span class="n">columns</span> -</span><span id="DataFrame.repartition-802"><a href="#DataFrame.repartition-802"><span class="linenos">802</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="s2">"repartition"</span><span class="p">,</span> <span class="n">args</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.repartition-796"><a href="#DataFrame.repartition-796"><span class="linenos">796</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame.repartition-797"><a href="#DataFrame.repartition-797"><span class="linenos">797</span></a> <span class="k">def</span> <span class="nf">repartition</span><span class="p">(</span> +</span><span id="DataFrame.repartition-798"><a href="#DataFrame.repartition-798"><span class="linenos">798</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">numPartitions</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">ColumnOrName</span><span class="p">],</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">ColumnOrName</span> +</span><span id="DataFrame.repartition-799"><a href="#DataFrame.repartition-799"><span class="linenos">799</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.repartition-800"><a href="#DataFrame.repartition-800"><span class="linenos">800</span></a> <span class="n">num_partition_cols</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_list_of_columns</span><span class="p">(</span><span class="n">numPartitions</span><span class="p">)</span> +</span><span id="DataFrame.repartition-801"><a href="#DataFrame.repartition-801"><span class="linenos">801</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_ensure_and_normalize_cols</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> +</span><span id="DataFrame.repartition-802"><a href="#DataFrame.repartition-802"><span class="linenos">802</span></a> <span class="n">args</span> <span class="o">=</span> <span class="n">num_partition_cols</span> <span class="o">+</span> <span class="n">columns</span> +</span><span id="DataFrame.repartition-803"><a href="#DataFrame.repartition-803"><span class="linenos">803</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="s2">"repartition"</span><span class="p">,</span> <span class="n">args</span><span class="p">)</span> </span></pre></div> @@ -2586,10 +2588,10 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#DataFrame.coalesce"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.coalesce-804"><a href="#DataFrame.coalesce-804"><span class="linenos">804</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame.coalesce-805"><a href="#DataFrame.coalesce-805"><span class="linenos">805</span></a> <span class="k">def</span> <span class="nf">coalesce</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numPartitions</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.coalesce-806"><a href="#DataFrame.coalesce-806"><span class="linenos">806</span></a> <span class="n">num_partitions</span> <span class="o">=</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_cols</span><span class="p">([</span><span class="n">numPartitions</span><span class="p">])</span> -</span><span id="DataFrame.coalesce-807"><a href="#DataFrame.coalesce-807"><span class="linenos">807</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="s2">"coalesce"</span><span class="p">,</span> <span class="n">num_partitions</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.coalesce-805"><a href="#DataFrame.coalesce-805"><span class="linenos">805</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame.coalesce-806"><a href="#DataFrame.coalesce-806"><span class="linenos">806</span></a> <span class="k">def</span> <span class="nf">coalesce</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">numPartitions</span><span class="p">:</span> <span class="nb">int</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.coalesce-807"><a href="#DataFrame.coalesce-807"><span class="linenos">807</span></a> <span class="n">num_partitions</span> <span class="o">=</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_cols</span><span class="p">([</span><span class="n">numPartitions</span><span class="p">])</span> +</span><span id="DataFrame.coalesce-808"><a href="#DataFrame.coalesce-808"><span class="linenos">808</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_hint</span><span class="p">(</span><span class="s2">"coalesce"</span><span class="p">,</span> <span class="n">num_partitions</span><span class="p">)</span> </span></pre></div> @@ -2608,9 +2610,9 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#DataFrame.cache"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.cache-809"><a href="#DataFrame.cache-809"><span class="linenos">809</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame.cache-810"><a href="#DataFrame.cache-810"><span class="linenos">810</span></a> <span class="k">def</span> <span class="nf">cache</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.cache-811"><a href="#DataFrame.cache-811"><span class="linenos">811</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cache</span><span class="p">(</span><span class="n">storage_level</span><span class="o">=</span><span class="s2">"MEMORY_AND_DISK"</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.cache-810"><a href="#DataFrame.cache-810"><span class="linenos">810</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame.cache-811"><a href="#DataFrame.cache-811"><span class="linenos">811</span></a> <span class="k">def</span> <span class="nf">cache</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.cache-812"><a href="#DataFrame.cache-812"><span class="linenos">812</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cache</span><span class="p">(</span><span class="n">storage_level</span><span class="o">=</span><span class="s2">"MEMORY_AND_DISK"</span><span class="p">)</span> </span></pre></div> @@ -2629,12 +2631,12 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#DataFrame.persist"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.persist-813"><a href="#DataFrame.persist-813"><span class="linenos">813</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> -</span><span id="DataFrame.persist-814"><a href="#DataFrame.persist-814"><span class="linenos">814</span></a> <span class="k">def</span> <span class="nf">persist</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">storageLevel</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"MEMORY_AND_DISK_SER"</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrame.persist-815"><a href="#DataFrame.persist-815"><span class="linenos">815</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="DataFrame.persist-816"><a href="#DataFrame.persist-816"><span class="linenos">816</span></a><span class="sd"> Storage Level Options: https://spark.apache.org/docs/3.0.0-preview/sql-ref-syntax-aux-cache-cache-table.html</span> -</span><span id="DataFrame.persist-817"><a href="#DataFrame.persist-817"><span class="linenos">817</span></a><span class="sd"> """</span> -</span><span id="DataFrame.persist-818"><a href="#DataFrame.persist-818"><span class="linenos">818</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cache</span><span class="p">(</span><span class="n">storageLevel</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrame.persist-814"><a href="#DataFrame.persist-814"><span class="linenos">814</span></a> <span class="nd">@operation</span><span class="p">(</span><span class="n">Operation</span><span class="o">.</span><span class="n">NO_OP</span><span class="p">)</span> +</span><span id="DataFrame.persist-815"><a href="#DataFrame.persist-815"><span class="linenos">815</span></a> <span class="k">def</span> <span class="nf">persist</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">storageLevel</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"MEMORY_AND_DISK_SER"</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrame.persist-816"><a href="#DataFrame.persist-816"><span class="linenos">816</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="DataFrame.persist-817"><a href="#DataFrame.persist-817"><span class="linenos">817</span></a><span class="sd"> Storage Level Options: https://spark.apache.org/docs/3.0.0-preview/sql-ref-syntax-aux-cache-cache-table.html</span> +</span><span id="DataFrame.persist-818"><a href="#DataFrame.persist-818"><span class="linenos">818</span></a><span class="sd"> """</span> +</span><span id="DataFrame.persist-819"><a href="#DataFrame.persist-819"><span class="linenos">819</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_cache</span><span class="p">(</span><span class="n">storageLevel</span><span class="p">)</span> </span></pre></div> @@ -2904,315 +2906,319 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column-16"><a href="#Column-16"><span class="linenos"> 16</span></a><span class="k">class</span> <span class="nc">Column</span><span class="p">:</span> -</span><span id="Column-17"><a href="#Column-17"><span class="linenos"> 17</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]]):</span> -</span><span id="Column-18"><a href="#Column-18"><span class="linenos"> 18</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">Column</span><span class="p">):</span> -</span><span id="Column-19"><a href="#Column-19"><span class="linenos"> 19</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">expression</span> <span class="c1"># type: ignore</span> -</span><span id="Column-20"><a href="#Column-20"><span class="linenos"> 20</span></a> <span class="k">elif</span> <span class="n">expression</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)):</span> -</span><span id="Column-21"><a href="#Column-21"><span class="linenos"> 21</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="c1"># type: ignore</span> -</span><span id="Column-22"><a href="#Column-22"><span class="linenos"> 22</span></a> -</span><span id="Column-23"><a href="#Column-23"><span class="linenos"> 23</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">maybe_parse</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">)</span> -</span><span id="Column-24"><a href="#Column-24"><span class="linenos"> 24</span></a> <span class="k">if</span> <span class="n">expression</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> -</span><span id="Column-25"><a href="#Column-25"><span class="linenos"> 25</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Could not parse </span><span class="si">{</span><span class="n">expression</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span> -</span><span id="Column-26"><a href="#Column-26"><span class="linenos"> 26</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span> <span class="o">=</span> <span class="n">expression</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column-17"><a href="#Column-17"><span class="linenos"> 17</span></a><span class="k">class</span> <span class="nc">Column</span><span class="p">:</span> +</span><span id="Column-18"><a href="#Column-18"><span class="linenos"> 18</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]]):</span> +</span><span id="Column-19"><a href="#Column-19"><span class="linenos"> 19</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">Column</span><span class="p">):</span> +</span><span id="Column-20"><a href="#Column-20"><span class="linenos"> 20</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">expression</span> <span class="c1"># type: ignore</span> +</span><span id="Column-21"><a href="#Column-21"><span class="linenos"> 21</span></a> <span class="k">elif</span> <span class="n">expression</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)):</span> +</span><span id="Column-22"><a href="#Column-22"><span class="linenos"> 22</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="c1"># type: ignore</span> +</span><span id="Column-23"><a href="#Column-23"><span class="linenos"> 23</span></a> +</span><span id="Column-24"><a href="#Column-24"><span class="linenos"> 24</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">maybe_parse</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">)</span> +</span><span id="Column-25"><a href="#Column-25"><span class="linenos"> 25</span></a> <span class="k">if</span> <span class="n">expression</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> +</span><span id="Column-26"><a href="#Column-26"><span class="linenos"> 26</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Could not parse </span><span class="si">{</span><span class="n">expression</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span> </span><span id="Column-27"><a href="#Column-27"><span class="linenos"> 27</span></a> -</span><span id="Column-28"><a href="#Column-28"><span class="linenos"> 28</span></a> <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> -</span><span id="Column-29"><a href="#Column-29"><span class="linenos"> 29</span></a> <span class="k">return</span> <span class="nb">repr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="Column-28"><a href="#Column-28"><span class="linenos"> 28</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span> +</span><span id="Column-29"><a href="#Column-29"><span class="linenos"> 29</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">Spark</span><span class="o">.</span><span class="n">normalize_identifier</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> </span><span id="Column-30"><a href="#Column-30"><span class="linenos"> 30</span></a> -</span><span id="Column-31"><a href="#Column-31"><span class="linenos"> 31</span></a> <span class="k">def</span> <span class="fm">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> -</span><span id="Column-32"><a href="#Column-32"><span class="linenos"> 32</span></a> <span class="k">return</span> <span class="nb">hash</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> -</span><span id="Column-33"><a href="#Column-33"><span class="linenos"> 33</span></a> -</span><span id="Column-34"><a href="#Column-34"><span class="linenos"> 34</span></a> <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> <span class="c1"># type: ignore</span> -</span><span id="Column-35"><a href="#Column-35"><span class="linenos"> 35</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">EQ</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-36"><a href="#Column-36"><span class="linenos"> 36</span></a> -</span><span id="Column-37"><a href="#Column-37"><span class="linenos"> 37</span></a> <span class="k">def</span> <span class="fm">__ne__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> <span class="c1"># type: ignore</span> -</span><span id="Column-38"><a href="#Column-38"><span class="linenos"> 38</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">NEQ</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-39"><a href="#Column-39"><span class="linenos"> 39</span></a> -</span><span id="Column-40"><a href="#Column-40"><span class="linenos"> 40</span></a> <span class="k">def</span> <span class="fm">__gt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-41"><a href="#Column-41"><span class="linenos"> 41</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">GT</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-42"><a href="#Column-42"><span class="linenos"> 42</span></a> -</span><span id="Column-43"><a href="#Column-43"><span class="linenos"> 43</span></a> <span class="k">def</span> <span class="fm">__ge__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-44"><a href="#Column-44"><span class="linenos"> 44</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">GTE</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-45"><a href="#Column-45"><span class="linenos"> 45</span></a> -</span><span id="Column-46"><a href="#Column-46"><span class="linenos"> 46</span></a> <span class="k">def</span> <span class="fm">__lt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-47"><a href="#Column-47"><span class="linenos"> 47</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">LT</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-48"><a href="#Column-48"><span class="linenos"> 48</span></a> -</span><span id="Column-49"><a href="#Column-49"><span class="linenos"> 49</span></a> <span class="k">def</span> <span class="fm">__le__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-50"><a href="#Column-50"><span class="linenos"> 50</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">LTE</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-51"><a href="#Column-51"><span class="linenos"> 51</span></a> -</span><span id="Column-52"><a href="#Column-52"><span class="linenos"> 52</span></a> <span class="k">def</span> <span class="fm">__and__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-53"><a href="#Column-53"><span class="linenos"> 53</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">And</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-54"><a href="#Column-54"><span class="linenos"> 54</span></a> -</span><span id="Column-55"><a href="#Column-55"><span class="linenos"> 55</span></a> <span class="k">def</span> <span class="fm">__or__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-56"><a href="#Column-56"><span class="linenos"> 56</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Or</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-57"><a href="#Column-57"><span class="linenos"> 57</span></a> -</span><span id="Column-58"><a href="#Column-58"><span class="linenos"> 58</span></a> <span class="k">def</span> <span class="fm">__mod__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-59"><a href="#Column-59"><span class="linenos"> 59</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Mod</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-60"><a href="#Column-60"><span class="linenos"> 60</span></a> -</span><span id="Column-61"><a href="#Column-61"><span class="linenos"> 61</span></a> <span class="k">def</span> <span class="fm">__add__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-62"><a href="#Column-62"><span class="linenos"> 62</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Add</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-63"><a href="#Column-63"><span class="linenos"> 63</span></a> -</span><span id="Column-64"><a href="#Column-64"><span class="linenos"> 64</span></a> <span class="k">def</span> <span class="fm">__sub__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-65"><a href="#Column-65"><span class="linenos"> 65</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Sub</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-66"><a href="#Column-66"><span class="linenos"> 66</span></a> -</span><span id="Column-67"><a href="#Column-67"><span class="linenos"> 67</span></a> <span class="k">def</span> <span class="fm">__mul__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-68"><a href="#Column-68"><span class="linenos"> 68</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Mul</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-69"><a href="#Column-69"><span class="linenos"> 69</span></a> -</span><span id="Column-70"><a href="#Column-70"><span class="linenos"> 70</span></a> <span class="k">def</span> <span class="fm">__truediv__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-71"><a href="#Column-71"><span class="linenos"> 71</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Div</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-72"><a href="#Column-72"><span class="linenos"> 72</span></a> -</span><span id="Column-73"><a href="#Column-73"><span class="linenos"> 73</span></a> <span class="k">def</span> <span class="nf">__div__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-74"><a href="#Column-74"><span class="linenos"> 74</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Div</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-75"><a href="#Column-75"><span class="linenos"> 75</span></a> -</span><span id="Column-76"><a href="#Column-76"><span class="linenos"> 76</span></a> <span class="k">def</span> <span class="fm">__neg__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-77"><a href="#Column-77"><span class="linenos"> 77</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">unary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Neg</span><span class="p">)</span> -</span><span id="Column-78"><a href="#Column-78"><span class="linenos"> 78</span></a> -</span><span id="Column-79"><a href="#Column-79"><span class="linenos"> 79</span></a> <span class="k">def</span> <span class="fm">__radd__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-80"><a href="#Column-80"><span class="linenos"> 80</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Add</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-81"><a href="#Column-81"><span class="linenos"> 81</span></a> -</span><span id="Column-82"><a href="#Column-82"><span class="linenos"> 82</span></a> <span class="k">def</span> <span class="fm">__rsub__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-83"><a href="#Column-83"><span class="linenos"> 83</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Sub</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-84"><a href="#Column-84"><span class="linenos"> 84</span></a> -</span><span id="Column-85"><a href="#Column-85"><span class="linenos"> 85</span></a> <span class="k">def</span> <span class="fm">__rmul__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-86"><a href="#Column-86"><span class="linenos"> 86</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Mul</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-87"><a href="#Column-87"><span class="linenos"> 87</span></a> -</span><span id="Column-88"><a href="#Column-88"><span class="linenos"> 88</span></a> <span class="k">def</span> <span class="nf">__rdiv__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-89"><a href="#Column-89"><span class="linenos"> 89</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Div</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-90"><a href="#Column-90"><span class="linenos"> 90</span></a> -</span><span id="Column-91"><a href="#Column-91"><span class="linenos"> 91</span></a> <span class="k">def</span> <span class="fm">__rtruediv__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-92"><a href="#Column-92"><span class="linenos"> 92</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Div</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-93"><a href="#Column-93"><span class="linenos"> 93</span></a> -</span><span id="Column-94"><a href="#Column-94"><span class="linenos"> 94</span></a> <span class="k">def</span> <span class="fm">__rmod__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-95"><a href="#Column-95"><span class="linenos"> 95</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Mod</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-96"><a href="#Column-96"><span class="linenos"> 96</span></a> -</span><span id="Column-97"><a href="#Column-97"><span class="linenos"> 97</span></a> <span class="k">def</span> <span class="fm">__pow__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">power</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">modulo</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> -</span><span id="Column-98"><a href="#Column-98"><span class="linenos"> 98</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Pow</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">power</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span><span class="p">))</span> -</span><span id="Column-99"><a href="#Column-99"><span class="linenos"> 99</span></a> -</span><span id="Column-100"><a href="#Column-100"><span class="linenos">100</span></a> <span class="k">def</span> <span class="fm">__rpow__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">power</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">):</span> -</span><span id="Column-101"><a href="#Column-101"><span class="linenos">101</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Pow</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">power</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">))</span> -</span><span id="Column-102"><a href="#Column-102"><span class="linenos">102</span></a> -</span><span id="Column-103"><a href="#Column-103"><span class="linenos">103</span></a> <span class="k">def</span> <span class="fm">__invert__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> -</span><span id="Column-104"><a href="#Column-104"><span class="linenos">104</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">unary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Not</span><span class="p">)</span> -</span><span id="Column-105"><a href="#Column-105"><span class="linenos">105</span></a> -</span><span id="Column-106"><a href="#Column-106"><span class="linenos">106</span></a> <span class="k">def</span> <span class="fm">__rand__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-107"><a href="#Column-107"><span class="linenos">107</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">And</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-108"><a href="#Column-108"><span class="linenos">108</span></a> -</span><span id="Column-109"><a href="#Column-109"><span class="linenos">109</span></a> <span class="k">def</span> <span class="fm">__ror__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-110"><a href="#Column-110"><span class="linenos">110</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Or</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> -</span><span id="Column-111"><a href="#Column-111"><span class="linenos">111</span></a> -</span><span id="Column-112"><a href="#Column-112"><span class="linenos">112</span></a> <span class="nd">@classmethod</span> -</span><span id="Column-113"><a href="#Column-113"><span class="linenos">113</span></a> <span class="k">def</span> <span class="nf">ensure_col</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]]):</span> -</span><span id="Column-114"><a href="#Column-114"><span class="linenos">114</span></a> <span class="k">return</span> <span class="bp">cls</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> -</span><span id="Column-115"><a href="#Column-115"><span class="linenos">115</span></a> -</span><span id="Column-116"><a href="#Column-116"><span class="linenos">116</span></a> <span class="nd">@classmethod</span> -</span><span id="Column-117"><a href="#Column-117"><span class="linenos">117</span></a> <span class="k">def</span> <span class="nf">ensure_cols</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">args</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]])</span> <span class="o">-></span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">Column</span><span class="p">]:</span> -</span><span id="Column-118"><a href="#Column-118"><span class="linenos">118</span></a> <span class="k">return</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span> -</span><span id="Column-119"><a href="#Column-119"><span class="linenos">119</span></a> -</span><span id="Column-120"><a href="#Column-120"><span class="linenos">120</span></a> <span class="nd">@classmethod</span> -</span><span id="Column-121"><a href="#Column-121"><span class="linenos">121</span></a> <span class="k">def</span> <span class="nf">_lit</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-122"><a href="#Column-122"><span class="linenos">122</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span> -</span><span id="Column-123"><a href="#Column-123"><span class="linenos">123</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">v</span><span class="p">)</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="n">k</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">value</span><span class="o">.</span><span class="n">items</span><span class="p">()]</span> -</span><span id="Column-124"><a href="#Column-124"><span class="linenos">124</span></a> <span class="k">return</span> <span class="bp">cls</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Struct</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="n">columns</span><span class="p">))</span> -</span><span id="Column-125"><a href="#Column-125"><span class="linenos">125</span></a> <span class="k">return</span> <span class="bp">cls</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">convert</span><span class="p">(</span><span class="n">value</span><span class="p">))</span> -</span><span id="Column-126"><a href="#Column-126"><span class="linenos">126</span></a> -</span><span id="Column-127"><a href="#Column-127"><span class="linenos">127</span></a> <span class="nd">@classmethod</span> -</span><span id="Column-128"><a href="#Column-128"><span class="linenos">128</span></a> <span class="k">def</span> <span class="nf">invoke_anonymous_function</span><span class="p">(</span> -</span><span id="Column-129"><a href="#Column-129"><span class="linenos">129</span></a> <span class="bp">cls</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> <span class="n">func_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">]</span> -</span><span id="Column-130"><a href="#Column-130"><span class="linenos">130</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-131"><a href="#Column-131"><span class="linenos">131</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">if</span> <span class="n">column</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">column</span><span class="p">)]</span> -</span><span id="Column-132"><a href="#Column-132"><span class="linenos">132</span></a> <span class="n">column_args</span> <span class="o">=</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">arg</span><span class="p">)</span> <span class="k">for</span> <span class="n">arg</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span> -</span><span id="Column-133"><a href="#Column-133"><span class="linenos">133</span></a> <span class="n">expressions</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">columns</span> <span class="o">+</span> <span class="n">column_args</span><span class="p">]</span> -</span><span id="Column-134"><a href="#Column-134"><span class="linenos">134</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Anonymous</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">func_name</span><span class="o">.</span><span class="n">upper</span><span class="p">(),</span> <span class="n">expressions</span><span class="o">=</span><span class="n">expressions</span><span class="p">)</span> -</span><span id="Column-135"><a href="#Column-135"><span class="linenos">135</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> -</span><span id="Column-136"><a href="#Column-136"><span class="linenos">136</span></a> -</span><span id="Column-137"><a href="#Column-137"><span class="linenos">137</span></a> <span class="nd">@classmethod</span> -</span><span id="Column-138"><a href="#Column-138"><span class="linenos">138</span></a> <span class="k">def</span> <span class="nf">invoke_expression_over_column</span><span class="p">(</span> -</span><span id="Column-139"><a href="#Column-139"><span class="linenos">139</span></a> <span class="bp">cls</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> <span class="n">callable_expression</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span> -</span><span id="Column-140"><a href="#Column-140"><span class="linenos">140</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-141"><a href="#Column-141"><span class="linenos">141</span></a> <span class="n">ensured_column</span> <span class="o">=</span> <span class="kc">None</span> <span class="k">if</span> <span class="n">column</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> -</span><span id="Column-142"><a href="#Column-142"><span class="linenos">142</span></a> <span class="n">ensure_expression_values</span> <span class="o">=</span> <span class="p">{</span> -</span><span id="Column-143"><a href="#Column-143"><span class="linenos">143</span></a> <span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">v</span><span class="p">]</span> -</span><span id="Column-144"><a href="#Column-144"><span class="linenos">144</span></a> <span class="k">if</span> <span class="n">is_iterable</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> -</span><span id="Column-145"><a href="#Column-145"><span class="linenos">145</span></a> <span class="k">else</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">v</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column-146"><a href="#Column-146"><span class="linenos">146</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> -</span><span id="Column-147"><a href="#Column-147"><span class="linenos">147</span></a> <span class="k">if</span> <span class="n">v</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> -</span><span id="Column-148"><a href="#Column-148"><span class="linenos">148</span></a> <span class="p">}</span> -</span><span id="Column-149"><a href="#Column-149"><span class="linenos">149</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="Column-150"><a href="#Column-150"><span class="linenos">150</span></a> <span class="n">callable_expression</span><span class="p">(</span><span class="o">**</span><span class="n">ensure_expression_values</span><span class="p">)</span> -</span><span id="Column-151"><a href="#Column-151"><span class="linenos">151</span></a> <span class="k">if</span> <span class="n">ensured_column</span> <span class="ow">is</span> <span class="kc">None</span> -</span><span id="Column-152"><a href="#Column-152"><span class="linenos">152</span></a> <span class="k">else</span> <span class="n">callable_expression</span><span class="p">(</span> -</span><span id="Column-153"><a href="#Column-153"><span class="linenos">153</span></a> <span class="n">this</span><span class="o">=</span><span class="n">ensured_column</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">ensure_expression_values</span> -</span><span id="Column-154"><a href="#Column-154"><span class="linenos">154</span></a> <span class="p">)</span> -</span><span id="Column-155"><a href="#Column-155"><span class="linenos">155</span></a> <span class="p">)</span> -</span><span id="Column-156"><a href="#Column-156"><span class="linenos">156</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> -</span><span id="Column-157"><a href="#Column-157"><span class="linenos">157</span></a> -</span><span id="Column-158"><a href="#Column-158"><span class="linenos">158</span></a> <span class="k">def</span> <span class="nf">binary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-159"><a href="#Column-159"><span class="linenos">159</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span> -</span><span id="Column-160"><a href="#Column-160"><span class="linenos">160</span></a> <span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> -</span><span id="Column-161"><a href="#Column-161"><span class="linenos">161</span></a> <span class="p">)</span> +</span><span id="Column-31"><a href="#Column-31"><span class="linenos"> 31</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span> <span class="o">=</span> <span class="n">expression</span> +</span><span id="Column-32"><a href="#Column-32"><span class="linenos"> 32</span></a> +</span><span id="Column-33"><a href="#Column-33"><span class="linenos"> 33</span></a> <span class="k">def</span> <span class="fm">__repr__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> +</span><span id="Column-34"><a href="#Column-34"><span class="linenos"> 34</span></a> <span class="k">return</span> <span class="nb">repr</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="Column-35"><a href="#Column-35"><span class="linenos"> 35</span></a> +</span><span id="Column-36"><a href="#Column-36"><span class="linenos"> 36</span></a> <span class="k">def</span> <span class="fm">__hash__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> +</span><span id="Column-37"><a href="#Column-37"><span class="linenos"> 37</span></a> <span class="k">return</span> <span class="nb">hash</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">)</span> +</span><span id="Column-38"><a href="#Column-38"><span class="linenos"> 38</span></a> +</span><span id="Column-39"><a href="#Column-39"><span class="linenos"> 39</span></a> <span class="k">def</span> <span class="fm">__eq__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> <span class="c1"># type: ignore</span> +</span><span id="Column-40"><a href="#Column-40"><span class="linenos"> 40</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">EQ</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-41"><a href="#Column-41"><span class="linenos"> 41</span></a> +</span><span id="Column-42"><a href="#Column-42"><span class="linenos"> 42</span></a> <span class="k">def</span> <span class="fm">__ne__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> <span class="c1"># type: ignore</span> +</span><span id="Column-43"><a href="#Column-43"><span class="linenos"> 43</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">NEQ</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-44"><a href="#Column-44"><span class="linenos"> 44</span></a> +</span><span id="Column-45"><a href="#Column-45"><span class="linenos"> 45</span></a> <span class="k">def</span> <span class="fm">__gt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-46"><a href="#Column-46"><span class="linenos"> 46</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">GT</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-47"><a href="#Column-47"><span class="linenos"> 47</span></a> +</span><span id="Column-48"><a href="#Column-48"><span class="linenos"> 48</span></a> <span class="k">def</span> <span class="fm">__ge__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-49"><a href="#Column-49"><span class="linenos"> 49</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">GTE</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-50"><a href="#Column-50"><span class="linenos"> 50</span></a> +</span><span id="Column-51"><a href="#Column-51"><span class="linenos"> 51</span></a> <span class="k">def</span> <span class="fm">__lt__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-52"><a href="#Column-52"><span class="linenos"> 52</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">LT</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-53"><a href="#Column-53"><span class="linenos"> 53</span></a> +</span><span id="Column-54"><a href="#Column-54"><span class="linenos"> 54</span></a> <span class="k">def</span> <span class="fm">__le__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-55"><a href="#Column-55"><span class="linenos"> 55</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">LTE</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-56"><a href="#Column-56"><span class="linenos"> 56</span></a> +</span><span id="Column-57"><a href="#Column-57"><span class="linenos"> 57</span></a> <span class="k">def</span> <span class="fm">__and__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-58"><a href="#Column-58"><span class="linenos"> 58</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">And</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-59"><a href="#Column-59"><span class="linenos"> 59</span></a> +</span><span id="Column-60"><a href="#Column-60"><span class="linenos"> 60</span></a> <span class="k">def</span> <span class="fm">__or__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-61"><a href="#Column-61"><span class="linenos"> 61</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Or</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-62"><a href="#Column-62"><span class="linenos"> 62</span></a> +</span><span id="Column-63"><a href="#Column-63"><span class="linenos"> 63</span></a> <span class="k">def</span> <span class="fm">__mod__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-64"><a href="#Column-64"><span class="linenos"> 64</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Mod</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-65"><a href="#Column-65"><span class="linenos"> 65</span></a> +</span><span id="Column-66"><a href="#Column-66"><span class="linenos"> 66</span></a> <span class="k">def</span> <span class="fm">__add__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-67"><a href="#Column-67"><span class="linenos"> 67</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Add</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-68"><a href="#Column-68"><span class="linenos"> 68</span></a> +</span><span id="Column-69"><a href="#Column-69"><span class="linenos"> 69</span></a> <span class="k">def</span> <span class="fm">__sub__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-70"><a href="#Column-70"><span class="linenos"> 70</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Sub</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-71"><a href="#Column-71"><span class="linenos"> 71</span></a> +</span><span id="Column-72"><a href="#Column-72"><span class="linenos"> 72</span></a> <span class="k">def</span> <span class="fm">__mul__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-73"><a href="#Column-73"><span class="linenos"> 73</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Mul</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-74"><a href="#Column-74"><span class="linenos"> 74</span></a> +</span><span id="Column-75"><a href="#Column-75"><span class="linenos"> 75</span></a> <span class="k">def</span> <span class="fm">__truediv__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-76"><a href="#Column-76"><span class="linenos"> 76</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Div</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-77"><a href="#Column-77"><span class="linenos"> 77</span></a> +</span><span id="Column-78"><a href="#Column-78"><span class="linenos"> 78</span></a> <span class="k">def</span> <span class="nf">__div__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-79"><a href="#Column-79"><span class="linenos"> 79</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Div</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-80"><a href="#Column-80"><span class="linenos"> 80</span></a> +</span><span id="Column-81"><a href="#Column-81"><span class="linenos"> 81</span></a> <span class="k">def</span> <span class="fm">__neg__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-82"><a href="#Column-82"><span class="linenos"> 82</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">unary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Neg</span><span class="p">)</span> +</span><span id="Column-83"><a href="#Column-83"><span class="linenos"> 83</span></a> +</span><span id="Column-84"><a href="#Column-84"><span class="linenos"> 84</span></a> <span class="k">def</span> <span class="fm">__radd__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-85"><a href="#Column-85"><span class="linenos"> 85</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Add</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-86"><a href="#Column-86"><span class="linenos"> 86</span></a> +</span><span id="Column-87"><a href="#Column-87"><span class="linenos"> 87</span></a> <span class="k">def</span> <span class="fm">__rsub__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-88"><a href="#Column-88"><span class="linenos"> 88</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Sub</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-89"><a href="#Column-89"><span class="linenos"> 89</span></a> +</span><span id="Column-90"><a href="#Column-90"><span class="linenos"> 90</span></a> <span class="k">def</span> <span class="fm">__rmul__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-91"><a href="#Column-91"><span class="linenos"> 91</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Mul</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-92"><a href="#Column-92"><span class="linenos"> 92</span></a> +</span><span id="Column-93"><a href="#Column-93"><span class="linenos"> 93</span></a> <span class="k">def</span> <span class="nf">__rdiv__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-94"><a href="#Column-94"><span class="linenos"> 94</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Div</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-95"><a href="#Column-95"><span class="linenos"> 95</span></a> +</span><span id="Column-96"><a href="#Column-96"><span class="linenos"> 96</span></a> <span class="k">def</span> <span class="fm">__rtruediv__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-97"><a href="#Column-97"><span class="linenos"> 97</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Div</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-98"><a href="#Column-98"><span class="linenos"> 98</span></a> +</span><span id="Column-99"><a href="#Column-99"><span class="linenos"> 99</span></a> <span class="k">def</span> <span class="fm">__rmod__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-100"><a href="#Column-100"><span class="linenos">100</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Mod</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-101"><a href="#Column-101"><span class="linenos">101</span></a> +</span><span id="Column-102"><a href="#Column-102"><span class="linenos">102</span></a> <span class="k">def</span> <span class="fm">__pow__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">power</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">modulo</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span> +</span><span id="Column-103"><a href="#Column-103"><span class="linenos">103</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Pow</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">power</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span><span class="p">))</span> +</span><span id="Column-104"><a href="#Column-104"><span class="linenos">104</span></a> +</span><span id="Column-105"><a href="#Column-105"><span class="linenos">105</span></a> <span class="k">def</span> <span class="fm">__rpow__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">power</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">):</span> +</span><span id="Column-106"><a href="#Column-106"><span class="linenos">106</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Pow</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">power</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">))</span> +</span><span id="Column-107"><a href="#Column-107"><span class="linenos">107</span></a> +</span><span id="Column-108"><a href="#Column-108"><span class="linenos">108</span></a> <span class="k">def</span> <span class="fm">__invert__</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> +</span><span id="Column-109"><a href="#Column-109"><span class="linenos">109</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">unary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Not</span><span class="p">)</span> +</span><span id="Column-110"><a href="#Column-110"><span class="linenos">110</span></a> +</span><span id="Column-111"><a href="#Column-111"><span class="linenos">111</span></a> <span class="k">def</span> <span class="fm">__rand__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-112"><a href="#Column-112"><span class="linenos">112</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">And</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-113"><a href="#Column-113"><span class="linenos">113</span></a> +</span><span id="Column-114"><a href="#Column-114"><span class="linenos">114</span></a> <span class="k">def</span> <span class="fm">__ror__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-115"><a href="#Column-115"><span class="linenos">115</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">inverse_binary_op</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Or</span><span class="p">,</span> <span class="n">other</span><span class="p">)</span> +</span><span id="Column-116"><a href="#Column-116"><span class="linenos">116</span></a> +</span><span id="Column-117"><a href="#Column-117"><span class="linenos">117</span></a> <span class="nd">@classmethod</span> +</span><span id="Column-118"><a href="#Column-118"><span class="linenos">118</span></a> <span class="k">def</span> <span class="nf">ensure_col</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]]):</span> +</span><span id="Column-119"><a href="#Column-119"><span class="linenos">119</span></a> <span class="k">return</span> <span class="bp">cls</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> +</span><span id="Column-120"><a href="#Column-120"><span class="linenos">120</span></a> +</span><span id="Column-121"><a href="#Column-121"><span class="linenos">121</span></a> <span class="nd">@classmethod</span> +</span><span id="Column-122"><a href="#Column-122"><span class="linenos">122</span></a> <span class="k">def</span> <span class="nf">ensure_cols</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">args</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]])</span> <span class="o">-></span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">Column</span><span class="p">]:</span> +</span><span id="Column-123"><a href="#Column-123"><span class="linenos">123</span></a> <span class="k">return</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span> +</span><span id="Column-124"><a href="#Column-124"><span class="linenos">124</span></a> +</span><span id="Column-125"><a href="#Column-125"><span class="linenos">125</span></a> <span class="nd">@classmethod</span> +</span><span id="Column-126"><a href="#Column-126"><span class="linenos">126</span></a> <span class="k">def</span> <span class="nf">_lit</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-127"><a href="#Column-127"><span class="linenos">127</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="nb">dict</span><span class="p">):</span> +</span><span id="Column-128"><a href="#Column-128"><span class="linenos">128</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">v</span><span class="p">)</span><span class="o">.</span><span class="n">alias</span><span class="p">(</span><span class="n">k</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">value</span><span class="o">.</span><span class="n">items</span><span class="p">()]</span> +</span><span id="Column-129"><a href="#Column-129"><span class="linenos">129</span></a> <span class="k">return</span> <span class="bp">cls</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">Struct</span><span class="p">(</span><span class="n">expressions</span><span class="o">=</span><span class="n">columns</span><span class="p">))</span> +</span><span id="Column-130"><a href="#Column-130"><span class="linenos">130</span></a> <span class="k">return</span> <span class="bp">cls</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">convert</span><span class="p">(</span><span class="n">value</span><span class="p">))</span> +</span><span id="Column-131"><a href="#Column-131"><span class="linenos">131</span></a> +</span><span id="Column-132"><a href="#Column-132"><span class="linenos">132</span></a> <span class="nd">@classmethod</span> +</span><span id="Column-133"><a href="#Column-133"><span class="linenos">133</span></a> <span class="k">def</span> <span class="nf">invoke_anonymous_function</span><span class="p">(</span> +</span><span id="Column-134"><a href="#Column-134"><span class="linenos">134</span></a> <span class="bp">cls</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> <span class="n">func_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">]</span> +</span><span id="Column-135"><a href="#Column-135"><span class="linenos">135</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-136"><a href="#Column-136"><span class="linenos">136</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">if</span> <span class="n">column</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">column</span><span class="p">)]</span> +</span><span id="Column-137"><a href="#Column-137"><span class="linenos">137</span></a> <span class="n">column_args</span> <span class="o">=</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">arg</span><span class="p">)</span> <span class="k">for</span> <span class="n">arg</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span> +</span><span id="Column-138"><a href="#Column-138"><span class="linenos">138</span></a> <span class="n">expressions</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">columns</span> <span class="o">+</span> <span class="n">column_args</span><span class="p">]</span> +</span><span id="Column-139"><a href="#Column-139"><span class="linenos">139</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Anonymous</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">func_name</span><span class="o">.</span><span class="n">upper</span><span class="p">(),</span> <span class="n">expressions</span><span class="o">=</span><span class="n">expressions</span><span class="p">)</span> +</span><span id="Column-140"><a href="#Column-140"><span class="linenos">140</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> +</span><span id="Column-141"><a href="#Column-141"><span class="linenos">141</span></a> +</span><span id="Column-142"><a href="#Column-142"><span class="linenos">142</span></a> <span class="nd">@classmethod</span> +</span><span id="Column-143"><a href="#Column-143"><span class="linenos">143</span></a> <span class="k">def</span> <span class="nf">invoke_expression_over_column</span><span class="p">(</span> +</span><span id="Column-144"><a href="#Column-144"><span class="linenos">144</span></a> <span class="bp">cls</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> <span class="n">callable_expression</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span> +</span><span id="Column-145"><a href="#Column-145"><span class="linenos">145</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-146"><a href="#Column-146"><span class="linenos">146</span></a> <span class="n">ensured_column</span> <span class="o">=</span> <span class="kc">None</span> <span class="k">if</span> <span class="n">column</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> +</span><span id="Column-147"><a href="#Column-147"><span class="linenos">147</span></a> <span class="n">ensure_expression_values</span> <span class="o">=</span> <span class="p">{</span> +</span><span id="Column-148"><a href="#Column-148"><span class="linenos">148</span></a> <span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">v</span><span class="p">]</span> +</span><span id="Column-149"><a href="#Column-149"><span class="linenos">149</span></a> <span class="k">if</span> <span class="n">is_iterable</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> +</span><span id="Column-150"><a href="#Column-150"><span class="linenos">150</span></a> <span class="k">else</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">v</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column-151"><a href="#Column-151"><span class="linenos">151</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> +</span><span id="Column-152"><a href="#Column-152"><span class="linenos">152</span></a> <span class="k">if</span> <span class="n">v</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> +</span><span id="Column-153"><a href="#Column-153"><span class="linenos">153</span></a> <span class="p">}</span> +</span><span id="Column-154"><a href="#Column-154"><span class="linenos">154</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="Column-155"><a href="#Column-155"><span class="linenos">155</span></a> <span class="n">callable_expression</span><span class="p">(</span><span class="o">**</span><span class="n">ensure_expression_values</span><span class="p">)</span> +</span><span id="Column-156"><a href="#Column-156"><span class="linenos">156</span></a> <span class="k">if</span> <span class="n">ensured_column</span> <span class="ow">is</span> <span class="kc">None</span> +</span><span id="Column-157"><a href="#Column-157"><span class="linenos">157</span></a> <span class="k">else</span> <span class="n">callable_expression</span><span class="p">(</span> +</span><span id="Column-158"><a href="#Column-158"><span class="linenos">158</span></a> <span class="n">this</span><span class="o">=</span><span class="n">ensured_column</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">ensure_expression_values</span> +</span><span id="Column-159"><a href="#Column-159"><span class="linenos">159</span></a> <span class="p">)</span> +</span><span id="Column-160"><a href="#Column-160"><span class="linenos">160</span></a> <span class="p">)</span> +</span><span id="Column-161"><a href="#Column-161"><span class="linenos">161</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span><span id="Column-162"><a href="#Column-162"><span class="linenos">162</span></a> -</span><span id="Column-163"><a href="#Column-163"><span class="linenos">163</span></a> <span class="k">def</span> <span class="nf">inverse_binary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-163"><a href="#Column-163"><span class="linenos">163</span></a> <span class="k">def</span> <span class="nf">binary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> </span><span id="Column-164"><a href="#Column-164"><span class="linenos">164</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span> -</span><span id="Column-165"><a href="#Column-165"><span class="linenos">165</span></a> <span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> +</span><span id="Column-165"><a href="#Column-165"><span class="linenos">165</span></a> <span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> </span><span id="Column-166"><a href="#Column-166"><span class="linenos">166</span></a> <span class="p">)</span> </span><span id="Column-167"><a href="#Column-167"><span class="linenos">167</span></a> -</span><span id="Column-168"><a href="#Column-168"><span class="linenos">168</span></a> <span class="k">def</span> <span class="nf">unary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-169"><a href="#Column-169"><span class="linenos">169</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">))</span> -</span><span id="Column-170"><a href="#Column-170"><span class="linenos">170</span></a> -</span><span id="Column-171"><a href="#Column-171"><span class="linenos">171</span></a> <span class="nd">@property</span> -</span><span id="Column-172"><a href="#Column-172"><span class="linenos">172</span></a> <span class="k">def</span> <span class="nf">is_alias</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> -</span><span id="Column-173"><a href="#Column-173"><span class="linenos">173</span></a> <span class="k">return</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Alias</span><span class="p">)</span> -</span><span id="Column-174"><a href="#Column-174"><span class="linenos">174</span></a> -</span><span id="Column-175"><a href="#Column-175"><span class="linenos">175</span></a> <span class="nd">@property</span> -</span><span id="Column-176"><a href="#Column-176"><span class="linenos">176</span></a> <span class="k">def</span> <span class="nf">is_column</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> -</span><span id="Column-177"><a href="#Column-177"><span class="linenos">177</span></a> <span class="k">return</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span> -</span><span id="Column-178"><a href="#Column-178"><span class="linenos">178</span></a> -</span><span id="Column-179"><a href="#Column-179"><span class="linenos">179</span></a> <span class="nd">@property</span> -</span><span id="Column-180"><a href="#Column-180"><span class="linenos">180</span></a> <span class="k">def</span> <span class="nf">column_expression</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="p">]:</span> -</span><span id="Column-181"><a href="#Column-181"><span class="linenos">181</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">unalias</span><span class="p">()</span> -</span><span id="Column-182"><a href="#Column-182"><span class="linenos">182</span></a> -</span><span id="Column-183"><a href="#Column-183"><span class="linenos">183</span></a> <span class="nd">@property</span> -</span><span id="Column-184"><a href="#Column-184"><span class="linenos">184</span></a> <span class="k">def</span> <span class="nf">alias_or_name</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> -</span><span id="Column-185"><a href="#Column-185"><span class="linenos">185</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> -</span><span id="Column-186"><a href="#Column-186"><span class="linenos">186</span></a> -</span><span id="Column-187"><a href="#Column-187"><span class="linenos">187</span></a> <span class="nd">@classmethod</span> -</span><span id="Column-188"><a href="#Column-188"><span class="linenos">188</span></a> <span class="k">def</span> <span class="nf">ensure_literal</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-189"><a href="#Column-189"><span class="linenos">189</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> -</span><span id="Column-190"><a href="#Column-190"><span class="linenos">190</span></a> -</span><span id="Column-191"><a href="#Column-191"><span class="linenos">191</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="bp">cls</span><span class="p">):</span> -</span><span id="Column-192"><a href="#Column-192"><span class="linenos">192</span></a> <span class="n">value</span> <span class="o">=</span> <span class="n">value</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column-193"><a href="#Column-193"><span class="linenos">193</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="p">):</span> -</span><span id="Column-194"><a href="#Column-194"><span class="linenos">194</span></a> <span class="k">return</span> <span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> -</span><span id="Column-195"><a href="#Column-195"><span class="linenos">195</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> -</span><span id="Column-196"><a href="#Column-196"><span class="linenos">196</span></a> -</span><span id="Column-197"><a href="#Column-197"><span class="linenos">197</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-198"><a href="#Column-198"><span class="linenos">198</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span> -</span><span id="Column-199"><a href="#Column-199"><span class="linenos">199</span></a> -</span><span id="Column-200"><a href="#Column-200"><span class="linenos">200</span></a> <span class="k">def</span> <span class="nf">set_table_name</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-201"><a href="#Column-201"><span class="linenos">201</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="k">if</span> <span class="n">copy</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column-202"><a href="#Column-202"><span class="linenos">202</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"table"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">table_name</span><span class="p">))</span> -</span><span id="Column-203"><a href="#Column-203"><span class="linenos">203</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span> +</span><span id="Column-168"><a href="#Column-168"><span class="linenos">168</span></a> <span class="k">def</span> <span class="nf">inverse_binary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-169"><a href="#Column-169"><span class="linenos">169</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span> +</span><span id="Column-170"><a href="#Column-170"><span class="linenos">170</span></a> <span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> +</span><span id="Column-171"><a href="#Column-171"><span class="linenos">171</span></a> <span class="p">)</span> +</span><span id="Column-172"><a href="#Column-172"><span class="linenos">172</span></a> +</span><span id="Column-173"><a href="#Column-173"><span class="linenos">173</span></a> <span class="k">def</span> <span class="nf">unary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-174"><a href="#Column-174"><span class="linenos">174</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">))</span> +</span><span id="Column-175"><a href="#Column-175"><span class="linenos">175</span></a> +</span><span id="Column-176"><a href="#Column-176"><span class="linenos">176</span></a> <span class="nd">@property</span> +</span><span id="Column-177"><a href="#Column-177"><span class="linenos">177</span></a> <span class="k">def</span> <span class="nf">is_alias</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> +</span><span id="Column-178"><a href="#Column-178"><span class="linenos">178</span></a> <span class="k">return</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Alias</span><span class="p">)</span> +</span><span id="Column-179"><a href="#Column-179"><span class="linenos">179</span></a> +</span><span id="Column-180"><a href="#Column-180"><span class="linenos">180</span></a> <span class="nd">@property</span> +</span><span id="Column-181"><a href="#Column-181"><span class="linenos">181</span></a> <span class="k">def</span> <span class="nf">is_column</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> +</span><span id="Column-182"><a href="#Column-182"><span class="linenos">182</span></a> <span class="k">return</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">)</span> +</span><span id="Column-183"><a href="#Column-183"><span class="linenos">183</span></a> +</span><span id="Column-184"><a href="#Column-184"><span class="linenos">184</span></a> <span class="nd">@property</span> +</span><span id="Column-185"><a href="#Column-185"><span class="linenos">185</span></a> <span class="k">def</span> <span class="nf">column_expression</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="p">]:</span> +</span><span id="Column-186"><a href="#Column-186"><span class="linenos">186</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">unalias</span><span class="p">()</span> +</span><span id="Column-187"><a href="#Column-187"><span class="linenos">187</span></a> +</span><span id="Column-188"><a href="#Column-188"><span class="linenos">188</span></a> <span class="nd">@property</span> +</span><span id="Column-189"><a href="#Column-189"><span class="linenos">189</span></a> <span class="k">def</span> <span class="nf">alias_or_name</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> +</span><span id="Column-190"><a href="#Column-190"><span class="linenos">190</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">alias_or_name</span> +</span><span id="Column-191"><a href="#Column-191"><span class="linenos">191</span></a> +</span><span id="Column-192"><a href="#Column-192"><span class="linenos">192</span></a> <span class="nd">@classmethod</span> +</span><span id="Column-193"><a href="#Column-193"><span class="linenos">193</span></a> <span class="k">def</span> <span class="nf">ensure_literal</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-194"><a href="#Column-194"><span class="linenos">194</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> +</span><span id="Column-195"><a href="#Column-195"><span class="linenos">195</span></a> +</span><span id="Column-196"><a href="#Column-196"><span class="linenos">196</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="bp">cls</span><span class="p">):</span> +</span><span id="Column-197"><a href="#Column-197"><span class="linenos">197</span></a> <span class="n">value</span> <span class="o">=</span> <span class="n">value</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column-198"><a href="#Column-198"><span class="linenos">198</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="p">):</span> +</span><span id="Column-199"><a href="#Column-199"><span class="linenos">199</span></a> <span class="k">return</span> <span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> +</span><span id="Column-200"><a href="#Column-200"><span class="linenos">200</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> +</span><span id="Column-201"><a href="#Column-201"><span class="linenos">201</span></a> +</span><span id="Column-202"><a href="#Column-202"><span class="linenos">202</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-203"><a href="#Column-203"><span class="linenos">203</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span> </span><span id="Column-204"><a href="#Column-204"><span class="linenos">204</span></a> -</span><span id="Column-205"><a href="#Column-205"><span class="linenos">205</span></a> <span class="k">def</span> <span class="nf">sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> -</span><span id="Column-206"><a href="#Column-206"><span class="linenos">206</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="s2">"dialect"</span><span class="p">:</span> <span class="s2">"spark"</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">})</span> -</span><span id="Column-207"><a href="#Column-207"><span class="linenos">207</span></a> -</span><span id="Column-208"><a href="#Column-208"><span class="linenos">208</span></a> <span class="k">def</span> <span class="nf">alias</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-209"><a href="#Column-209"><span class="linenos">209</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span> -</span><span id="Column-210"><a href="#Column-210"><span class="linenos">210</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> -</span><span id="Column-211"><a href="#Column-211"><span class="linenos">211</span></a> -</span><span id="Column-212"><a href="#Column-212"><span class="linenos">212</span></a> <span class="k">def</span> <span class="nf">asc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-213"><a href="#Column-213"><span class="linenos">213</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> -</span><span id="Column-214"><a href="#Column-214"><span class="linenos">214</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> -</span><span id="Column-215"><a href="#Column-215"><span class="linenos">215</span></a> -</span><span id="Column-216"><a href="#Column-216"><span class="linenos">216</span></a> <span class="k">def</span> <span class="nf">desc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-217"><a href="#Column-217"><span class="linenos">217</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> -</span><span id="Column-218"><a href="#Column-218"><span class="linenos">218</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> -</span><span id="Column-219"><a href="#Column-219"><span class="linenos">219</span></a> -</span><span id="Column-220"><a href="#Column-220"><span class="linenos">220</span></a> <span class="n">asc_nulls_first</span> <span class="o">=</span> <span class="n">asc</span> -</span><span id="Column-221"><a href="#Column-221"><span class="linenos">221</span></a> -</span><span id="Column-222"><a href="#Column-222"><span class="linenos">222</span></a> <span class="k">def</span> <span class="nf">asc_nulls_last</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-223"><a href="#Column-223"><span class="linenos">223</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> -</span><span id="Column-224"><a href="#Column-224"><span class="linenos">224</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> -</span><span id="Column-225"><a href="#Column-225"><span class="linenos">225</span></a> -</span><span id="Column-226"><a href="#Column-226"><span class="linenos">226</span></a> <span class="k">def</span> <span class="nf">desc_nulls_first</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-227"><a href="#Column-227"><span class="linenos">227</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> -</span><span id="Column-228"><a href="#Column-228"><span class="linenos">228</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> -</span><span id="Column-229"><a href="#Column-229"><span class="linenos">229</span></a> -</span><span id="Column-230"><a href="#Column-230"><span class="linenos">230</span></a> <span class="n">desc_nulls_last</span> <span class="o">=</span> <span class="n">desc</span> -</span><span id="Column-231"><a href="#Column-231"><span class="linenos">231</span></a> -</span><span id="Column-232"><a href="#Column-232"><span class="linenos">232</span></a> <span class="k">def</span> <span class="nf">when</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">condition</span><span class="p">:</span> <span class="n">Column</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-233"><a href="#Column-233"><span class="linenos">233</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">when</span> +</span><span id="Column-205"><a href="#Column-205"><span class="linenos">205</span></a> <span class="k">def</span> <span class="nf">set_table_name</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-206"><a href="#Column-206"><span class="linenos">206</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="k">if</span> <span class="n">copy</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column-207"><a href="#Column-207"><span class="linenos">207</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"table"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">table_name</span><span class="p">))</span> +</span><span id="Column-208"><a href="#Column-208"><span class="linenos">208</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span> +</span><span id="Column-209"><a href="#Column-209"><span class="linenos">209</span></a> +</span><span id="Column-210"><a href="#Column-210"><span class="linenos">210</span></a> <span class="k">def</span> <span class="nf">sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> +</span><span id="Column-211"><a href="#Column-211"><span class="linenos">211</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="s2">"dialect"</span><span class="p">:</span> <span class="s2">"spark"</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">})</span> +</span><span id="Column-212"><a href="#Column-212"><span class="linenos">212</span></a> +</span><span id="Column-213"><a href="#Column-213"><span class="linenos">213</span></a> <span class="k">def</span> <span class="nf">alias</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-214"><a href="#Column-214"><span class="linenos">214</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span> +</span><span id="Column-215"><a href="#Column-215"><span class="linenos">215</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> +</span><span id="Column-216"><a href="#Column-216"><span class="linenos">216</span></a> +</span><span id="Column-217"><a href="#Column-217"><span class="linenos">217</span></a> <span class="k">def</span> <span class="nf">asc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-218"><a href="#Column-218"><span class="linenos">218</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> +</span><span id="Column-219"><a href="#Column-219"><span class="linenos">219</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> +</span><span id="Column-220"><a href="#Column-220"><span class="linenos">220</span></a> +</span><span id="Column-221"><a href="#Column-221"><span class="linenos">221</span></a> <span class="k">def</span> <span class="nf">desc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-222"><a href="#Column-222"><span class="linenos">222</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> +</span><span id="Column-223"><a href="#Column-223"><span class="linenos">223</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> +</span><span id="Column-224"><a href="#Column-224"><span class="linenos">224</span></a> +</span><span id="Column-225"><a href="#Column-225"><span class="linenos">225</span></a> <span class="n">asc_nulls_first</span> <span class="o">=</span> <span class="n">asc</span> +</span><span id="Column-226"><a href="#Column-226"><span class="linenos">226</span></a> +</span><span id="Column-227"><a href="#Column-227"><span class="linenos">227</span></a> <span class="k">def</span> <span class="nf">asc_nulls_last</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-228"><a href="#Column-228"><span class="linenos">228</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> +</span><span id="Column-229"><a href="#Column-229"><span class="linenos">229</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> +</span><span id="Column-230"><a href="#Column-230"><span class="linenos">230</span></a> +</span><span id="Column-231"><a href="#Column-231"><span class="linenos">231</span></a> <span class="k">def</span> <span class="nf">desc_nulls_first</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-232"><a href="#Column-232"><span class="linenos">232</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> +</span><span id="Column-233"><a href="#Column-233"><span class="linenos">233</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span><span id="Column-234"><a href="#Column-234"><span class="linenos">234</span></a> -</span><span id="Column-235"><a href="#Column-235"><span class="linenos">235</span></a> <span class="n">column_with_if</span> <span class="o">=</span> <span class="n">when</span><span class="p">(</span><span class="n">condition</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> -</span><span id="Column-236"><a href="#Column-236"><span class="linenos">236</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Case</span><span class="p">):</span> -</span><span id="Column-237"><a href="#Column-237"><span class="linenos">237</span></a> <span class="k">return</span> <span class="n">column_with_if</span> -</span><span id="Column-238"><a href="#Column-238"><span class="linenos">238</span></a> <span class="n">new_column</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="Column-239"><a href="#Column-239"><span class="linenos">239</span></a> <span class="n">new_column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"ifs"</span><span class="p">]</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">column_with_if</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"ifs"</span><span class="p">])</span> -</span><span id="Column-240"><a href="#Column-240"><span class="linenos">240</span></a> <span class="k">return</span> <span class="n">new_column</span> -</span><span id="Column-241"><a href="#Column-241"><span class="linenos">241</span></a> -</span><span id="Column-242"><a href="#Column-242"><span class="linenos">242</span></a> <span class="k">def</span> <span class="nf">otherwise</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-243"><a href="#Column-243"><span class="linenos">243</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> -</span><span id="Column-244"><a href="#Column-244"><span class="linenos">244</span></a> -</span><span id="Column-245"><a href="#Column-245"><span class="linenos">245</span></a> <span class="n">true_value</span> <span class="o">=</span> <span class="n">value</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> -</span><span id="Column-246"><a href="#Column-246"><span class="linenos">246</span></a> <span class="n">new_column</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="Column-247"><a href="#Column-247"><span class="linenos">247</span></a> <span class="n">new_column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"default"</span><span class="p">,</span> <span class="n">true_value</span><span class="o">.</span><span class="n">column_expression</span><span class="p">)</span> -</span><span id="Column-248"><a href="#Column-248"><span class="linenos">248</span></a> <span class="k">return</span> <span class="n">new_column</span> +</span><span id="Column-235"><a href="#Column-235"><span class="linenos">235</span></a> <span class="n">desc_nulls_last</span> <span class="o">=</span> <span class="n">desc</span> +</span><span id="Column-236"><a href="#Column-236"><span class="linenos">236</span></a> +</span><span id="Column-237"><a href="#Column-237"><span class="linenos">237</span></a> <span class="k">def</span> <span class="nf">when</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">condition</span><span class="p">:</span> <span class="n">Column</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-238"><a href="#Column-238"><span class="linenos">238</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">when</span> +</span><span id="Column-239"><a href="#Column-239"><span class="linenos">239</span></a> +</span><span id="Column-240"><a href="#Column-240"><span class="linenos">240</span></a> <span class="n">column_with_if</span> <span class="o">=</span> <span class="n">when</span><span class="p">(</span><span class="n">condition</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> +</span><span id="Column-241"><a href="#Column-241"><span class="linenos">241</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Case</span><span class="p">):</span> +</span><span id="Column-242"><a href="#Column-242"><span class="linenos">242</span></a> <span class="k">return</span> <span class="n">column_with_if</span> +</span><span id="Column-243"><a href="#Column-243"><span class="linenos">243</span></a> <span class="n">new_column</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="Column-244"><a href="#Column-244"><span class="linenos">244</span></a> <span class="n">new_column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"ifs"</span><span class="p">]</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">column_with_if</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"ifs"</span><span class="p">])</span> +</span><span id="Column-245"><a href="#Column-245"><span class="linenos">245</span></a> <span class="k">return</span> <span class="n">new_column</span> +</span><span id="Column-246"><a href="#Column-246"><span class="linenos">246</span></a> +</span><span id="Column-247"><a href="#Column-247"><span class="linenos">247</span></a> <span class="k">def</span> <span class="nf">otherwise</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-248"><a href="#Column-248"><span class="linenos">248</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> </span><span id="Column-249"><a href="#Column-249"><span class="linenos">249</span></a> -</span><span id="Column-250"><a href="#Column-250"><span class="linenos">250</span></a> <span class="k">def</span> <span class="nf">isNull</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-251"><a href="#Column-251"><span class="linenos">251</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Is</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">())</span> -</span><span id="Column-252"><a href="#Column-252"><span class="linenos">252</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> -</span><span id="Column-253"><a href="#Column-253"><span class="linenos">253</span></a> -</span><span id="Column-254"><a href="#Column-254"><span class="linenos">254</span></a> <span class="k">def</span> <span class="nf">isNotNull</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-255"><a href="#Column-255"><span class="linenos">255</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Not</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Is</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">()))</span> -</span><span id="Column-256"><a href="#Column-256"><span class="linenos">256</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> -</span><span id="Column-257"><a href="#Column-257"><span class="linenos">257</span></a> -</span><span id="Column-258"><a href="#Column-258"><span class="linenos">258</span></a> <span class="k">def</span> <span class="nf">cast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataType</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">DataType</span><span class="p">]):</span> -</span><span id="Column-259"><a href="#Column-259"><span class="linenos">259</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="Column-260"><a href="#Column-260"><span class="linenos">260</span></a><span class="sd"> Functionality Difference: PySpark cast accepts a datatype instance of the datatype class</span> -</span><span id="Column-261"><a href="#Column-261"><span class="linenos">261</span></a><span class="sd"> Sqlglot doesn't currently replicate this class so it only accepts a string</span> -</span><span id="Column-262"><a href="#Column-262"><span class="linenos">262</span></a><span class="sd"> """</span> -</span><span id="Column-263"><a href="#Column-263"><span class="linenos">263</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dataType</span><span class="p">,</span> <span class="n">DataType</span><span class="p">):</span> -</span><span id="Column-264"><a href="#Column-264"><span class="linenos">264</span></a> <span class="n">dataType</span> <span class="o">=</span> <span class="n">dataType</span><span class="o">.</span><span class="n">simpleString</span><span class="p">()</span> -</span><span id="Column-265"><a href="#Column-265"><span class="linenos">265</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">dataType</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">))</span> -</span><span id="Column-266"><a href="#Column-266"><span class="linenos">266</span></a> -</span><span id="Column-267"><a href="#Column-267"><span class="linenos">267</span></a> <span class="k">def</span> <span class="nf">startswith</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-268"><a href="#Column-268"><span class="linenos">268</span></a> <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">value</span> -</span><span id="Column-269"><a href="#Column-269"><span class="linenos">269</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_anonymous_function</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s2">"STARTSWITH"</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> -</span><span id="Column-270"><a href="#Column-270"><span class="linenos">270</span></a> -</span><span id="Column-271"><a href="#Column-271"><span class="linenos">271</span></a> <span class="k">def</span> <span class="nf">endswith</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-272"><a href="#Column-272"><span class="linenos">272</span></a> <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">value</span> -</span><span id="Column-273"><a href="#Column-273"><span class="linenos">273</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_anonymous_function</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s2">"ENDSWITH"</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> -</span><span id="Column-274"><a href="#Column-274"><span class="linenos">274</span></a> -</span><span id="Column-275"><a href="#Column-275"><span class="linenos">275</span></a> <span class="k">def</span> <span class="nf">rlike</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">regexp</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-276"><a href="#Column-276"><span class="linenos">276</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> -</span><span id="Column-277"><a href="#Column-277"><span class="linenos">277</span></a> <span class="n">column</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">callable_expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">RegexpLike</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">regexp</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column-278"><a href="#Column-278"><span class="linenos">278</span></a> <span class="p">)</span> +</span><span id="Column-250"><a href="#Column-250"><span class="linenos">250</span></a> <span class="n">true_value</span> <span class="o">=</span> <span class="n">value</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> +</span><span id="Column-251"><a href="#Column-251"><span class="linenos">251</span></a> <span class="n">new_column</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="Column-252"><a href="#Column-252"><span class="linenos">252</span></a> <span class="n">new_column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"default"</span><span class="p">,</span> <span class="n">true_value</span><span class="o">.</span><span class="n">column_expression</span><span class="p">)</span> +</span><span id="Column-253"><a href="#Column-253"><span class="linenos">253</span></a> <span class="k">return</span> <span class="n">new_column</span> +</span><span id="Column-254"><a href="#Column-254"><span class="linenos">254</span></a> +</span><span id="Column-255"><a href="#Column-255"><span class="linenos">255</span></a> <span class="k">def</span> <span class="nf">isNull</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-256"><a href="#Column-256"><span class="linenos">256</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Is</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">())</span> +</span><span id="Column-257"><a href="#Column-257"><span class="linenos">257</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> +</span><span id="Column-258"><a href="#Column-258"><span class="linenos">258</span></a> +</span><span id="Column-259"><a href="#Column-259"><span class="linenos">259</span></a> <span class="k">def</span> <span class="nf">isNotNull</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-260"><a href="#Column-260"><span class="linenos">260</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Not</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Is</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">()))</span> +</span><span id="Column-261"><a href="#Column-261"><span class="linenos">261</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> +</span><span id="Column-262"><a href="#Column-262"><span class="linenos">262</span></a> +</span><span id="Column-263"><a href="#Column-263"><span class="linenos">263</span></a> <span class="k">def</span> <span class="nf">cast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataType</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">DataType</span><span class="p">]):</span> +</span><span id="Column-264"><a href="#Column-264"><span class="linenos">264</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="Column-265"><a href="#Column-265"><span class="linenos">265</span></a><span class="sd"> Functionality Difference: PySpark cast accepts a datatype instance of the datatype class</span> +</span><span id="Column-266"><a href="#Column-266"><span class="linenos">266</span></a><span class="sd"> Sqlglot doesn't currently replicate this class so it only accepts a string</span> +</span><span id="Column-267"><a href="#Column-267"><span class="linenos">267</span></a><span class="sd"> """</span> +</span><span id="Column-268"><a href="#Column-268"><span class="linenos">268</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dataType</span><span class="p">,</span> <span class="n">DataType</span><span class="p">):</span> +</span><span id="Column-269"><a href="#Column-269"><span class="linenos">269</span></a> <span class="n">dataType</span> <span class="o">=</span> <span class="n">dataType</span><span class="o">.</span><span class="n">simpleString</span><span class="p">()</span> +</span><span id="Column-270"><a href="#Column-270"><span class="linenos">270</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">dataType</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">))</span> +</span><span id="Column-271"><a href="#Column-271"><span class="linenos">271</span></a> +</span><span id="Column-272"><a href="#Column-272"><span class="linenos">272</span></a> <span class="k">def</span> <span class="nf">startswith</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-273"><a href="#Column-273"><span class="linenos">273</span></a> <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">value</span> +</span><span id="Column-274"><a href="#Column-274"><span class="linenos">274</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_anonymous_function</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s2">"STARTSWITH"</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> +</span><span id="Column-275"><a href="#Column-275"><span class="linenos">275</span></a> +</span><span id="Column-276"><a href="#Column-276"><span class="linenos">276</span></a> <span class="k">def</span> <span class="nf">endswith</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-277"><a href="#Column-277"><span class="linenos">277</span></a> <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">value</span> +</span><span id="Column-278"><a href="#Column-278"><span class="linenos">278</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_anonymous_function</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s2">"ENDSWITH"</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> </span><span id="Column-279"><a href="#Column-279"><span class="linenos">279</span></a> -</span><span id="Column-280"><a href="#Column-280"><span class="linenos">280</span></a> <span class="k">def</span> <span class="nf">like</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> +</span><span id="Column-280"><a href="#Column-280"><span class="linenos">280</span></a> <span class="k">def</span> <span class="nf">rlike</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">regexp</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> </span><span id="Column-281"><a href="#Column-281"><span class="linenos">281</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> -</span><span id="Column-282"><a href="#Column-282"><span class="linenos">282</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Like</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column-282"><a href="#Column-282"><span class="linenos">282</span></a> <span class="n">column</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">callable_expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">RegexpLike</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">regexp</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> </span><span id="Column-283"><a href="#Column-283"><span class="linenos">283</span></a> <span class="p">)</span> </span><span id="Column-284"><a href="#Column-284"><span class="linenos">284</span></a> -</span><span id="Column-285"><a href="#Column-285"><span class="linenos">285</span></a> <span class="k">def</span> <span class="nf">ilike</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> +</span><span id="Column-285"><a href="#Column-285"><span class="linenos">285</span></a> <span class="k">def</span> <span class="nf">like</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> </span><span id="Column-286"><a href="#Column-286"><span class="linenos">286</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> -</span><span id="Column-287"><a href="#Column-287"><span class="linenos">287</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">ILike</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column-287"><a href="#Column-287"><span class="linenos">287</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Like</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> </span><span id="Column-288"><a href="#Column-288"><span class="linenos">288</span></a> <span class="p">)</span> </span><span id="Column-289"><a href="#Column-289"><span class="linenos">289</span></a> -</span><span id="Column-290"><a href="#Column-290"><span class="linenos">290</span></a> <span class="k">def</span> <span class="nf">substr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">startPos</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Column</span><span class="p">],</span> <span class="n">length</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-291"><a href="#Column-291"><span class="linenos">291</span></a> <span class="n">startPos</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">startPos</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">startPos</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">startPos</span> -</span><span id="Column-292"><a href="#Column-292"><span class="linenos">292</span></a> <span class="n">length</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">length</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">length</span> -</span><span id="Column-293"><a href="#Column-293"><span class="linenos">293</span></a> <span class="k">return</span> <span class="n">Column</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> -</span><span id="Column-294"><a href="#Column-294"><span class="linenos">294</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Substring</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="n">startPos</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">length</span><span class="o">=</span><span class="n">length</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column-295"><a href="#Column-295"><span class="linenos">295</span></a> <span class="p">)</span> -</span><span id="Column-296"><a href="#Column-296"><span class="linenos">296</span></a> -</span><span id="Column-297"><a href="#Column-297"><span class="linenos">297</span></a> <span class="k">def</span> <span class="nf">isin</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Iterable</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">]]):</span> -</span><span id="Column-298"><a href="#Column-298"><span class="linenos">298</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="n">flatten</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">cols</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">set</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">))</span> <span class="k">else</span> <span class="n">cols</span> <span class="c1"># type: ignore</span> -</span><span id="Column-299"><a href="#Column-299"><span class="linenos">299</span></a> <span class="n">expressions</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">]</span> -</span><span id="Column-300"><a href="#Column-300"><span class="linenos">300</span></a> <span class="k">return</span> <span class="n">Column</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">In</span><span class="p">,</span> <span class="n">expressions</span><span class="o">=</span><span class="n">expressions</span><span class="p">)</span> <span class="c1"># type: ignore</span> +</span><span id="Column-290"><a href="#Column-290"><span class="linenos">290</span></a> <span class="k">def</span> <span class="nf">ilike</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> +</span><span id="Column-291"><a href="#Column-291"><span class="linenos">291</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> +</span><span id="Column-292"><a href="#Column-292"><span class="linenos">292</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">ILike</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column-293"><a href="#Column-293"><span class="linenos">293</span></a> <span class="p">)</span> +</span><span id="Column-294"><a href="#Column-294"><span class="linenos">294</span></a> +</span><span id="Column-295"><a href="#Column-295"><span class="linenos">295</span></a> <span class="k">def</span> <span class="nf">substr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">startPos</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Column</span><span class="p">],</span> <span class="n">length</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-296"><a href="#Column-296"><span class="linenos">296</span></a> <span class="n">startPos</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">startPos</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">startPos</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">startPos</span> +</span><span id="Column-297"><a href="#Column-297"><span class="linenos">297</span></a> <span class="n">length</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">length</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">length</span> +</span><span id="Column-298"><a href="#Column-298"><span class="linenos">298</span></a> <span class="k">return</span> <span class="n">Column</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> +</span><span id="Column-299"><a href="#Column-299"><span class="linenos">299</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Substring</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="n">startPos</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">length</span><span class="o">=</span><span class="n">length</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column-300"><a href="#Column-300"><span class="linenos">300</span></a> <span class="p">)</span> </span><span id="Column-301"><a href="#Column-301"><span class="linenos">301</span></a> -</span><span id="Column-302"><a href="#Column-302"><span class="linenos">302</span></a> <span class="k">def</span> <span class="nf">between</span><span class="p">(</span> -</span><span id="Column-303"><a href="#Column-303"><span class="linenos">303</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="Column-304"><a href="#Column-304"><span class="linenos">304</span></a> <span class="n">lowerBound</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> -</span><span id="Column-305"><a href="#Column-305"><span class="linenos">305</span></a> <span class="n">upperBound</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> -</span><span id="Column-306"><a href="#Column-306"><span class="linenos">306</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-307"><a href="#Column-307"><span class="linenos">307</span></a> <span class="n">lower_bound_exp</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="Column-308"><a href="#Column-308"><span class="linenos">308</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">lowerBound</span> -</span><span id="Column-309"><a href="#Column-309"><span class="linenos">309</span></a> <span class="p">)</span> -</span><span id="Column-310"><a href="#Column-310"><span class="linenos">310</span></a> <span class="n">upper_bound_exp</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="Column-311"><a href="#Column-311"><span class="linenos">311</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">upperBound</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">upperBound</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">upperBound</span> -</span><span id="Column-312"><a href="#Column-312"><span class="linenos">312</span></a> <span class="p">)</span> -</span><span id="Column-313"><a href="#Column-313"><span class="linenos">313</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span> -</span><span id="Column-314"><a href="#Column-314"><span class="linenos">314</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Between</span><span class="p">(</span> -</span><span id="Column-315"><a href="#Column-315"><span class="linenos">315</span></a> <span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> -</span><span id="Column-316"><a href="#Column-316"><span class="linenos">316</span></a> <span class="n">low</span><span class="o">=</span><span class="n">lower_bound_exp</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> -</span><span id="Column-317"><a href="#Column-317"><span class="linenos">317</span></a> <span class="n">high</span><span class="o">=</span><span class="n">upper_bound_exp</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> -</span><span id="Column-318"><a href="#Column-318"><span class="linenos">318</span></a> <span class="p">)</span> -</span><span id="Column-319"><a href="#Column-319"><span class="linenos">319</span></a> <span class="p">)</span> -</span><span id="Column-320"><a href="#Column-320"><span class="linenos">320</span></a> -</span><span id="Column-321"><a href="#Column-321"><span class="linenos">321</span></a> <span class="k">def</span> <span class="nf">over</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">window</span><span class="p">:</span> <span class="n">WindowSpec</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column-322"><a href="#Column-322"><span class="linenos">322</span></a> <span class="n">window_expression</span> <span class="o">=</span> <span class="n">window</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="Column-323"><a href="#Column-323"><span class="linenos">323</span></a> <span class="n">window_expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"this"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">)</span> -</span><span id="Column-324"><a href="#Column-324"><span class="linenos">324</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">window_expression</span><span class="p">)</span> +</span><span id="Column-302"><a href="#Column-302"><span class="linenos">302</span></a> <span class="k">def</span> <span class="nf">isin</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Iterable</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">]]):</span> +</span><span id="Column-303"><a href="#Column-303"><span class="linenos">303</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="n">flatten</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">cols</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">set</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">))</span> <span class="k">else</span> <span class="n">cols</span> <span class="c1"># type: ignore</span> +</span><span id="Column-304"><a href="#Column-304"><span class="linenos">304</span></a> <span class="n">expressions</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">]</span> +</span><span id="Column-305"><a href="#Column-305"><span class="linenos">305</span></a> <span class="k">return</span> <span class="n">Column</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">In</span><span class="p">,</span> <span class="n">expressions</span><span class="o">=</span><span class="n">expressions</span><span class="p">)</span> <span class="c1"># type: ignore</span> +</span><span id="Column-306"><a href="#Column-306"><span class="linenos">306</span></a> +</span><span id="Column-307"><a href="#Column-307"><span class="linenos">307</span></a> <span class="k">def</span> <span class="nf">between</span><span class="p">(</span> +</span><span id="Column-308"><a href="#Column-308"><span class="linenos">308</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="Column-309"><a href="#Column-309"><span class="linenos">309</span></a> <span class="n">lowerBound</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> +</span><span id="Column-310"><a href="#Column-310"><span class="linenos">310</span></a> <span class="n">upperBound</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> +</span><span id="Column-311"><a href="#Column-311"><span class="linenos">311</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-312"><a href="#Column-312"><span class="linenos">312</span></a> <span class="n">lower_bound_exp</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="Column-313"><a href="#Column-313"><span class="linenos">313</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">lowerBound</span> +</span><span id="Column-314"><a href="#Column-314"><span class="linenos">314</span></a> <span class="p">)</span> +</span><span id="Column-315"><a href="#Column-315"><span class="linenos">315</span></a> <span class="n">upper_bound_exp</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="Column-316"><a href="#Column-316"><span class="linenos">316</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">upperBound</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">upperBound</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">upperBound</span> +</span><span id="Column-317"><a href="#Column-317"><span class="linenos">317</span></a> <span class="p">)</span> +</span><span id="Column-318"><a href="#Column-318"><span class="linenos">318</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span> +</span><span id="Column-319"><a href="#Column-319"><span class="linenos">319</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Between</span><span class="p">(</span> +</span><span id="Column-320"><a href="#Column-320"><span class="linenos">320</span></a> <span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> +</span><span id="Column-321"><a href="#Column-321"><span class="linenos">321</span></a> <span class="n">low</span><span class="o">=</span><span class="n">lower_bound_exp</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> +</span><span id="Column-322"><a href="#Column-322"><span class="linenos">322</span></a> <span class="n">high</span><span class="o">=</span><span class="n">upper_bound_exp</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> +</span><span id="Column-323"><a href="#Column-323"><span class="linenos">323</span></a> <span class="p">)</span> +</span><span id="Column-324"><a href="#Column-324"><span class="linenos">324</span></a> <span class="p">)</span> +</span><span id="Column-325"><a href="#Column-325"><span class="linenos">325</span></a> +</span><span id="Column-326"><a href="#Column-326"><span class="linenos">326</span></a> <span class="k">def</span> <span class="nf">over</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">window</span><span class="p">:</span> <span class="n">WindowSpec</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column-327"><a href="#Column-327"><span class="linenos">327</span></a> <span class="n">window_expression</span> <span class="o">=</span> <span class="n">window</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="Column-328"><a href="#Column-328"><span class="linenos">328</span></a> <span class="n">window_expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"this"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">)</span> +</span><span id="Column-329"><a href="#Column-329"><span class="linenos">329</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">window_expression</span><span class="p">)</span> </span></pre></div> @@ -3222,22 +3228,26 @@ and check if it matches the type of the value provided. If not then make it null <input id="Column.__init__-view-source" class="view-source-toggle-state" type="checkbox" aria-hidden="true" tabindex="-1"> <div class="attr function"> - <span class="name">Column</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">expression</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043312805776'</span><span class="o">></span><span class="p">,</span> <span class="n"><a href="../expressions.html#Expression">sqlglot.expressions.Expression</a></span><span class="p">,</span> <span class="n">NoneType</span><span class="p">]</span></span>)</span> + <span class="name">Column</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="n">expression</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135092193312'</span><span class="o">></span><span class="p">,</span> <span class="n"><a href="../expressions.html#Expression">sqlglot.expressions.Expression</a></span><span class="p">,</span> <span class="n">NoneType</span><span class="p">]</span></span>)</span> <label class="view-source-button" for="Column.__init__-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#Column.__init__"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.__init__-17"><a href="#Column.__init__-17"><span class="linenos">17</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]]):</span> -</span><span id="Column.__init__-18"><a href="#Column.__init__-18"><span class="linenos">18</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">Column</span><span class="p">):</span> -</span><span id="Column.__init__-19"><a href="#Column.__init__-19"><span class="linenos">19</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">expression</span> <span class="c1"># type: ignore</span> -</span><span id="Column.__init__-20"><a href="#Column.__init__-20"><span class="linenos">20</span></a> <span class="k">elif</span> <span class="n">expression</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)):</span> -</span><span id="Column.__init__-21"><a href="#Column.__init__-21"><span class="linenos">21</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="c1"># type: ignore</span> -</span><span id="Column.__init__-22"><a href="#Column.__init__-22"><span class="linenos">22</span></a> -</span><span id="Column.__init__-23"><a href="#Column.__init__-23"><span class="linenos">23</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">maybe_parse</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">)</span> -</span><span id="Column.__init__-24"><a href="#Column.__init__-24"><span class="linenos">24</span></a> <span class="k">if</span> <span class="n">expression</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> -</span><span id="Column.__init__-25"><a href="#Column.__init__-25"><span class="linenos">25</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Could not parse </span><span class="si">{</span><span class="n">expression</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span> -</span><span id="Column.__init__-26"><a href="#Column.__init__-26"><span class="linenos">26</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span> <span class="o">=</span> <span class="n">expression</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.__init__-18"><a href="#Column.__init__-18"><span class="linenos">18</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">expression</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]]):</span> +</span><span id="Column.__init__-19"><a href="#Column.__init__-19"><span class="linenos">19</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">Column</span><span class="p">):</span> +</span><span id="Column.__init__-20"><a href="#Column.__init__-20"><span class="linenos">20</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">expression</span><span class="o">.</span><span class="n">expression</span> <span class="c1"># type: ignore</span> +</span><span id="Column.__init__-21"><a href="#Column.__init__-21"><span class="linenos">21</span></a> <span class="k">elif</span> <span class="n">expression</span> <span class="ow">is</span> <span class="kc">None</span> <span class="ow">or</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="p">(</span><span class="nb">str</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">)):</span> +</span><span id="Column.__init__-22"><a href="#Column.__init__-22"><span class="linenos">22</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="c1"># type: ignore</span> +</span><span id="Column.__init__-23"><a href="#Column.__init__-23"><span class="linenos">23</span></a> +</span><span id="Column.__init__-24"><a href="#Column.__init__-24"><span class="linenos">24</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">maybe_parse</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">)</span> +</span><span id="Column.__init__-25"><a href="#Column.__init__-25"><span class="linenos">25</span></a> <span class="k">if</span> <span class="n">expression</span> <span class="ow">is</span> <span class="kc">None</span><span class="p">:</span> +</span><span id="Column.__init__-26"><a href="#Column.__init__-26"><span class="linenos">26</span></a> <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span><span class="sa">f</span><span class="s2">"Could not parse </span><span class="si">{</span><span class="n">expression</span><span class="si">}</span><span class="s2">"</span><span class="p">)</span> +</span><span id="Column.__init__-27"><a href="#Column.__init__-27"><span class="linenos">27</span></a> +</span><span id="Column.__init__-28"><a href="#Column.__init__-28"><span class="linenos">28</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Column</span><span class="p">):</span> +</span><span id="Column.__init__-29"><a href="#Column.__init__-29"><span class="linenos">29</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">Spark</span><span class="o">.</span><span class="n">normalize_identifier</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> +</span><span id="Column.__init__-30"><a href="#Column.__init__-30"><span class="linenos">30</span></a> +</span><span id="Column.__init__-31"><a href="#Column.__init__-31"><span class="linenos">31</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span> <span class="o">=</span> <span class="n">expression</span> </span></pre></div> @@ -3250,15 +3260,15 @@ and check if it matches the type of the value provided. If not then make it null <div class="decorator">@classmethod</div> <span class="def">def</span> - <span class="name">ensure_col</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043311007728'</span><span class="o">></span><span class="p">,</span> <span class="n"><a href="../expressions.html#Expression">sqlglot.expressions.Expression</a></span><span class="p">,</span> <span class="n">NoneType</span><span class="p">]</span></span><span class="return-annotation">):</span></span> + <span class="name">ensure_col</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="n">value</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135090317456'</span><span class="o">></span><span class="p">,</span> <span class="n"><a href="../expressions.html#Expression">sqlglot.expressions.Expression</a></span><span class="p">,</span> <span class="n">NoneType</span><span class="p">]</span></span><span class="return-annotation">):</span></span> <label class="view-source-button" for="Column.ensure_col-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#Column.ensure_col"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.ensure_col-112"><a href="#Column.ensure_col-112"><span class="linenos">112</span></a> <span class="nd">@classmethod</span> -</span><span id="Column.ensure_col-113"><a href="#Column.ensure_col-113"><span class="linenos">113</span></a> <span class="k">def</span> <span class="nf">ensure_col</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]]):</span> -</span><span id="Column.ensure_col-114"><a href="#Column.ensure_col-114"><span class="linenos">114</span></a> <span class="k">return</span> <span class="bp">cls</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.ensure_col-117"><a href="#Column.ensure_col-117"><span class="linenos">117</span></a> <span class="nd">@classmethod</span> +</span><span id="Column.ensure_col-118"><a href="#Column.ensure_col-118"><span class="linenos">118</span></a> <span class="k">def</span> <span class="nf">ensure_col</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]]):</span> +</span><span id="Column.ensure_col-119"><a href="#Column.ensure_col-119"><span class="linenos">119</span></a> <span class="k">return</span> <span class="bp">cls</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> </span></pre></div> @@ -3271,15 +3281,15 @@ and check if it matches the type of the value provided. If not then make it null <div class="decorator">@classmethod</div> <span class="def">def</span> - <span class="name">ensure_cols</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="n">args</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043311137744'</span><span class="o">></span><span class="p">,</span> <span class="n"><a href="../expressions.html#Expression">sqlglot.expressions.Expression</a></span><span class="p">]]</span></span><span class="return-annotation">) -> <span class="n">List</span><span class="p">[</span><span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span><span class="p">]</span>:</span></span> + <span class="name">ensure_cols</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="n">args</span><span class="p">:</span> <span class="n">List</span><span class="p">[</span><span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135089983680'</span><span class="o">></span><span class="p">,</span> <span class="n"><a href="../expressions.html#Expression">sqlglot.expressions.Expression</a></span><span class="p">]]</span></span><span class="return-annotation">) -> <span class="n">List</span><span class="p">[</span><span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span><span class="p">]</span>:</span></span> <label class="view-source-button" for="Column.ensure_cols-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#Column.ensure_cols"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.ensure_cols-116"><a href="#Column.ensure_cols-116"><span class="linenos">116</span></a> <span class="nd">@classmethod</span> -</span><span id="Column.ensure_cols-117"><a href="#Column.ensure_cols-117"><span class="linenos">117</span></a> <span class="k">def</span> <span class="nf">ensure_cols</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">args</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]])</span> <span class="o">-></span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">Column</span><span class="p">]:</span> -</span><span id="Column.ensure_cols-118"><a href="#Column.ensure_cols-118"><span class="linenos">118</span></a> <span class="k">return</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.ensure_cols-121"><a href="#Column.ensure_cols-121"><span class="linenos">121</span></a> <span class="nd">@classmethod</span> +</span><span id="Column.ensure_cols-122"><a href="#Column.ensure_cols-122"><span class="linenos">122</span></a> <span class="k">def</span> <span class="nf">ensure_cols</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">args</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Expression</span><span class="p">]])</span> <span class="o">-></span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="n">Column</span><span class="p">]:</span> +</span><span id="Column.ensure_cols-123"><a href="#Column.ensure_cols-123"><span class="linenos">123</span></a> <span class="k">return</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span> </span></pre></div> @@ -3292,21 +3302,21 @@ and check if it matches the type of the value provided. If not then make it null <div class="decorator">@classmethod</div> <span class="def">def</span> - <span class="name">invoke_anonymous_function</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="n">column</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043310280000'</span><span class="o">></span><span class="p">]</span>,</span><span class="param"> <span class="n">func_name</span><span class="p">:</span> <span class="nb">str</span>,</span><span class="param"> <span class="o">*</span><span class="n">args</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043311061728'</span><span class="o">></span><span class="p">]</span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> + <span class="name">invoke_anonymous_function</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="n">column</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135090558560'</span><span class="o">></span><span class="p">]</span>,</span><span class="param"> <span class="n">func_name</span><span class="p">:</span> <span class="nb">str</span>,</span><span class="param"> <span class="o">*</span><span class="n">args</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135090631344'</span><span class="o">></span><span class="p">]</span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> <label class="view-source-button" for="Column.invoke_anonymous_function-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#Column.invoke_anonymous_function"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.invoke_anonymous_function-127"><a href="#Column.invoke_anonymous_function-127"><span class="linenos">127</span></a> <span class="nd">@classmethod</span> -</span><span id="Column.invoke_anonymous_function-128"><a href="#Column.invoke_anonymous_function-128"><span class="linenos">128</span></a> <span class="k">def</span> <span class="nf">invoke_anonymous_function</span><span class="p">(</span> -</span><span id="Column.invoke_anonymous_function-129"><a href="#Column.invoke_anonymous_function-129"><span class="linenos">129</span></a> <span class="bp">cls</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> <span class="n">func_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">]</span> -</span><span id="Column.invoke_anonymous_function-130"><a href="#Column.invoke_anonymous_function-130"><span class="linenos">130</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.invoke_anonymous_function-131"><a href="#Column.invoke_anonymous_function-131"><span class="linenos">131</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">if</span> <span class="n">column</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">column</span><span class="p">)]</span> -</span><span id="Column.invoke_anonymous_function-132"><a href="#Column.invoke_anonymous_function-132"><span class="linenos">132</span></a> <span class="n">column_args</span> <span class="o">=</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">arg</span><span class="p">)</span> <span class="k">for</span> <span class="n">arg</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span> -</span><span id="Column.invoke_anonymous_function-133"><a href="#Column.invoke_anonymous_function-133"><span class="linenos">133</span></a> <span class="n">expressions</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">columns</span> <span class="o">+</span> <span class="n">column_args</span><span class="p">]</span> -</span><span id="Column.invoke_anonymous_function-134"><a href="#Column.invoke_anonymous_function-134"><span class="linenos">134</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Anonymous</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">func_name</span><span class="o">.</span><span class="n">upper</span><span class="p">(),</span> <span class="n">expressions</span><span class="o">=</span><span class="n">expressions</span><span class="p">)</span> -</span><span id="Column.invoke_anonymous_function-135"><a href="#Column.invoke_anonymous_function-135"><span class="linenos">135</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.invoke_anonymous_function-132"><a href="#Column.invoke_anonymous_function-132"><span class="linenos">132</span></a> <span class="nd">@classmethod</span> +</span><span id="Column.invoke_anonymous_function-133"><a href="#Column.invoke_anonymous_function-133"><span class="linenos">133</span></a> <span class="k">def</span> <span class="nf">invoke_anonymous_function</span><span class="p">(</span> +</span><span id="Column.invoke_anonymous_function-134"><a href="#Column.invoke_anonymous_function-134"><span class="linenos">134</span></a> <span class="bp">cls</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> <span class="n">func_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="o">*</span><span class="n">args</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">]</span> +</span><span id="Column.invoke_anonymous_function-135"><a href="#Column.invoke_anonymous_function-135"><span class="linenos">135</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.invoke_anonymous_function-136"><a href="#Column.invoke_anonymous_function-136"><span class="linenos">136</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="p">[]</span> <span class="k">if</span> <span class="n">column</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">column</span><span class="p">)]</span> +</span><span id="Column.invoke_anonymous_function-137"><a href="#Column.invoke_anonymous_function-137"><span class="linenos">137</span></a> <span class="n">column_args</span> <span class="o">=</span> <span class="p">[</span><span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">arg</span><span class="p">)</span> <span class="k">for</span> <span class="n">arg</span> <span class="ow">in</span> <span class="n">args</span><span class="p">]</span> +</span><span id="Column.invoke_anonymous_function-138"><a href="#Column.invoke_anonymous_function-138"><span class="linenos">138</span></a> <span class="n">expressions</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">columns</span> <span class="o">+</span> <span class="n">column_args</span><span class="p">]</span> +</span><span id="Column.invoke_anonymous_function-139"><a href="#Column.invoke_anonymous_function-139"><span class="linenos">139</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Anonymous</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">func_name</span><span class="o">.</span><span class="n">upper</span><span class="p">(),</span> <span class="n">expressions</span><span class="o">=</span><span class="n">expressions</span><span class="p">)</span> +</span><span id="Column.invoke_anonymous_function-140"><a href="#Column.invoke_anonymous_function-140"><span class="linenos">140</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span></pre></div> @@ -3319,32 +3329,32 @@ and check if it matches the type of the value provided. If not then make it null <div class="decorator">@classmethod</div> <span class="def">def</span> - <span class="name">invoke_expression_over_column</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="n">column</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309080992'</span><span class="o">></span><span class="p">]</span>,</span><span class="param"> <span class="n">callable_expression</span><span class="p">:</span> <span class="n">Callable</span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> + <span class="name">invoke_expression_over_column</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="n">column</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135090394432'</span><span class="o">></span><span class="p">]</span>,</span><span class="param"> <span class="n">callable_expression</span><span class="p">:</span> <span class="n">Callable</span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> <label class="view-source-button" for="Column.invoke_expression_over_column-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#Column.invoke_expression_over_column"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.invoke_expression_over_column-137"><a href="#Column.invoke_expression_over_column-137"><span class="linenos">137</span></a> <span class="nd">@classmethod</span> -</span><span id="Column.invoke_expression_over_column-138"><a href="#Column.invoke_expression_over_column-138"><span class="linenos">138</span></a> <span class="k">def</span> <span class="nf">invoke_expression_over_column</span><span class="p">(</span> -</span><span id="Column.invoke_expression_over_column-139"><a href="#Column.invoke_expression_over_column-139"><span class="linenos">139</span></a> <span class="bp">cls</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> <span class="n">callable_expression</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span> -</span><span id="Column.invoke_expression_over_column-140"><a href="#Column.invoke_expression_over_column-140"><span class="linenos">140</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.invoke_expression_over_column-141"><a href="#Column.invoke_expression_over_column-141"><span class="linenos">141</span></a> <span class="n">ensured_column</span> <span class="o">=</span> <span class="kc">None</span> <span class="k">if</span> <span class="n">column</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> -</span><span id="Column.invoke_expression_over_column-142"><a href="#Column.invoke_expression_over_column-142"><span class="linenos">142</span></a> <span class="n">ensure_expression_values</span> <span class="o">=</span> <span class="p">{</span> -</span><span id="Column.invoke_expression_over_column-143"><a href="#Column.invoke_expression_over_column-143"><span class="linenos">143</span></a> <span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">v</span><span class="p">]</span> -</span><span id="Column.invoke_expression_over_column-144"><a href="#Column.invoke_expression_over_column-144"><span class="linenos">144</span></a> <span class="k">if</span> <span class="n">is_iterable</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> -</span><span id="Column.invoke_expression_over_column-145"><a href="#Column.invoke_expression_over_column-145"><span class="linenos">145</span></a> <span class="k">else</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">v</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column.invoke_expression_over_column-146"><a href="#Column.invoke_expression_over_column-146"><span class="linenos">146</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> -</span><span id="Column.invoke_expression_over_column-147"><a href="#Column.invoke_expression_over_column-147"><span class="linenos">147</span></a> <span class="k">if</span> <span class="n">v</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> -</span><span id="Column.invoke_expression_over_column-148"><a href="#Column.invoke_expression_over_column-148"><span class="linenos">148</span></a> <span class="p">}</span> -</span><span id="Column.invoke_expression_over_column-149"><a href="#Column.invoke_expression_over_column-149"><span class="linenos">149</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="Column.invoke_expression_over_column-150"><a href="#Column.invoke_expression_over_column-150"><span class="linenos">150</span></a> <span class="n">callable_expression</span><span class="p">(</span><span class="o">**</span><span class="n">ensure_expression_values</span><span class="p">)</span> -</span><span id="Column.invoke_expression_over_column-151"><a href="#Column.invoke_expression_over_column-151"><span class="linenos">151</span></a> <span class="k">if</span> <span class="n">ensured_column</span> <span class="ow">is</span> <span class="kc">None</span> -</span><span id="Column.invoke_expression_over_column-152"><a href="#Column.invoke_expression_over_column-152"><span class="linenos">152</span></a> <span class="k">else</span> <span class="n">callable_expression</span><span class="p">(</span> -</span><span id="Column.invoke_expression_over_column-153"><a href="#Column.invoke_expression_over_column-153"><span class="linenos">153</span></a> <span class="n">this</span><span class="o">=</span><span class="n">ensured_column</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">ensure_expression_values</span> -</span><span id="Column.invoke_expression_over_column-154"><a href="#Column.invoke_expression_over_column-154"><span class="linenos">154</span></a> <span class="p">)</span> -</span><span id="Column.invoke_expression_over_column-155"><a href="#Column.invoke_expression_over_column-155"><span class="linenos">155</span></a> <span class="p">)</span> -</span><span id="Column.invoke_expression_over_column-156"><a href="#Column.invoke_expression_over_column-156"><span class="linenos">156</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.invoke_expression_over_column-142"><a href="#Column.invoke_expression_over_column-142"><span class="linenos">142</span></a> <span class="nd">@classmethod</span> +</span><span id="Column.invoke_expression_over_column-143"><a href="#Column.invoke_expression_over_column-143"><span class="linenos">143</span></a> <span class="k">def</span> <span class="nf">invoke_expression_over_column</span><span class="p">(</span> +</span><span id="Column.invoke_expression_over_column-144"><a href="#Column.invoke_expression_over_column-144"><span class="linenos">144</span></a> <span class="bp">cls</span><span class="p">,</span> <span class="n">column</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> <span class="n">callable_expression</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span> +</span><span id="Column.invoke_expression_over_column-145"><a href="#Column.invoke_expression_over_column-145"><span class="linenos">145</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.invoke_expression_over_column-146"><a href="#Column.invoke_expression_over_column-146"><span class="linenos">146</span></a> <span class="n">ensured_column</span> <span class="o">=</span> <span class="kc">None</span> <span class="k">if</span> <span class="n">column</span> <span class="ow">is</span> <span class="kc">None</span> <span class="k">else</span> <span class="bp">cls</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">column</span><span class="p">)</span> +</span><span id="Column.invoke_expression_over_column-147"><a href="#Column.invoke_expression_over_column-147"><span class="linenos">147</span></a> <span class="n">ensure_expression_values</span> <span class="o">=</span> <span class="p">{</span> +</span><span id="Column.invoke_expression_over_column-148"><a href="#Column.invoke_expression_over_column-148"><span class="linenos">148</span></a> <span class="n">k</span><span class="p">:</span> <span class="p">[</span><span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">v</span><span class="p">]</span> +</span><span id="Column.invoke_expression_over_column-149"><a href="#Column.invoke_expression_over_column-149"><span class="linenos">149</span></a> <span class="k">if</span> <span class="n">is_iterable</span><span class="p">(</span><span class="n">v</span><span class="p">)</span> +</span><span id="Column.invoke_expression_over_column-150"><a href="#Column.invoke_expression_over_column-150"><span class="linenos">150</span></a> <span class="k">else</span> <span class="n">Column</span><span class="o">.</span><span class="n">ensure_col</span><span class="p">(</span><span class="n">v</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column.invoke_expression_over_column-151"><a href="#Column.invoke_expression_over_column-151"><span class="linenos">151</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> +</span><span id="Column.invoke_expression_over_column-152"><a href="#Column.invoke_expression_over_column-152"><span class="linenos">152</span></a> <span class="k">if</span> <span class="n">v</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span> +</span><span id="Column.invoke_expression_over_column-153"><a href="#Column.invoke_expression_over_column-153"><span class="linenos">153</span></a> <span class="p">}</span> +</span><span id="Column.invoke_expression_over_column-154"><a href="#Column.invoke_expression_over_column-154"><span class="linenos">154</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="Column.invoke_expression_over_column-155"><a href="#Column.invoke_expression_over_column-155"><span class="linenos">155</span></a> <span class="n">callable_expression</span><span class="p">(</span><span class="o">**</span><span class="n">ensure_expression_values</span><span class="p">)</span> +</span><span id="Column.invoke_expression_over_column-156"><a href="#Column.invoke_expression_over_column-156"><span class="linenos">156</span></a> <span class="k">if</span> <span class="n">ensured_column</span> <span class="ow">is</span> <span class="kc">None</span> +</span><span id="Column.invoke_expression_over_column-157"><a href="#Column.invoke_expression_over_column-157"><span class="linenos">157</span></a> <span class="k">else</span> <span class="n">callable_expression</span><span class="p">(</span> +</span><span id="Column.invoke_expression_over_column-158"><a href="#Column.invoke_expression_over_column-158"><span class="linenos">158</span></a> <span class="n">this</span><span class="o">=</span><span class="n">ensured_column</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">ensure_expression_values</span> +</span><span id="Column.invoke_expression_over_column-159"><a href="#Column.invoke_expression_over_column-159"><span class="linenos">159</span></a> <span class="p">)</span> +</span><span id="Column.invoke_expression_over_column-160"><a href="#Column.invoke_expression_over_column-160"><span class="linenos">160</span></a> <span class="p">)</span> +</span><span id="Column.invoke_expression_over_column-161"><a href="#Column.invoke_expression_over_column-161"><span class="linenos">161</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span></pre></div> @@ -3356,16 +3366,16 @@ and check if it matches the type of the value provided. If not then make it null <div class="attr function"> <span class="def">def</span> - <span class="name">binary_op</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">klass</span><span class="p">:</span> <span class="n">Callable</span>,</span><span class="param"> <span class="n">other</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309221248'</span><span class="o">></span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> + <span class="name">binary_op</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">klass</span><span class="p">:</span> <span class="n">Callable</span>,</span><span class="param"> <span class="n">other</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135088576720'</span><span class="o">></span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> <label class="view-source-button" for="Column.binary_op-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#Column.binary_op"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.binary_op-158"><a href="#Column.binary_op-158"><span class="linenos">158</span></a> <span class="k">def</span> <span class="nf">binary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.binary_op-159"><a href="#Column.binary_op-159"><span class="linenos">159</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span> -</span><span id="Column.binary_op-160"><a href="#Column.binary_op-160"><span class="linenos">160</span></a> <span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> -</span><span id="Column.binary_op-161"><a href="#Column.binary_op-161"><span class="linenos">161</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.binary_op-163"><a href="#Column.binary_op-163"><span class="linenos">163</span></a> <span class="k">def</span> <span class="nf">binary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.binary_op-164"><a href="#Column.binary_op-164"><span class="linenos">164</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span> +</span><span id="Column.binary_op-165"><a href="#Column.binary_op-165"><span class="linenos">165</span></a> <span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> +</span><span id="Column.binary_op-166"><a href="#Column.binary_op-166"><span class="linenos">166</span></a> <span class="p">)</span> </span></pre></div> @@ -3377,16 +3387,16 @@ and check if it matches the type of the value provided. If not then make it null <div class="attr function"> <span class="def">def</span> - <span class="name">inverse_binary_op</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">klass</span><span class="p">:</span> <span class="n">Callable</span>,</span><span class="param"> <span class="n">other</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309230512'</span><span class="o">></span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> + <span class="name">inverse_binary_op</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">klass</span><span class="p">:</span> <span class="n">Callable</span>,</span><span class="param"> <span class="n">other</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135088584400'</span><span class="o">></span>,</span><span class="param"> <span class="o">**</span><span class="n">kwargs</span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> <label class="view-source-button" for="Column.inverse_binary_op-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#Column.inverse_binary_op"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.inverse_binary_op-163"><a href="#Column.inverse_binary_op-163"><span class="linenos">163</span></a> <span class="k">def</span> <span class="nf">inverse_binary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.inverse_binary_op-164"><a href="#Column.inverse_binary_op-164"><span class="linenos">164</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span> -</span><span id="Column.inverse_binary_op-165"><a href="#Column.inverse_binary_op-165"><span class="linenos">165</span></a> <span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> -</span><span id="Column.inverse_binary_op-166"><a href="#Column.inverse_binary_op-166"><span class="linenos">166</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.inverse_binary_op-168"><a href="#Column.inverse_binary_op-168"><span class="linenos">168</span></a> <span class="k">def</span> <span class="nf">inverse_binary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.inverse_binary_op-169"><a href="#Column.inverse_binary_op-169"><span class="linenos">169</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span> +</span><span id="Column.inverse_binary_op-170"><a href="#Column.inverse_binary_op-170"><span class="linenos">170</span></a> <span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">Column</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> +</span><span id="Column.inverse_binary_op-171"><a href="#Column.inverse_binary_op-171"><span class="linenos">171</span></a> <span class="p">)</span> </span></pre></div> @@ -3404,8 +3414,8 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.unary_op"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.unary_op-168"><a href="#Column.unary_op-168"><span class="linenos">168</span></a> <span class="k">def</span> <span class="nf">unary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.unary_op-169"><a href="#Column.unary_op-169"><span class="linenos">169</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">))</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.unary_op-173"><a href="#Column.unary_op-173"><span class="linenos">173</span></a> <span class="k">def</span> <span class="nf">unary_op</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">klass</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Callable</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.unary_op-174"><a href="#Column.unary_op-174"><span class="linenos">174</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">klass</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">))</span> </span></pre></div> @@ -3424,15 +3434,15 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.ensure_literal"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.ensure_literal-187"><a href="#Column.ensure_literal-187"><span class="linenos">187</span></a> <span class="nd">@classmethod</span> -</span><span id="Column.ensure_literal-188"><a href="#Column.ensure_literal-188"><span class="linenos">188</span></a> <span class="k">def</span> <span class="nf">ensure_literal</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.ensure_literal-189"><a href="#Column.ensure_literal-189"><span class="linenos">189</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> -</span><span id="Column.ensure_literal-190"><a href="#Column.ensure_literal-190"><span class="linenos">190</span></a> -</span><span id="Column.ensure_literal-191"><a href="#Column.ensure_literal-191"><span class="linenos">191</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="bp">cls</span><span class="p">):</span> -</span><span id="Column.ensure_literal-192"><a href="#Column.ensure_literal-192"><span class="linenos">192</span></a> <span class="n">value</span> <span class="o">=</span> <span class="n">value</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column.ensure_literal-193"><a href="#Column.ensure_literal-193"><span class="linenos">193</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="p">):</span> -</span><span id="Column.ensure_literal-194"><a href="#Column.ensure_literal-194"><span class="linenos">194</span></a> <span class="k">return</span> <span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> -</span><span id="Column.ensure_literal-195"><a href="#Column.ensure_literal-195"><span class="linenos">195</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.ensure_literal-192"><a href="#Column.ensure_literal-192"><span class="linenos">192</span></a> <span class="nd">@classmethod</span> +</span><span id="Column.ensure_literal-193"><a href="#Column.ensure_literal-193"><span class="linenos">193</span></a> <span class="k">def</span> <span class="nf">ensure_literal</span><span class="p">(</span><span class="bp">cls</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.ensure_literal-194"><a href="#Column.ensure_literal-194"><span class="linenos">194</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> +</span><span id="Column.ensure_literal-195"><a href="#Column.ensure_literal-195"><span class="linenos">195</span></a> +</span><span id="Column.ensure_literal-196"><a href="#Column.ensure_literal-196"><span class="linenos">196</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="bp">cls</span><span class="p">):</span> +</span><span id="Column.ensure_literal-197"><a href="#Column.ensure_literal-197"><span class="linenos">197</span></a> <span class="n">value</span> <span class="o">=</span> <span class="n">value</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column.ensure_literal-198"><a href="#Column.ensure_literal-198"><span class="linenos">198</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Literal</span><span class="p">):</span> +</span><span id="Column.ensure_literal-199"><a href="#Column.ensure_literal-199"><span class="linenos">199</span></a> <span class="k">return</span> <span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> +</span><span id="Column.ensure_literal-200"><a href="#Column.ensure_literal-200"><span class="linenos">200</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> </span></pre></div> @@ -3450,8 +3460,8 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.copy"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.copy-197"><a href="#Column.copy-197"><span class="linenos">197</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.copy-198"><a href="#Column.copy-198"><span class="linenos">198</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.copy-202"><a href="#Column.copy-202"><span class="linenos">202</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.copy-203"><a href="#Column.copy-203"><span class="linenos">203</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">())</span> </span></pre></div> @@ -3469,10 +3479,10 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.set_table_name"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.set_table_name-200"><a href="#Column.set_table_name-200"><span class="linenos">200</span></a> <span class="k">def</span> <span class="nf">set_table_name</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.set_table_name-201"><a href="#Column.set_table_name-201"><span class="linenos">201</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="k">if</span> <span class="n">copy</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column.set_table_name-202"><a href="#Column.set_table_name-202"><span class="linenos">202</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"table"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">table_name</span><span class="p">))</span> -</span><span id="Column.set_table_name-203"><a href="#Column.set_table_name-203"><span class="linenos">203</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.set_table_name-205"><a href="#Column.set_table_name-205"><span class="linenos">205</span></a> <span class="k">def</span> <span class="nf">set_table_name</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">table_name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">copy</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.set_table_name-206"><a href="#Column.set_table_name-206"><span class="linenos">206</span></a> <span class="n">expression</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="k">if</span> <span class="n">copy</span> <span class="k">else</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column.set_table_name-207"><a href="#Column.set_table_name-207"><span class="linenos">207</span></a> <span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"table"</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_identifier</span><span class="p">(</span><span class="n">table_name</span><span class="p">))</span> +</span><span id="Column.set_table_name-208"><a href="#Column.set_table_name-208"><span class="linenos">208</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">expression</span><span class="p">)</span> </span></pre></div> @@ -3490,8 +3500,8 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.sql"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.sql-205"><a href="#Column.sql-205"><span class="linenos">205</span></a> <span class="k">def</span> <span class="nf">sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> -</span><span id="Column.sql-206"><a href="#Column.sql-206"><span class="linenos">206</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="s2">"dialect"</span><span class="p">:</span> <span class="s2">"spark"</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">})</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.sql-210"><a href="#Column.sql-210"><span class="linenos">210</span></a> <span class="k">def</span> <span class="nf">sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="nb">str</span><span class="p">:</span> +</span><span id="Column.sql-211"><a href="#Column.sql-211"><span class="linenos">211</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="s2">"dialect"</span><span class="p">:</span> <span class="s2">"spark"</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">})</span> </span></pre></div> @@ -3509,9 +3519,9 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.alias"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.alias-208"><a href="#Column.alias-208"><span class="linenos">208</span></a> <span class="k">def</span> <span class="nf">alias</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.alias-209"><a href="#Column.alias-209"><span class="linenos">209</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span> -</span><span id="Column.alias-210"><a href="#Column.alias-210"><span class="linenos">210</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.alias-213"><a href="#Column.alias-213"><span class="linenos">213</span></a> <span class="k">def</span> <span class="nf">alias</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.alias-214"><a href="#Column.alias-214"><span class="linenos">214</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">alias_</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">name</span><span class="p">)</span> +</span><span id="Column.alias-215"><a href="#Column.alias-215"><span class="linenos">215</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span></pre></div> @@ -3529,9 +3539,9 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.asc"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.asc-212"><a href="#Column.asc-212"><span class="linenos">212</span></a> <span class="k">def</span> <span class="nf">asc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.asc-213"><a href="#Column.asc-213"><span class="linenos">213</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> -</span><span id="Column.asc-214"><a href="#Column.asc-214"><span class="linenos">214</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.asc-217"><a href="#Column.asc-217"><span class="linenos">217</span></a> <span class="k">def</span> <span class="nf">asc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.asc-218"><a href="#Column.asc-218"><span class="linenos">218</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> +</span><span id="Column.asc-219"><a href="#Column.asc-219"><span class="linenos">219</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span></pre></div> @@ -3549,9 +3559,9 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.desc"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.desc-216"><a href="#Column.desc-216"><span class="linenos">216</span></a> <span class="k">def</span> <span class="nf">desc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.desc-217"><a href="#Column.desc-217"><span class="linenos">217</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> -</span><span id="Column.desc-218"><a href="#Column.desc-218"><span class="linenos">218</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.desc-221"><a href="#Column.desc-221"><span class="linenos">221</span></a> <span class="k">def</span> <span class="nf">desc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.desc-222"><a href="#Column.desc-222"><span class="linenos">222</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> +</span><span id="Column.desc-223"><a href="#Column.desc-223"><span class="linenos">223</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span></pre></div> @@ -3569,9 +3579,9 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.asc_nulls_first"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.asc_nulls_first-212"><a href="#Column.asc_nulls_first-212"><span class="linenos">212</span></a> <span class="k">def</span> <span class="nf">asc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.asc_nulls_first-213"><a href="#Column.asc_nulls_first-213"><span class="linenos">213</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> -</span><span id="Column.asc_nulls_first-214"><a href="#Column.asc_nulls_first-214"><span class="linenos">214</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.asc_nulls_first-217"><a href="#Column.asc_nulls_first-217"><span class="linenos">217</span></a> <span class="k">def</span> <span class="nf">asc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.asc_nulls_first-218"><a href="#Column.asc_nulls_first-218"><span class="linenos">218</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> +</span><span id="Column.asc_nulls_first-219"><a href="#Column.asc_nulls_first-219"><span class="linenos">219</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span></pre></div> @@ -3589,9 +3599,9 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.asc_nulls_last"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.asc_nulls_last-222"><a href="#Column.asc_nulls_last-222"><span class="linenos">222</span></a> <span class="k">def</span> <span class="nf">asc_nulls_last</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.asc_nulls_last-223"><a href="#Column.asc_nulls_last-223"><span class="linenos">223</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> -</span><span id="Column.asc_nulls_last-224"><a href="#Column.asc_nulls_last-224"><span class="linenos">224</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.asc_nulls_last-227"><a href="#Column.asc_nulls_last-227"><span class="linenos">227</span></a> <span class="k">def</span> <span class="nf">asc_nulls_last</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.asc_nulls_last-228"><a href="#Column.asc_nulls_last-228"><span class="linenos">228</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> +</span><span id="Column.asc_nulls_last-229"><a href="#Column.asc_nulls_last-229"><span class="linenos">229</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span></pre></div> @@ -3609,9 +3619,9 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.desc_nulls_first"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.desc_nulls_first-226"><a href="#Column.desc_nulls_first-226"><span class="linenos">226</span></a> <span class="k">def</span> <span class="nf">desc_nulls_first</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.desc_nulls_first-227"><a href="#Column.desc_nulls_first-227"><span class="linenos">227</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> -</span><span id="Column.desc_nulls_first-228"><a href="#Column.desc_nulls_first-228"><span class="linenos">228</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.desc_nulls_first-231"><a href="#Column.desc_nulls_first-231"><span class="linenos">231</span></a> <span class="k">def</span> <span class="nf">desc_nulls_first</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.desc_nulls_first-232"><a href="#Column.desc_nulls_first-232"><span class="linenos">232</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> +</span><span id="Column.desc_nulls_first-233"><a href="#Column.desc_nulls_first-233"><span class="linenos">233</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span></pre></div> @@ -3629,9 +3639,9 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.desc_nulls_last"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.desc_nulls_last-216"><a href="#Column.desc_nulls_last-216"><span class="linenos">216</span></a> <span class="k">def</span> <span class="nf">desc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.desc_nulls_last-217"><a href="#Column.desc_nulls_last-217"><span class="linenos">217</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> -</span><span id="Column.desc_nulls_last-218"><a href="#Column.desc_nulls_last-218"><span class="linenos">218</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.desc_nulls_last-221"><a href="#Column.desc_nulls_last-221"><span class="linenos">221</span></a> <span class="k">def</span> <span class="nf">desc</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.desc_nulls_last-222"><a href="#Column.desc_nulls_last-222"><span class="linenos">222</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Ordered</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">desc</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">nulls_first</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> +</span><span id="Column.desc_nulls_last-223"><a href="#Column.desc_nulls_last-223"><span class="linenos">223</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span></pre></div> @@ -3649,15 +3659,15 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.when"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.when-232"><a href="#Column.when-232"><span class="linenos">232</span></a> <span class="k">def</span> <span class="nf">when</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">condition</span><span class="p">:</span> <span class="n">Column</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.when-233"><a href="#Column.when-233"><span class="linenos">233</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">when</span> -</span><span id="Column.when-234"><a href="#Column.when-234"><span class="linenos">234</span></a> -</span><span id="Column.when-235"><a href="#Column.when-235"><span class="linenos">235</span></a> <span class="n">column_with_if</span> <span class="o">=</span> <span class="n">when</span><span class="p">(</span><span class="n">condition</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> -</span><span id="Column.when-236"><a href="#Column.when-236"><span class="linenos">236</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Case</span><span class="p">):</span> -</span><span id="Column.when-237"><a href="#Column.when-237"><span class="linenos">237</span></a> <span class="k">return</span> <span class="n">column_with_if</span> -</span><span id="Column.when-238"><a href="#Column.when-238"><span class="linenos">238</span></a> <span class="n">new_column</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="Column.when-239"><a href="#Column.when-239"><span class="linenos">239</span></a> <span class="n">new_column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"ifs"</span><span class="p">]</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">column_with_if</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"ifs"</span><span class="p">])</span> -</span><span id="Column.when-240"><a href="#Column.when-240"><span class="linenos">240</span></a> <span class="k">return</span> <span class="n">new_column</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.when-237"><a href="#Column.when-237"><span class="linenos">237</span></a> <span class="k">def</span> <span class="nf">when</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">condition</span><span class="p">:</span> <span class="n">Column</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.when-238"><a href="#Column.when-238"><span class="linenos">238</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">when</span> +</span><span id="Column.when-239"><a href="#Column.when-239"><span class="linenos">239</span></a> +</span><span id="Column.when-240"><a href="#Column.when-240"><span class="linenos">240</span></a> <span class="n">column_with_if</span> <span class="o">=</span> <span class="n">when</span><span class="p">(</span><span class="n">condition</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> +</span><span id="Column.when-241"><a href="#Column.when-241"><span class="linenos">241</span></a> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Case</span><span class="p">):</span> +</span><span id="Column.when-242"><a href="#Column.when-242"><span class="linenos">242</span></a> <span class="k">return</span> <span class="n">column_with_if</span> +</span><span id="Column.when-243"><a href="#Column.when-243"><span class="linenos">243</span></a> <span class="n">new_column</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="Column.when-244"><a href="#Column.when-244"><span class="linenos">244</span></a> <span class="n">new_column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"ifs"</span><span class="p">]</span><span class="o">.</span><span class="n">extend</span><span class="p">(</span><span class="n">column_with_if</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">args</span><span class="p">[</span><span class="s2">"ifs"</span><span class="p">])</span> +</span><span id="Column.when-245"><a href="#Column.when-245"><span class="linenos">245</span></a> <span class="k">return</span> <span class="n">new_column</span> </span></pre></div> @@ -3675,13 +3685,13 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.otherwise"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.otherwise-242"><a href="#Column.otherwise-242"><span class="linenos">242</span></a> <span class="k">def</span> <span class="nf">otherwise</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.otherwise-243"><a href="#Column.otherwise-243"><span class="linenos">243</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> -</span><span id="Column.otherwise-244"><a href="#Column.otherwise-244"><span class="linenos">244</span></a> -</span><span id="Column.otherwise-245"><a href="#Column.otherwise-245"><span class="linenos">245</span></a> <span class="n">true_value</span> <span class="o">=</span> <span class="n">value</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> -</span><span id="Column.otherwise-246"><a href="#Column.otherwise-246"><span class="linenos">246</span></a> <span class="n">new_column</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="Column.otherwise-247"><a href="#Column.otherwise-247"><span class="linenos">247</span></a> <span class="n">new_column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"default"</span><span class="p">,</span> <span class="n">true_value</span><span class="o">.</span><span class="n">column_expression</span><span class="p">)</span> -</span><span id="Column.otherwise-248"><a href="#Column.otherwise-248"><span class="linenos">248</span></a> <span class="k">return</span> <span class="n">new_column</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.otherwise-247"><a href="#Column.otherwise-247"><span class="linenos">247</span></a> <span class="k">def</span> <span class="nf">otherwise</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.otherwise-248"><a href="#Column.otherwise-248"><span class="linenos">248</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.functions</span> <span class="kn">import</span> <span class="n">lit</span> +</span><span id="Column.otherwise-249"><a href="#Column.otherwise-249"><span class="linenos">249</span></a> +</span><span id="Column.otherwise-250"><a href="#Column.otherwise-250"><span class="linenos">250</span></a> <span class="n">true_value</span> <span class="o">=</span> <span class="n">value</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> +</span><span id="Column.otherwise-251"><a href="#Column.otherwise-251"><span class="linenos">251</span></a> <span class="n">new_column</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="Column.otherwise-252"><a href="#Column.otherwise-252"><span class="linenos">252</span></a> <span class="n">new_column</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"default"</span><span class="p">,</span> <span class="n">true_value</span><span class="o">.</span><span class="n">column_expression</span><span class="p">)</span> +</span><span id="Column.otherwise-253"><a href="#Column.otherwise-253"><span class="linenos">253</span></a> <span class="k">return</span> <span class="n">new_column</span> </span></pre></div> @@ -3699,9 +3709,9 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.isNull"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.isNull-250"><a href="#Column.isNull-250"><span class="linenos">250</span></a> <span class="k">def</span> <span class="nf">isNull</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.isNull-251"><a href="#Column.isNull-251"><span class="linenos">251</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Is</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">())</span> -</span><span id="Column.isNull-252"><a href="#Column.isNull-252"><span class="linenos">252</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.isNull-255"><a href="#Column.isNull-255"><span class="linenos">255</span></a> <span class="k">def</span> <span class="nf">isNull</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.isNull-256"><a href="#Column.isNull-256"><span class="linenos">256</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Is</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">())</span> +</span><span id="Column.isNull-257"><a href="#Column.isNull-257"><span class="linenos">257</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span></pre></div> @@ -3719,9 +3729,9 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.isNotNull"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.isNotNull-254"><a href="#Column.isNotNull-254"><span class="linenos">254</span></a> <span class="k">def</span> <span class="nf">isNotNull</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.isNotNull-255"><a href="#Column.isNotNull-255"><span class="linenos">255</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Not</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Is</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">()))</span> -</span><span id="Column.isNotNull-256"><a href="#Column.isNotNull-256"><span class="linenos">256</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.isNotNull-259"><a href="#Column.isNotNull-259"><span class="linenos">259</span></a> <span class="k">def</span> <span class="nf">isNotNull</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.isNotNull-260"><a href="#Column.isNotNull-260"><span class="linenos">260</span></a> <span class="n">new_expression</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Not</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Is</span><span class="p">(</span><span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">Null</span><span class="p">()))</span> +</span><span id="Column.isNotNull-261"><a href="#Column.isNotNull-261"><span class="linenos">261</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">new_expression</span><span class="p">)</span> </span></pre></div> @@ -3739,14 +3749,14 @@ and check if it matches the type of the value provided. If not then make it null </div> <a class="headerlink" href="#Column.cast"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.cast-258"><a href="#Column.cast-258"><span class="linenos">258</span></a> <span class="k">def</span> <span class="nf">cast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataType</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">DataType</span><span class="p">]):</span> -</span><span id="Column.cast-259"><a href="#Column.cast-259"><span class="linenos">259</span></a><span class="w"> </span><span class="sd">"""</span> -</span><span id="Column.cast-260"><a href="#Column.cast-260"><span class="linenos">260</span></a><span class="sd"> Functionality Difference: PySpark cast accepts a datatype instance of the datatype class</span> -</span><span id="Column.cast-261"><a href="#Column.cast-261"><span class="linenos">261</span></a><span class="sd"> Sqlglot doesn't currently replicate this class so it only accepts a string</span> -</span><span id="Column.cast-262"><a href="#Column.cast-262"><span class="linenos">262</span></a><span class="sd"> """</span> -</span><span id="Column.cast-263"><a href="#Column.cast-263"><span class="linenos">263</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dataType</span><span class="p">,</span> <span class="n">DataType</span><span class="p">):</span> -</span><span id="Column.cast-264"><a href="#Column.cast-264"><span class="linenos">264</span></a> <span class="n">dataType</span> <span class="o">=</span> <span class="n">dataType</span><span class="o">.</span><span class="n">simpleString</span><span class="p">()</span> -</span><span id="Column.cast-265"><a href="#Column.cast-265"><span class="linenos">265</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">dataType</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">))</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.cast-263"><a href="#Column.cast-263"><span class="linenos">263</span></a> <span class="k">def</span> <span class="nf">cast</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">dataType</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">DataType</span><span class="p">]):</span> +</span><span id="Column.cast-264"><a href="#Column.cast-264"><span class="linenos">264</span></a><span class="w"> </span><span class="sd">"""</span> +</span><span id="Column.cast-265"><a href="#Column.cast-265"><span class="linenos">265</span></a><span class="sd"> Functionality Difference: PySpark cast accepts a datatype instance of the datatype class</span> +</span><span id="Column.cast-266"><a href="#Column.cast-266"><span class="linenos">266</span></a><span class="sd"> Sqlglot doesn't currently replicate this class so it only accepts a string</span> +</span><span id="Column.cast-267"><a href="#Column.cast-267"><span class="linenos">267</span></a><span class="sd"> """</span> +</span><span id="Column.cast-268"><a href="#Column.cast-268"><span class="linenos">268</span></a> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">dataType</span><span class="p">,</span> <span class="n">DataType</span><span class="p">):</span> +</span><span id="Column.cast-269"><a href="#Column.cast-269"><span class="linenos">269</span></a> <span class="n">dataType</span> <span class="o">=</span> <span class="n">dataType</span><span class="o">.</span><span class="n">simpleString</span><span class="p">()</span> +</span><span id="Column.cast-270"><a href="#Column.cast-270"><span class="linenos">270</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">cast</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> <span class="n">dataType</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">))</span> </span></pre></div> @@ -3767,9 +3777,9 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#Column.startswith"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.startswith-267"><a href="#Column.startswith-267"><span class="linenos">267</span></a> <span class="k">def</span> <span class="nf">startswith</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.startswith-268"><a href="#Column.startswith-268"><span class="linenos">268</span></a> <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">value</span> -</span><span id="Column.startswith-269"><a href="#Column.startswith-269"><span class="linenos">269</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_anonymous_function</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s2">"STARTSWITH"</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.startswith-272"><a href="#Column.startswith-272"><span class="linenos">272</span></a> <span class="k">def</span> <span class="nf">startswith</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.startswith-273"><a href="#Column.startswith-273"><span class="linenos">273</span></a> <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">value</span> +</span><span id="Column.startswith-274"><a href="#Column.startswith-274"><span class="linenos">274</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_anonymous_function</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s2">"STARTSWITH"</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> </span></pre></div> @@ -3787,9 +3797,9 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#Column.endswith"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.endswith-271"><a href="#Column.endswith-271"><span class="linenos">271</span></a> <span class="k">def</span> <span class="nf">endswith</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.endswith-272"><a href="#Column.endswith-272"><span class="linenos">272</span></a> <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">value</span> -</span><span id="Column.endswith-273"><a href="#Column.endswith-273"><span class="linenos">273</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_anonymous_function</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s2">"ENDSWITH"</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.endswith-276"><a href="#Column.endswith-276"><span class="linenos">276</span></a> <span class="k">def</span> <span class="nf">endswith</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.endswith-277"><a href="#Column.endswith-277"><span class="linenos">277</span></a> <span class="n">value</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">value</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">value</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">value</span> +</span><span id="Column.endswith-278"><a href="#Column.endswith-278"><span class="linenos">278</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_anonymous_function</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="s2">"ENDSWITH"</span><span class="p">,</span> <span class="n">value</span><span class="p">)</span> </span></pre></div> @@ -3807,10 +3817,10 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#Column.rlike"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.rlike-275"><a href="#Column.rlike-275"><span class="linenos">275</span></a> <span class="k">def</span> <span class="nf">rlike</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">regexp</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.rlike-276"><a href="#Column.rlike-276"><span class="linenos">276</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> -</span><span id="Column.rlike-277"><a href="#Column.rlike-277"><span class="linenos">277</span></a> <span class="n">column</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">callable_expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">RegexpLike</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">regexp</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column.rlike-278"><a href="#Column.rlike-278"><span class="linenos">278</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.rlike-280"><a href="#Column.rlike-280"><span class="linenos">280</span></a> <span class="k">def</span> <span class="nf">rlike</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">regexp</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.rlike-281"><a href="#Column.rlike-281"><span class="linenos">281</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> +</span><span id="Column.rlike-282"><a href="#Column.rlike-282"><span class="linenos">282</span></a> <span class="n">column</span><span class="o">=</span><span class="bp">self</span><span class="p">,</span> <span class="n">callable_expression</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">RegexpLike</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">regexp</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column.rlike-283"><a href="#Column.rlike-283"><span class="linenos">283</span></a> <span class="p">)</span> </span></pre></div> @@ -3828,10 +3838,10 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#Column.like"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.like-280"><a href="#Column.like-280"><span class="linenos">280</span></a> <span class="k">def</span> <span class="nf">like</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> -</span><span id="Column.like-281"><a href="#Column.like-281"><span class="linenos">281</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> -</span><span id="Column.like-282"><a href="#Column.like-282"><span class="linenos">282</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Like</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column.like-283"><a href="#Column.like-283"><span class="linenos">283</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.like-285"><a href="#Column.like-285"><span class="linenos">285</span></a> <span class="k">def</span> <span class="nf">like</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> +</span><span id="Column.like-286"><a href="#Column.like-286"><span class="linenos">286</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> +</span><span id="Column.like-287"><a href="#Column.like-287"><span class="linenos">287</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Like</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column.like-288"><a href="#Column.like-288"><span class="linenos">288</span></a> <span class="p">)</span> </span></pre></div> @@ -3849,10 +3859,10 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#Column.ilike"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.ilike-285"><a href="#Column.ilike-285"><span class="linenos">285</span></a> <span class="k">def</span> <span class="nf">ilike</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> -</span><span id="Column.ilike-286"><a href="#Column.ilike-286"><span class="linenos">286</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> -</span><span id="Column.ilike-287"><a href="#Column.ilike-287"><span class="linenos">287</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">ILike</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column.ilike-288"><a href="#Column.ilike-288"><span class="linenos">288</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.ilike-290"><a href="#Column.ilike-290"><span class="linenos">290</span></a> <span class="k">def</span> <span class="nf">ilike</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">other</span><span class="p">:</span> <span class="nb">str</span><span class="p">):</span> +</span><span id="Column.ilike-291"><a href="#Column.ilike-291"><span class="linenos">291</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> +</span><span id="Column.ilike-292"><a href="#Column.ilike-292"><span class="linenos">292</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">ILike</span><span class="p">,</span> <span class="n">expression</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">other</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column.ilike-293"><a href="#Column.ilike-293"><span class="linenos">293</span></a> <span class="p">)</span> </span></pre></div> @@ -3870,12 +3880,12 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#Column.substr"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.substr-290"><a href="#Column.substr-290"><span class="linenos">290</span></a> <span class="k">def</span> <span class="nf">substr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">startPos</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Column</span><span class="p">],</span> <span class="n">length</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.substr-291"><a href="#Column.substr-291"><span class="linenos">291</span></a> <span class="n">startPos</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">startPos</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">startPos</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">startPos</span> -</span><span id="Column.substr-292"><a href="#Column.substr-292"><span class="linenos">292</span></a> <span class="n">length</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">length</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">length</span> -</span><span id="Column.substr-293"><a href="#Column.substr-293"><span class="linenos">293</span></a> <span class="k">return</span> <span class="n">Column</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> -</span><span id="Column.substr-294"><a href="#Column.substr-294"><span class="linenos">294</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Substring</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="n">startPos</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">length</span><span class="o">=</span><span class="n">length</span><span class="o">.</span><span class="n">expression</span> -</span><span id="Column.substr-295"><a href="#Column.substr-295"><span class="linenos">295</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.substr-295"><a href="#Column.substr-295"><span class="linenos">295</span></a> <span class="k">def</span> <span class="nf">substr</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">startPos</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Column</span><span class="p">],</span> <span class="n">length</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="n">Column</span><span class="p">])</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.substr-296"><a href="#Column.substr-296"><span class="linenos">296</span></a> <span class="n">startPos</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">startPos</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">startPos</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">startPos</span> +</span><span id="Column.substr-297"><a href="#Column.substr-297"><span class="linenos">297</span></a> <span class="n">length</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">length</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">length</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">length</span> +</span><span id="Column.substr-298"><a href="#Column.substr-298"><span class="linenos">298</span></a> <span class="k">return</span> <span class="n">Column</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span> +</span><span id="Column.substr-299"><a href="#Column.substr-299"><span class="linenos">299</span></a> <span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">Substring</span><span class="p">,</span> <span class="n">start</span><span class="o">=</span><span class="n">startPos</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> <span class="n">length</span><span class="o">=</span><span class="n">length</span><span class="o">.</span><span class="n">expression</span> +</span><span id="Column.substr-300"><a href="#Column.substr-300"><span class="linenos">300</span></a> <span class="p">)</span> </span></pre></div> @@ -3887,16 +3897,16 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> <div class="attr function"> <span class="def">def</span> - <span class="name">isin</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309453744'</span><span class="o">></span><span class="p">,</span> <span class="n">Iterable</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309453744'</span><span class="o">></span><span class="p">]]</span></span><span class="return-annotation">):</span></span> + <span class="name">isin</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135088834880'</span><span class="o">></span><span class="p">,</span> <span class="n">Iterable</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135088834880'</span><span class="o">></span><span class="p">]]</span></span><span class="return-annotation">):</span></span> <label class="view-source-button" for="Column.isin-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#Column.isin"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.isin-297"><a href="#Column.isin-297"><span class="linenos">297</span></a> <span class="k">def</span> <span class="nf">isin</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Iterable</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">]]):</span> -</span><span id="Column.isin-298"><a href="#Column.isin-298"><span class="linenos">298</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="n">flatten</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">cols</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">set</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">))</span> <span class="k">else</span> <span class="n">cols</span> <span class="c1"># type: ignore</span> -</span><span id="Column.isin-299"><a href="#Column.isin-299"><span class="linenos">299</span></a> <span class="n">expressions</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">]</span> -</span><span id="Column.isin-300"><a href="#Column.isin-300"><span class="linenos">300</span></a> <span class="k">return</span> <span class="n">Column</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">In</span><span class="p">,</span> <span class="n">expressions</span><span class="o">=</span><span class="n">expressions</span><span class="p">)</span> <span class="c1"># type: ignore</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.isin-302"><a href="#Column.isin-302"><span class="linenos">302</span></a> <span class="k">def</span> <span class="nf">isin</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Iterable</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">]]):</span> +</span><span id="Column.isin-303"><a href="#Column.isin-303"><span class="linenos">303</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="n">flatten</span><span class="p">(</span><span class="n">cols</span><span class="p">)</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">cols</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="p">(</span><span class="nb">list</span><span class="p">,</span> <span class="nb">set</span><span class="p">,</span> <span class="nb">tuple</span><span class="p">))</span> <span class="k">else</span> <span class="n">cols</span> <span class="c1"># type: ignore</span> +</span><span id="Column.isin-304"><a href="#Column.isin-304"><span class="linenos">304</span></a> <span class="n">expressions</span> <span class="o">=</span> <span class="p">[</span><span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">.</span><span class="n">expression</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">columns</span><span class="p">]</span> +</span><span id="Column.isin-305"><a href="#Column.isin-305"><span class="linenos">305</span></a> <span class="k">return</span> <span class="n">Column</span><span class="o">.</span><span class="n">invoke_expression_over_column</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">exp</span><span class="o">.</span><span class="n">In</span><span class="p">,</span> <span class="n">expressions</span><span class="o">=</span><span class="n">expressions</span><span class="p">)</span> <span class="c1"># type: ignore</span> </span></pre></div> @@ -3908,30 +3918,30 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> <div class="attr function"> <span class="def">def</span> - <span class="name">between</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">lowerBound</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309563968'</span><span class="o">></span>,</span><span class="param"> <span class="n">upperBound</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309589040'</span><span class="o">></span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> + <span class="name">between</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">lowerBound</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135088905840'</span><span class="o">></span>,</span><span class="param"> <span class="n">upperBound</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135088943936'</span><span class="o">></span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> <label class="view-source-button" for="Column.between-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#Column.between"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.between-302"><a href="#Column.between-302"><span class="linenos">302</span></a> <span class="k">def</span> <span class="nf">between</span><span class="p">(</span> -</span><span id="Column.between-303"><a href="#Column.between-303"><span class="linenos">303</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="Column.between-304"><a href="#Column.between-304"><span class="linenos">304</span></a> <span class="n">lowerBound</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> -</span><span id="Column.between-305"><a href="#Column.between-305"><span class="linenos">305</span></a> <span class="n">upperBound</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> -</span><span id="Column.between-306"><a href="#Column.between-306"><span class="linenos">306</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.between-307"><a href="#Column.between-307"><span class="linenos">307</span></a> <span class="n">lower_bound_exp</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="Column.between-308"><a href="#Column.between-308"><span class="linenos">308</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">lowerBound</span> -</span><span id="Column.between-309"><a href="#Column.between-309"><span class="linenos">309</span></a> <span class="p">)</span> -</span><span id="Column.between-310"><a href="#Column.between-310"><span class="linenos">310</span></a> <span class="n">upper_bound_exp</span> <span class="o">=</span> <span class="p">(</span> -</span><span id="Column.between-311"><a href="#Column.between-311"><span class="linenos">311</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">upperBound</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">upperBound</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">upperBound</span> -</span><span id="Column.between-312"><a href="#Column.between-312"><span class="linenos">312</span></a> <span class="p">)</span> -</span><span id="Column.between-313"><a href="#Column.between-313"><span class="linenos">313</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span> -</span><span id="Column.between-314"><a href="#Column.between-314"><span class="linenos">314</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Between</span><span class="p">(</span> -</span><span id="Column.between-315"><a href="#Column.between-315"><span class="linenos">315</span></a> <span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> -</span><span id="Column.between-316"><a href="#Column.between-316"><span class="linenos">316</span></a> <span class="n">low</span><span class="o">=</span><span class="n">lower_bound_exp</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> -</span><span id="Column.between-317"><a href="#Column.between-317"><span class="linenos">317</span></a> <span class="n">high</span><span class="o">=</span><span class="n">upper_bound_exp</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> -</span><span id="Column.between-318"><a href="#Column.between-318"><span class="linenos">318</span></a> <span class="p">)</span> -</span><span id="Column.between-319"><a href="#Column.between-319"><span class="linenos">319</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.between-307"><a href="#Column.between-307"><span class="linenos">307</span></a> <span class="k">def</span> <span class="nf">between</span><span class="p">(</span> +</span><span id="Column.between-308"><a href="#Column.between-308"><span class="linenos">308</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="Column.between-309"><a href="#Column.between-309"><span class="linenos">309</span></a> <span class="n">lowerBound</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> +</span><span id="Column.between-310"><a href="#Column.between-310"><span class="linenos">310</span></a> <span class="n">upperBound</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="n">ColumnOrLiteral</span><span class="p">],</span> +</span><span id="Column.between-311"><a href="#Column.between-311"><span class="linenos">311</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.between-312"><a href="#Column.between-312"><span class="linenos">312</span></a> <span class="n">lower_bound_exp</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="Column.between-313"><a href="#Column.between-313"><span class="linenos">313</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">lowerBound</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">lowerBound</span> +</span><span id="Column.between-314"><a href="#Column.between-314"><span class="linenos">314</span></a> <span class="p">)</span> +</span><span id="Column.between-315"><a href="#Column.between-315"><span class="linenos">315</span></a> <span class="n">upper_bound_exp</span> <span class="o">=</span> <span class="p">(</span> +</span><span id="Column.between-316"><a href="#Column.between-316"><span class="linenos">316</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_lit</span><span class="p">(</span><span class="n">upperBound</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">upperBound</span><span class="p">,</span> <span class="n">Column</span><span class="p">)</span> <span class="k">else</span> <span class="n">upperBound</span> +</span><span id="Column.between-317"><a href="#Column.between-317"><span class="linenos">317</span></a> <span class="p">)</span> +</span><span id="Column.between-318"><a href="#Column.between-318"><span class="linenos">318</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span> +</span><span id="Column.between-319"><a href="#Column.between-319"><span class="linenos">319</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Between</span><span class="p">(</span> +</span><span id="Column.between-320"><a href="#Column.between-320"><span class="linenos">320</span></a> <span class="n">this</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">,</span> +</span><span id="Column.between-321"><a href="#Column.between-321"><span class="linenos">321</span></a> <span class="n">low</span><span class="o">=</span><span class="n">lower_bound_exp</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> +</span><span id="Column.between-322"><a href="#Column.between-322"><span class="linenos">322</span></a> <span class="n">high</span><span class="o">=</span><span class="n">upper_bound_exp</span><span class="o">.</span><span class="n">expression</span><span class="p">,</span> +</span><span id="Column.between-323"><a href="#Column.between-323"><span class="linenos">323</span></a> <span class="p">)</span> +</span><span id="Column.between-324"><a href="#Column.between-324"><span class="linenos">324</span></a> <span class="p">)</span> </span></pre></div> @@ -3943,16 +3953,16 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> <div class="attr function"> <span class="def">def</span> - <span class="name">over</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">window</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309646896'</span><span class="o">></span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> + <span class="name">over</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="n">window</span><span class="p">:</span> <span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135089001648'</span><span class="o">></span></span><span class="return-annotation">) -> <span class="n"><a href="#Column">sqlglot.dataframe.sql.Column</a></span>:</span></span> <label class="view-source-button" for="Column.over-view-source"><span>View Source</span></label> </div> <a class="headerlink" href="#Column.over"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="Column.over-321"><a href="#Column.over-321"><span class="linenos">321</span></a> <span class="k">def</span> <span class="nf">over</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">window</span><span class="p">:</span> <span class="n">WindowSpec</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> -</span><span id="Column.over-322"><a href="#Column.over-322"><span class="linenos">322</span></a> <span class="n">window_expression</span> <span class="o">=</span> <span class="n">window</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> -</span><span id="Column.over-323"><a href="#Column.over-323"><span class="linenos">323</span></a> <span class="n">window_expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"this"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">)</span> -</span><span id="Column.over-324"><a href="#Column.over-324"><span class="linenos">324</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">window_expression</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="Column.over-326"><a href="#Column.over-326"><span class="linenos">326</span></a> <span class="k">def</span> <span class="nf">over</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">window</span><span class="p">:</span> <span class="n">WindowSpec</span><span class="p">)</span> <span class="o">-></span> <span class="n">Column</span><span class="p">:</span> +</span><span id="Column.over-327"><a href="#Column.over-327"><span class="linenos">327</span></a> <span class="n">window_expression</span> <span class="o">=</span> <span class="n">window</span><span class="o">.</span><span class="n">expression</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> +</span><span id="Column.over-328"><a href="#Column.over-328"><span class="linenos">328</span></a> <span class="n">window_expression</span><span class="o">.</span><span class="n">set</span><span class="p">(</span><span class="s2">"this"</span><span class="p">,</span> <span class="bp">self</span><span class="o">.</span><span class="n">column_expression</span><span class="p">)</span> +</span><span id="Column.over-329"><a href="#Column.over-329"><span class="linenos">329</span></a> <span class="k">return</span> <span class="n">Column</span><span class="p">(</span><span class="n">window_expression</span><span class="p">)</span> </span></pre></div> @@ -3971,32 +3981,32 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameNaFunctions"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameNaFunctions-821"><a href="#DataFrameNaFunctions-821"><span class="linenos">821</span></a><span class="k">class</span> <span class="nc">DataFrameNaFunctions</span><span class="p">:</span> -</span><span id="DataFrameNaFunctions-822"><a href="#DataFrameNaFunctions-822"><span class="linenos">822</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">):</span> -</span><span id="DataFrameNaFunctions-823"><a href="#DataFrameNaFunctions-823"><span class="linenos">823</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span> -</span><span id="DataFrameNaFunctions-824"><a href="#DataFrameNaFunctions-824"><span class="linenos">824</span></a> -</span><span id="DataFrameNaFunctions-825"><a href="#DataFrameNaFunctions-825"><span class="linenos">825</span></a> <span class="k">def</span> <span class="nf">drop</span><span class="p">(</span> -</span><span id="DataFrameNaFunctions-826"><a href="#DataFrameNaFunctions-826"><span class="linenos">826</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions-827"><a href="#DataFrameNaFunctions-827"><span class="linenos">827</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"any"</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions-828"><a href="#DataFrameNaFunctions-828"><span class="linenos">828</span></a> <span class="n">thresh</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions-829"><a href="#DataFrameNaFunctions-829"><span class="linenos">829</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions-830"><a href="#DataFrameNaFunctions-830"><span class="linenos">830</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrameNaFunctions-831"><a href="#DataFrameNaFunctions-831"><span class="linenos">831</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">how</span><span class="o">=</span><span class="n">how</span><span class="p">,</span> <span class="n">thresh</span><span class="o">=</span><span class="n">thresh</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> -</span><span id="DataFrameNaFunctions-832"><a href="#DataFrameNaFunctions-832"><span class="linenos">832</span></a> -</span><span id="DataFrameNaFunctions-833"><a href="#DataFrameNaFunctions-833"><span class="linenos">833</span></a> <span class="k">def</span> <span class="nf">fill</span><span class="p">(</span> -</span><span id="DataFrameNaFunctions-834"><a href="#DataFrameNaFunctions-834"><span class="linenos">834</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions-835"><a href="#DataFrameNaFunctions-835"><span class="linenos">835</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">bool</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]],</span> -</span><span id="DataFrameNaFunctions-836"><a href="#DataFrameNaFunctions-836"><span class="linenos">836</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions-837"><a href="#DataFrameNaFunctions-837"><span class="linenos">837</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrameNaFunctions-838"><a href="#DataFrameNaFunctions-838"><span class="linenos">838</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> -</span><span id="DataFrameNaFunctions-839"><a href="#DataFrameNaFunctions-839"><span class="linenos">839</span></a> -</span><span id="DataFrameNaFunctions-840"><a href="#DataFrameNaFunctions-840"><span class="linenos">840</span></a> <span class="k">def</span> <span class="nf">replace</span><span class="p">(</span> -</span><span id="DataFrameNaFunctions-841"><a href="#DataFrameNaFunctions-841"><span class="linenos">841</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions-842"><a href="#DataFrameNaFunctions-842"><span class="linenos">842</span></a> <span class="n">to_replace</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> -</span><span id="DataFrameNaFunctions-843"><a href="#DataFrameNaFunctions-843"><span class="linenos">843</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions-844"><a href="#DataFrameNaFunctions-844"><span class="linenos">844</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions-845"><a href="#DataFrameNaFunctions-845"><span class="linenos">845</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrameNaFunctions-846"><a href="#DataFrameNaFunctions-846"><span class="linenos">846</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">to_replace</span><span class="o">=</span><span class="n">to_replace</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameNaFunctions-822"><a href="#DataFrameNaFunctions-822"><span class="linenos">822</span></a><span class="k">class</span> <span class="nc">DataFrameNaFunctions</span><span class="p">:</span> +</span><span id="DataFrameNaFunctions-823"><a href="#DataFrameNaFunctions-823"><span class="linenos">823</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">):</span> +</span><span id="DataFrameNaFunctions-824"><a href="#DataFrameNaFunctions-824"><span class="linenos">824</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span> +</span><span id="DataFrameNaFunctions-825"><a href="#DataFrameNaFunctions-825"><span class="linenos">825</span></a> +</span><span id="DataFrameNaFunctions-826"><a href="#DataFrameNaFunctions-826"><span class="linenos">826</span></a> <span class="k">def</span> <span class="nf">drop</span><span class="p">(</span> +</span><span id="DataFrameNaFunctions-827"><a href="#DataFrameNaFunctions-827"><span class="linenos">827</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions-828"><a href="#DataFrameNaFunctions-828"><span class="linenos">828</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"any"</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions-829"><a href="#DataFrameNaFunctions-829"><span class="linenos">829</span></a> <span class="n">thresh</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions-830"><a href="#DataFrameNaFunctions-830"><span class="linenos">830</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions-831"><a href="#DataFrameNaFunctions-831"><span class="linenos">831</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrameNaFunctions-832"><a href="#DataFrameNaFunctions-832"><span class="linenos">832</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">how</span><span class="o">=</span><span class="n">how</span><span class="p">,</span> <span class="n">thresh</span><span class="o">=</span><span class="n">thresh</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> +</span><span id="DataFrameNaFunctions-833"><a href="#DataFrameNaFunctions-833"><span class="linenos">833</span></a> +</span><span id="DataFrameNaFunctions-834"><a href="#DataFrameNaFunctions-834"><span class="linenos">834</span></a> <span class="k">def</span> <span class="nf">fill</span><span class="p">(</span> +</span><span id="DataFrameNaFunctions-835"><a href="#DataFrameNaFunctions-835"><span class="linenos">835</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions-836"><a href="#DataFrameNaFunctions-836"><span class="linenos">836</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">bool</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]],</span> +</span><span id="DataFrameNaFunctions-837"><a href="#DataFrameNaFunctions-837"><span class="linenos">837</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions-838"><a href="#DataFrameNaFunctions-838"><span class="linenos">838</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrameNaFunctions-839"><a href="#DataFrameNaFunctions-839"><span class="linenos">839</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> +</span><span id="DataFrameNaFunctions-840"><a href="#DataFrameNaFunctions-840"><span class="linenos">840</span></a> +</span><span id="DataFrameNaFunctions-841"><a href="#DataFrameNaFunctions-841"><span class="linenos">841</span></a> <span class="k">def</span> <span class="nf">replace</span><span class="p">(</span> +</span><span id="DataFrameNaFunctions-842"><a href="#DataFrameNaFunctions-842"><span class="linenos">842</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions-843"><a href="#DataFrameNaFunctions-843"><span class="linenos">843</span></a> <span class="n">to_replace</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> +</span><span id="DataFrameNaFunctions-844"><a href="#DataFrameNaFunctions-844"><span class="linenos">844</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions-845"><a href="#DataFrameNaFunctions-845"><span class="linenos">845</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions-846"><a href="#DataFrameNaFunctions-846"><span class="linenos">846</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrameNaFunctions-847"><a href="#DataFrameNaFunctions-847"><span class="linenos">847</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">to_replace</span><span class="o">=</span><span class="n">to_replace</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> </span></pre></div> @@ -4012,8 +4022,8 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameNaFunctions.__init__"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameNaFunctions.__init__-822"><a href="#DataFrameNaFunctions.__init__-822"><span class="linenos">822</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">):</span> -</span><span id="DataFrameNaFunctions.__init__-823"><a href="#DataFrameNaFunctions.__init__-823"><span class="linenos">823</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameNaFunctions.__init__-823"><a href="#DataFrameNaFunctions.__init__-823"><span class="linenos">823</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">):</span> +</span><span id="DataFrameNaFunctions.__init__-824"><a href="#DataFrameNaFunctions.__init__-824"><span class="linenos">824</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">df</span> <span class="o">=</span> <span class="n">df</span> </span></pre></div> @@ -4031,13 +4041,13 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameNaFunctions.drop"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameNaFunctions.drop-825"><a href="#DataFrameNaFunctions.drop-825"><span class="linenos">825</span></a> <span class="k">def</span> <span class="nf">drop</span><span class="p">(</span> -</span><span id="DataFrameNaFunctions.drop-826"><a href="#DataFrameNaFunctions.drop-826"><span class="linenos">826</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions.drop-827"><a href="#DataFrameNaFunctions.drop-827"><span class="linenos">827</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"any"</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions.drop-828"><a href="#DataFrameNaFunctions.drop-828"><span class="linenos">828</span></a> <span class="n">thresh</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions.drop-829"><a href="#DataFrameNaFunctions.drop-829"><span class="linenos">829</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions.drop-830"><a href="#DataFrameNaFunctions.drop-830"><span class="linenos">830</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrameNaFunctions.drop-831"><a href="#DataFrameNaFunctions.drop-831"><span class="linenos">831</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">how</span><span class="o">=</span><span class="n">how</span><span class="p">,</span> <span class="n">thresh</span><span class="o">=</span><span class="n">thresh</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameNaFunctions.drop-826"><a href="#DataFrameNaFunctions.drop-826"><span class="linenos">826</span></a> <span class="k">def</span> <span class="nf">drop</span><span class="p">(</span> +</span><span id="DataFrameNaFunctions.drop-827"><a href="#DataFrameNaFunctions.drop-827"><span class="linenos">827</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions.drop-828"><a href="#DataFrameNaFunctions.drop-828"><span class="linenos">828</span></a> <span class="n">how</span><span class="p">:</span> <span class="nb">str</span> <span class="o">=</span> <span class="s2">"any"</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions.drop-829"><a href="#DataFrameNaFunctions.drop-829"><span class="linenos">829</span></a> <span class="n">thresh</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">int</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions.drop-830"><a href="#DataFrameNaFunctions.drop-830"><span class="linenos">830</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions.drop-831"><a href="#DataFrameNaFunctions.drop-831"><span class="linenos">831</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrameNaFunctions.drop-832"><a href="#DataFrameNaFunctions.drop-832"><span class="linenos">832</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">how</span><span class="o">=</span><span class="n">how</span><span class="p">,</span> <span class="n">thresh</span><span class="o">=</span><span class="n">thresh</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> </span></pre></div> @@ -4055,12 +4065,12 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameNaFunctions.fill"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameNaFunctions.fill-833"><a href="#DataFrameNaFunctions.fill-833"><span class="linenos">833</span></a> <span class="k">def</span> <span class="nf">fill</span><span class="p">(</span> -</span><span id="DataFrameNaFunctions.fill-834"><a href="#DataFrameNaFunctions.fill-834"><span class="linenos">834</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions.fill-835"><a href="#DataFrameNaFunctions.fill-835"><span class="linenos">835</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">bool</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]],</span> -</span><span id="DataFrameNaFunctions.fill-836"><a href="#DataFrameNaFunctions.fill-836"><span class="linenos">836</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions.fill-837"><a href="#DataFrameNaFunctions.fill-837"><span class="linenos">837</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrameNaFunctions.fill-838"><a href="#DataFrameNaFunctions.fill-838"><span class="linenos">838</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameNaFunctions.fill-834"><a href="#DataFrameNaFunctions.fill-834"><span class="linenos">834</span></a> <span class="k">def</span> <span class="nf">fill</span><span class="p">(</span> +</span><span id="DataFrameNaFunctions.fill-835"><a href="#DataFrameNaFunctions.fill-835"><span class="linenos">835</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions.fill-836"><a href="#DataFrameNaFunctions.fill-836"><span class="linenos">836</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">int</span><span class="p">,</span> <span class="nb">bool</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Any</span><span class="p">]],</span> +</span><span id="DataFrameNaFunctions.fill-837"><a href="#DataFrameNaFunctions.fill-837"><span class="linenos">837</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Tuple</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="o">...</span><span class="p">],</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions.fill-838"><a href="#DataFrameNaFunctions.fill-838"><span class="linenos">838</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrameNaFunctions.fill-839"><a href="#DataFrameNaFunctions.fill-839"><span class="linenos">839</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> </span></pre></div> @@ -4078,13 +4088,13 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameNaFunctions.replace"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameNaFunctions.replace-840"><a href="#DataFrameNaFunctions.replace-840"><span class="linenos">840</span></a> <span class="k">def</span> <span class="nf">replace</span><span class="p">(</span> -</span><span id="DataFrameNaFunctions.replace-841"><a href="#DataFrameNaFunctions.replace-841"><span class="linenos">841</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions.replace-842"><a href="#DataFrameNaFunctions.replace-842"><span class="linenos">842</span></a> <span class="n">to_replace</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> -</span><span id="DataFrameNaFunctions.replace-843"><a href="#DataFrameNaFunctions.replace-843"><span class="linenos">843</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions.replace-844"><a href="#DataFrameNaFunctions.replace-844"><span class="linenos">844</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameNaFunctions.replace-845"><a href="#DataFrameNaFunctions.replace-845"><span class="linenos">845</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrameNaFunctions.replace-846"><a href="#DataFrameNaFunctions.replace-846"><span class="linenos">846</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">to_replace</span><span class="o">=</span><span class="n">to_replace</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameNaFunctions.replace-841"><a href="#DataFrameNaFunctions.replace-841"><span class="linenos">841</span></a> <span class="k">def</span> <span class="nf">replace</span><span class="p">(</span> +</span><span id="DataFrameNaFunctions.replace-842"><a href="#DataFrameNaFunctions.replace-842"><span class="linenos">842</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions.replace-843"><a href="#DataFrameNaFunctions.replace-843"><span class="linenos">843</span></a> <span class="n">to_replace</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">Dict</span><span class="p">],</span> +</span><span id="DataFrameNaFunctions.replace-844"><a href="#DataFrameNaFunctions.replace-844"><span class="linenos">844</span></a> <span class="n">value</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">bool</span><span class="p">,</span> <span class="nb">int</span><span class="p">,</span> <span class="nb">float</span><span class="p">,</span> <span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions.replace-845"><a href="#DataFrameNaFunctions.replace-845"><span class="linenos">845</span></a> <span class="n">subset</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">t</span><span class="o">.</span><span class="n">Union</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]]]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameNaFunctions.replace-846"><a href="#DataFrameNaFunctions.replace-846"><span class="linenos">846</span></a> <span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrameNaFunctions.replace-847"><a href="#DataFrameNaFunctions.replace-847"><span class="linenos">847</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">df</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">to_replace</span><span class="o">=</span><span class="n">to_replace</span><span class="p">,</span> <span class="n">value</span><span class="o">=</span><span class="n">value</span><span class="p">,</span> <span class="n">subset</span><span class="o">=</span><span class="n">subset</span><span class="p">)</span> </span></pre></div> @@ -4141,7 +4151,7 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> <div class="decorator">@classmethod</div> <span class="def">def</span> - <span class="name">partitionBy</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043310053360'</span><span class="o">></span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043310053360'</span><span class="o">></span><span class="p">]]</span></span><span class="return-annotation">) -> <span class="n"><a href="#WindowSpec">sqlglot.dataframe.sql.WindowSpec</a></span>:</span></span> + <span class="name">partitionBy</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135089315008'</span><span class="o">></span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135089315008'</span><span class="o">></span><span class="p">]]</span></span><span class="return-annotation">) -> <span class="n"><a href="#WindowSpec">sqlglot.dataframe.sql.WindowSpec</a></span>:</span></span> <label class="view-source-button" for="Window.partitionBy-view-source"><span>View Source</span></label> @@ -4162,7 +4172,7 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> <div class="decorator">@classmethod</div> <span class="def">def</span> - <span class="name">orderBy</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309956208'</span><span class="o">></span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309956208'</span><span class="o">></span><span class="p">]]</span></span><span class="return-annotation">) -> <span class="n"><a href="#WindowSpec">sqlglot.dataframe.sql.WindowSpec</a></span>:</span></span> + <span class="name">orderBy</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">cls</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135089098032'</span><span class="o">></span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135089098032'</span><span class="o">></span><span class="p">]]</span></span><span class="return-annotation">) -> <span class="n"><a href="#WindowSpec">sqlglot.dataframe.sql.WindowSpec</a></span>:</span></span> <label class="view-source-button" for="Window.orderBy-view-source"><span>View Source</span></label> @@ -4387,7 +4397,7 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> <div class="attr function"> <span class="def">def</span> - <span class="name">partitionBy</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309879920'</span><span class="o">></span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309879920'</span><span class="o">></span><span class="p">]]</span></span><span class="return-annotation">) -> <span class="n"><a href="#WindowSpec">sqlglot.dataframe.sql.WindowSpec</a></span>:</span></span> + <span class="name">partitionBy</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135089209696'</span><span class="o">></span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135089209696'</span><span class="o">></span><span class="p">]]</span></span><span class="return-annotation">) -> <span class="n"><a href="#WindowSpec">sqlglot.dataframe.sql.WindowSpec</a></span>:</span></span> <label class="view-source-button" for="WindowSpec.partitionBy-view-source"><span>View Source</span></label> @@ -4414,7 +4424,7 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> <div class="attr function"> <span class="def">def</span> - <span class="name">orderBy</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309740432'</span><span class="o">></span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140043309740432'</span><span class="o">></span><span class="p">]]</span></span><span class="return-annotation">) -> <span class="n"><a href="#WindowSpec">sqlglot.dataframe.sql.WindowSpec</a></span>:</span></span> + <span class="name">orderBy</span><span class="signature pdoc-code multiline">(<span class="param"> <span class="bp">self</span>,</span><span class="param"> <span class="o">*</span><span class="n">cols</span><span class="p">:</span> <span class="n">Union</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135089202912'</span><span class="o">></span><span class="p">,</span> <span class="n">List</span><span class="p">[</span><span class="o"><</span><span class="n">MagicMock</span> <span class="nb">id</span><span class="o">=</span><span class="s1">'140135089202912'</span><span class="o">></span><span class="p">]]</span></span><span class="return-annotation">) -> <span class="n"><a href="#WindowSpec">sqlglot.dataframe.sql.WindowSpec</a></span>:</span></span> <label class="view-source-button" for="WindowSpec.orderBy-view-source"><span>View Source</span></label> @@ -4506,26 +4516,23 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameReader"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameReader-15"><a href="#DataFrameReader-15"><span class="linenos">15</span></a><span class="k">class</span> <span class="nc">DataFrameReader</span><span class="p">:</span> -</span><span id="DataFrameReader-16"><a href="#DataFrameReader-16"><span class="linenos">16</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">spark</span><span class="p">:</span> <span class="n">SparkSession</span><span class="p">):</span> -</span><span id="DataFrameReader-17"><a href="#DataFrameReader-17"><span class="linenos">17</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span> <span class="o">=</span> <span class="n">spark</span> -</span><span id="DataFrameReader-18"><a href="#DataFrameReader-18"><span class="linenos">18</span></a> -</span><span id="DataFrameReader-19"><a href="#DataFrameReader-19"><span class="linenos">19</span></a> <span class="k">def</span> <span class="nf">table</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tableName</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrameReader-20"><a href="#DataFrameReader-20"><span class="linenos">20</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.dataframe</span> <span class="kn">import</span> <span class="n">DataFrame</span> -</span><span id="DataFrameReader-21"><a href="#DataFrameReader-21"><span class="linenos">21</span></a> -</span><span id="DataFrameReader-22"><a href="#DataFrameReader-22"><span class="linenos">22</span></a> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">add_table</span><span class="p">(</span><span class="n">tableName</span><span class="p">)</span> -</span><span id="DataFrameReader-23"><a href="#DataFrameReader-23"><span class="linenos">23</span></a> -</span><span id="DataFrameReader-24"><a href="#DataFrameReader-24"><span class="linenos">24</span></a> <span class="k">return</span> <span class="n">DataFrame</span><span class="p">(</span> -</span><span id="DataFrameReader-25"><a href="#DataFrameReader-25"><span class="linenos">25</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span><span class="p">,</span> -</span><span id="DataFrameReader-26"><a href="#DataFrameReader-26"><span class="linenos">26</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">()</span> -</span><span id="DataFrameReader-27"><a href="#DataFrameReader-27"><span class="linenos">27</span></a> <span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">tableName</span><span class="p">)</span> -</span><span id="DataFrameReader-28"><a href="#DataFrameReader-28"><span class="linenos">28</span></a> <span class="o">.</span><span class="n">select</span><span class="p">(</span> -</span><span id="DataFrameReader-29"><a href="#DataFrameReader-29"><span class="linenos">29</span></a> <span class="o">*</span><span class="p">(</span> -</span><span id="DataFrameReader-30"><a href="#DataFrameReader-30"><span class="linenos">30</span></a> <span class="n">column</span> <span class="k">if</span> <span class="n">should_identify</span><span class="p">(</span><span class="n">column</span><span class="p">,</span> <span class="s2">"safe"</span><span class="p">)</span> <span class="k">else</span> <span class="sa">f</span><span class="s1">'"</span><span class="si">{</span><span class="n">column</span><span class="si">}</span><span class="s1">"'</span> -</span><span id="DataFrameReader-31"><a href="#DataFrameReader-31"><span class="linenos">31</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">column_names</span><span class="p">(</span><span class="n">tableName</span><span class="p">)</span> -</span><span id="DataFrameReader-32"><a href="#DataFrameReader-32"><span class="linenos">32</span></a> <span class="p">)</span> -</span><span id="DataFrameReader-33"><a href="#DataFrameReader-33"><span class="linenos">33</span></a> <span class="p">),</span> -</span><span id="DataFrameReader-34"><a href="#DataFrameReader-34"><span class="linenos">34</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameReader-16"><a href="#DataFrameReader-16"><span class="linenos">16</span></a><span class="k">class</span> <span class="nc">DataFrameReader</span><span class="p">:</span> +</span><span id="DataFrameReader-17"><a href="#DataFrameReader-17"><span class="linenos">17</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">spark</span><span class="p">:</span> <span class="n">SparkSession</span><span class="p">):</span> +</span><span id="DataFrameReader-18"><a href="#DataFrameReader-18"><span class="linenos">18</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span> <span class="o">=</span> <span class="n">spark</span> +</span><span id="DataFrameReader-19"><a href="#DataFrameReader-19"><span class="linenos">19</span></a> +</span><span id="DataFrameReader-20"><a href="#DataFrameReader-20"><span class="linenos">20</span></a> <span class="k">def</span> <span class="nf">table</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tableName</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrameReader-21"><a href="#DataFrameReader-21"><span class="linenos">21</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.dataframe</span> <span class="kn">import</span> <span class="n">DataFrame</span> +</span><span id="DataFrameReader-22"><a href="#DataFrameReader-22"><span class="linenos">22</span></a> +</span><span id="DataFrameReader-23"><a href="#DataFrameReader-23"><span class="linenos">23</span></a> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">add_table</span><span class="p">(</span><span class="n">tableName</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">)</span> +</span><span id="DataFrameReader-24"><a href="#DataFrameReader-24"><span class="linenos">24</span></a> +</span><span id="DataFrameReader-25"><a href="#DataFrameReader-25"><span class="linenos">25</span></a> <span class="k">return</span> <span class="n">DataFrame</span><span class="p">(</span> +</span><span id="DataFrameReader-26"><a href="#DataFrameReader-26"><span class="linenos">26</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span><span class="p">,</span> +</span><span id="DataFrameReader-27"><a href="#DataFrameReader-27"><span class="linenos">27</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">()</span> +</span><span id="DataFrameReader-28"><a href="#DataFrameReader-28"><span class="linenos">28</span></a> <span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">to_table</span><span class="p">(</span><span class="n">tableName</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">)</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">Spark</span><span class="o">.</span><span class="n">normalize_identifier</span><span class="p">))</span> +</span><span id="DataFrameReader-29"><a href="#DataFrameReader-29"><span class="linenos">29</span></a> <span class="o">.</span><span class="n">select</span><span class="p">(</span> +</span><span id="DataFrameReader-30"><a href="#DataFrameReader-30"><span class="linenos">30</span></a> <span class="o">*</span><span class="p">(</span><span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">column_names</span><span class="p">(</span><span class="n">tableName</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">))</span> +</span><span id="DataFrameReader-31"><a href="#DataFrameReader-31"><span class="linenos">31</span></a> <span class="p">),</span> +</span><span id="DataFrameReader-32"><a href="#DataFrameReader-32"><span class="linenos">32</span></a> <span class="p">)</span> </span></pre></div> @@ -4541,8 +4548,8 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameReader.__init__"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameReader.__init__-16"><a href="#DataFrameReader.__init__-16"><span class="linenos">16</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">spark</span><span class="p">:</span> <span class="n">SparkSession</span><span class="p">):</span> -</span><span id="DataFrameReader.__init__-17"><a href="#DataFrameReader.__init__-17"><span class="linenos">17</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span> <span class="o">=</span> <span class="n">spark</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameReader.__init__-17"><a href="#DataFrameReader.__init__-17"><span class="linenos">17</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">spark</span><span class="p">:</span> <span class="n">SparkSession</span><span class="p">):</span> +</span><span id="DataFrameReader.__init__-18"><a href="#DataFrameReader.__init__-18"><span class="linenos">18</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span> <span class="o">=</span> <span class="n">spark</span> </span></pre></div> @@ -4560,22 +4567,19 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameReader.table"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameReader.table-19"><a href="#DataFrameReader.table-19"><span class="linenos">19</span></a> <span class="k">def</span> <span class="nf">table</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tableName</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> -</span><span id="DataFrameReader.table-20"><a href="#DataFrameReader.table-20"><span class="linenos">20</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.dataframe</span> <span class="kn">import</span> <span class="n">DataFrame</span> -</span><span id="DataFrameReader.table-21"><a href="#DataFrameReader.table-21"><span class="linenos">21</span></a> -</span><span id="DataFrameReader.table-22"><a href="#DataFrameReader.table-22"><span class="linenos">22</span></a> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">add_table</span><span class="p">(</span><span class="n">tableName</span><span class="p">)</span> -</span><span id="DataFrameReader.table-23"><a href="#DataFrameReader.table-23"><span class="linenos">23</span></a> -</span><span id="DataFrameReader.table-24"><a href="#DataFrameReader.table-24"><span class="linenos">24</span></a> <span class="k">return</span> <span class="n">DataFrame</span><span class="p">(</span> -</span><span id="DataFrameReader.table-25"><a href="#DataFrameReader.table-25"><span class="linenos">25</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span><span class="p">,</span> -</span><span id="DataFrameReader.table-26"><a href="#DataFrameReader.table-26"><span class="linenos">26</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">()</span> -</span><span id="DataFrameReader.table-27"><a href="#DataFrameReader.table-27"><span class="linenos">27</span></a> <span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">tableName</span><span class="p">)</span> -</span><span id="DataFrameReader.table-28"><a href="#DataFrameReader.table-28"><span class="linenos">28</span></a> <span class="o">.</span><span class="n">select</span><span class="p">(</span> -</span><span id="DataFrameReader.table-29"><a href="#DataFrameReader.table-29"><span class="linenos">29</span></a> <span class="o">*</span><span class="p">(</span> -</span><span id="DataFrameReader.table-30"><a href="#DataFrameReader.table-30"><span class="linenos">30</span></a> <span class="n">column</span> <span class="k">if</span> <span class="n">should_identify</span><span class="p">(</span><span class="n">column</span><span class="p">,</span> <span class="s2">"safe"</span><span class="p">)</span> <span class="k">else</span> <span class="sa">f</span><span class="s1">'"</span><span class="si">{</span><span class="n">column</span><span class="si">}</span><span class="s1">"'</span> -</span><span id="DataFrameReader.table-31"><a href="#DataFrameReader.table-31"><span class="linenos">31</span></a> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">column_names</span><span class="p">(</span><span class="n">tableName</span><span class="p">)</span> -</span><span id="DataFrameReader.table-32"><a href="#DataFrameReader.table-32"><span class="linenos">32</span></a> <span class="p">)</span> -</span><span id="DataFrameReader.table-33"><a href="#DataFrameReader.table-33"><span class="linenos">33</span></a> <span class="p">),</span> -</span><span id="DataFrameReader.table-34"><a href="#DataFrameReader.table-34"><span class="linenos">34</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameReader.table-20"><a href="#DataFrameReader.table-20"><span class="linenos">20</span></a> <span class="k">def</span> <span class="nf">table</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tableName</span><span class="p">:</span> <span class="nb">str</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrame</span><span class="p">:</span> +</span><span id="DataFrameReader.table-21"><a href="#DataFrameReader.table-21"><span class="linenos">21</span></a> <span class="kn">from</span> <span class="nn">sqlglot.dataframe.sql.dataframe</span> <span class="kn">import</span> <span class="n">DataFrame</span> +</span><span id="DataFrameReader.table-22"><a href="#DataFrameReader.table-22"><span class="linenos">22</span></a> +</span><span id="DataFrameReader.table-23"><a href="#DataFrameReader.table-23"><span class="linenos">23</span></a> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">add_table</span><span class="p">(</span><span class="n">tableName</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">)</span> +</span><span id="DataFrameReader.table-24"><a href="#DataFrameReader.table-24"><span class="linenos">24</span></a> +</span><span id="DataFrameReader.table-25"><a href="#DataFrameReader.table-25"><span class="linenos">25</span></a> <span class="k">return</span> <span class="n">DataFrame</span><span class="p">(</span> +</span><span id="DataFrameReader.table-26"><a href="#DataFrameReader.table-26"><span class="linenos">26</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">spark</span><span class="p">,</span> +</span><span id="DataFrameReader.table-27"><a href="#DataFrameReader.table-27"><span class="linenos">27</span></a> <span class="n">exp</span><span class="o">.</span><span class="n">Select</span><span class="p">()</span> +</span><span id="DataFrameReader.table-28"><a href="#DataFrameReader.table-28"><span class="linenos">28</span></a> <span class="o">.</span><span class="n">from_</span><span class="p">(</span><span class="n">exp</span><span class="o">.</span><span class="n">to_table</span><span class="p">(</span><span class="n">tableName</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">)</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">Spark</span><span class="o">.</span><span class="n">normalize_identifier</span><span class="p">))</span> +</span><span id="DataFrameReader.table-29"><a href="#DataFrameReader.table-29"><span class="linenos">29</span></a> <span class="o">.</span><span class="n">select</span><span class="p">(</span> +</span><span id="DataFrameReader.table-30"><a href="#DataFrameReader.table-30"><span class="linenos">30</span></a> <span class="o">*</span><span class="p">(</span><span class="n">column</span> <span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">column_names</span><span class="p">(</span><span class="n">tableName</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">))</span> +</span><span id="DataFrameReader.table-31"><a href="#DataFrameReader.table-31"><span class="linenos">31</span></a> <span class="p">),</span> +</span><span id="DataFrameReader.table-32"><a href="#DataFrameReader.table-32"><span class="linenos">32</span></a> <span class="p">)</span> </span></pre></div> @@ -4594,68 +4598,68 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameWriter"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter-37"><a href="#DataFrameWriter-37"><span class="linenos">37</span></a><span class="k">class</span> <span class="nc">DataFrameWriter</span><span class="p">:</span> -</span><span id="DataFrameWriter-38"><a href="#DataFrameWriter-38"><span class="linenos">38</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span> -</span><span id="DataFrameWriter-39"><a href="#DataFrameWriter-39"><span class="linenos">39</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrameWriter-40"><a href="#DataFrameWriter-40"><span class="linenos">40</span></a> <span class="n">df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> -</span><span id="DataFrameWriter-41"><a href="#DataFrameWriter-41"><span class="linenos">41</span></a> <span class="n">spark</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">SparkSession</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameWriter-42"><a href="#DataFrameWriter-42"><span class="linenos">42</span></a> <span class="n">mode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameWriter-43"><a href="#DataFrameWriter-43"><span class="linenos">43</span></a> <span class="n">by_name</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> -</span><span id="DataFrameWriter-44"><a href="#DataFrameWriter-44"><span class="linenos">44</span></a> <span class="p">):</span> -</span><span id="DataFrameWriter-45"><a href="#DataFrameWriter-45"><span class="linenos">45</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span> <span class="o">=</span> <span class="n">df</span> -</span><span id="DataFrameWriter-46"><a href="#DataFrameWriter-46"><span class="linenos">46</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_spark</span> <span class="o">=</span> <span class="n">spark</span> <span class="ow">or</span> <span class="n">df</span><span class="o">.</span><span class="n">spark</span> -</span><span id="DataFrameWriter-47"><a href="#DataFrameWriter-47"><span class="linenos">47</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_mode</span> <span class="o">=</span> <span class="n">mode</span> -</span><span id="DataFrameWriter-48"><a href="#DataFrameWriter-48"><span class="linenos">48</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_by_name</span> <span class="o">=</span> <span class="n">by_name</span> -</span><span id="DataFrameWriter-49"><a href="#DataFrameWriter-49"><span class="linenos">49</span></a> -</span><span id="DataFrameWriter-50"><a href="#DataFrameWriter-50"><span class="linenos">50</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> -</span><span id="DataFrameWriter-51"><a href="#DataFrameWriter-51"><span class="linenos">51</span></a> <span class="k">return</span> <span class="n">DataFrameWriter</span><span class="p">(</span> -</span><span id="DataFrameWriter-52"><a href="#DataFrameWriter-52"><span class="linenos">52</span></a> <span class="o">**</span><span class="p">{</span> -</span><span id="DataFrameWriter-53"><a href="#DataFrameWriter-53"><span class="linenos">53</span></a> <span class="n">k</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="k">if</span> <span class="n">k</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">"_"</span><span class="p">)</span> <span class="k">else</span> <span class="n">k</span><span class="p">:</span> <span class="n">v</span> -</span><span id="DataFrameWriter-54"><a href="#DataFrameWriter-54"><span class="linenos">54</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">object_to_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> -</span><span id="DataFrameWriter-55"><a href="#DataFrameWriter-55"><span class="linenos">55</span></a> <span class="p">}</span> -</span><span id="DataFrameWriter-56"><a href="#DataFrameWriter-56"><span class="linenos">56</span></a> <span class="p">)</span> -</span><span id="DataFrameWriter-57"><a href="#DataFrameWriter-57"><span class="linenos">57</span></a> -</span><span id="DataFrameWriter-58"><a href="#DataFrameWriter-58"><span class="linenos">58</span></a> <span class="k">def</span> <span class="nf">sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span> -</span><span id="DataFrameWriter-59"><a href="#DataFrameWriter-59"><span class="linenos">59</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> -</span><span id="DataFrameWriter-60"><a href="#DataFrameWriter-60"><span class="linenos">60</span></a> -</span><span id="DataFrameWriter-61"><a href="#DataFrameWriter-61"><span class="linenos">61</span></a> <span class="k">def</span> <span class="nf">mode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">saveMode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> -</span><span id="DataFrameWriter-62"><a href="#DataFrameWriter-62"><span class="linenos">62</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_mode</span><span class="o">=</span><span class="n">saveMode</span><span class="p">)</span> -</span><span id="DataFrameWriter-63"><a href="#DataFrameWriter-63"><span class="linenos">63</span></a> -</span><span id="DataFrameWriter-64"><a href="#DataFrameWriter-64"><span class="linenos">64</span></a> <span class="nd">@property</span> -</span><span id="DataFrameWriter-65"><a href="#DataFrameWriter-65"><span class="linenos">65</span></a> <span class="k">def</span> <span class="nf">byName</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> -</span><span id="DataFrameWriter-66"><a href="#DataFrameWriter-66"><span class="linenos">66</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">by_name</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> -</span><span id="DataFrameWriter-67"><a href="#DataFrameWriter-67"><span class="linenos">67</span></a> -</span><span id="DataFrameWriter-68"><a href="#DataFrameWriter-68"><span class="linenos">68</span></a> <span class="k">def</span> <span class="nf">insertInto</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tableName</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">overwrite</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> -</span><span id="DataFrameWriter-69"><a href="#DataFrameWriter-69"><span class="linenos">69</span></a> <span class="n">output_expression_container</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Insert</span><span class="p">(</span> -</span><span id="DataFrameWriter-70"><a href="#DataFrameWriter-70"><span class="linenos">70</span></a> <span class="o">**</span><span class="p">{</span> -</span><span id="DataFrameWriter-71"><a href="#DataFrameWriter-71"><span class="linenos">71</span></a> <span class="s2">"this"</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_table</span><span class="p">(</span><span class="n">tableName</span><span class="p">),</span> -</span><span id="DataFrameWriter-72"><a href="#DataFrameWriter-72"><span class="linenos">72</span></a> <span class="s2">"overwrite"</span><span class="p">:</span> <span class="n">overwrite</span><span class="p">,</span> -</span><span id="DataFrameWriter-73"><a href="#DataFrameWriter-73"><span class="linenos">73</span></a> <span class="p">}</span> -</span><span id="DataFrameWriter-74"><a href="#DataFrameWriter-74"><span class="linenos">74</span></a> <span class="p">)</span> -</span><span id="DataFrameWriter-75"><a href="#DataFrameWriter-75"><span class="linenos">75</span></a> <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">output_expression_container</span><span class="o">=</span><span class="n">output_expression_container</span><span class="p">)</span> -</span><span id="DataFrameWriter-76"><a href="#DataFrameWriter-76"><span class="linenos">76</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_by_name</span><span class="p">:</span> -</span><span id="DataFrameWriter-77"><a href="#DataFrameWriter-77"><span class="linenos">77</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">column_names</span><span class="p">(</span><span class="n">tableName</span><span class="p">,</span> <span class="n">only_visible</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> -</span><span id="DataFrameWriter-78"><a href="#DataFrameWriter-78"><span class="linenos">78</span></a> <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">columns</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter-35"><a href="#DataFrameWriter-35"><span class="linenos">35</span></a><span class="k">class</span> <span class="nc">DataFrameWriter</span><span class="p">:</span> +</span><span id="DataFrameWriter-36"><a href="#DataFrameWriter-36"><span class="linenos">36</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span> +</span><span id="DataFrameWriter-37"><a href="#DataFrameWriter-37"><span class="linenos">37</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrameWriter-38"><a href="#DataFrameWriter-38"><span class="linenos">38</span></a> <span class="n">df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> +</span><span id="DataFrameWriter-39"><a href="#DataFrameWriter-39"><span class="linenos">39</span></a> <span class="n">spark</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">SparkSession</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameWriter-40"><a href="#DataFrameWriter-40"><span class="linenos">40</span></a> <span class="n">mode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameWriter-41"><a href="#DataFrameWriter-41"><span class="linenos">41</span></a> <span class="n">by_name</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> +</span><span id="DataFrameWriter-42"><a href="#DataFrameWriter-42"><span class="linenos">42</span></a> <span class="p">):</span> +</span><span id="DataFrameWriter-43"><a href="#DataFrameWriter-43"><span class="linenos">43</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span> <span class="o">=</span> <span class="n">df</span> +</span><span id="DataFrameWriter-44"><a href="#DataFrameWriter-44"><span class="linenos">44</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_spark</span> <span class="o">=</span> <span class="n">spark</span> <span class="ow">or</span> <span class="n">df</span><span class="o">.</span><span class="n">spark</span> +</span><span id="DataFrameWriter-45"><a href="#DataFrameWriter-45"><span class="linenos">45</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_mode</span> <span class="o">=</span> <span class="n">mode</span> +</span><span id="DataFrameWriter-46"><a href="#DataFrameWriter-46"><span class="linenos">46</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_by_name</span> <span class="o">=</span> <span class="n">by_name</span> +</span><span id="DataFrameWriter-47"><a href="#DataFrameWriter-47"><span class="linenos">47</span></a> +</span><span id="DataFrameWriter-48"><a href="#DataFrameWriter-48"><span class="linenos">48</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> +</span><span id="DataFrameWriter-49"><a href="#DataFrameWriter-49"><span class="linenos">49</span></a> <span class="k">return</span> <span class="n">DataFrameWriter</span><span class="p">(</span> +</span><span id="DataFrameWriter-50"><a href="#DataFrameWriter-50"><span class="linenos">50</span></a> <span class="o">**</span><span class="p">{</span> +</span><span id="DataFrameWriter-51"><a href="#DataFrameWriter-51"><span class="linenos">51</span></a> <span class="n">k</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="k">if</span> <span class="n">k</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">"_"</span><span class="p">)</span> <span class="k">else</span> <span class="n">k</span><span class="p">:</span> <span class="n">v</span> +</span><span id="DataFrameWriter-52"><a href="#DataFrameWriter-52"><span class="linenos">52</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">object_to_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> +</span><span id="DataFrameWriter-53"><a href="#DataFrameWriter-53"><span class="linenos">53</span></a> <span class="p">}</span> +</span><span id="DataFrameWriter-54"><a href="#DataFrameWriter-54"><span class="linenos">54</span></a> <span class="p">)</span> +</span><span id="DataFrameWriter-55"><a href="#DataFrameWriter-55"><span class="linenos">55</span></a> +</span><span id="DataFrameWriter-56"><a href="#DataFrameWriter-56"><span class="linenos">56</span></a> <span class="k">def</span> <span class="nf">sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span> +</span><span id="DataFrameWriter-57"><a href="#DataFrameWriter-57"><span class="linenos">57</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> +</span><span id="DataFrameWriter-58"><a href="#DataFrameWriter-58"><span class="linenos">58</span></a> +</span><span id="DataFrameWriter-59"><a href="#DataFrameWriter-59"><span class="linenos">59</span></a> <span class="k">def</span> <span class="nf">mode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">saveMode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> +</span><span id="DataFrameWriter-60"><a href="#DataFrameWriter-60"><span class="linenos">60</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_mode</span><span class="o">=</span><span class="n">saveMode</span><span class="p">)</span> +</span><span id="DataFrameWriter-61"><a href="#DataFrameWriter-61"><span class="linenos">61</span></a> +</span><span id="DataFrameWriter-62"><a href="#DataFrameWriter-62"><span class="linenos">62</span></a> <span class="nd">@property</span> +</span><span id="DataFrameWriter-63"><a href="#DataFrameWriter-63"><span class="linenos">63</span></a> <span class="k">def</span> <span class="nf">byName</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> +</span><span id="DataFrameWriter-64"><a href="#DataFrameWriter-64"><span class="linenos">64</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">by_name</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> +</span><span id="DataFrameWriter-65"><a href="#DataFrameWriter-65"><span class="linenos">65</span></a> +</span><span id="DataFrameWriter-66"><a href="#DataFrameWriter-66"><span class="linenos">66</span></a> <span class="k">def</span> <span class="nf">insertInto</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tableName</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">overwrite</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> +</span><span id="DataFrameWriter-67"><a href="#DataFrameWriter-67"><span class="linenos">67</span></a> <span class="n">output_expression_container</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Insert</span><span class="p">(</span> +</span><span id="DataFrameWriter-68"><a href="#DataFrameWriter-68"><span class="linenos">68</span></a> <span class="o">**</span><span class="p">{</span> +</span><span id="DataFrameWriter-69"><a href="#DataFrameWriter-69"><span class="linenos">69</span></a> <span class="s2">"this"</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_table</span><span class="p">(</span><span class="n">tableName</span><span class="p">),</span> +</span><span id="DataFrameWriter-70"><a href="#DataFrameWriter-70"><span class="linenos">70</span></a> <span class="s2">"overwrite"</span><span class="p">:</span> <span class="n">overwrite</span><span class="p">,</span> +</span><span id="DataFrameWriter-71"><a href="#DataFrameWriter-71"><span class="linenos">71</span></a> <span class="p">}</span> +</span><span id="DataFrameWriter-72"><a href="#DataFrameWriter-72"><span class="linenos">72</span></a> <span class="p">)</span> +</span><span id="DataFrameWriter-73"><a href="#DataFrameWriter-73"><span class="linenos">73</span></a> <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">output_expression_container</span><span class="o">=</span><span class="n">output_expression_container</span><span class="p">)</span> +</span><span id="DataFrameWriter-74"><a href="#DataFrameWriter-74"><span class="linenos">74</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_by_name</span><span class="p">:</span> +</span><span id="DataFrameWriter-75"><a href="#DataFrameWriter-75"><span class="linenos">75</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">column_names</span><span class="p">(</span><span class="n">tableName</span><span class="p">,</span> <span class="n">only_visible</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">)</span> +</span><span id="DataFrameWriter-76"><a href="#DataFrameWriter-76"><span class="linenos">76</span></a> <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrameWriter-77"><a href="#DataFrameWriter-77"><span class="linenos">77</span></a> +</span><span id="DataFrameWriter-78"><a href="#DataFrameWriter-78"><span class="linenos">78</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_df</span><span class="o">=</span><span class="n">df</span><span class="p">)</span> </span><span id="DataFrameWriter-79"><a href="#DataFrameWriter-79"><span class="linenos">79</span></a> -</span><span id="DataFrameWriter-80"><a href="#DataFrameWriter-80"><span class="linenos">80</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_df</span><span class="o">=</span><span class="n">df</span><span class="p">)</span> -</span><span id="DataFrameWriter-81"><a href="#DataFrameWriter-81"><span class="linenos">81</span></a> -</span><span id="DataFrameWriter-82"><a href="#DataFrameWriter-82"><span class="linenos">82</span></a> <span class="k">def</span> <span class="nf">saveAsTable</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="nb">format</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span> -</span><span id="DataFrameWriter-83"><a href="#DataFrameWriter-83"><span class="linenos">83</span></a> <span class="k">if</span> <span class="nb">format</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> -</span><span id="DataFrameWriter-84"><a href="#DataFrameWriter-84"><span class="linenos">84</span></a> <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span><span class="s2">"Providing Format in the save as table is not supported"</span><span class="p">)</span> -</span><span id="DataFrameWriter-85"><a href="#DataFrameWriter-85"><span class="linenos">85</span></a> <span class="n">exists</span><span class="p">,</span> <span class="n">replace</span><span class="p">,</span> <span class="n">mode</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mode</span> <span class="ow">or</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mode</span><span class="p">)</span> -</span><span id="DataFrameWriter-86"><a href="#DataFrameWriter-86"><span class="linenos">86</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"append"</span><span class="p">:</span> -</span><span id="DataFrameWriter-87"><a href="#DataFrameWriter-87"><span class="linenos">87</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">insertInto</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> -</span><span id="DataFrameWriter-88"><a href="#DataFrameWriter-88"><span class="linenos">88</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"ignore"</span><span class="p">:</span> -</span><span id="DataFrameWriter-89"><a href="#DataFrameWriter-89"><span class="linenos">89</span></a> <span class="n">exists</span> <span class="o">=</span> <span class="kc">True</span> -</span><span id="DataFrameWriter-90"><a href="#DataFrameWriter-90"><span class="linenos">90</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"overwrite"</span><span class="p">:</span> -</span><span id="DataFrameWriter-91"><a href="#DataFrameWriter-91"><span class="linenos">91</span></a> <span class="n">replace</span> <span class="o">=</span> <span class="kc">True</span> -</span><span id="DataFrameWriter-92"><a href="#DataFrameWriter-92"><span class="linenos">92</span></a> <span class="n">output_expression_container</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Create</span><span class="p">(</span> -</span><span id="DataFrameWriter-93"><a href="#DataFrameWriter-93"><span class="linenos">93</span></a> <span class="n">this</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">to_table</span><span class="p">(</span><span class="n">name</span><span class="p">),</span> -</span><span id="DataFrameWriter-94"><a href="#DataFrameWriter-94"><span class="linenos">94</span></a> <span class="n">kind</span><span class="o">=</span><span class="s2">"TABLE"</span><span class="p">,</span> -</span><span id="DataFrameWriter-95"><a href="#DataFrameWriter-95"><span class="linenos">95</span></a> <span class="n">exists</span><span class="o">=</span><span class="n">exists</span><span class="p">,</span> -</span><span id="DataFrameWriter-96"><a href="#DataFrameWriter-96"><span class="linenos">96</span></a> <span class="n">replace</span><span class="o">=</span><span class="n">replace</span><span class="p">,</span> -</span><span id="DataFrameWriter-97"><a href="#DataFrameWriter-97"><span class="linenos">97</span></a> <span class="p">)</span> -</span><span id="DataFrameWriter-98"><a href="#DataFrameWriter-98"><span class="linenos">98</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_df</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">output_expression_container</span><span class="o">=</span><span class="n">output_expression_container</span><span class="p">))</span> +</span><span id="DataFrameWriter-80"><a href="#DataFrameWriter-80"><span class="linenos">80</span></a> <span class="k">def</span> <span class="nf">saveAsTable</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="nb">format</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span> +</span><span id="DataFrameWriter-81"><a href="#DataFrameWriter-81"><span class="linenos">81</span></a> <span class="k">if</span> <span class="nb">format</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> +</span><span id="DataFrameWriter-82"><a href="#DataFrameWriter-82"><span class="linenos">82</span></a> <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span><span class="s2">"Providing Format in the save as table is not supported"</span><span class="p">)</span> +</span><span id="DataFrameWriter-83"><a href="#DataFrameWriter-83"><span class="linenos">83</span></a> <span class="n">exists</span><span class="p">,</span> <span class="n">replace</span><span class="p">,</span> <span class="n">mode</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mode</span> <span class="ow">or</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mode</span><span class="p">)</span> +</span><span id="DataFrameWriter-84"><a href="#DataFrameWriter-84"><span class="linenos">84</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"append"</span><span class="p">:</span> +</span><span id="DataFrameWriter-85"><a href="#DataFrameWriter-85"><span class="linenos">85</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">insertInto</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> +</span><span id="DataFrameWriter-86"><a href="#DataFrameWriter-86"><span class="linenos">86</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"ignore"</span><span class="p">:</span> +</span><span id="DataFrameWriter-87"><a href="#DataFrameWriter-87"><span class="linenos">87</span></a> <span class="n">exists</span> <span class="o">=</span> <span class="kc">True</span> +</span><span id="DataFrameWriter-88"><a href="#DataFrameWriter-88"><span class="linenos">88</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"overwrite"</span><span class="p">:</span> +</span><span id="DataFrameWriter-89"><a href="#DataFrameWriter-89"><span class="linenos">89</span></a> <span class="n">replace</span> <span class="o">=</span> <span class="kc">True</span> +</span><span id="DataFrameWriter-90"><a href="#DataFrameWriter-90"><span class="linenos">90</span></a> <span class="n">output_expression_container</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Create</span><span class="p">(</span> +</span><span id="DataFrameWriter-91"><a href="#DataFrameWriter-91"><span class="linenos">91</span></a> <span class="n">this</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">to_table</span><span class="p">(</span><span class="n">name</span><span class="p">),</span> +</span><span id="DataFrameWriter-92"><a href="#DataFrameWriter-92"><span class="linenos">92</span></a> <span class="n">kind</span><span class="o">=</span><span class="s2">"TABLE"</span><span class="p">,</span> +</span><span id="DataFrameWriter-93"><a href="#DataFrameWriter-93"><span class="linenos">93</span></a> <span class="n">exists</span><span class="o">=</span><span class="n">exists</span><span class="p">,</span> +</span><span id="DataFrameWriter-94"><a href="#DataFrameWriter-94"><span class="linenos">94</span></a> <span class="n">replace</span><span class="o">=</span><span class="n">replace</span><span class="p">,</span> +</span><span id="DataFrameWriter-95"><a href="#DataFrameWriter-95"><span class="linenos">95</span></a> <span class="p">)</span> +</span><span id="DataFrameWriter-96"><a href="#DataFrameWriter-96"><span class="linenos">96</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_df</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">output_expression_container</span><span class="o">=</span><span class="n">output_expression_container</span><span class="p">))</span> </span></pre></div> @@ -4671,17 +4675,17 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameWriter.__init__"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.__init__-38"><a href="#DataFrameWriter.__init__-38"><span class="linenos">38</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span> -</span><span id="DataFrameWriter.__init__-39"><a href="#DataFrameWriter.__init__-39"><span class="linenos">39</span></a> <span class="bp">self</span><span class="p">,</span> -</span><span id="DataFrameWriter.__init__-40"><a href="#DataFrameWriter.__init__-40"><span class="linenos">40</span></a> <span class="n">df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> -</span><span id="DataFrameWriter.__init__-41"><a href="#DataFrameWriter.__init__-41"><span class="linenos">41</span></a> <span class="n">spark</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">SparkSession</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameWriter.__init__-42"><a href="#DataFrameWriter.__init__-42"><span class="linenos">42</span></a> <span class="n">mode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> -</span><span id="DataFrameWriter.__init__-43"><a href="#DataFrameWriter.__init__-43"><span class="linenos">43</span></a> <span class="n">by_name</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> -</span><span id="DataFrameWriter.__init__-44"><a href="#DataFrameWriter.__init__-44"><span class="linenos">44</span></a> <span class="p">):</span> -</span><span id="DataFrameWriter.__init__-45"><a href="#DataFrameWriter.__init__-45"><span class="linenos">45</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span> <span class="o">=</span> <span class="n">df</span> -</span><span id="DataFrameWriter.__init__-46"><a href="#DataFrameWriter.__init__-46"><span class="linenos">46</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_spark</span> <span class="o">=</span> <span class="n">spark</span> <span class="ow">or</span> <span class="n">df</span><span class="o">.</span><span class="n">spark</span> -</span><span id="DataFrameWriter.__init__-47"><a href="#DataFrameWriter.__init__-47"><span class="linenos">47</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_mode</span> <span class="o">=</span> <span class="n">mode</span> -</span><span id="DataFrameWriter.__init__-48"><a href="#DataFrameWriter.__init__-48"><span class="linenos">48</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_by_name</span> <span class="o">=</span> <span class="n">by_name</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.__init__-36"><a href="#DataFrameWriter.__init__-36"><span class="linenos">36</span></a> <span class="k">def</span> <span class="fm">__init__</span><span class="p">(</span> +</span><span id="DataFrameWriter.__init__-37"><a href="#DataFrameWriter.__init__-37"><span class="linenos">37</span></a> <span class="bp">self</span><span class="p">,</span> +</span><span id="DataFrameWriter.__init__-38"><a href="#DataFrameWriter.__init__-38"><span class="linenos">38</span></a> <span class="n">df</span><span class="p">:</span> <span class="n">DataFrame</span><span class="p">,</span> +</span><span id="DataFrameWriter.__init__-39"><a href="#DataFrameWriter.__init__-39"><span class="linenos">39</span></a> <span class="n">spark</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="n">SparkSession</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameWriter.__init__-40"><a href="#DataFrameWriter.__init__-40"><span class="linenos">40</span></a> <span class="n">mode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> +</span><span id="DataFrameWriter.__init__-41"><a href="#DataFrameWriter.__init__-41"><span class="linenos">41</span></a> <span class="n">by_name</span><span class="p">:</span> <span class="nb">bool</span> <span class="o">=</span> <span class="kc">False</span><span class="p">,</span> +</span><span id="DataFrameWriter.__init__-42"><a href="#DataFrameWriter.__init__-42"><span class="linenos">42</span></a> <span class="p">):</span> +</span><span id="DataFrameWriter.__init__-43"><a href="#DataFrameWriter.__init__-43"><span class="linenos">43</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span> <span class="o">=</span> <span class="n">df</span> +</span><span id="DataFrameWriter.__init__-44"><a href="#DataFrameWriter.__init__-44"><span class="linenos">44</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_spark</span> <span class="o">=</span> <span class="n">spark</span> <span class="ow">or</span> <span class="n">df</span><span class="o">.</span><span class="n">spark</span> +</span><span id="DataFrameWriter.__init__-45"><a href="#DataFrameWriter.__init__-45"><span class="linenos">45</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_mode</span> <span class="o">=</span> <span class="n">mode</span> +</span><span id="DataFrameWriter.__init__-46"><a href="#DataFrameWriter.__init__-46"><span class="linenos">46</span></a> <span class="bp">self</span><span class="o">.</span><span class="n">_by_name</span> <span class="o">=</span> <span class="n">by_name</span> </span></pre></div> @@ -4699,13 +4703,13 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameWriter.copy"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.copy-50"><a href="#DataFrameWriter.copy-50"><span class="linenos">50</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> -</span><span id="DataFrameWriter.copy-51"><a href="#DataFrameWriter.copy-51"><span class="linenos">51</span></a> <span class="k">return</span> <span class="n">DataFrameWriter</span><span class="p">(</span> -</span><span id="DataFrameWriter.copy-52"><a href="#DataFrameWriter.copy-52"><span class="linenos">52</span></a> <span class="o">**</span><span class="p">{</span> -</span><span id="DataFrameWriter.copy-53"><a href="#DataFrameWriter.copy-53"><span class="linenos">53</span></a> <span class="n">k</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="k">if</span> <span class="n">k</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">"_"</span><span class="p">)</span> <span class="k">else</span> <span class="n">k</span><span class="p">:</span> <span class="n">v</span> -</span><span id="DataFrameWriter.copy-54"><a href="#DataFrameWriter.copy-54"><span class="linenos">54</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">object_to_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> -</span><span id="DataFrameWriter.copy-55"><a href="#DataFrameWriter.copy-55"><span class="linenos">55</span></a> <span class="p">}</span> -</span><span id="DataFrameWriter.copy-56"><a href="#DataFrameWriter.copy-56"><span class="linenos">56</span></a> <span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.copy-48"><a href="#DataFrameWriter.copy-48"><span class="linenos">48</span></a> <span class="k">def</span> <span class="nf">copy</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> +</span><span id="DataFrameWriter.copy-49"><a href="#DataFrameWriter.copy-49"><span class="linenos">49</span></a> <span class="k">return</span> <span class="n">DataFrameWriter</span><span class="p">(</span> +</span><span id="DataFrameWriter.copy-50"><a href="#DataFrameWriter.copy-50"><span class="linenos">50</span></a> <span class="o">**</span><span class="p">{</span> +</span><span id="DataFrameWriter.copy-51"><a href="#DataFrameWriter.copy-51"><span class="linenos">51</span></a> <span class="n">k</span><span class="p">[</span><span class="mi">1</span><span class="p">:]</span> <span class="k">if</span> <span class="n">k</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s2">"_"</span><span class="p">)</span> <span class="k">else</span> <span class="n">k</span><span class="p">:</span> <span class="n">v</span> +</span><span id="DataFrameWriter.copy-52"><a href="#DataFrameWriter.copy-52"><span class="linenos">52</span></a> <span class="k">for</span> <span class="n">k</span><span class="p">,</span> <span class="n">v</span> <span class="ow">in</span> <span class="n">object_to_dict</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> +</span><span id="DataFrameWriter.copy-53"><a href="#DataFrameWriter.copy-53"><span class="linenos">53</span></a> <span class="p">}</span> +</span><span id="DataFrameWriter.copy-54"><a href="#DataFrameWriter.copy-54"><span class="linenos">54</span></a> <span class="p">)</span> </span></pre></div> @@ -4723,8 +4727,8 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameWriter.sql"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.sql-58"><a href="#DataFrameWriter.sql-58"><span class="linenos">58</span></a> <span class="k">def</span> <span class="nf">sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span> -</span><span id="DataFrameWriter.sql-59"><a href="#DataFrameWriter.sql-59"><span class="linenos">59</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.sql-56"><a href="#DataFrameWriter.sql-56"><span class="linenos">56</span></a> <span class="k">def</span> <span class="nf">sql</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> <span class="o">-></span> <span class="n">t</span><span class="o">.</span><span class="n">List</span><span class="p">[</span><span class="nb">str</span><span class="p">]:</span> +</span><span id="DataFrameWriter.sql-57"><a href="#DataFrameWriter.sql-57"><span class="linenos">57</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">sql</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">)</span> </span></pre></div> @@ -4742,8 +4746,8 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameWriter.mode"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.mode-61"><a href="#DataFrameWriter.mode-61"><span class="linenos">61</span></a> <span class="k">def</span> <span class="nf">mode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">saveMode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> -</span><span id="DataFrameWriter.mode-62"><a href="#DataFrameWriter.mode-62"><span class="linenos">62</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_mode</span><span class="o">=</span><span class="n">saveMode</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.mode-59"><a href="#DataFrameWriter.mode-59"><span class="linenos">59</span></a> <span class="k">def</span> <span class="nf">mode</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">saveMode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">])</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> +</span><span id="DataFrameWriter.mode-60"><a href="#DataFrameWriter.mode-60"><span class="linenos">60</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_mode</span><span class="o">=</span><span class="n">saveMode</span><span class="p">)</span> </span></pre></div> @@ -4761,19 +4765,19 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameWriter.insertInto"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.insertInto-68"><a href="#DataFrameWriter.insertInto-68"><span class="linenos">68</span></a> <span class="k">def</span> <span class="nf">insertInto</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tableName</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">overwrite</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> -</span><span id="DataFrameWriter.insertInto-69"><a href="#DataFrameWriter.insertInto-69"><span class="linenos">69</span></a> <span class="n">output_expression_container</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Insert</span><span class="p">(</span> -</span><span id="DataFrameWriter.insertInto-70"><a href="#DataFrameWriter.insertInto-70"><span class="linenos">70</span></a> <span class="o">**</span><span class="p">{</span> -</span><span id="DataFrameWriter.insertInto-71"><a href="#DataFrameWriter.insertInto-71"><span class="linenos">71</span></a> <span class="s2">"this"</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_table</span><span class="p">(</span><span class="n">tableName</span><span class="p">),</span> -</span><span id="DataFrameWriter.insertInto-72"><a href="#DataFrameWriter.insertInto-72"><span class="linenos">72</span></a> <span class="s2">"overwrite"</span><span class="p">:</span> <span class="n">overwrite</span><span class="p">,</span> -</span><span id="DataFrameWriter.insertInto-73"><a href="#DataFrameWriter.insertInto-73"><span class="linenos">73</span></a> <span class="p">}</span> -</span><span id="DataFrameWriter.insertInto-74"><a href="#DataFrameWriter.insertInto-74"><span class="linenos">74</span></a> <span class="p">)</span> -</span><span id="DataFrameWriter.insertInto-75"><a href="#DataFrameWriter.insertInto-75"><span class="linenos">75</span></a> <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">output_expression_container</span><span class="o">=</span><span class="n">output_expression_container</span><span class="p">)</span> -</span><span id="DataFrameWriter.insertInto-76"><a href="#DataFrameWriter.insertInto-76"><span class="linenos">76</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_by_name</span><span class="p">:</span> -</span><span id="DataFrameWriter.insertInto-77"><a href="#DataFrameWriter.insertInto-77"><span class="linenos">77</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">column_names</span><span class="p">(</span><span class="n">tableName</span><span class="p">,</span> <span class="n">only_visible</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span> -</span><span id="DataFrameWriter.insertInto-78"><a href="#DataFrameWriter.insertInto-78"><span class="linenos">78</span></a> <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">columns</span><span class="p">)</span> -</span><span id="DataFrameWriter.insertInto-79"><a href="#DataFrameWriter.insertInto-79"><span class="linenos">79</span></a> -</span><span id="DataFrameWriter.insertInto-80"><a href="#DataFrameWriter.insertInto-80"><span class="linenos">80</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_df</span><span class="o">=</span><span class="n">df</span><span class="p">)</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.insertInto-66"><a href="#DataFrameWriter.insertInto-66"><span class="linenos">66</span></a> <span class="k">def</span> <span class="nf">insertInto</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">tableName</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">overwrite</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">bool</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span> <span class="o">-></span> <span class="n">DataFrameWriter</span><span class="p">:</span> +</span><span id="DataFrameWriter.insertInto-67"><a href="#DataFrameWriter.insertInto-67"><span class="linenos">67</span></a> <span class="n">output_expression_container</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Insert</span><span class="p">(</span> +</span><span id="DataFrameWriter.insertInto-68"><a href="#DataFrameWriter.insertInto-68"><span class="linenos">68</span></a> <span class="o">**</span><span class="p">{</span> +</span><span id="DataFrameWriter.insertInto-69"><a href="#DataFrameWriter.insertInto-69"><span class="linenos">69</span></a> <span class="s2">"this"</span><span class="p">:</span> <span class="n">exp</span><span class="o">.</span><span class="n">to_table</span><span class="p">(</span><span class="n">tableName</span><span class="p">),</span> +</span><span id="DataFrameWriter.insertInto-70"><a href="#DataFrameWriter.insertInto-70"><span class="linenos">70</span></a> <span class="s2">"overwrite"</span><span class="p">:</span> <span class="n">overwrite</span><span class="p">,</span> +</span><span id="DataFrameWriter.insertInto-71"><a href="#DataFrameWriter.insertInto-71"><span class="linenos">71</span></a> <span class="p">}</span> +</span><span id="DataFrameWriter.insertInto-72"><a href="#DataFrameWriter.insertInto-72"><span class="linenos">72</span></a> <span class="p">)</span> +</span><span id="DataFrameWriter.insertInto-73"><a href="#DataFrameWriter.insertInto-73"><span class="linenos">73</span></a> <span class="n">df</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">output_expression_container</span><span class="o">=</span><span class="n">output_expression_container</span><span class="p">)</span> +</span><span id="DataFrameWriter.insertInto-74"><a href="#DataFrameWriter.insertInto-74"><span class="linenos">74</span></a> <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">_by_name</span><span class="p">:</span> +</span><span id="DataFrameWriter.insertInto-75"><a href="#DataFrameWriter.insertInto-75"><span class="linenos">75</span></a> <span class="n">columns</span> <span class="o">=</span> <span class="n">sqlglot</span><span class="o">.</span><span class="n">schema</span><span class="o">.</span><span class="n">column_names</span><span class="p">(</span><span class="n">tableName</span><span class="p">,</span> <span class="n">only_visible</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">dialect</span><span class="o">=</span><span class="s2">"spark"</span><span class="p">)</span> +</span><span id="DataFrameWriter.insertInto-76"><a href="#DataFrameWriter.insertInto-76"><span class="linenos">76</span></a> <span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">_convert_leaf_to_cte</span><span class="p">()</span><span class="o">.</span><span class="n">select</span><span class="p">(</span><span class="o">*</span><span class="n">columns</span><span class="p">)</span> +</span><span id="DataFrameWriter.insertInto-77"><a href="#DataFrameWriter.insertInto-77"><span class="linenos">77</span></a> +</span><span id="DataFrameWriter.insertInto-78"><a href="#DataFrameWriter.insertInto-78"><span class="linenos">78</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_df</span><span class="o">=</span><span class="n">df</span><span class="p">)</span> </span></pre></div> @@ -4791,23 +4795,23 @@ Sqlglot doesn't currently replicate this class so it only accepts a string</p> </div> <a class="headerlink" href="#DataFrameWriter.saveAsTable"></a> - <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.saveAsTable-82"><a href="#DataFrameWriter.saveAsTable-82"><span class="linenos">82</span></a> <span class="k">def</span> <span class="nf">saveAsTable</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="nb">format</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span> -</span><span id="DataFrameWriter.saveAsTable-83"><a href="#DataFrameWriter.saveAsTable-83"><span class="linenos">83</span></a> <span class="k">if</span> <span class="nb">format</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> -</span><span id="DataFrameWriter.saveAsTable-84"><a href="#DataFrameWriter.saveAsTable-84"><span class="linenos">84</span></a> <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span><span class="s2">"Providing Format in the save as table is not supported"</span><span class="p">)</span> -</span><span id="DataFrameWriter.saveAsTable-85"><a href="#DataFrameWriter.saveAsTable-85"><span class="linenos">85</span></a> <span class="n">exists</span><span class="p">,</span> <span class="n">replace</span><span class="p">,</span> <span class="n">mode</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mode</span> <span class="ow">or</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mode</span><span class="p">)</span> -</span><span id="DataFrameWriter.saveAsTable-86"><a href="#DataFrameWriter.saveAsTable-86"><span class="linenos">86</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"append"</span><span class="p">:</span> -</span><span id="DataFrameWriter.saveAsTable-87"><a href="#DataFrameWriter.saveAsTable-87"><span class="linenos">87</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">insertInto</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> -</span><span id="DataFrameWriter.saveAsTable-88"><a href="#DataFrameWriter.saveAsTable-88"><span class="linenos">88</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"ignore"</span><span class="p">:</span> -</span><span id="DataFrameWriter.saveAsTable-89"><a href="#DataFrameWriter.saveAsTable-89"><span class="linenos">89</span></a> <span class="n">exists</span> <span class="o">=</span> <span class="kc">True</span> -</span><span id="DataFrameWriter.saveAsTable-90"><a href="#DataFrameWriter.saveAsTable-90"><span class="linenos">90</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"overwrite"</span><span class="p">:</span> -</span><span id="DataFrameWriter.saveAsTable-91"><a href="#DataFrameWriter.saveAsTable-91"><span class="linenos">91</span></a> <span class="n">replace</span> <span class="o">=</span> <span class="kc">True</span> -</span><span id="DataFrameWriter.saveAsTable-92"><a href="#DataFrameWriter.saveAsTable-92"><span class="linenos">92</span></a> <span class="n">output_expression_container</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Create</span><span class="p">(</span> -</span><span id="DataFrameWriter.saveAsTable-93"><a href="#DataFrameWriter.saveAsTable-93"><span class="linenos">93</span></a> <span class="n">this</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">to_table</span><span class="p">(</span><span class="n">name</span><span class="p">),</span> -</span><span id="DataFrameWriter.saveAsTable-94"><a href="#DataFrameWriter.saveAsTable-94"><span class="linenos">94</span></a> <span class="n">kind</span><span class="o">=</span><span class="s2">"TABLE"</span><span class="p">,</span> -</span><span id="DataFrameWriter.saveAsTable-95"><a href="#DataFrameWriter.saveAsTable-95"><span class="linenos">95</span></a> <span class="n">exists</span><span class="o">=</span><span class="n">exists</span><span class="p">,</span> -</span><span id="DataFrameWriter.saveAsTable-96"><a href="#DataFrameWriter.saveAsTable-96"><span class="linenos">96</span></a> <span class="n">replace</span><span class="o">=</span><span class="n">replace</span><span class="p">,</span> -</span><span id="DataFrameWriter.saveAsTable-97"><a href="#DataFrameWriter.saveAsTable-97"><span class="linenos">97</span></a> <span class="p">)</span> -</span><span id="DataFrameWriter.saveAsTable-98"><a href="#DataFrameWriter.saveAsTable-98"><span class="linenos">98</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_df</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">output_expression_container</span><span class="o">=</span><span class="n">output_expression_container</span><span class="p">))</span> + <div class="pdoc-code codehilite"><pre><span></span><span id="DataFrameWriter.saveAsTable-80"><a href="#DataFrameWriter.saveAsTable-80"><span class="linenos">80</span></a> <span class="k">def</span> <span class="nf">saveAsTable</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">name</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="nb">format</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mode</span><span class="p">:</span> <span class="n">t</span><span class="o">.</span><span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span><span class="p">):</span> +</span><span id="DataFrameWriter.saveAsTable-81"><a href="#DataFrameWriter.saveAsTable-81"><span class="linenos">81</span></a> <span class="k">if</span> <span class="nb">format</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span> +</span><span id="DataFrameWriter.saveAsTable-82"><a href="#DataFrameWriter.saveAsTable-82"><span class="linenos">82</span></a> <span class="k">raise</span> <span class="ne">NotImplementedError</span><span class="p">(</span><span class="s2">"Providing Format in the save as table is not supported"</span><span class="p">)</span> +</span><span id="DataFrameWriter.saveAsTable-83"><a href="#DataFrameWriter.saveAsTable-83"><span class="linenos">83</span></a> <span class="n">exists</span><span class="p">,</span> <span class="n">replace</span><span class="p">,</span> <span class="n">mode</span> <span class="o">=</span> <span class="kc">None</span><span class="p">,</span> <span class="kc">None</span><span class="p">,</span> <span class="n">mode</span> <span class="ow">or</span> <span class="nb">str</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">_mode</span><span class="p">)</span> +</span><span id="DataFrameWriter.saveAsTable-84"><a href="#DataFrameWriter.saveAsTable-84"><span class="linenos">84</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"append"</span><span class="p">:</span> +</span><span id="DataFrameWriter.saveAsTable-85"><a href="#DataFrameWriter.saveAsTable-85"><span class="linenos">85</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">insertInto</span><span class="p">(</span><span class="n">name</span><span class="p">)</span> +</span><span id="DataFrameWriter.saveAsTable-86"><a href="#DataFrameWriter.saveAsTable-86"><span class="linenos">86</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"ignore"</span><span class="p">:</span> +</span><span id="DataFrameWriter.saveAsTable-87"><a href="#DataFrameWriter.saveAsTable-87"><span class="linenos">87</span></a> <span class="n">exists</span> <span class="o">=</span> <span class="kc">True</span> +</span><span id="DataFrameWriter.saveAsTable-88"><a href="#DataFrameWriter.saveAsTable-88"><span class="linenos">88</span></a> <span class="k">if</span> <span class="n">mode</span> <span class="o">==</span> <span class="s2">"overwrite"</span><span class="p">:</span> +</span><span id="DataFrameWriter.saveAsTable-89"><a href="#DataFrameWriter.saveAsTable-89"><span class="linenos">89</span></a> <span class="n">replace</span> <span class="o">=</span> <span class="kc">True</span> +</span><span id="DataFrameWriter.saveAsTable-90"><a href="#DataFrameWriter.saveAsTable-90"><span class="linenos">90</span></a> <span class="n">output_expression_container</span> <span class="o">=</span> <span class="n">exp</span><span class="o">.</span><span class="n">Create</span><span class="p">(</span> +</span><span id="DataFrameWriter.saveAsTable-91"><a href="#DataFrameWriter.saveAsTable-91"><span class="linenos">91</span></a> <span class="n">this</span><span class="o">=</span><span class="n">exp</span><span class="o">.</span><span class="n">to_table</span><span class="p">(</span><span class="n">name</span><span class="p">),</span> +</span><span id="DataFrameWriter.saveAsTable-92"><a href="#DataFrameWriter.saveAsTable-92"><span class="linenos">92</span></a> <span class="n">kind</span><span class="o">=</span><span class="s2">"TABLE"</span><span class="p">,</span> +</span><span id="DataFrameWriter.saveAsTable-93"><a href="#DataFrameWriter.saveAsTable-93"><span class="linenos">93</span></a> <span class="n">exists</span><span class="o">=</span><span class="n">exists</span><span class="p">,</span> +</span><span id="DataFrameWriter.saveAsTable-94"><a href="#DataFrameWriter.saveAsTable-94"><span class="linenos">94</span></a> <span class="n">replace</span><span class="o">=</span><span class="n">replace</span><span class="p">,</span> +</span><span id="DataFrameWriter.saveAsTable-95"><a href="#DataFrameWriter.saveAsTable-95"><span class="linenos">95</span></a> <span class="p">)</span> +</span><span id="DataFrameWriter.saveAsTable-96"><a href="#DataFrameWriter.saveAsTable-96"><span class="linenos">96</span></a> <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">_df</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_df</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">output_expression_container</span><span class="o">=</span><span class="n">output_expression_container</span><span class="p">))</span> </span></pre></div> |