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unit8co · Aug 4, 2023 · d79d80d · d79d80d
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diff --git a/README.html b/README.html
diff --git a/..._12-Dynamic-Time-Warping-example_18_0.png → ..._12-Dynamic-Time-Warping-example_19_0.png b/..._12-Dynamic-Time-Warping-example_18_0.png → ..._12-Dynamic-Time-Warping-example_19_0.png
diff --git a/..._12-Dynamic-Time-Warping-example_20_0.png → ..._12-Dynamic-Time-Warping-example_21_0.png b/..._12-Dynamic-Time-Warping-example_20_0.png → ..._12-Dynamic-Time-Warping-example_21_0.png
diff --git a/..._12-Dynamic-Time-Warping-example_22_0.png → ..._12-Dynamic-Time-Warping-example_23_0.png b/..._12-Dynamic-Time-Warping-example_22_0.png → ..._12-Dynamic-Time-Warping-example_23_0.png
diff --git a/..._12-Dynamic-Time-Warping-example_24_0.png → ..._12-Dynamic-Time-Warping-example_25_0.png b/..._12-Dynamic-Time-Warping-example_24_0.png → ..._12-Dynamic-Time-Warping-example_25_0.png
diff --git a/..._12-Dynamic-Time-Warping-example_26_0.png → ..._12-Dynamic-Time-Warping-example_27_0.png b/..._12-Dynamic-Time-Warping-example_26_0.png → ..._12-Dynamic-Time-Warping-example_27_0.png
diff --git a/..._12-Dynamic-Time-Warping-example_28_0.png → ..._12-Dynamic-Time-Warping-example_29_0.png b/..._12-Dynamic-Time-Warping-example_28_0.png → ..._12-Dynamic-Time-Warping-example_29_0.png
diff --git a/..._12-Dynamic-Time-Warping-example_30_0.png → ..._12-Dynamic-Time-Warping-example_31_0.png b/..._12-Dynamic-Time-Warping-example_30_0.png → ..._12-Dynamic-Time-Warping-example_31_0.png
diff --git a/..._12-Dynamic-Time-Warping-example_34_0.png → ..._12-Dynamic-Time-Warping-example_35_0.png b/..._12-Dynamic-Time-Warping-example_34_0.png → ..._12-Dynamic-Time-Warping-example_35_0.png
diff --git a/_images/examples_13-TFT-examples_13_0.png b/_images/examples_13-TFT-examples_13_0.png
diff --git a/_images/examples_13-TFT-examples_13_1.png b/_images/examples_13-TFT-examples_13_1.png
diff --git a/_images/examples_13-TFT-examples_16_1.png b/_images/examples_13-TFT-examples_16_1.png
diff --git a/_images/examples_13-TFT-examples_18_1.png b/_images/examples_13-TFT-examples_18_1.png
diff --git a/_images/examples_13-TFT-examples_18_3.png b/_images/examples_13-TFT-examples_18_3.png
diff --git a/_images/examples_13-TFT-examples_24_0.png b/_images/examples_13-TFT-examples_24_0.png
diff --git a/_images/examples_13-TFT-examples_24_1.png b/_images/examples_13-TFT-examples_24_1.png
diff --git a/_images/examples_13-TFT-examples_27_1.png b/_images/examples_13-TFT-examples_27_1.png
diff --git a/_images/examples_13-TFT-examples_35_0.png b/_images/examples_13-TFT-examples_35_0.png
diff --git a/_images/examples_13-TFT-examples_38_0.png b/_images/examples_13-TFT-examples_38_0.png
diff --git a/_images/examples_13-TFT-examples_40_0.png b/_images/examples_13-TFT-examples_40_0.png
diff --git a/_images/examples_13-TFT-examples_42_0.png b/_images/examples_13-TFT-examples_42_0.png
diff --git a/_images/examples_13-TFT-examples_48_0.png b/_images/examples_13-TFT-examples_48_0.png
diff --git a/_images/examples_18-TiDE-examples_13_3.png b/_images/examples_18-TiDE-examples_13_3.png
diff --git a/_images/examples_18-TiDE-examples_15_1.png b/_images/examples_18-TiDE-examples_15_1.png
diff --git a/_images/examples_18-TiDE-examples_8_0.png b/_images/examples_18-TiDE-examples_8_0.png
diff --git a/_images/quickstart_00-quickstart_124_2.png b/_images/quickstart_00-quickstart_124_2.png
diff --git a/_images/quickstart_00-quickstart_124_0.png → _images/quickstart_00-quickstart_127_0.png b/_images/quickstart_00-quickstart_124_0.png → _images/quickstart_00-quickstart_127_0.png
diff --git a/_images/quickstart_00-quickstart_126_0.png → _images/quickstart_00-quickstart_129_0.png b/_images/quickstart_00-quickstart_126_0.png → _images/quickstart_00-quickstart_129_0.png
diff --git a/_modules/darts/ad/anomaly_model/forecasting_am.html b/_modules/darts/ad/anomaly_model/forecasting_am.html
@@ -721,7 +721,7 @@ <h1>Source code for darts.ad.anomaly_model.forecasting_am</h1><div class="highli
 
         <span class="c1"># TODO: raise an exception. We only support models that do not need retrain</span>
         <span class="c1"># checks if model accepts to not be retrained in the historical_forecasts()</span>
-        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">_supports_non_retrainable_historical_forecasts</span><span class="p">():</span>
+        <span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">_supports_non_retrainable_historical_forecasts</span><span class="p">:</span>
             <span class="c1"># default: set to False. Allows a faster computation.</span>
             <span class="n">retrain</span> <span class="o">=</span> <span class="kc">False</span>
         <span class="k">else</span><span class="p">:</span>

diff --git a/_modules/darts/dataprocessing/dtw/dtw.html b/_modules/darts/dataprocessing/dtw/dtw.html
diff --git a/_modules/darts/dataprocessing/dtw/window.html b/_modules/darts/dataprocessing/dtw/window.html
diff --git a/_modules/darts/dataprocessing/encoders/encoder_base.html b/_modules/darts/dataprocessing/encoders/encoder_base.html
diff --git a/_modules/darts/dataprocessing/encoders/encoders.html b/_modules/darts/dataprocessing/encoders/encoders.html
diff --git a/_modules/darts/dataprocessing/transformers/static_covariates_transformer.html b/_modules/darts/dataprocessing/transformers/static_covariates_transformer.html
@@ -468,7 +468,11 @@ <h1>Source code for darts.dataprocessing.transformers.static_covariates_transfor
                     <span class="n">col_map_cat_i</span> <span class="o">=</span> <span class="p">[]</span>
                     <span class="k">for</span> <span class="n">cat</span> <span class="ow">in</span> <span class="n">categories</span><span class="p">:</span>
                         <span class="n">col_map_cat_i</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">cat</span><span class="p">)</span>
-                        <span class="n">inv_col_map_cat</span><span class="p">[</span><span class="n">cat</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">col</span><span class="p">]</span>
+                        <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">categories</span><span class="p">)</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                            <span class="n">cat_col_name</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">col</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;_&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">cat</span><span class="p">)</span>
+                            <span class="n">inv_col_map_cat</span><span class="p">[</span><span class="n">cat_col_name</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">col</span><span class="p">]</span>
+                        <span class="k">else</span><span class="p">:</span>
+                            <span class="n">inv_col_map_cat</span><span class="p">[</span><span class="n">cat</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">col</span><span class="p">]</span>
                     <span class="n">col_map_cat</span><span class="p">[</span><span class="n">col</span><span class="p">]</span> <span class="o">=</span> <span class="n">col_map_cat_i</span>
         <span class="c1"># If we don&#39;t have any categorical static covariates, don&#39;t need to generate mapping:</span>
         <span class="k">else</span><span class="p">:</span>
@@ -621,6 +625,8 @@ <h1>Source code for darts.dataprocessing.transformers.static_covariates_transfor
             <span class="k">elif</span> <span class="n">is_cat</span><span class="p">:</span>  <span class="c1"># categorical transformed column</span>
                 <span class="c1"># covers one to one feature map (ordinal/label encoding) and one to multi feature (one hot encoding)</span>
                 <span class="k">for</span> <span class="n">col_name</span> <span class="ow">in</span> <span class="n">col_map_cat</span><span class="p">[</span><span class="n">col</span><span class="p">]:</span>
+                    <span class="k">if</span> <span class="nb">len</span><span class="p">(</span><span class="n">col_map_cat</span><span class="p">[</span><span class="n">col</span><span class="p">])</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
+                        <span class="n">col_name</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">col</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;_&quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">col_name</span><span class="p">)</span>
                     <span class="k">if</span> <span class="n">col_name</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">static_cov_columns</span><span class="p">:</span>
                         <span class="n">data</span><span class="p">[</span><span class="n">col_name</span><span class="p">]</span> <span class="o">=</span> <span class="n">vals_cat</span><span class="p">[:,</span> <span class="n">idx_cat</span><span class="p">]</span>
                         <span class="n">static_cov_columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">col_name</span><span class="p">)</span>

diff --git a/_modules/darts/datasets.html b/_modules/darts/datasets.html
@@ -691,7 +691,7 @@ <h1>Source code for darts.datasets</h1><div class="highlight"><pre>
         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span>
             <span class="n">metadata</span><span class="o">=</span><span class="n">DatasetLoaderMetadata</span><span class="p">(</span>
                 <span class="s2">&quot;Electricity.csv&quot;</span><span class="p">,</span>
-                <span class="n">uri</span><span class="o">=</span><span class="s2">&quot;https://archive.ics.uci.edu/ml/machine-learning-databases/00321/LD2011_2014.txt.zip&quot;</span><span class="p">,</span>
+                <span class="n">uri</span><span class="o">=</span><span class="s2">&quot;https://archive.ics.uci.edu/static/public/321/electricityloaddiagrams20112014.zip&quot;</span><span class="p">,</span>
                 <span class="nb">hash</span><span class="o">=</span><span class="s2">&quot;acfe6783eea43905e510f537add940fd&quot;</span><span class="p">,</span>
                 <span class="n">header_time</span><span class="o">=</span><span class="s2">&quot;Unnamed: 0&quot;</span><span class="p">,</span>
                 <span class="n">format_time</span><span class="o">=</span><span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M:%S&quot;</span><span class="p">,</span>
@@ -778,7 +778,7 @@ <h1>Source code for darts.datasets</h1><div class="highlight"><pre>
 
                 <span class="n">output_dict</span><span class="p">[</span><span class="n">locationID</span><span class="p">]</span> <span class="o">=</span> <span class="n">count_series</span>
             <span class="n">output_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">output_dict</span><span class="p">)</span>
-            <span class="n">output_df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">dataset_path</span><span class="p">,</span> <span class="n">line_terminator</span><span class="o">=</span><span class="s2">&quot;</span><span class="se">\n</span><span class="s2">&quot;</span><span class="p">)</span>
+            <span class="n">output_df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">dataset_path</span><span class="p">)</span>
 
         <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">(</span>
             <span class="n">metadata</span><span class="o">=</span><span class="n">DatasetLoaderMetadata</span><span class="p">(</span>
@@ -790,7 +790,7 @@ <h1>Source code for darts.datasets</h1><div class="highlight"><pre>
                 <span class="k">if</span> <span class="n">sample_freq</span> <span class="o">==</span> <span class="s2">&quot;hourly&quot;</span>
                 <span class="k">else</span> <span class="s2">&quot;24f9fd67e4b9e53f0214a90268cd9bee&quot;</span><span class="p">,</span>
                 <span class="n">header_time</span><span class="o">=</span><span class="s2">&quot;Pickup_date&quot;</span><span class="p">,</span>
-                <span class="n">format_time</span><span class="o">=</span><span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M&quot;</span><span class="p">,</span>
+                <span class="n">format_time</span><span class="o">=</span><span class="s2">&quot;%Y-%m-</span><span class="si">%d</span><span class="s2"> %H:%M:%S&quot;</span><span class="p">,</span>
                 <span class="n">pre_process_zipped_csv_fn</span><span class="o">=</span><span class="n">pre_proces_fn</span><span class="p">,</span>
                 <span class="n">multivariate</span><span class="o">=</span><span class="n">multivariate</span><span class="p">,</span>
             <span class="p">)</span>