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diff --git a/‎develop/_sources/examples/20_basic/introduction_tutorial.rst.txt‎
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diff --git a/‎develop/_sources/examples/20_basic/sg_execution_times.rst.txt‎
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@@ -175,7 +175,7 @@ Download the OpenML task for the eeg-eye-state.
 
  .. code-block:: none
 
-    kNN on eeg-eye-state: http://test.openml.org/r/12028
+    kNN on eeg-eye-state: http://test.openml.org/r/19100
 
 
 
@@ -195,7 +195,7 @@ Download the OpenML task for the eeg-eye-state.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** ( 0 minutes  18.631 seconds)
+   **Total running time of the script:** ( 0 minutes  16.163 seconds)
 
 
 .. _sphx_glr_download_examples_20_basic_introduction_tutorial.py:
 
@@ -5,14 +5,14 @@
 
 Computation times
 =================
-**01:11.819** total execution time for **examples_20_basic** files:
+**01:25.449** total execution time for **examples_20_basic** files:
 
 +-------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_simple_suites_tutorial.py` (``simple_suites_tutorial.py``)                 | 00:30.639 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_simple_suites_tutorial.py` (``simple_suites_tutorial.py``)                 | 00:45.083 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_introduction_tutorial.py` (``introduction_tutorial.py``)                   | 00:18.631 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_simple_datasets_tutorial.py` (``simple_datasets_tutorial.py``)             | 00:17.453 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_simple_datasets_tutorial.py` (``simple_datasets_tutorial.py``)             | 00:13.968 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_introduction_tutorial.py` (``introduction_tutorial.py``)                   | 00:16.163 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------+-----------+--------+
-| :ref:`sphx_glr_examples_20_basic_simple_flows_and_runs_tutorial.py` (``simple_flows_and_runs_tutorial.py``) | 00:08.582 | 0.0 MB |
+| :ref:`sphx_glr_examples_20_basic_simple_flows_and_runs_tutorial.py` (``simple_flows_and_runs_tutorial.py``) | 00:06.750 | 0.0 MB |
 +-------------------------------------------------------------------------------------------------------------+-----------+--------+