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@@ -19,7 +19,7 @@ The advanced tutorial presented here includes demonstrates of using Python for:
 You can find the code for the tutorial in the `notebooks` folder and the data that were used in the `data` folder.
 As with the _Advanced Project Building_ tutorial, this tutorial makes use of example material (subjects, metadata, classifications) from the [_SuperWASP Variable Stars_](https://www.zooniverse.org/projects/ajnorton/superwasp-variable-stars) Zooniverse project, which involves classifying light curves (how brightness varies over time) of stars.
 
-A recorded walkthrough of this advanced tutorial is available [here](https://youtu.be/o9SzgsZvOCg?t=8067) as part of the [First ESCAPE Citizen Science Workshop](https://indico.in2p3.fr/event/21939/).
+A recorded walkthrough of this advanced tutorial is available [here](https://youtu.be/o9SzgsZvOCg?t=8218) as part of the [First ESCAPE Citizen Science Workshop](https://indico.in2p3.fr/event/21939/).
 
 The ESAP Archives (accessible via the ESAP GUI) include data retrieval from the Zooniverse Classification Database using the ESAP Shopping Basket. For a tutorial on loading Zooniverse data from a saved shopping basket into a notebook and performing simple aggregation of the classification results, see [here](https://git.astron.nl/astron-sdc/escape-wp5/workflows/muon-hunters-example/-/tree/master) (also available as an Interactive Analyis workflow).