Fixed bad URL

Author: seanlaw

docs/Tutorial_Time_Series_Chains.ipynb

@@ -10,7 +10,7 @@
     "\n",
     "## Forecasting Web Query Data with Anchored Time Series Chains (ATSC)\n",
     "\n",
-    "This example is adapted from the [Web Query Volume case study](http://www2015.thewebconf.org/documents/proceedings/companion/p721.pdf) and utilizes the main takeaways from the [Matrix Profile VII](https://www.cs.ucr.edu/~eamonn/chains_ICDM.pdf) research paper."
+    "This example is adapted from the [Web Query Volume case study: \"The web as a jungle: Nonlinear dynamical systems for co-evolving online activities\"](https://archives.iw3c2.org/www2015/documents/proceedings/proceedings/p721.pdf) and utilizes the main takeaways from the [Matrix Profile VII](https://www.cs.ucr.edu/~eamonn/chains_ICDM.pdf) research paper."
    ]
   },
   {
@@ -605,7 +605,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.3"
+   "version": "3.12.4"
   }
  },
  "nbformat": 4,

test.sh

@@ -268,7 +268,9 @@ show()
 check_links()
 {
     echo "Checking notebook links"
-    pytest --check-links docs/Tutorial_*.ipynb
+    export JUPYTER_PLATFORM_DIRS=1
+    jupyter --paths
+    pytest --check-links docs/Tutorial_*.ipynb notebooks/Tutorial_*.ipynb docs/*.md docs/*.rst  ./*.md ./*.rst
 }
 
 clean_up()