plovercode · jorisvandenbossche · Nov 20, 2022 · Nov 20, 2022 · Nov 20, 2022 · Nov 20, 2022
diff --git a/notebooks/02-introduction-geospatial-data.ipynb b/notebooks/02-introduction-geospatial-data.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "\n",
     "> *DS Python for GIS and Geoscience*  \n",
-    "> *October, 2022*\n",
+    "> *November, 2022*\n",
     ">\n",
     "> *© 2022, Joris Van den Bossche and Stijn Van Hoey  (<mailto:jorisvandenbossche@gmail.com>, <mailto:stijnvanhoey@gmail.com>). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
     "\n",

diff --git a/notebooks/02-introduction-geospatial-data.md b/notebooks/02-introduction-geospatial-data.md
@@ -15,7 +15,7 @@ kernelspec:
 
 
 > *DS Python for GIS and Geoscience*  
-> *October, 2022*
+> *November, 2022*
 >
 > *© 2022, Joris Van den Bossche and Stijn Van Hoey  (<mailto:jorisvandenbossche@gmail.com>, <mailto:stijnvanhoey@gmail.com>). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*
 

diff --git a/notebooks/03-coordinate-reference-systems.ipynb b/notebooks/03-coordinate-reference-systems.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "\n",
     "> *DS Python for GIS and Geoscience*  \n",
-    "> *October, 2022*\n",
+    "> *November, 2022*\n",
     ">\n",
     "> *© 2022, Joris Van den Bossche and Stijn Van Hoey  (<mailto:jorisvandenbossche@gmail.com>, <mailto:stijnvanhoey@gmail.com>). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
     "\n",

diff --git a/notebooks/03-coordinate-reference-systems.md b/notebooks/03-coordinate-reference-systems.md
@@ -15,7 +15,7 @@ kernelspec:
 
 
 > *DS Python for GIS and Geoscience*  
-> *October, 2022*
+> *November, 2022*
 >
 > *© 2022, Joris Van den Bossche and Stijn Van Hoey  (<mailto:jorisvandenbossche@gmail.com>, <mailto:stijnvanhoey@gmail.com>). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*
 

diff --git a/notebooks/04-spatial-relationships-joins.ipynb b/notebooks/04-spatial-relationships-joins.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "\n",
     "> *DS Python for GIS and Geoscience*  \n",
-    "> *October, 2022*\n",
+    "> *November, 2022*\n",
     ">\n",
     "> *© 2022, Joris Van den Bossche and Stijn Van Hoey  (<mailto:jorisvandenbossche@gmail.com>, <mailto:stijnvanhoey@gmail.com>). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
     "\n",

diff --git a/notebooks/04-spatial-relationships-joins.md b/notebooks/04-spatial-relationships-joins.md
@@ -15,7 +15,7 @@ kernelspec:
 
 
 > *DS Python for GIS and Geoscience*  
-> *October, 2022*
+> *November, 2022*
 >
 > *© 2022, Joris Van den Bossche and Stijn Van Hoey  (<mailto:jorisvandenbossche@gmail.com>, <mailto:stijnvanhoey@gmail.com>). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*
 

diff --git a/notebooks/05-spatial-operations-overlays.ipynb b/notebooks/05-spatial-operations-overlays.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "\n",
     "> *DS Python for GIS and Geoscience*  \n",
-    "> *October, 2022*\n",
+    "> *November, 2022*\n",
     ">\n",
     "> *© 2022, Joris Van den Bossche and Stijn Van Hoey  (<mailto:jorisvandenbossche@gmail.com>, <mailto:stijnvanhoey@gmail.com>). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
     "\n",
@@ -2761,6 +2761,9 @@
  ],
  "metadata": {
   "celltoolbar": "Nbtutor - export exercises",
+  "jupytext": {
+   "cell_metadata_filter": "-run_control,-deletable,-editable,-jupyter,-slideshow"
+  },
   "kernelspec": {
    "display_name": "Python 3 (ipykernel)",
    "language": "python",

diff --git a/notebooks/05-spatial-operations-overlays.md b/notebooks/05-spatial-operations-overlays.md
@@ -1,5 +1,6 @@
 ---
 jupytext:
+  cell_metadata_filter: -run_control,-deletable,-editable,-jupyter,-slideshow
   text_representation:
     extension: .md
     format_name: myst
@@ -15,7 +16,7 @@ kernelspec:
 
 
 > *DS Python for GIS and Geoscience*  
-> *October, 2022*
+> *November, 2022*
 >
 > *© 2022, Joris Van den Bossche and Stijn Van Hoey  (<mailto:jorisvandenbossche@gmail.com>, <mailto:stijnvanhoey@gmail.com>). Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*
 

diff --git a/notebooks/11-xarray-intro.ipynb b/notebooks/11-xarray-intro.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "\n",
     "> *DS Python for GIS and Geoscience*  \n",
-    "> *October, 2022*\n",
+    "> *November, 2022*\n",
     ">\n",
     "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
     "\n",

diff --git a/notebooks/11-xarray-intro.md b/notebooks/11-xarray-intro.md
@@ -16,7 +16,7 @@ kernelspec:
 
 
 > *DS Python for GIS and Geoscience*  
-> *October, 2022*
+> *November, 2022*
 >
 > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*
 

diff --git a/notebooks/12-xarray-advanced.ipynb b/notebooks/12-xarray-advanced.ipynb
@@ -9,7 +9,7 @@
     "\n",
     "\n",
     "> *DS Python for GIS and Geoscience*  \n",
-    "> *October, 2022*\n",
+    "> *November, 2022*\n",
     ">\n",
     "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
     "\n",

diff --git a/notebooks/12-xarray-advanced.md b/notebooks/12-xarray-advanced.md
@@ -16,7 +16,7 @@ kernelspec:
 
 
 > *DS Python for GIS and Geoscience*  
-> *October, 2022*
+> *November, 2022*
 >
 > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*
 

diff --git a/notebooks/13-raster-processing.ipynb b/notebooks/13-raster-processing.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "\n",
     "> *DS Python for GIS and Geoscience*  \n",
-    "> *October, 2022*\n",
+    "> *November, 2022*\n",
     ">\n",
     "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
     "\n",
@@ -4062,7 +4062,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Alternatively to masking the nodata value manually, you can do this explicitly when loading the data, using the `mask_and_scale=True` keyword:"
+    "__Remember__ Alternatively to masking the nodata value manually, you can do this explicitly when loading the data, using the `mask_and_scale=True` keyword (see also notebook [11-xarray-intro.ipynb](11-xarray-intro.ipynb)):"
    ]
   },
   {
@@ -7777,7 +7777,6 @@
     }
    ],
    "source": [
-    "%%time\n",
     "green_area = focal.focal_stats(green_arr, kernel, stats_funcs=[\"sum\"])"
    ]
   },
@@ -7833,24 +7832,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": null,
    "metadata": {
     "tags": [
      "nbtutor-solution"
     ]
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "CPU times: user 28.7 ms, sys: 76.5 ms, total: 105 ms\n",
-      "Wall time: 107 ms\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
-    "%%time\n",
     "green_area_arr = signal.convolve(green_arr, kernel, mode='same')"
    ]
   },

diff --git a/notebooks/13-raster-processing.md b/notebooks/13-raster-processing.md
@@ -16,7 +16,7 @@ kernelspec:
 
 
 > *DS Python for GIS and Geoscience*  
-> *October, 2022*
+> *November, 2022*
 >
 > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*
 
@@ -514,7 +514,7 @@ dem_masked = dem.where(dem != dem.rio.nodata)
 dem_masked.plot.imshow(robust=True, cmap="terrain")
 ```
 
-Alternatively to masking the nodata value manually, you can do this explicitly when loading the data, using the `mask_and_scale=True` keyword:
+__Remember__ Alternatively to masking the nodata value manually, you can do this explicitly when loading the data, using the `mask_and_scale=True` keyword (see also notebook [11-xarray-intro.ipynb](11-xarray-intro.ipynb)):
 
 ```{code-cell} ipython3
 dem_masked = xr.open_dataarray("zip://./data/gent/DHMVIIDTMRAS25m.zip", engine="rasterio", mask_and_scale=True).sel(band=1)
@@ -1085,7 +1085,6 @@ kernel = convolution.circle_kernel(x, y, 500)
 ```{code-cell} ipython3
 :tags: [nbtutor-solution]
 
-%%time
 green_area = focal.focal_stats(green_arr, kernel, stats_funcs=["sum"])
 ```
 
@@ -1104,7 +1103,6 @@ from scipy import signal
 ```{code-cell} ipython3
 :tags: [nbtutor-solution]
 
-%%time
 green_area_arr = signal.convolve(green_arr, kernel, mode='same')
 ```
 

diff --git a/notebooks/14-combine-data.ipynb b/notebooks/14-combine-data.ipynb
@@ -9,7 +9,7 @@
     "\n",
     "\n",
     "> *DS Python for GIS and Geoscience*  \n",
-    "> *October, 2022*\n",
+    "> *November, 2022*\n",
     ">\n",
     "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
     "\n",
@@ -2517,7 +2517,7 @@
     "    \n",
     "- Prepare all the links by composing the base_url ('http://www.esrl.noaa.gov/psd/thredds/dodsC/Datasets/ncep.reanalysis/surface/air.sig995') with the required years\n",
     "- Use the list of file links as the inputfor the `xr.open_mfdataset` to create a single `xarray.DataSet`.\n",
-    "- Whereas this i 600MB of data, the initial loading is not actually reading in the data.\n",
+    "- Whereas this is 600MB of data, the initial loading is not actually reading in the data.\n",
     "   \n",
     "<details>\n",
     "    \n",

diff --git a/notebooks/14-combine-data.md b/notebooks/14-combine-data.md
@@ -16,7 +16,7 @@ kernelspec:
 
 
 > *DS Python for GIS and Geoscience*  
-> *October, 2022*
+> *November, 2022*
 >
 > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*
 
@@ -214,7 +214,7 @@ We want to download the surface temperature data from 1990 till 2000 and combine
 
 - Prepare all the links by composing the base_url ('http://www.esrl.noaa.gov/psd/thredds/dodsC/Datasets/ncep.reanalysis/surface/air.sig995') with the required years
 - Use the list of file links as the inputfor the `xr.open_mfdataset` to create a single `xarray.DataSet`.
-- Whereas this i 600MB of data, the initial loading is not actually reading in the data.
+- Whereas this is 600MB of data, the initial loading is not actually reading in the data.
 
 <details>
 

diff --git a/notebooks/15-xarray-dask-big-data.ipynb b/notebooks/15-xarray-dask-big-data.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "\n",
     "> *DS Python for GIS and Geoscience*  \n",
-    "> *October, 2020*\n",
+    "> *November, 2022*\n",
     ">\n",
     "> *© 2020, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
     "\n",
@@ -2118,7 +2118,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.5"
+   "version": "3.10.6"
   },
   "widgets": {
    "application/vnd.jupyter.widget-state+json": {

diff --git a/notebooks/15-xarray-dask-big-data.md b/notebooks/15-xarray-dask-big-data.md
@@ -4,7 +4,7 @@ jupytext:
     extension: .md
     format_name: myst
     format_version: 0.13
-    jupytext_version: 1.13.0
+    jupytext_version: 1.14.0
 kernelspec:
   display_name: Python 3 (ipykernel)
   language: python
@@ -15,7 +15,7 @@ kernelspec:
 
 
 > *DS Python for GIS and Geoscience*  
-> *October, 2020*
+> *November, 2022*
 >
 > *© 2020, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*
 

diff --git a/notebooks/90_package_numpy.ipynb b/notebooks/90_package_numpy.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "\n",
     "> *DS Python for GIS and Geoscience*  \n",
-    "> *October, 2022*\n",
+    "> *November, 2022*\n",
     ">\n",
     "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
     "\n",

diff --git a/notebooks/90_package_numpy.md b/notebooks/90_package_numpy.md
@@ -15,7 +15,7 @@ kernelspec:
 
 
 > *DS Python for GIS and Geoscience*  
-> *October, 2022*
+> *November, 2022*
 >
 > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*
 

diff --git a/notebooks/91_package_rasterio.ipynb b/notebooks/91_package_rasterio.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "\n",
     "> *DS Python for GIS and Geoscience*  \n",
-    "> *October, 2022*\n",
+    "> *November, 2022*\n",
     ">\n",
     "> *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*\n",
     "\n",

diff --git a/notebooks/91_package_rasterio.md b/notebooks/91_package_rasterio.md
@@ -15,7 +15,7 @@ kernelspec:
 
 
 > *DS Python for GIS and Geoscience*  
-> *October, 2022*
+> *November, 2022*
 >
 > *© 2022, Joris Van den Bossche and Stijn Van Hoey. Licensed under [CC BY 4.0 Creative Commons](http://creativecommons.org/licenses/by/4.0/)*