Merge pull request #191 from ncasuk/isc2024

Fix README

Author: nf679

README.md

@@ -41,9 +41,9 @@ This repository holds teaching materials for the NCAS Introduction to Scientific
 
 | Lesson | Exercise | Solution |
 | ------ | -------- | -------- |
-| __xarray:__ Introduction to [multidimensional arrays](https://tutorial.xarray.dev/fundamentals/01_data_structures.html), [xarray data structures](https://tutorial.xarray.dev/fundamentals/01_datastructures.html) and [indexing](https://tutorial.xarray.dev/fundamentals/02.1_indexing_Basic.html) | [Exercise 01](/python-data/exercises/ex01_xr_intro.ipynb) [Exercise 01.5](/python-data/exercises/ex01.5_xr_label_based_indexing.ipynb)| [Solution 01](/python-data/solutions/ex01_xarray_intro.ipynb) [Solution 01.5](/python-data/solutions/ex01.5_xr_label_based_indexing.ipynb)|
-| __xarray:__ [Plotting](https://tutorial.xarray.dev/fundamentals/04.1_basic_plotting.html) and [Aggregation](https://tutorial.xarray.dev/fundamentals/03.1_computation_with_xarray.html) | [Exercise 02](/python-data/exercises/ex02_xr_plotting.ipynb) [Exercise 02.5](/python-data/exercises/ex02.5_xr_aggregation.ipynb)| [Solution 02](/python-data/solutions/ex02_plotting.ipynb) [Solution 02.5](/python-data/solutions/ex02.5_xr_aggregation.ipynb)|
-| __xarray:__ [GroupBy processing](https://tutorial.xarray.dev/fundamentals/03.2_groupby_with_xarray.html) and [masking](https://tutorial.xarray.dev/intermediate/indexing/boolean-masking-indexing.html) | [Exercise 03](/python-data/exercises/ex03_xr_groupby.ipynb) [Exercise 03.5](/python-data/exercises/ex03.5_xr_masking.ipynb)| [Solution 03](/python-data/solutions/ex03_groupby.ipynb) [Solution 03.5](/python-data/solutions/ex03.5_masking.ipynb)|
+| __xarray:__ Introduction to [multidimensional arrays](https://tutorial.xarray.dev/fundamentals/01_data_structures.html), [xarray data structures](https://tutorial.xarray.dev/fundamentals/01_datastructures.html) and [indexing](https://tutorial.xarray.dev/fundamentals/02.1_indexing_Basic.html) | [Exercise 01a](/python-data/exercises/ex01a_xr_intro.ipynb) [Exercise 01b](/python-data/exercises/ex01b_xr_label_based_indexing.ipynb)| [Solution 01a](/python-data/solutions/ex01a_xr_intro.ipynb) [Solution 0b](/python-data/solutions/ex01b_xr_label_based_indexing.ipynb)|
+| __xarray:__ [Plotting](https://tutorial.xarray.dev/fundamentals/04.1_basic_plotting.html) and [Aggregation](https://tutorial.xarray.dev/fundamentals/03.1_computation_with_xarray.html) | [Exercise 02a](/python-data/exercises/ex02a_xr_plotting.ipynb) [Exercise 02b](/python-data/exercises/ex02b_xr_aggregation.ipynb)| [Solution 02a](/python-data/solutions/ex02a_xr_plotting.ipynb) [Solution 02b](/python-data/solutions/ex02b_xr_aggregation.ipynb)|
+| __xarray:__ [GroupBy processing](https://tutorial.xarray.dev/fundamentals/03.2_groupby_with_xarray.html) and [masking](https://tutorial.xarray.dev/intermediate/indexing/boolean-masking-indexing.html) | [Exercise 03a](/python-data/exercises/ex03a_xr_groupby.ipynb) [Exercise 03b](/python-data/exercises/ex03b_xr_masking.ipynb)| [Solution 03a](/python-data/solutions/ex03a_xr_groupby.ipynb) [Solution 03b](/python-data/solutions/ex03b_xr_masking.ipynb)|
 | [cf-python]() | [Exercise 04](/python-data/exercises/ex04_cf_python.ipynb) | [Solution 04](/python-data/solutions/ex04_cf_python.ipynb) |
 | [matplotlib](https://matplotlib.org/stable/users/explain/quick_start.html) | [Exercise 05](/python-data/exercises/ex05_matplotlib.ipynb) | [Solution 05](/python-data/solutions/ex05_matplotlib.ipynb) |
 | [numpy](https://numpy.org/doc/stable/user/quickstart.html) | [Exercise 06](/python-data/exercises/ex06_numpy.ipynb) | [Solution 06](/python-data/solutions/ex06_numpy.ipynb) |

python-data/exercises/ex01_xr_intro.ipynb python-data/exercises/ex01a_xr_intro.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 1: Introduction to xarray\n"
+    "# Exercise 1a: Introduction to xarray\n"
    ]
   },
   {

python-data/exercises/ex01.5_xr_label_based_indexing.ipynb python-data/exercises/ex01b_xr_label_based_indexing.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 1.5: Label-based indexing"
+    "# Exercise 1b: Label-based indexing"
    ]
   },
   {

python-data/exercises/ex02_xr_plotting.ipynb python-data/exercises/ex02a_xr_plotting.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 2: Plotting"
+    "# Exercise 2a: Plotting"
    ]
   },
   {

python-data/exercises/ex02.5_xr_aggregation.ipynb python-data/exercises/ex02b_xr_aggregation.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 2.5: Arithmetic and Aggregation"
+    "# Exercise 2b: Arithmetic and Aggregation"
    ]
   },
   {

python-data/exercises/ex03_xr_groupby.ipynb python-data/exercises/ex03a_xr_groupby.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 3: Grouping"
+    "# Exercise 3a: Grouping"
    ]
   },
   {

python-data/exercises/ex03.5_xr_masking.ipynb python-data/exercises/ex03b_xr_masking.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 3.5: Masking"
+    "# Exercise 3b: Masking"
    ]
   },
   {

python-data/solutions/ex01_xr_intro.ipynb python-data/solutions/ex01a_xr_intro.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 1: Introduction to xarray\n"
+    "# Exercise 1a: Introduction to xarray\n"
    ]
   },
   {

python-data/solutions/ex01.5_xr_label_based_indexing.ipynb python-data/solutions/ex01b_xr_label_based_indexing.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 1.5: Label-based indexing"
+    "# Exercise 1b: Label-based indexing"
    ]
   },
   {

python-data/solutions/ex02_xr_plotting.ipynb python-data/solutions/ex02a_xr_plotting.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 2: Plotting"
+    "# Exercise 2a: Plotting"
    ]
   },
   {

python-data/solutions/ex02.5_xr_aggregation.ipynb python-data/solutions/ex02b_xr_aggregation.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 2.5: Arithmetic and Aggregation"
+    "# Exercise 2b: Arithmetic and Aggregation"
    ]
   },
   {

python-data/solutions/ex03_xr_groupby.ipynb python-data/solutions/ex03a_xr_groupby.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 3: Grouping"
+    "# Exercise 3a: Grouping"
    ]
   },
   {

python-data/solutions/ex03.5_xr_masking.ipynb python-data/solutions/ex03b_xr_masking.ipynb

@@ -11,7 +11,7 @@
     "tags": []
    },
    "source": [
-    "# Exercise 3.5: Masking"
+    "# Exercise 3b: Masking"
    ]
   },
   {