diff --git a/_posts/2024-10-02-ag3-cohorts-v20240924.md b/_posts/2024-10-02-ag3-cohorts-v20240924.md
index 7663cef..a117c01 100644
--- a/_posts/2024-10-02-ag3-cohorts-v20240924.md
+++ b/_posts/2024-10-02-ag3-cohorts-v20240924.md
@@ -27,18 +27,18 @@ ag3 = malariagen_data.Ag3(
 
 This new version introduces some key changes: 
 
-- Samples that were previously assigned  as `gcx1`, have been renamed as `bissau`:
-    - `gcx` stands for `genetic cryptic species`, we use these labels as name placeholders for groups that fall outside our usual taxonomic assignment 
-    - In line with [Caputo et al. (2024)](https://malariagen.github.io/vobs-updates/2024/09/10/caputo.html), which characterises the `gcx1` group, we have updated its proposed name to `Bissau molecular form`
-    - 291 samples that were previously assigned to the `gcx1` group, are now relabeled as `bissau`.
-    - 5 samples samples that were previously `unassigned`, are now relabeled as `bissau`.
-    - these changes also affect cohort names, e.g. `GM-M_gcx1_2019` has now been relabeled to `GM-M_biss_2019`
-
-- 36 samples that were previously `unassigned`, have been renamed as (32) `melas`, (2)`gambiae`, (1) `fontenillei`, (1) `arabiensis`.
-
-- An error on the administrative region 1 metadata has been fixed, affecting 119 samples. Tor these:
-    -  `admin1_iso` has been relabeled from  `UG-E` to `KE-04` 
-    -  `admin1_name` has been relabeled from  `Eastern Region` to `Busia`
-    - these changes also affect cohort names, e.g. `UG-E_arab_2013` has now been relabeled to `KE-04_arab_2013`
+- Samples previously labeled as `gcx1` in the `taxon` field have been renamed to `bissau`:
+    - `gcx` (`genetic cryptic species`) labels serve as placeholders for groups outside our usual taxonomic assignment 
+    - Following [Caputo et al. (2024)](https://malariagen.github.io/vobs-updates/2024/09/10/caputo.html), the `gcx1` group has been renamed to `Bissau molecular form`
+    - 291 samples previously assigned as `gcx1`, are now labeled as `bissau`.
+    - 5 previously `unassigned` samples are also relabeled as `bissau`.
+    - Cohort names have been updated, e.g. `GM-M_gcx1_2019` is now `GM-M_biss_2019`
+
+- 36 `unassigned` samples have been reclassified as: 32 `melas`, 2`gambiae`, 1 `fontenillei`, 1 `arabiensis`.
+
+- A location metadata error affecting the administrative region (level 1) of 119 samples has been corrected:
+    -  `admin1_iso` updated from  `UG-E` to `KE-04` 
+    -  `admin1_name` updated from  `Eastern Region` to `Busia`
+    - Cohort names have been updated, e.g. `UG-E_arab_2013` has now been relabeled to `KE-04_arab_2013`
     
 If you need to access the previous version of the cohorts analysis, you can use pin it using the code in [here](https://malariagen.github.io/vobs-updates/2024/07/24/ag3-cohorts-v20240717.html).