Update README.md

README.md

@@ -4,6 +4,8 @@ task_categories:
 - feature-extraction
 size_categories:
 - 100M<n<1B
+tags:
+- geospatial
 ---
 
 # Foursqure OS Places 100M
@@ -89,17 +91,3 @@ viz(bakeries)
 It created a nice interactive map with tooltips.
 
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/64c4da8719565937fb268b32/QIolrK2nlrENnkWlE6TFh.png)
-
-If you ask yourself: "Wait, how is it possible that there are so little bakeries in other countries than the US & UK?", just read on!
-
-## The problem with categories
-
-In the above example 4, where we are looking for bakeries around the world, it's clear that non-English-speaking countries probably do not necessarily name their bakeries "bakery" but e.g. in German "Bäckerei". 
-So if we just search in the name column, we won't find it. That's the reason why Foursquare introduced categories! 
-
-In the column `fsq_category_labels` we find `[Dining and Drinking > Bakery]` great right? Well, yes and no. Of course we can use it and we will get back some results. 
-However, looking a bit closer, we can quickly see why these categories do not seem to work that well: 
-
-![image/png](https://cdn-uploads.huggingface.co/production/uploads/64c4da8719565937fb268b32/vtDreZy3bdf7UOnQyqWQG.png)
-
-Sometimes there are no categories and entries like `Beef&bakery` probably should have gotten more than one entry.