Update README.md

README.md

@@ -31,6 +31,17 @@ https://x.com/_lyraaaa_/status/1841762752404369745
 
 rank 32, trained for 3500 steps on over 200 labeled locations. trigger word ("geoguessr") not always necessary, just name a location
 
+
+**known model biases:**
+- v1 of this model leans heavily towards rural locations due to dataset bias, will be fixed in v2 as i collect more data
+- it managed to generalize to locations not available on geoguessr, like china, although it drifts towards generic locations
+- its trained on lowercase country names, and flux is case sensitive. results may vary
+- it LOVES orange/red dirt colors. this will be fixed in v2 also
+
+geoguessr_v2 with a much larger dataset and less location bias will be out eventually.
+
+since i do not own the data for this model, i can't really claim ownership of the model itself either. have fun!
+
 **run this with diffusers:**
 
 ```py
@@ -73,16 +84,6 @@ display(Image(filename=filename))
 
 ```
 
-**known model biases:**
-- v1 of this model leans heavily towards rural locations due to dataset bias, will be fixed in v2 as i collect more data
-- it managed to generalize to locations not available on geoguessr, like china, although it drifts towards generic locations
-- its trained on lowercase country names, and flux is case sensitive. results may vary
-- it LOVES orange/red dirt colors. this will be fixed in v2 also
-
-geoguessr_v2 with a much larger dataset and less location bias will be out eventually.
-
-since i do not own the data for this model, i can't really claim ownership of the model itself either. have fun!
-
 <Gallery />
 
 trained with https://github.com/ostris/ai-toolkit/blob/main/notebooks/FLUX_1_dev_LoRA_Training.ipynb