diff --git a/README.md b/README.md
index 32d692603e347284a20d5691e4e8e6177b4bf4b0..5abb0abd3bf274e63dae94fc9596eefb720e0d13 100644
--- a/README.md
+++ b/README.md
@@ -195,7 +195,7 @@ You can specify a version, description, author, copy right and package versions
 pip install .
 ```
 from the directory the `setup.py` script is located in.
-This installs your package into the general environment, so that you cann import the package from any location on your device.
+This installs your package into the general environment, so that you can import the package from any location on your device.
 An example setup script can look like this:
 ```python
 import setuptools
diff --git a/img/code_structure.png b/img/code_structure.png
index e055ad20caa23c8cc06ff23edeb7480446bc3814..85177dc4d720e7a4976c836be90749fe4b38d348 100644
Binary files a/img/code_structure.png and b/img/code_structure.png differ