diff --git a/encord/exceptions.py b/encord/exceptions.py
index 543d45324..572efcc6b 100644
--- a/encord/exceptions.py
+++ b/encord/exceptions.py
@@ -54,7 +54,7 @@ class AuthenticationError(EncordException):
 
 
 class AuthorisationError(EncordException):
-    """Exception thrown when access is unauthorised.
+    """Exception thrown when access is unauthorized.
     (E.g. access to a data asset or method).
     """
 
@@ -234,7 +234,7 @@ class InvalidArgumentsError(EncordException):
 
 
 class GenericServerError(EncordException):
-    """The server has reported an error which is not recognised by this SDK version. Try upgrading the SDK version to
+    """The server has reported an error which is not recognized by this SDK version. Try upgrading the SDK version to
     see the precise error that is reported.
     """
 
diff --git a/encord/objects/ontology_object.py b/encord/objects/ontology_object.py
index 75c5abf8c..64cf8827f 100644
--- a/encord/objects/ontology_object.py
+++ b/encord/objects/ontology_object.py
@@ -69,7 +69,7 @@ def from_dict(cls, d: dict) -> Object:
         """
         shape_opt = Shape.from_string(d["shape"])
         if shape_opt is None:
-            raise TypeError(f"The shape '{d['shape']}' of the object '{d}' is not recognised")
+            raise TypeError(f"The shape '{d['shape']}' of the object '{d}' is not recognized")
 
         attributes_ret: List[Attribute] = [
             attribute_from_dict(attribute_dict) for attribute_dict in d.get("attributes", [])
diff --git a/encord/orm/dataset.py b/encord/orm/dataset.py
index b6c9652a5..9e6381a39 100644
--- a/encord/orm/dataset.py
+++ b/encord/orm/dataset.py
@@ -364,7 +364,7 @@ def images_data(self) -> Optional[List[ImageData]]:
     @deprecated("0.1.98", ".is_image_sequence")
     def is_optimised_image_group(self) -> Optional[bool]:
         """If the data type is an :meth:`DataType.IMG_GROUP <encord.constants.enums.DataType.IMG_GROUP>`,
-        returns whether this is a performance optimised image group. Returns `None` for other data types.
+        returns whether this is a performance optimized image group. Returns `None` for other data types.
 
         DEPRECATED: This method is deprecated and will be removed in the upcoming library version.
         Please use :meth:`.is_image_sequence` instead
diff --git a/encord/orm/label_row.py b/encord/orm/label_row.py
index 92b921b78..ba9f34768 100644
--- a/encord/orm/label_row.py
+++ b/encord/orm/label_row.py
@@ -40,11 +40,11 @@ class LabelRow(base_orm.BaseORM):
       action) pairs.
     * ``label_status`` is a string indicating label status. It can take the values
       enumerated in :class:`encord.orm.label_row.LabelStatus`. *Note* that this does
-      *not* reflect thes status shown in the Projects->Labels section on the web-app.
+      *not* reflect the status shown in the Projects->Labels section on the web-app.
 
     A data unit, mentioned for the dictionary entry ``data_units`` above, has in the
     form::
-
+    ```
         label_row = {  # The label row
             # ...
             "data_units": {
@@ -64,7 +64,7 @@ class LabelRow(base_orm.BaseORM):
                 # ...,
             }
         }
-
+    ```
     A data unit can have any number of vector labels (e.g. bounding box, polygon, keypoint) and classifications.
 
     **Objects and classifications**
@@ -84,7 +84,7 @@ class LabelRow(base_orm.BaseORM):
     videos.
 
     A labels dictionary for video is in the form::
-
+    ```
         label_row["data_units"]["<data_hash>"]["labels"] = {
             "<frame_number>": {
                 "objects": [
@@ -99,9 +99,9 @@ class LabelRow(base_orm.BaseORM):
                 ],
             }
         }
-
+    ```
     A labels dictionary for an img_group data unit is in the form::
-
+    ```
         label_row["data_units"]["<data_hash>"]["labels"] = {
             "objects": [
                 # { object 1 },
@@ -114,9 +114,9 @@ class LabelRow(base_orm.BaseORM):
                 # ...
             ],
         }
-
+    ```
     The object answers dictionary is in the form::
-
+    ```
         label_row["object_answers"] = {
             "<object_hash>": {
                 "objectHash": "<object_hash>",
@@ -128,9 +128,9 @@ class LabelRow(base_orm.BaseORM):
             },
             # ...
         }
-
+    ```
     The classification answers dictionary is in the form::
-
+    ```
         label_row["classification_answers"] = {
             "<classification_hash>": {
                 "classificationHash": "<classification_hash>",
@@ -142,9 +142,9 @@ class LabelRow(base_orm.BaseORM):
             },
             # ...
         }
-
+    ```
     The object actions dictionary is in the form::
-
+    ```
         label_row["object_actions"] = {
             "<object_hash>": {
                 "objectHash": "<object_hash>",
@@ -156,7 +156,7 @@ class LabelRow(base_orm.BaseORM):
             },
             # ...
         }
-
+    ```
     """
 
     DB_FIELDS = OrderedDict(
diff --git a/encord/orm/project.py b/encord/orm/project.py
index 0c1417526..8e51e8f3a 100644
--- a/encord/orm/project.py
+++ b/encord/orm/project.py
@@ -27,7 +27,7 @@ class Project(base_orm.BaseORM):
     * editor_ontology,
     * ontology_hash,
     * datasets::
-
+    ```
         [
            {
                 dataset_hash (uid),
@@ -37,8 +37,9 @@ class Project(base_orm.BaseORM):
            },
            ...
         ],
+    ```
     * label_rows::
-
+    ```
         [
             {
                 label_hash (uid),
@@ -51,6 +52,7 @@ class Project(base_orm.BaseORM):
             },
             ...
         ]
+    ```
     * annotation_task_status
 
     """
@@ -78,7 +80,7 @@ def get_labels_list(self) -> List[Optional[str]]:
         a `None` value is appended. This can be useful for working with fetching additional label row data via
         :meth:`encord.project.Project.get_label_rows` for example.
 
-        .. code::
+        ```
 
                 project = client_instance.get_project(<project_hash>)
                 project_orm = project.get_project()
@@ -90,6 +92,7 @@ def get_labels_list(self) -> List[Optional[str]]:
                         created_labels_list.append(label)
 
                 label_rows = project.get_label_rows(created_labels_list, get_signed_url=False)
+        ```
         """
         labels = self.label_rows() or []
         return [label.get("label_hash") for label in labels]