diff --git a/README.md b/README.md
index 46fa7321..dba131f8 100644
--- a/README.md
+++ b/README.md
@@ -5,68 +5,86 @@ transformation, and loading into the data.gov catalog.
 
 ## Features
 
-The datagov-harvesting-logic offers the following features:
-
 - Extract
-  - general purpose fetching and downloading of web resources.
-  - catered extraction to the following data formats:
+  - General purpose fetching and downloading of web resources.
+  - Catered extraction to the following data formats:
     - DCAT-US
 - Validation
   - DCAT-US
-    - jsonschema validation using draft 2020-12.
+    - `jsonschema` validation using draft 2020-12.
 - Load
   - DCAT-US
-    - conversion of dcatu-us catalog into ckan dataset schema
-    - create, delete, update, and patch of ckan package/dataset
+    - Conversion of dcat-us catalog into ckan dataset schema
+    - Create, delete, update, and patch of ckan package/dataset
 
 ## Requirements
 
-This project is using poetry to manage this project. Install [here](https://python-poetry.org/docs/#installation).
+This project is using `poetry` to manage this project. Install [here](https://python-poetry.org/docs/#installation).
 
 Once installed, `poetry install` installs dependencies into a local virtual environment.
 
 ## Testing
+
 ### CKAN load testing
+
 - CKAN load testing doesn't require the services provided in the `docker-compose.yml`.
 - [catalog-dev](https://catalog-dev.data.gov/) is used for ckan load testing.
-- Create an api-key by signing into catalog-dev. 
+- Create an api-key by signing into catalog-dev.
 - Create a `credentials.py` file at the root of the project containing the variable `ckan_catalog_dev_api_key` assigned to the api-key.
-- run tests with the command `poetry run pytest ./tests/load/ckan`
+- Run tests with the command `poetry run pytest ./tests/load/ckan`
+
 ### Harvester testing
-- These tests are found in `extract`, and `validate`. Some of them rely on services in the `docker-compose.yml`. run using docker `docker compose up -d` and with the command `poetry run pytest --ignore=./tests/load/ckan`. 
+
+- These tests are found in `extract`, and `validate`. Some of them rely on services in the `docker-compose.yml`. Run using docker `docker compose up -d` and with the command `poetry run pytest --ignore=./tests/load/ckan`.
 
 If you followed the instructions for `CKAN load testing` and `Harvester testing` you can simply run `poetry run pytest` to run all tests.
 
+## Comparison
+
+- `./tests/harvest_sources/ckan_datasets_resp.json`
+  - Represents what ckan would respond with after querying for the harvest source name
+- `./tests/harvest_sources/dcatus_compare.json`
+  - Represents a changed harvest source
+  - Created:
+    - datasets[0]
+
+        ```diff
+        + "identifier" = "cftc-dc10"
+        ```
+
+  - Deleted:
+    - datasets[0]
+
+        ```diff
+        - "identifier" = "cftc-dc1"
+        ```
+
+  - Updated:
+    - datasets[1]
+
+        ```diff
+        - "modified": "R/P1M"
+        + "modified": "R/P1M Update"
+        ```
+
+    - datasets[2]
+
+        ```diff
+        - "keyword": ["cotton on call", "cotton on-call"]
+        + "keyword": ["cotton on call", "cotton on-call", "update keyword"]
+        ```
+
+    - datasets[3]
+
+        ```diff
+        "publisher": {
+          "name": "U.S. Commodity Futures Trading Commission",
+          "subOrganizationOf": {
+        -   "name": "U.S. Government"
+        +   "name": "Changed Value"
+          }
+        }
+        ```
 
-## Comparison 
-- ./tests/harvest_sources/ckan_datasets_resp.json
-    - represents what ckan would respond with after querying for the harvest source name
-- ./tests/harvest_sources/dcatus_compare.json
-    - represents a changed harvest source
-    - what has been created?
-        - datasets[0] 
-            - "identifier" = "cftc-dc10"
-    - what has been deleted? 
-        - datasets[0]
-            - "identifier" = "cftc-dc1"
-    - what has been updated? 
-        - datasets[1]
-            - from "modified": "R/P1M" to "modified": "R/P1M Update"
-        - datasets[2] 
-            - from "keyword": ["cotton on call", "cotton on-call"]
-            - to "keyword": ["cotton on call", "cotton on-call", "update keyword"]
-        - datasets[3] 
-            - from "publisher": {
-                "name": "U.S. Commodity Futures Trading Commission",
-                "subOrganizationOf": {
-                    "name": "U.S. Government"
-                }
-            }
-            - to "publisher": {
-                "name": "U.S. Commodity Futures Trading Commission",
-                "subOrganizationOf": {
-                    "name": "Changed Value"
-                }
-            }
-- ./test/harvest_sources/dcatus.json 
-    - represents an original harvest source prior to change occuring.
\ No newline at end of file
+- `./test/harvest_sources/dcatus.json`
+  - Represents an original harvest source prior to change occuring.