diff --git a/README.md b/README.md
index 1b45537..b055d46 100644
--- a/README.md
+++ b/README.md
@@ -31,8 +31,8 @@ Like:
 
 ### Mockups
 
-![Mockup](mockup.png)
-![Userflow](UserFlow.png)
+![Mockup](ReportImages/mockup.png)
+![Userflow](ReportImages/UserFlow.png)
 
 ## Usability Testing Plan
 ### Experimental Questions & Variables
@@ -150,6 +150,28 @@ Based off of Nielsen’s 10 Heuristics. Done by both team members based on the M
 
 ---
 
+#### User Satisfaction Scores
+
+##### Ease of Use (Scale: 1-7):
+
+| Participant | Score |
+|-------------|-------|
+| 1           | 7     |
+| 2           | 5     |
+| 3           | 7     |
+| 4           | 7     |
+| 5           | 6     |
+
+*Average Score:* 6.4
+
+![Ease of use Graph](ReportImages/easeOfUse.jpg)
+
+*Insights from Bar Chart (Ease of Use Responses):*
+- The bar chart shows that most participants rated the app highly for ease of use, with four out of five giving scores of 6 or 7.
+- Participant 2 gave a lower score of 5, which aligns with their feedback about difficulty finding categories and longer task completion times.
+- The chart reinforces the overall positive perception of the app's usability but highlights the need to address specific pain points for users like Participant 2.
+
+---
 
 
 #### Usefulness of Categories (Scale: 1-5):
@@ -194,16 +216,16 @@ Based off of Nielsen’s 10 Heuristics. Done by both team members based on the M
 ### Qualitative Feedback
 
 **Positive Feedback:**
-- "The app is easy to use." (Participant 1, 3, 4)
-- "Categories are useful for organizing transactions." (Participant 4, 5)
+- "The app is easy to use."
+- "Categories are useful for organizing transactions."
 
 **Negative Feedback:**
-- "I could not find the categories initially." (Participant 2)
-- "The icon selection is missing a Pets category." (Participant 4)
+- "I could not find the categories initially."
+- "The icon selection is missing a Pets category." 
 
 **Suggestions for Improvement:**
-- "Add more icons, especially for Pets." (Participant 4)
-- "Improve the visibility of categories in the app." (Participant 2)
+- "Add a Pet Icon.”
+- "Improve the visibility of categories in the app." 
 
 ---
 
@@ -212,21 +234,9 @@ Based off of Nielsen’s 10 Heuristics. Done by both team members based on the M
 Based on the feedback and insights from the charts, the following updates were made:
 
 1. **Improved Visibility of System Status:**
-   - Added headings for _Category_ and _Transaction_ screens to make navigation more intuitive.
+	- Added headings for _Category_ and _Transaction_ screens to make navigation more intuitive.
 
 2. **Improved Category Visibility:**
-   - Redesigned the categories section to make it more prominent and easier to find, addressing the issue raised by Participant 2.
+	- Redesigned the categories section to make it more prominent and easier to find, addressing the issue raised by Participant 2.
 
-3. **Expanded Icon Selection:**
-   - Added new icons, including a "Pets" category, to address the feedback from Participant 4.
-
----
-
-### Summary of Insights from Charts
-
-- **Box Plot:** Highlights variability in task completion times, indicating that some users may need additional guidance or a more intuitive interface.
-- **Bar Chart (Ease of Use):** Confirms high satisfaction with usability but identifies specific users who faced challenges.
-- **Stacked Bar Chart (Usefulness vs. Found Categories):** Shows a clear link between discoverability and perceived usefulness, emphasizing the need for clear category visibility.
-- **Pie Chart:** Reinforces that most users were successful but underscores the importance of addressing the minority who struggled.
-
-By integrating these visual insights, the findings become more actionable, guiding targeted improvements to enhance the app's usability and user satisfaction.
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+---
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diff --git a/UserFlow.png b/ReportImages/UserFlow.png
similarity index 100%
rename from UserFlow.png
rename to ReportImages/UserFlow.png
diff --git a/mockup.png b/ReportImages/mockup.png
similarity index 100%
rename from mockup.png
rename to ReportImages/mockup.png