diff --git a/data-stories/001-requirements.md b/data-stories/001-requirements.md
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--- a/data-stories/001-requirements.md
+++ b/data-stories/001-requirements.md
@@ -8,7 +8,7 @@ It is important to determine if an insight merits its own data story. An insight
 
 Use the below matrix to evaluate an insight.
 
-![Insight evaluation matrix](../_assets/matrix.png)
+![Insight evaluation matrix](./assets/matrix.png)
 > Credits: *BRENT DYKES | Effective Data Storytelling: How To Drive Change With Data, Narrative, and Visuals (WILEY 2020)*
 
 #### 2. Data
diff --git a/_assets/matrix.png b/data-stories/assets/matrix.png
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rename to data-stories/assets/matrix.png
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diff --git a/system-architecture/readme.md b/system-architecture/readme.md
index 0002884..7736755 100644
--- a/system-architecture/readme.md
+++ b/system-architecture/readme.md
@@ -1,29 +1,29 @@
 # System Architecture
 
-Following are the major components of the System
+Following are the major components of the System:
 
-1. User facing portals
-2. Data Sourcing
-3. Data storage
+1. Data Sourcing
+2. Data Storage
+3. User Facing Portals
 4. Monitoring and Analysis
 
-![1](./assets/big_picture.jpg)
+![1](./assets/platform-architecture.png)
 
 ## User Facing Portals
-![1](./assets/portals.jpg)
+
+![1](./assets/user-facing.png)
 
 This is the group of all systems which caters to userflows which are enduser facing. Following are some key identified systems:
 
 - Data Catalog
 - Stories and Blogs
-- Community forum
-- Information portal
-- Data management platform
-- Sytem moderation control panal
-
+- Community Forum
+- Information Portal
+- Data Management Platform
+- System Moderation Control Panel
 
 ## Data Sourcing
-![1](./assets/data_source.jpg)
+![1](./assets/data-source.png)
 
 The system would support sourcing of data from three different processes
 1. Direct bulk upload by system maintainer
@@ -31,16 +31,16 @@ The system would support sourcing of data from three different processes
 3. Data periodically updated via automated processes
 
 ## Data Storage
-The system contains various datastorage capabilities at different levels of the platform. Each component in the system would have a temporary storage to enable faster data access and processing. 
+The system contains various data storage capabilities at different levels of the platform. Each component in the system would have a temporary storage to enable faster data access and processing. 
 
-All datasets are stored pre and post procesing to enable higher reselience against dataloss. The central datastore manages the processing, idexing, caching and archival of data.
+All datasets are stored pre and post processing to enable higher resilience against data loss. The central datastore manages the processing, indexing, caching and archival of data.
 
-A knowledgegraph of all the base truths in the system is maintained to enable information mapping against mutiple datasources.
+A knowledge graph of all the base truths in the system is maintained to enable information mapping against mutiple data sources.
 
 ![1](./assets/storage.jpg)
 
 
 ## Monitoring and Analysis
-The system would be equipted with central monitoring system to monitor workflows between all the components of the system. This system would also allow mannual interventions and policy enforcements.
+The system would be equipped with central monitoring system to monitor workflows between all the components of the system. This system would also allow manual interventions and policy enforcement.
 
-The processesed data is also avalilable to allow analysis of all the datasets present in the system.
+The processesed data is also available to allow analysis of all the datasets present in the system.