diff --git a/README.MD b/README.MD
index cd58251..5a94d5c 100755
--- a/README.MD
+++ b/README.MD
@@ -4,9 +4,10 @@
[![This project is using Percy.io for visual regression testing.](https://percy.io/static/images/percy-badge.svg)](https://percy.io/poly-glot/tensorflowjs-remove-background)
[![Cypress.io Dashboard](https://img.shields.io/badge/cypress-dashboard-brightgreen.svg)](https://dashboard.cypress.io/projects/jp2thc/runs)
[![DeepScan grade](https://deepscan.io/api/teams/8408/projects/10623/branches/149386/badge/grade.svg)](https://deepscan.io/dashboard#view=project&tid=8408&pid=10623&bid=149386)
+[![Maintainability](https://api.codeclimate.com/v1/badges/e9ab18c4667689e347de/maintainability)](https://codeclimate.com/github/poly-glot/tensorflowjs-remove-background/maintainability)
[![Open in Gitpod](https://gitpod.io/button/open-in-gitpod.svg)](https://gitpod.io/#https://github.com/poly-glot/tensorflowjs-remove-background)
-Remove Background from picture using WebAssembly & TensorFlow.js
+Remove Background from the picture using WebAssembly & TensorFlow.js
# Getting Started
```
@@ -14,51 +15,40 @@ npm install
npm start
```
-## Manual Review Guidelines
+# How it is pieced together
+
+
+## Demonstration
- CSS |
- Use BEM naming convention |
+ Canvas |
+ How to manipulate ImageData to build a new image. |
- JS |
- Prefix DOM Element class name or ID with "js-" to indicate element is linked to Javascript |
+ Canvas |
+ Save Canvas image. |
- JS |
- Use Async/Await over promises |
+ SEO |
+ Excluding Unwanted Text from the Google Index <!--googleoff: index--> |
- JS |
- Keep Code branching to one level and reduce nested if/else statements |
+ HTML |
+ Use referrerpolicy="no-referrer" to disable hotlink protection. |
+
+ HTML |
+ Use accept attribute e.g. accept=".jpg,.png,.jpeg" to allow users to select required file type. |
+
JS |
- Leverage Modern Browser API's instead of bloated libraries or framework e.g. use fetch instead of axios |
-
+ Handle events using Event Bubbling. |
+
+
+ Accessibility |
+ A small & Accessible Collapse implementation. |
+
-# Local Development
-
-### Running Github Action
-```
-# https://github.com/nektos/act
-curl https://raw.githubusercontent.com/nektos/act/master/install.sh | sudo bash
-act pull_request
-act --job ci
-```
-
-### Running Sonar
-```
-docker run -d --name sonarqube -p 9000:9000 -p 9092:9092 sonarqube
-docker run -ti -v $(pwd)/src:/root/src --link sonarqube newtmitch/sonar-scanner
-```
-
-### Docker
-```
-docker build -t tensorflowjs-remove-background .
-docker run -it --rm -p 5000:5000 tensorflowjs-remove-background
-```
-
# Browser Support
2 most recent versions of Chrome, Firefox, Safari & MS Edge.
diff --git a/docs/control-flow.drawio b/docs/control-flow.drawio
new file mode 100644
index 0000000..b2dbdbf
--- /dev/null
+++ b/docs/control-flow.drawio
@@ -0,0 +1 @@
+7VtZc9s2EP41nmkfmuEhHn6sHNv11Gk9lpM2Tx2IhCg0IMEBoau/vgAJigdAiTIlS06bmWS4i4PkfrvfLpbKlX0Tr+8pSOefSAjxlWWE6yv745VlXY9c/q9QbAqFY1qFIqIoLFRmpZigf6BUGlK7QCHMGhMZIZihtKkMSJLAgDV0gFKyak6bEdy8awoiqCgmAcCq9g8UsrnUmoZRDfwCUTSXt/YdOTAFwbeIkkUi73dl2bP8TzEcg3IvOT+bg5Csair79sq+oYSw4ipe30AsTFuarVh31zG6fW4KE9ZngedBN7j2Zua1GwLft3+SOywBXsDyFVzM9xozMOXmsdxICFvllHCM20qqaMK2ZqrM4Q+pTntHC4VSO1NnIqFv2jP3BrYpPTBboRiDhEvjOYsxV5r8MpgjHD6CDVkIdDPGva2UxlyiTIYSR90e524IBdBC2nqaEDCYQjze+uoNwYTyoYTkN8wYJd+2ji/uOyMJuwMxwiKev0AaggRItbyjz0WAUZTw64A7H6Tbt6p7Y+lekDK4rqmkd95DEkNGubmMcnQkI0UySSmuqrD0y6ic1yLSKyMSSCqItltX4cAvZET0jA5LiY6HJOXWt4wJWdAA9oRRgUo1VGdg7rectJSlWsp0dZayd1hK7v7MSRYkkfDXHdvbfXYHmPtGAhgcC8/LFDi2L/I6hK5VhGJO1pkwLyVLJAKC07Sw02QR8QGGSMIF7u0RZAp+VQwJ3FZzxOAkBYEYXfHM14L1IkKs02l7x5zVDDnT0XiSpcHaPUXI+XpAuWqRYgJqeH7OuEX+B1AF0NXgZ2rwG50CP1vB7wYkSyAC8omSAGYZSqKL4M1y1G1a7yg82td86MX59XFlBNh9QYvfvsQRNO9KTquZB3KymkiRUDYnEUkAvq20reRfzXkkJJXW/BsytpHWBAtGmraGa8T+FMs/OFL6Whv5uJY758KmFBL+urVFQvxaH6uW5VK5rhUjxeuKd+ysarvcLCvScLct5cGEO5Kg++55vt5HKMSAoWXzwY4OuKvEzDOMyVKQ3lgcbgTPGROQhFOy5lfPPItRFMhMlnNhgEmSx5UxQ3nWRgkH2DIePt0L02IYC1MOIkstaEqY9YFtCI/p8tAxeKzbKRq4kCTPRo8yEbXtOSfxdJFdhC1bdbSpLaRVW/qnyAkjxY5Vni2z+wTSJbqQilqO2talZQbTGZQazFemhhrNu9YhRJ9LT5Ai/vqi+jkW+496sn/ZhtpL/+bonPxfPqaSAH74cRhnn6/APZTMOuxf7tAMRNvQROLoLTODqVJaSmHIk7J4UbSGWBS8ZCaeZxGDPE/nbSGemJtHU1TwX5v15iAVl2lRMu9HumpE/r5gGAlIj5dpdoPjNbHxNdjoOgW2cyJsLDWabki6yc2eQ5TbfQvSjJJYYEVRhDgrVpBwqIpej6QZ0ZMWpRaJU5IJEfC/CVx9FyCadgPFkW+9HYrKozoKgC8wyQi9w5zMLqhAGPlnLBDUetAdXBzUDLgvW3Dz/iy+vLR0d0g8cNGBrkFQHA/DckWAQZah4GXO2TAfkMuKaiOsLdJUJtoK5nXpa79POGoBofZrDG0NM6CakEufCBKnttLdWt7mWi0vKnhKLhrUZtXnPE8Jy78yGImTJS/xMnEY/W/UKs5OUmgdGmzP++C8XbWiPKzaW+C5pchrTxQuEbwoRnVHl8SoppqIPqchYLDLcu/E4Xdi5h6Kmd3qNOjaNrpPdicrzi31o3YBW93njQdtzfZOEDyUstxDKMvRlfBv2njzBlUyAzvg5XXe4Nh2w/d1wBttkaod3tEY0RYM/ci03vTo+nq2t9/R4Q9v1O4wzgLvK6E6QruqD3LXPZE764cK0x+E3Cv7j6dBYGdfZ3/D0DsnDtbZ+8Bv/LmvN35eT/yKJtHQIxo/z4JNbUIqzl5ZbefWCc7xWr9u8lo/12vNt6/9XfP5RfEERz3nWcP7CO+ennc2Fvc711HO/4c6V9tZyv7AaZ1lWKn2/TqLphLrOF+eLYmcJZlfVhLpPPLvLwDOkkC89idpZ3cCGRk75x/KCVysfqteTK/+P4B9+y8=
\ No newline at end of file
diff --git a/public/assets/diagram.svg b/public/assets/diagram.svg
new file mode 100644
index 0000000..352d9aa
--- /dev/null
+++ b/public/assets/diagram.svg
@@ -0,0 +1,3 @@
+
+
+
\ No newline at end of file
diff --git a/public/assets/social.jpg b/public/assets/social.jpg
new file mode 100644
index 0000000..c1d2005
Binary files /dev/null and b/public/assets/social.jpg differ
diff --git a/public/index.html b/public/index.html
index f1088c9..0b14557 100755
--- a/public/index.html
+++ b/public/index.html
@@ -3,31 +3,28 @@
- Usual title
-
+ Remove Background from the picture using WebAssembly & TensorFlow.js
+
-
-
-
+
+
+
-
-
+
-
-
-
-
-
-
+
+
+
+
@@ -37,7 +34,8 @@
diff --git a/src/component/core-css/site.css b/src/component/core-css/site.css
index a095f83..3c4f23f 100644
--- a/src/component/core-css/site.css
+++ b/src/component/core-css/site.css
@@ -1,5 +1,7 @@
.site__header {
border-bottom: 1px solid var(--borderColor);
+ display: flex;
+ justify-content: space-between;
padding: 15px;
}