diff --git a/docs/end-to-end-gee.html b/docs/end-to-end-gee.html
index 92b265ab..11e45e67 100644
--- a/docs/end-to-end-gee.html
+++ b/docs/end-to-end-gee.html
@@ -1344,7 +1344,12 @@ <h2>08. Exporting Data</h2>
 <p>Once the Export finishes, a GeoTiff file for each export task will be
 added to your Google Drive in the specified folder. You can download
 them and use it in a GIS software.</p>
-<p><img src="images/end_to_end_gee/exporting_data.png" width="75%" style="display: block; margin: auto;" /></p>
+<div class="figure" style="text-align: center">
+<img src="images/end_to_end_gee/exporting_data.png" alt="Visualized vs. Raw Composite" width="85%" />
+<p class="caption">
+Visualized vs. Raw Composite
+</p>
+</div>
 <p><a
 href="https://code.earthengine.google.co.in/?scriptPath=users%2Fujavalgandhi%2FEnd-to-End-GEE%3A01-Earth-Engine-Basics%2F08b_Export_(complete)"
 target="_blank">Open in Code Editor ↗</a></p>
@@ -1413,10 +1418,11 @@ <h3>Exercise</h3>
 </div>
 <div id="assignment-1" class="section level2">
 <h2>Assignment 1</h2>
-<p>Load the Night Lights Data for 2019 and 2020. Compare the imagery for
-your region and find the changes in the city.</p>
+<p>Load the Night Lights Data for May 2015 and May 2020. Compare the
+imagery for your region and find the changes in the city due to COVID-19
+effect.</p>
 <div class="figure" style="text-align: center">
-<img src="images/end_to_end_gee/assignment1.png" alt="Assignment1 Expected Output" width="75%" />
+<img src="images/end_to_end_gee/assignment1.png" alt="Assignment1 Expected Output" width="85%" />
 <p class="caption">
 Assignment1 Expected Output
 </p>
diff --git a/docs/images/end_to_end_gee/assignment1.png b/docs/images/end_to_end_gee/assignment1.png
index 87865e71..daabc849 100644
Binary files a/docs/images/end_to_end_gee/assignment1.png and b/docs/images/end_to_end_gee/assignment1.png differ
diff --git a/docs/images/end_to_end_gee/clipping.png b/docs/images/end_to_end_gee/clipping.png
index b11ea8e2..d4dc37a1 100644
Binary files a/docs/images/end_to_end_gee/clipping.png and b/docs/images/end_to_end_gee/clipping.png differ
diff --git a/docs/images/end_to_end_gee/exporting_data.png b/docs/images/end_to_end_gee/exporting_data.png
index 2dfcba61..619f594c 100644
Binary files a/docs/images/end_to_end_gee/exporting_data.png and b/docs/images/end_to_end_gee/exporting_data.png differ
diff --git a/end-to-end-gee.Rmd b/end-to-end-gee.Rmd
index 212b907d..f562713b 100644
--- a/end-to-end-gee.Rmd
+++ b/end-to-end-gee.Rmd
@@ -344,7 +344,7 @@ knitr::include_graphics('images/end_to_end_gee/export_task02.png')
 
 Once the Export finishes, a GeoTiff file for each export task will be added to your Google Drive in the specified folder. You can download them and use it in a GIS software.
 
-```{r echo=FALSE, fig.align='center', out.width='75%'}
+```{r echo=FALSE, fig.align='center', out.width='85%', fig.cap='Visualized vs. Raw Composite'}
 knitr::include_graphics('images/end_to_end_gee/exporting_data.png')
 ```
 
@@ -365,9 +365,9 @@ knitr::include_graphics('images/end_to_end_gee/exporting_data.png')
 
 ## Assignment 1
 
-Load the Night Lights Data for 2019 and 2020. Compare the imagery for your region and find the changes in the city. 
+Load the Night Lights Data for May 2015 and May 2020. Compare the imagery for your region and find the changes in the city due to COVID-19 effect.
 
-```{r echo=FALSE, fig.align='center', out.width='75%', fig.cap='Assignment1 Expected Output'}
+```{r echo=FALSE, fig.align='center', out.width='85%', fig.cap='Assignment1 Expected Output'}
 knitr::include_graphics('images/end_to_end_gee/assignment1.png')
 ```
 
diff --git a/images/end_to_end_gee/assignment1.png b/images/end_to_end_gee/assignment1.png
index 87865e71..daabc849 100644
Binary files a/images/end_to_end_gee/assignment1.png and b/images/end_to_end_gee/assignment1.png differ
diff --git a/images/end_to_end_gee/clipping.png b/images/end_to_end_gee/clipping.png
index b11ea8e2..d4dc37a1 100644
Binary files a/images/end_to_end_gee/clipping.png and b/images/end_to_end_gee/clipping.png differ
diff --git a/images/end_to_end_gee/exporting_data.png b/images/end_to_end_gee/exporting_data.png
index 2dfcba61..619f594c 100644
Binary files a/images/end_to_end_gee/exporting_data.png and b/images/end_to_end_gee/exporting_data.png differ