add gif to img/README, add reflection

README.md

@@ -23,7 +23,7 @@ Being unprepared for certain weather conditions can make or break a trip. Our mo
 
 ## Dashboard Preview and Description
 
-[--- GIF will go here --]
+<img src='img/demo.gif' width="1000" height="500">
 
 Our dashboard is presents observed temperature and precipitation data from the [weather_forcasts.csv](https://github.com/rfordatascience/tidytuesday/blob/master/data/2022/2022-12-20/weather_forecasts.csv) in tidytuesday. 
 
@@ -37,7 +37,7 @@ Based on these user selections, our app presents the following:
   - A map showing the average temperature or precipitation levels based on the range chosen by the user. City points are coloured from low to high temperature or precipitation levels. 
   - A line plot showing the distribution of low and high observed temperatures and precipitation levels. 
 
-In the `City Ranking by Temp/Rain` tab, users select the US state of their interest, the month they would like to observe data for, and whether they would like to observe high or low temperature/precipitation records. Based on these selections, our app presents bar graphs for the top 10 cities in the specified state with the highest or lowest average monthly temperature/precipitation.
+In the `City Ranking by Temp/Rain` tab, users select the US state of their interest, the month they would like to observe data for, and whether they would like to observe high or low temperature/precipitation records. Based on these selections, our app presents bar graphs for the cities ranking in the specified state with the highest or lowest average monthly temperature/precipitation.
 
 ## Installation
 

docs/reflection-milestone2.md

@@ -3,14 +3,16 @@
 
 ## What went well?
 
-The project successfully tied the plots to the drop-down menus and fill-in options provided to users. The fundamental functionalists of the proposed plots were also implemented, and the overall design of the dashboard resembles it well. 
+The project successfully tied the plots to the drop-down menus and fill-in options provided to users. The fundamental functionalists of the proposed plots were also implemented, and the overall design of the dashboard resembles it well.
 
-We were able to create two tabs: City Map with Temp/Rain Trends, and City Ranking by Temp/Rain. The City Map with Temp/Rain Trends tab allows users to select a range of months, cities and states, and observe temperature or precipitation levels. The app then presents summary metrics, a map showing the average temperature or precipitation levels, and a line plot showing the temperature or precipitation distribution. The City Ranking by Temp/Rain tab enables users to select a US state, and a specific month, and observe high or low temperature/precipitation records for the top 10 cities in that state.
+We were able to create two tabs: City Map with Temp/Rain Trends, and City Ranking by Temp/Rain. The City Map with Temp/Rain Trends tab allows users to select a range of months, cities and states, and observe temperature or precipitation levels. The app then presents summary metrics, a map showing the average temperature or precipitation levels, and a line plot showing the temperature or precipitation distribution. The City Ranking by Temp/Rain tab enables users to select a US state, and a specific month, and observe high or low temperature/precipitation records in a specific state.
 
 ## What changed?
 
 Originally, our aim was to create a map that shows the differences in temperature and precipitation by the state for a specific month. However, after considering that our data is primarily city-based and our dashboard is named `citytemp`, we decided to focus on displaying temperature and precipitation differences by cities instead.
 
+In the second tab of the dashboard, we have cities ranked by temperature and precipitation in different states. Originally, in the sketch, we planned to have a bar chart that would display the top 10 states or cities with the highest temperature or precipitation. However, upon reflection, we decided to display a bar chart that shows the ranking of all cities in a particular state, as it is more informative for travelers who want to visit a specific state.
+
 ## Future improvements
 
 Although we are satisfied with the functionalists we have implemented so far, there are still areas where we can improve the `citytemp` app. Firstly, we plan to redesign the app layout and theme to make it more aesthetically pleasing and user-friendly. Additionally, as our data only covers the period between `Jan 2021` and `Jun 2022`, we need to reconsider the range and label for the month range sliding window to provide users with a better understanding of the data's temporal limitation. We will also need to inform our dashboard of these limitations to ensure users could have a more general idea when using our dashboard.