diff --git a/README.md b/README.md
index 3a24861..52c04e1 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,7 @@ Data:
   
 The `Singapore Open Data Licence` aims to promote and enable easy reuse of Public Sector data...
 
-Updated: 2023-08-27
+Updated: 2023-10-28
 
 ## CPI Indicators and Household Expenditure
 ![](https://github.com/weiyuet/singapore-data/blob/main/figures/cpi-indicators.png)
diff --git a/data/rainfall-monthly-number-of-rain-days/rainfall-monthly-number-of-rain-days.csv b/data/rainfall-monthly-number-of-rain-days/rainfall-monthly-number-of-rain-days.csv
index 2f31ef7..86f895e 100644
--- a/data/rainfall-monthly-number-of-rain-days/rainfall-monthly-number-of-rain-days.csv
+++ b/data/rainfall-monthly-number-of-rain-days/rainfall-monthly-number-of-rain-days.csv
@@ -497,3 +497,6 @@ month,no_of_rainy_days
 2023-04,19
 2023-05,11
 2023-06,15
+2023-07,14
+2023-08,12
+2023-09,10
diff --git a/data/rainfall-monthly-total/rainfall-monthly-total.csv b/data/rainfall-monthly-total/rainfall-monthly-total.csv
index 6c16015..80a7c12 100644
--- a/data/rainfall-monthly-total/rainfall-monthly-total.csv
+++ b/data/rainfall-monthly-total/rainfall-monthly-total.csv
@@ -497,3 +497,6 @@ month,total_rainfall
 2023-04,222.8
 2023-05,112.8
 2023-06,228.4
+2023-07,158
+2023-08,114
+2023-09,133
diff --git a/figures/number-of-rain-days-monthly.png b/figures/number-of-rain-days-monthly.png
index 79bc8d8..05f11ef 100644
Binary files a/figures/number-of-rain-days-monthly.png and b/figures/number-of-rain-days-monthly.png differ
diff --git a/figures/rainfall-monthly-total.png b/figures/rainfall-monthly-total.png
index 15b1005..3a8d7ab 100644
Binary files a/figures/rainfall-monthly-total.png and b/figures/rainfall-monthly-total.png differ