diff --git a/vignettes/multi-model/anomaly_agreement.md b/vignettes/multi-model/anomaly_agreement.md
index 424c485049ba6cb5cac60e2194652ce23a4cddaa..744dc22e3b80fe8244d6ce463c663fb03c25161b 100644
--- a/vignettes/multi-model/anomaly_agreement.md
+++ b/vignettes/multi-model/anomaly_agreement.md
@@ -7,7 +7,7 @@ output:
 Multi-model agreement
 =====================
 
-Multi-model agreement performs a comparison of Climate Model Projections anomalies. This vignette aims to illustrate a step-by-step example of how to perform a Multi-model agreement assessment using **ClimProjDiags package** functionalities. The following example simulates the case of summer projections temperature anomalies for different models.
+Multi-model agreement performs a comparison of climate model projections anomalies. This vignette illustrates step-by-step how to perform a multi-model agreement assessment using **ClimProjDiags package** functionalities. The following example simulates the case of summer projections temperature anomalies for different models.
 
 ### 1- Load dependencies
 
@@ -18,7 +18,7 @@ This example requires the following system libraries:
 - cdo
 
 
-The **ClimProjDiags R package** should be loaded by running the following lines in R, onces it's integrated into CRAN mirror.
+The **ClimProjDiags R package** should be loaded by running the following lines in R, onces it is integrated into CRAN mirror.
 
 ```r
 library(ClimProjDiags)