diff --git a/README.md b/README.md
index 563ec62..c3514ee 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,8 @@
# OpenFDA BigData Pipeline
-**OpenFDA BigData Pipeline** enables collection, processing and real-time presentation of data on adverse drug events from [openFDA](https://open.fda.gov/apis/drug/) project database.
+**OpenFDA BigData Pipeline** enables collection, processing, and real-time presentation of data - on adverse drug events from the [openFDA](https://open.fda.gov/apis/drug/) project database.
-The solution uses [Apache Kafka](https://kafka.apache.org/) as a message bus, [Mongo DB](https://www.mongodb.com) as a document storage, [Spring Boot](https://spring.io/projects/spring-boot) for services and is Dockerized.
+The solution uses [Apache Kafka](https://kafka.apache.org/) as a message broker, [Mongo DB](https://www.mongodb.com) as a document storage, [Spring Boot](https://spring.io/projects/spring-boot) for services and is Dockerized.
## Contents
@@ -60,14 +60,11 @@ In addition, you can access Jupyter Notebook `jupyter-notebook` via a browser un
## Example graphs
-### Top patient reactions reported between 2020-01-01 and 2022-01-01
-![Top patient reactions](results/top-patient-reactions-2020-2022.png)
+### Top 20 patient reactions reported since 2004
+![Top patient reactions](results/top-patient-reactions-all.png)
-### Top patient medical products reported between 2020-01-01 and 2022-01-01
-![Top medical products](results/top-medical-products-2020-2022.png)
-
-### Number of patient reactions grouped by month reported between 2020-01-01 and 2022-01-01
-![Top reactions grouped by month](results/reactions-by-month-2020-2022.png)
+### Top 20 patient medical products reported since 2004
+![Top medical products](results/top-medical-products-all.png)
## Issues and contribution
diff --git a/pipeline-architecture-pl.drawio b/pipeline-architecture-pl.drawio
index 75e7f43..1073546 100644
--- a/pipeline-architecture-pl.drawio
+++ b/pipeline-architecture-pl.drawio
@@ -1 +1 @@
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diff --git a/pipeline-architecture.png b/pipeline-architecture.png
index fe255d9..a767f4c 100644
Binary files a/pipeline-architecture.png and b/pipeline-architecture.png differ
diff --git a/results/top-medical_products-all.png b/results/top-medical-products-all.png
similarity index 100%
rename from results/top-medical_products-all.png
rename to results/top-medical-products-all.png