diff --git a/Dockerfile b/Dockerfile
index f470f4d..70eb7ba 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -6,5 +6,6 @@ RUN python -m pip install --upgrade pip
 RUN pip install utils pycryptodome && \
     pip install python-dotenv schedule tweepy stomp.py python-json-logger
 COPY . /home/tweet-collector/.
+RUN python3 /home/spam-filter/configuration/scripts/nltk_package_downloads.py
 EXPOSE 9090
 CMD ["python", "/home/tweet-collector/src/main.py"]
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diff --git a/configuration/scripts/nltk_package_downloads.py b/configuration/scripts/nltk_package_downloads.py
new file mode 100644
index 0000000..d0ed840
--- /dev/null
+++ b/configuration/scripts/nltk_package_downloads.py
@@ -0,0 +1,7 @@
+#!/usr/bin/env python
+
+import nltk
+
+if __name__ == '__main__':
+    nltk.download('wordpunct_tokenize')
+    nltk.download('stopwords')
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