diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..eb89aad
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,13 @@
+FROM ubuntu:latest
+
+RUN apt-get update && \
+    apt-get install -y python3 python3-pip
+
+RUN pip3 install pandas scikit-learn kaggle
+
+WORKDIR /app
+
+COPY create-dataset.py /app
+COPY data/barcelona_weekends.csv /app
+
+CMD ["python3", "create-dataset.py"]
\ No newline at end of file
diff --git a/create-dataset.py b/create-dataset.py
index 34955f4..665aa2f 100644
--- a/create-dataset.py
+++ b/create-dataset.py
@@ -3,9 +3,9 @@ import os
 import numpy as np
 
 
-cutoff = int(os.environ['CUTOFF'])
+cutoff = 10
 
-data = pd.read_csv('./ium_z444510/barcelona_weekends.csv')
+data = pd.read_csv('./barcelona_weekends.csv')
 data = data.sample(cutoff)
 data = data.iloc[:, 1:]
 
@@ -15,3 +15,7 @@ train_set, dev_set, test_set = np.split(data.sample(frac=1, random_state=42),
 train_set.to_csv('train.csv', index=False)
 dev_set.to_csv('dev.csv', index=False)
 test_set.to_csv('test.csv', index=False)
+
+
+check = pd.read_csv('./train.csv')
+print(check.head())