diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..6d597da
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,32 @@
+# FROM python:3.7.0-slim
+
+# COPY . .
+
+# RUN pip install -r requirements.txt
+
+# # CMD ["python","predict.py"]
+
+# Use Python 3.7 slim image to reduce image size
+FROM python:3.7-slim
+
+# Set environment variables
+ENV PYTHONUNBUFFERED=1
+ENV PYTHONDONTWRITEBYTECODE=1
+
+# Set working directory
+WORKDIR /app
+
+# Copy the current directory into the container
+COPY . /app
+
+# Install system dependencies
+RUN apt-get update && apt-get install -y \
+    build-essential \
+    && rm -rf /var/lib/apt/lists/*
+
+# Install Python dependencies
+RUN pip install --upgrade pip
+RUN pip install -r requirements.txt
+
+# Default command to run the script
+CMD ["python", "predict.py"]
diff --git a/demo.py b/demo.py
new file mode 100644
index 0000000..64fe39d
--- /dev/null
+++ b/demo.py
@@ -0,0 +1,31 @@
+from name2nat import Name2nat
+
+my_nanat = Name2nat()
+
+names = ["Donald Trump", # American
+         "Moon Jae-in", # Korean
+         "Shinzo Abe", # Japanese
+         "Xi Jinping", # Chinese
+         "Joko Widodo", # Indonesian
+         "Angela Merkel", # German
+         "Emmanuel Macron", # French
+         "Kyubyong Park", # Korean
+         "Yamamoto Yu", # Japanese
+         "Sara Abbas"] # Chinese
+result = my_nanat(names, top_n=3)
+print(result)
+# (name, [(nationality, prob), ...])
+# Note that prob of 1.0 indicates the name exists
+# in Wikipedia.
+# [
+# ('Donald Trump', [('American', 1.0)])
+# ('Moon Jae-in', [('Korean', 1.0)])
+# ('Shinzo Abe', [('Japanese', 1.0)])
+# ('Xi Jinping', [('Chinese', 1.0)])
+# ('Joko Widodo', [('Indonesian', 1.0)])
+# ('Angela Merkel', [('German', 1.0)])
+# ('Emmanuel Macron', [('French', 1.0)])
+# ('Kyubyong Park', [('Korean', 0.9985014200210571), ('American', 0.000289416522718966), ('Bhutanese', 0.00025851925602182746)])
+# ('Yamamoto Yu', [('Japanese', 0.7050493359565735), ('Taiwanese', 0.12779785692691803), ('Chinese', 0.04263153299689293)])
+# ('Jing Xu', [('Chinese', 0.8626819252967834), ('Taiwanese', 0.09901007264852524), ('American', 0.022995812818408012)])
+# ]
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..eef57c7
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,4 @@
+torch==1.7.1
+flair==0.6
+gensim==3.8.3
+smart_open==2.0.0
\ No newline at end of file
diff --git a/run.sh b/run.sh
new file mode 100644
index 0000000..1bc25a8
--- /dev/null
+++ b/run.sh
@@ -0,0 +1,2 @@
+docker build . -t name2nat
+docker run -it --rm -v /.:/app name2nat bash
\ No newline at end of file