diff --git a/Dockerfile b/Dockerfile
index 77d2be6..eacb0ba 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,15 +1,44 @@
-FROM python:3.8
+FROM ubuntu:20.04
 LABEL maintainer="Robin Cole @robmarkcole"
 
 EXPOSE 8501
 
-COPY requirements.txt .
+WORKDIR /root
+SHELL ["/bin/bash", "-c"]
+RUN apt-get update
+RUN apt-get upgrade -y
+RUN apt-get install -y apt-utils
+RUN DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends tzdata
+RUN apt-get install -y build-essential git wget sudo pkg-config curl dbus cmake vim nano python3 python3-pip python3-setuptools libjemalloc-dev libboost-dev libboost-filesystem-dev libboost-system-dev libboost-regex-dev autoconf flex bison libssl-dev llvm-10
+RUN ln -s /usr/bin/python3 /usr/bin/python
+RUN ln -s /usr/bin/pip3 /usr/bin/pip
 RUN pip install --upgrade pip
+RUN pip install numpy==1.17.3 cython pygments==2.4.1
+RUN export ARROW_HOME=/usr/local/lib
+RUN export LD_LIBRARY_PATH=/usr/local/lib:$LD_LIBRARY_PATH
+
+WORKDIR /root
+RUN wget --no-check-certificate https://github.com/apache/arrow/archive/apache-arrow-3.0.0.tar.gz
+RUN tar -xvf apache-arrow-3.0.0.tar.gz
+RUN mkdir -p /root/arrow-apache-arrow-3.0.0/cpp/build
+WORKDIR /root/arrow-apache-arrow-3.0.0/cpp/build
+RUN cmake -DCMAKE_INSTALL_PREFIX=$ARROW_HOME -DCMAKE_INSTALL_LIBDIR=lib -DARROW_WITH_BZ2=ON -DARROW_WITH_ZLIB=ON -DARROW_WITH_ZSTD=ON -DARROW_WITH_LZ4=ON -DARROW_WITH_SNAPPY=ON -DARROW_PARQUET=ON -DARROW_PYTHON=ON -DARROW_BUILD_TESTS=OFF ..
+RUN make -j4
+RUN make install
+WORKDIR /root/arrow-apache-arrow-3.0.0/python
+RUN python setup.py build_ext --build-type=release --with-parquet
+RUN python setup.py install
+
+WORKDIR /root
+RUN rm -R *
+COPY requirements.txt .
 RUN pip install -r requirements.txt
+RUN apt-get remove -y build-essential wget pkg-config apt-utils cmake vim nano libjemalloc-dev libboost-dev libboost-filesystem-dev libboost-system-dev libboost-regex-dev autoconf flex bison libssl-dev
+RUN apt-get autoremove -y
 
 RUN mkdir -p /app
 COPY app /app
 WORKDIR /app
 
 ENTRYPOINT [ "streamlit", "run"]
-CMD ["deepstack-ui.py"]
\ No newline at end of file
+CMD ["deepstack-ui.py"]