diff --git a/Dockerfile b/Dockerfile
index d04564a..709b823 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,16 +1,30 @@
-FROM andrewosh/binder-base
-
-MAINTAINER Kozo Nishida <knishida@riken.jp>
+FROM jupyter/base-notebook:latest
 
 USER root
 
-# Add ecell4 dependencies
-RUN apt-get update
-RUN apt-get install -y build-essential ruby ruby-dev libzmq3 libzmq3-dev gnuplot-nox libgsl0-dev libtool autoconf automake zlib1g-dev libsqlite3-dev libmagick++-dev imagemagick libatlas-base-dev && apt-get clean
-RUN ln -s /usr/bin/libtoolize /usr/bin/libtool # See https://github.com/zeromq/libzmq/issues/1385
+RUN apt-get update && \
+    apt-get install -y build-essential \
+        ruby2.5 ruby2.5-dev libzmq3-dev gnuplot-nox libgsl-dev libtool autoconf make \
+        automake zlib1g-dev libsqlite3-dev libmagick++-dev imagemagick \
+        libatlas-base-dev g++ libczmq-dev libffi-dev libtool-bin cmake git && \
+        apt-get gnuplot-x11 clean
+
+# See https://github.com/methodmissing/rbczmq/issues/64
+RUN CPPFLAGS='-Wno-error=deprecated-declarations' gem install rbczmq -v '1.7.9'
+RUN gem install nmatrix daru cztop iruby gnuplotrb gruff
+RUN gem install specific_install
+RUN gem specific_install https://github.com/SciRuby/daru.git
+RUN gem install nyaplot
+# RUN ls && ls && gem specific_install https://github.com/lokeshh/sciruby.git master
+
+RUN gem install narray nmatrix gsl
+RUN gem specific_install https://github.com/lokeshh/statsample-glm.git upgrade_daru
+# RUN gem update --no-document --system && gem install --no-document sciruby-full
+
+USER $NB_UID
 
-RUN gem update --no-document --system && gem install --no-document sciruby-full
+RUN iruby register --force
 
-USER main
+COPY . .
 
-RUN iruby register
\ No newline at end of file
+ENTRYPOINT jupyter-notebook
\ No newline at end of file