diff --git a/.gitignore b/.gitignore
index bd3656f3..7185af01 100644
--- a/.gitignore
+++ b/.gitignore
@@ -15,6 +15,8 @@
*-bak.cpp
*tmp.*
+
+.ipynb_checkpoints
.DS_Store
a.out
a.out.js
@@ -28,3 +30,8 @@ doc/_build/
package-lock.json
node_modules/
coverage_include/
+
+demos/*/*.csv
+
+binder/results/changing-enviroment/teeplots/*
+*/.ipynb_checkpoints/*
diff --git a/.gitmodules b/.gitmodules
index 12021593..eda7f68c 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -5,4 +5,10 @@
[submodule "third-party/conduit"]
path = third-party/conduit
url = https://github.com/mmore500/conduit.git
+[submodule "demos/boolean-calculator/third-party/magic_enum"]
+ path = demos/boolean-calculator/third-party/magic_enum
+ url = https://github.com/Neargye/magic_enum.git
shallow = true
+[submodule "demos/boolean-calculator/third-party/backward-cpp"]
+ path = demos/boolean-calculator/third-party/backward-cpp
+ url = https://github.com/bombela/backward-cpp.git
diff --git a/Dockerfile b/Dockerfile
index f802d61a..6bc68f09 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -10,6 +10,11 @@ RUN \
apt-get install -y --allow-downgrades --no-install-recommends \
rename \
libdwarf-dev \
+ elfutils \
+ libelf-dev \
+ libdw-dev \
+ libomp5 \
+ libomp-dev \
&& \
apt-get clean \
&& \
diff --git a/Makefile b/Makefile
index 58cb92e9..a51c8347 100644
--- a/Makefile
+++ b/Makefile
@@ -80,7 +80,10 @@ tests:
coverage:
$(MAKE) coverage -C tests/
+demos:
+ cd demos && make opt
+
install-test-dependencies:
git submodule update --init && cd third-party && bash ./install_emsdk.sh && bash ./install_force_cover.sh
-.PHONY: tests clean test serve debug native web tests install-test-dependencies documentation-coverage documentation-coverage-badge.json version-badge.json doto-badge.json
+.PHONY: tests clean test demos serve debug native web tests install-test-dependencies documentation-coverage documentation-coverage-badge.json version-badge.json doto-badge.json
diff --git a/README.md b/README.md
index b48f8f05..d9141952 100644
--- a/README.md
+++ b/README.md
@@ -7,8 +7,11 @@
[](https://signalgp-lite.readthedocs.io/en/latest/?badge=latest)
[](https://signalgp-lite.readthedocs.io/en/latest/)
[](https://codecov.io/gh/mmore500/signalgp-lite)
+[](https://hub.docker.com/r/mmore500/signalgp-lite)
[](https://github.com/mmore500/signalgp-lite/search?q=todo+OR+fixme&type=)
[](https://github.com/mmore500/signalgp-lite)
+[](https://mybinder.org/v2/gh/mmore500/signalgp-lite/binder?filepath=binder%2Findex.ipynb)
+
diff --git a/binder/README.md b/binder/README.md
new file mode 100644
index 00000000..61406f67
--- /dev/null
+++ b/binder/README.md
@@ -0,0 +1,2 @@
+Jupyter notebooks used for data analysis.
+You can run all notebooks in this directory in your web browser [via BinderHub](https://mybinder.org/v2/gh/mmore500/dishtiny/binder?filepath=binder).
diff --git a/binder/clear_notebooks.sh b/binder/clear_notebooks.sh
new file mode 100755
index 00000000..6884fe1c
--- /dev/null
+++ b/binder/clear_notebooks.sh
@@ -0,0 +1,62 @@
+#!/bin/bash
+
+################################################################################
+echo
+echo "running clear_notebooks.sh"
+echo "---------------------------------------------"
+################################################################################
+
+# fail on error
+set -e
+
+################################################################################
+echo
+echo "other initialization"
+echo "--------------------"
+################################################################################
+
+[[ -f ~/.secrets.sh ]] && source ~/.secrets.sh || echo "~/secrets.sh not found"
+
+# adapted from https://stackoverflow.com/a/24114056
+script_dir="$(dirname -- "$BASH_SOURCE")"
+echo "script_dir ${script_dir}"
+
+################################################################################
+echo
+echo "clear notebooks in current directory"
+echo "--------------------------------------"
+################################################################################
+
+shopt -s nullglob
+
+for notebook in "${script_dir}/"*.ipynb; do
+ jupyter nbconvert \
+ --ClearOutputPreprocessor.enabled=True \
+ --clear-output \
+ --inplace \
+ "${notebook}"
+ # remove empty cells
+ nb-clean clean --remove-empty-cells "${notebook}"
+ # strip trailing whitespace
+ sed -i 's/\s*\\n",$/\\n",/g' "${notebook}"
+ sed -i 's/\s*"$/"/g' "${notebook}"
+ # strip id fields
+ # adapted from https://stackoverflow.com/a/68037340
+ sed -i '/^ *"id": "[a-z0-9]\+",$/d' "${notebook}"
+done
+
+shopt -u nullglob
+
+################################################################################
+echo
+echo "recurse to subdirectories"
+echo "-------------------------"
+################################################################################
+
+shopt -s nullglob
+
+for script in "${script_dir}/"*/clear_notebooks.sh; do
+ "${script}"
+done
+
+shopt -u nullglob
diff --git a/binder/clear_outplots.sh b/binder/clear_outplots.sh
new file mode 100755
index 00000000..ee428761
--- /dev/null
+++ b/binder/clear_outplots.sh
@@ -0,0 +1,45 @@
+#!/bin/bash
+
+################################################################################
+echo
+echo "running clear_outplots.sh"
+echo "---------------------------------------------"
+################################################################################
+
+# fail on error
+set -e
+
+################################################################################
+echo
+echo "other initialization"
+echo "--------------------"
+################################################################################
+
+[[ -f ~/.secrets.sh ]] && source ~/.secrets.sh || echo "~/secrets.sh not found"
+
+# adapted from https://stackoverflow.com/a/24114056
+script_dir="$(dirname -- "$BASH_SOURCE")"
+echo "script_dir ${script_dir}"
+
+################################################################################
+echo
+echo "clear outplots in current directory"
+echo "-----------------------------------"
+################################################################################
+
+rm -rf "${script_dir}/outplots"
+rm -rf "${script_dir}/teeplots"
+
+################################################################################
+echo
+echo "recurse to subdirectories"
+echo "-------------------------"
+################################################################################
+
+shopt -s nullglob
+
+for script in "${script_dir}/"*/clear_outplots.sh; do
+ "${script}"
+done
+
+shopt -u nullglob
diff --git a/binder/execute_notebooks.sh b/binder/execute_notebooks.sh
new file mode 100755
index 00000000..07cb95ff
--- /dev/null
+++ b/binder/execute_notebooks.sh
@@ -0,0 +1,56 @@
+#!/bin/bash
+
+################################################################################
+echo
+echo "running execute_notebooks.sh"
+echo "---------------------------------------------"
+################################################################################
+
+# fail on error
+set -e
+
+################################################################################
+echo
+echo "other initialization"
+echo "--------------------"
+################################################################################
+
+[[ -f ~/.secrets.sh ]] && source ~/.secrets.sh || echo "~/secrets.sh not found"
+
+# adapted from https://stackoverflow.com/a/24114056
+script_dir="$(dirname -- "$BASH_SOURCE")"
+echo "script_dir ${script_dir}"
+
+################################################################################
+echo
+echo "execute notebooks in current directory"
+echo "--------------------------------------"
+################################################################################
+
+shopt -s nullglob
+
+for notebook in "${script_dir}/"*.ipynb; do
+ echo "notebook ${notebook}"
+ export NOTEBOOK_NAME="$(basename "${notebook%.*}")"
+ export NOTEBOOK_PATH="$(realpath "${notebook}")"
+ jupyter nbconvert \
+ --to notebook --execute --inplace \
+ --ExecutePreprocessor.timeout=600 \
+ "${notebook}"
+done
+
+shopt -u nullglob
+
+################################################################################
+echo
+echo "recurse to subdirectories"
+echo "-------------------------"
+################################################################################
+
+shopt -s nullglob
+
+for script in "${script_dir}/"*/execute_notebooks.sh; do
+ "${script}" "$@"
+done
+
+shopt -u nullglob
diff --git a/binder/requirements.txt b/binder/requirements.txt
new file mode 120000
index 00000000..320de70a
--- /dev/null
+++ b/binder/requirements.txt
@@ -0,0 +1 @@
+../third-party/requirements.txt
\ No newline at end of file
diff --git a/binder/results/changing-enviroment/86bf42/.ipynb_checkpoints/Untitled-checkpoint.ipynb b/binder/results/changing-enviroment/86bf42/.ipynb_checkpoints/Untitled-checkpoint.ipynb
new file mode 100644
index 00000000..6d27bc07
--- /dev/null
+++ b/binder/results/changing-enviroment/86bf42/.ipynb_checkpoints/Untitled-checkpoint.ipynb
@@ -0,0 +1,624 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "cc6c395b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np"
+ "import pandas as pd\n",
+ "import seaborn as sns\n",
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "517936b6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df2 = pd.read_csv(\"K2/concat=100+replicate=1-100+ext=.csv\")\n",
+ "df2[\"k\"] = 2\n",
+ "df4 = pd.read_csv(\"K4/concat=100+replicate=1-100+ext=.csv\")\n",
+ "df4[\"k\"] = 4\n",
+ "df8 = pd.read_csv(\"K8/concat=100+replicate=1-100+ext=.csv\")\n",
+ "df8[\"k\"] = 8\n",
+ "df16 = pd.read_csv(\"K16/concat=98+replicate=1-99+ext=.csv\")\n",
+ "df16[\"k\"] = 16\n",
+ "\n",
+ "df = pd.concat([df2, df4, df8, df16])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "f24230c0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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