diff --git a/Create_JupyterKernel.ipynb b/Create_JupyterKernel.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..d20d9f5eb63a874e3aa02041523adc8b4859f261
--- /dev/null
+++ b/Create_JupyterKernel.ipynb
@@ -0,0 +1,322 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# - Create your own Jupyter Kernel -"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---\n",
+ "## Building your own Jupyter kernel is a three step process\n",
+ "1. Create/Pimp new virtual Python environment\n",
+ " * venv\n",
+ "2. Create/Edit launch script for the Jupyter kernel\n",
+ " * kernel.sh\n",
+ "3. Create/Edit Jupyter kernel configuration\n",
+ " * kernel.json"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Settings"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* Set new kernel name\n",
+ " - change if you like"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "export KERNEL_NAME=${USER}_kernel\n",
+ "echo ${KERNEL_NAME}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* Set directory for kernels virtual environment\n",
+ " - change if you like"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "export KERNEL_VENVS_DIR=${PROJECT}/${USER}/jupyter/kernels/\n",
+ "mkdir -p ${KERNEL_VENVS_DIR}\n",
+ "echo ${KERNEL_VENVS_DIR}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* Set location of kernel spec\n",
+ " - select one:\n",
+ " - personal kernel = \"\\${HOME}/.local/\" \n",
+ " - project kernel = \"\\${PROJECT}/.local/\" "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "export KERNEL_SPECS_DIR=${HOME}/.local/\n",
+ "#export KERNEL_SPECS_DIR=${PROJECT}/.local/\n",
+ "echo ${KERNEL_SPECS_DIR}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 1. Create/Pimp new virual Python environment"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* 1.1 - Load required modules"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "module -q purge\n",
+ "module -q use $OTHERSTAGES \n",
+ "module -q load Stages/Devel-2019a 2> /dev/null\n",
+ "module -q load GCCcore/.8.3.0 2> /dev/null\n",
+ "module -q load Jupyter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* 1.2 - Load extra modules you need for your kernel"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# module load <module you need>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* 1.3 - Create and activate a virtual environment for the kernel \n",
+ "and ensure python packages installed in the virtual environment are always prefered"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "python -m venv --system-site-packages ${KERNEL_VENVS_DIR}/${KERNEL_NAME}\n",
+ "source ${KERNEL_VENVS_DIR}/${KERNEL_NAME}/bin/activate\n",
+ "export PYTHONPATH=${VIRTUAL_ENV}/lib/python3.6/site-packages:${PYTHONPATH}\n",
+ "echo ${VIRTUAL_ENV}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* 1.4 - Install Python libraries required for communication with Jupyter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "pip install --ignore-installed ipykernel"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* 1.5 - Install whatever else you need in your Python virtual environment (using pip)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#pip install <python-package you need>"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 2. Create/Edit launch script for the Jupyter kernel"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* 2.1 - Create launch script, which loads your Python virtual environment and starts the ipykernel process inside:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "echo '#!/bin/bash\n",
+ "\n",
+ "# Load required modules\n",
+ "module purge\n",
+ "module load $OTHERSTAGES'\"\n",
+ "module load Stages/Devel-2019a\n",
+ "module load GCCcore/.8.3.0\n",
+ "module load Jupyter\n",
+ "\n",
+ "# Load extra modules you need for your kernel (as you did in step 1.2)\n",
+ "#module load <module you need>\n",
+ " \n",
+ "# Activate your Python virtual environment\n",
+ "source ${KERNEL_VENVS_DIR}/${KERNEL_NAME}/bin/activate\n",
+ " \n",
+ "# Ensure python packages installed in the virtual environment are always prefered\n",
+ "export PYTHONPATH=${VIRTUAL_ENV}/lib/python3.6/site-packages:\"'${PYTHONPATH}'\"\n",
+ " \n",
+ "exec python -m ipykernel \"'$@' > ${VIRTUAL_ENV}/kernel.sh\n",
+ "chmod +x ${VIRTUAL_ENV}/kernel.sh"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 3. Create/Edit Jupyter kernel configuration"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* 3.1 - Create Jupyter kernel configuration directory and files"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "python -m ipykernel install --name=${KERNEL_NAME} --prefix ${KERNEL_SPECS_DIR}"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "* 3.2 - Adjust kernel.json file"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "mv ${KERNEL_SPECS_DIR}/share/jupyter/kernels/${KERNEL_NAME}/kernel.json ${KERNEL_SPECS_DIR}/share/jupyter/kernels/${KERNEL_NAME}/kernel.json.orig\n",
+ "\n",
+ "echo '\n",
+ "{\n",
+ " \"argv\": [\n",
+ " \"'${KERNEL_VENVS_DIR}/${KERNEL_NAME}/kernel.sh'\",\n",
+ " \"-m\",\n",
+ " \"ipykernel_launcher\",\n",
+ " \"-f\",\n",
+ " \"{connection_file}\"\n",
+ " ],\n",
+ " \"display_name\": \"'${KERNEL_NAME}'\",\n",
+ " \"language\": \"python\"\n",
+ "}' > ${KERNEL_SPECS_DIR}/share/jupyter/kernels/${KERNEL_NAME}/kernel.json"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "---"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Bash",
+ "language": "bash",
+ "name": "bash"
+ },
+ "language_info": {
+ "codemirror_mode": "shell",
+ "file_extension": ".sh",
+ "mimetype": "text/x-sh",
+ "name": "bash"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/PythonPackages.ipynb b/PythonPackages.ipynb
index 1bc11d7f359314b53df372dcbcae27df245cf578..80128399a7a5f6b3d043c938c28581330f81de0e 100644
--- a/PythonPackages.ipynb
+++ b/PythonPackages.ipynb
@@ -14,7 +14,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -307,7 +307,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 2,
"metadata": {},
"outputs": [
{
@@ -316,153 +316,154 @@
"text": [
"PYPI NAME : IMPORT NAME REQ.VERS.|INST.VERS. IMPORT TIME\n",
"=================================================================================\n",
- "setuptools : setuptools 41.6.0 0.000092s\n",
- "webencodings : webencodings 0.5.1 0.000071s\n",
- "six : six 1.12.0 0.000067s\n",
- "decorator : decorator 4.4.0 0.000055s\n",
- "MarkupSafe : markupsafe 1.1.1 0.000061s\n",
- "more-itertools : more_itertools 7.2.0 != \u001b[31m7.0.0 \u001b[0m 0.000046s\n",
- "pickleshare : pickleshare 0.7.5 0.000057s\n",
- "jedi : jedi 0.15.1 != \u001b[31m0.13.3 \u001b[0m 0.000048s\n",
- "wcwidth : wcwidth 0.1.7 0.000045s\n",
- "attr : attr 19.3.0 != \u001b[31m19.1.0 \u001b[0m 0.000060s\n",
- "parso : parso 0.5.1 != \u001b[31m0.3.4 \u001b[0m 0.000064s\n",
- "jinja2 : jinja2 2.10.1 != \u001b[31m2.10 \u001b[0m 0.000049s\n",
- "pytz : pytz 2019.3 != \u001b[31m2019.1 \u001b[0m 0.000061s\n",
- "pyparsing : pyparsing 2.2.0 != \u001b[31m2.3.1 \u001b[0m 0.000052s\n",
- "packaging : packaging 19.2 != \u001b[31m19.0 \u001b[0m 0.000049s\n",
- "urllib3 : urllib3 1.25.6 != \u001b[31m1.24.1 \u001b[0m 0.000047s\n",
- "certifi : certifi 2019.9.11 != \u001b[31m2019.03.09\u001b[0m 0.000099s\n",
- "requests : requests 2.22.0 != \u001b[31m2.21.0 \u001b[0m 0.000056s\n",
- "python-dateutil : dateutil 2.8.1 != \u001b[31m2.8.0 \u001b[0m 0.000066s\n",
- "Pillow : PIL 6.2.1 != \u001b[31m6.0.0 \u001b[0m 0.000054s\n",
- "ply : ply 3.11 0.000041s\n",
- "pyrsistent : pyrsistent 0.15.4 != \u001b[31m0.14.11 \u001b[0m 0.000038s\n",
- "lxml : lxml 4.4.1 != \u001b[31m4.3.3 \u001b[0m 0.000054s\n",
- "idna : idna 2.8 0.000048s\n",
- "chardet : chardet 3.0.4 0.000054s\n",
- "pycparser : pycparser 2.19 0.000040s\n",
- "cffi : cffi 1.13.2 != \u001b[31m1.12.2 \u001b[0m 0.000061s\n",
- "psutil : psutil 5.6.3 != \u001b[31m5.6.1 \u001b[0m 0.000046s\n",
- "SQLAlchemy : sqlalchemy 1.3.10 != \u001b[31m1.3.1 \u001b[0m 0.000043s\n",
- "certipy : certipy 0.1.3 0.000056s\n",
- "python-editor : editor 1.0.4 0.000057s\n",
- "Mako : mako 1.1.0 != \u001b[31m1.0.8 \u001b[0m 0.000039s\n",
- "alembic : alembic 1.2.1 != \u001b[31m1.0.8 \u001b[0m 0.000037s\n",
- "click : click 7.0 0.000034s\n",
- "appdirs : appdirs 1.4.3 0.000034s\n",
- "cloudpickle : cloudpickle 1.2.2 != \u001b[31m0.8.1 \u001b[0m 0.000037s\n",
- "toolz : toolz 0.10.0 != \u001b[31m0.9.0 \u001b[0m 0.000048s\n",
- "cryptography : cryptography 2.8 0.000037s\n",
- "prompt-toolkit : prompt_toolkit 2.0.10 != \u001b[31m2.0.9 \u001b[0m 0.000045s\n",
- "oauthlib : oauthlib 3.1.0 0.000035s\n",
- "async-generator : async_generator 1.10 0.000036s\n",
- "smmap : smmap 0.9.0 != \u001b[31m2.0.5 \u001b[0m 0.000032s\n",
- "typed-ast : typed_ast 1.4.0 0.000046s\n",
- "cycler : cycler 0.10.0 0.000033s\n",
- "numpy : numpy 1.15.2 0.000033s\n",
- "scipy : scipy 1.2.1 0.000032s\n",
- "sympy : sympy 1.4 != \u001b[31m1.3 \u001b[0m 0.000034s\n",
- "pandas : pandas 0.25.3 != \u001b[31m0.24.2 \u001b[0m 0.000034s\n",
- "mpmath : mpmath 1.1.0 0.000033s\n",
- "kiwisolver : kiwisolver 1.1.0 != \u001b[31m1.0.1 \u001b[0m 0.000051s\n",
- "matplotlib : matplotlib 3.1.1 != \u001b[31m3.0.3 \u001b[0m 0.000037s\n",
- "xarray : xarray 0.11.3 != \u001b[31m0.12.1 \u001b[0m 0.000033s\n",
- "pyOpenSSL : OpenSSL 19.0.0 0.000033s\n",
- "entrypoints : entrypoints 0.3 0.000031s\n",
- "async_generator : async_generator 1.10 0.000043s\n",
- "absl-py : absl 0.8.1 0.000055s\n",
- "cryptography : cryptography 2.8 0.000048s\n",
- "tornado : tornado 6.0.3 0.000033s\n",
- "bokeh : bokeh 1.3.4 0.000038s\n",
- "seaborn : seaborn 0.9.0 0.000033s\n",
- "nbformat : nbformat 4.4.0 0.000043s\n",
- "param : param 1.9.2 0.000034s\n",
- "pyviz_comms : pyviz_comms 0.7.2 0.000032s\n",
- "holoviews : holoviews 1.12.6 0.000031s\n",
- "alabaster : alabaster 0.7.12 0.000032s\n",
- "Babel : babel 2.7.0 0.000039s\n",
- "snowballstemmer : snowballstemmer 2.0.0 0.000037s\n",
- "docutils : docutils 0.15.2 0.000036s\n",
- "imagesize : imagesize 1.1.0 0.000030s\n",
- "sphinxcontrib-websupport : sphinxcontrib.websupport 1.1.2 0.000037s\n",
- "Sphinx : sphinx 1.8.5 0.000032s\n",
- "pexpect : pexpect 4.7.0 0.000038s\n",
- "ipython : IPython 7.9.0 0.000031s\n",
- "ipynb : ipynb 0.5.1 0.000029s\n",
- "jupyter_core : jupyter_core 4.6.1 0.000035s\n",
- "retrying : retrying 1.3.3 0.000032s\n",
- "plotly : plotly 4.2.1 0.000035s\n",
- "tikzplotlib : tikzplotlib 0.8.4 0.000037s\n",
- "jupyter_client : jupyter_client 5.3.4 0.000029s\n",
- "traitlets : traitlets 4.3.3 0.000028s\n",
+ "setuptools : setuptools 41.6.0 0.385978s\n",
+ "webencodings : webencodings 0.5.1 0.016903s\n",
+ "six : six 1.12.0 0.000052s\n",
+ "decorator : decorator 4.4.0 0.000052s\n",
+ "MarkupSafe : markupsafe 1.1.1 0.006108s\n",
+ "more-itertools : more_itertools 7.2.0 != \u001b[31m7.0.0 \u001b[0m 0.030407s\n",
+ "pickleshare : pickleshare 0.7.5 0.000044s\n",
+ "jedi : jedi 0.15.1 != \u001b[31m0.13.3 \u001b[0m 0.000032s\n",
+ "wcwidth : wcwidth 0.1.7 0.000029s\n",
+ "attr : attr 19.3.0 != \u001b[31m19.1.0 \u001b[0m 0.017762s\n",
+ "parso : parso 0.5.1 != \u001b[31m0.3.4 \u001b[0m 0.000041s\n",
+ "jinja2 : jinja2 2.10.1 != \u001b[31m2.10 \u001b[0m 0.028386s\n",
+ "pytz : pytz 2019.3 != \u001b[31m2019.1 \u001b[0m 0.093399s\n",
+ "pyparsing : pyparsing 2.2.0 != \u001b[31m2.3.1 \u001b[0m 0.049335s\n",
+ "packaging : packaging 19.2 != \u001b[31m19.0 \u001b[0m 0.027138s\n",
+ "urllib3 : urllib3 1.25.6 != \u001b[31m1.24.1 \u001b[0m 0.019931s\n",
+ "certifi : certifi 2019.9.11 != \u001b[31m2019.03.09\u001b[0m 0.002952s\n",
+ "requests : requests 2.22.0 != \u001b[31m2.21.0 \u001b[0m 0.288162s\n",
+ "python-dateutil : dateutil 2.8.1 != \u001b[31m2.8.0 \u001b[0m 0.000026s\n",
+ "Pillow : PIL 6.2.1 != \u001b[31m6.0.0 \u001b[0m 0.007693s\n",
+ "ply : ply 3.11 0.019242s\n",
+ "pyrsistent : pyrsistent 0.15.4 != \u001b[31m0.14.11 \u001b[0m 0.013004s\n",
+ "lxml : lxml 4.4.1 != \u001b[31m4.3.3 \u001b[0m 0.055928s\n",
+ "idna : idna 2.8 0.000051s\n",
+ "chardet : chardet 3.0.4 0.000036s\n",
+ "pycparser : pycparser 2.19 0.207475s\n",
+ "cffi : cffi 1.13.2 != \u001b[31m1.12.2 \u001b[0m 0.015289s\n",
+ "psutil : psutil 5.6.3 != \u001b[31m5.6.1 \u001b[0m 0.046984s\n",
+ "SQLAlchemy : sqlalchemy 1.3.10 != \u001b[31m1.3.1 \u001b[0m 0.994233s\n",
+ "certipy : certipy 0.1.3 0.037884s\n",
+ "python-editor : editor 1.0.4 0.007516s\n",
+ "Mako : mako 1.1.0 != \u001b[31m1.0.8 \u001b[0m 0.053407s\n",
+ "alembic : alembic 1.2.1 != \u001b[31m1.0.8 \u001b[0m 1.590335s\n",
+ "click : click 7.0 0.018214s\n",
+ "appdirs : appdirs 1.4.3 0.012561s\n",
+ "cloudpickle : cloudpickle 1.2.2 != \u001b[31m0.8.1 \u001b[0m 0.006038s\n",
+ "toolz : toolz 0.10.0 != \u001b[31m0.9.0 \u001b[0m 0.020046s\n",
+ "cryptography : cryptography 2.8 0.000043s\n",
+ "prompt-toolkit : prompt_toolkit 2.0.10 != \u001b[31m2.0.9 \u001b[0m 0.000035s\n",
+ "oauthlib : oauthlib 3.1.0 0.009413s\n",
+ "async-generator : async_generator 1.10 0.009577s\n",
+ "smmap : smmap 0.9.0 != \u001b[31m2.0.5 \u001b[0m 0.005029s\n",
+ "typed-ast : typed_ast 1.4.0 0.007294s\n",
+ "cycler : cycler 0.10.0 0.007537s\n",
+ "numpy : numpy 1.15.2 0.509992s\n",
+ "scipy : scipy 1.2.1 0.028397s\n",
+ "sympy : sympy 1.4 != \u001b[31m1.3 \u001b[0m 7.210424s\n",
+ "pandas : pandas 0.25.3 != \u001b[31m0.24.2 \u001b[0m 1.315975s\n",
+ "mpmath : mpmath 1.1.0 0.000075s\n",
+ "kiwisolver : kiwisolver 1.1.0 != \u001b[31m1.0.1 \u001b[0m 0.033678s\n",
+ "backports.functools_lru_cache : backports.functools_lru_cache \u001b[31mIMPORT FAILED\u001b[0m\n",
+ "matplotlib : matplotlib 3.1.1 != \u001b[31m3.0.3 \u001b[0m 0.000086s\n",
+ "xarray : xarray 0.11.3 != \u001b[31m0.12.1 \u001b[0m 1.172104s\n",
+ "pyOpenSSL : OpenSSL 19.0.0 0.000034s\n",
+ "entrypoints : entrypoints 0.3 0.002844s\n",
+ "async_generator : async_generator 1.10 0.000047s\n",
+ "absl-py : absl 0.8.1 0.012326s\n",
+ "cryptography : cryptography 2.8 0.000051s\n",
+ "tornado : tornado 6.0.3 0.000029s\n",
+ "bokeh : bokeh 1.3.4 0.089318s\n",
+ "seaborn : seaborn 0.9.0 11.679716s\n",
+ "nbformat : nbformat 4.4.0 0.195660s\n",
+ "param : param 1.9.2 0.209250s\n",
+ "pyviz_comms : pyviz_comms 0.7.2 0.092592s\n",
+ "holoviews : holoviews 1.12.6 1.424016s\n",
+ "alabaster : alabaster 0.7.12 0.014988s\n",
+ "Babel : babel 2.7.0 0.081024s\n",
+ "snowballstemmer : snowballstemmer 2.0.0 0.351891s\n",
+ "docutils : docutils 0.15.2 0.027402s\n",
+ "imagesize : imagesize 1.1.0 0.004413s\n",
+ "sphinxcontrib-websupport : sphinxcontrib.websupport 1.1.2 0.889744s\n",
+ "Sphinx : sphinx 1.8.5 0.000060s\n",
+ "pexpect : pexpect 4.7.0 0.000043s\n",
+ "ipython : IPython 7.9.0 0.000038s\n",
+ "ipynb : ipynb 0.5.1 0.014553s\n",
+ "jupyter_core : jupyter_core 4.6.1 0.000053s\n",
+ "retrying : retrying 1.3.3 0.020777s\n",
+ "plotly : plotly 4.2.1 6.939769s\n",
+ "tikzplotlib : tikzplotlib 0.8.4 0.114980s\n",
+ "jupyter_client : jupyter_client 5.3.4 0.000043s\n",
+ "traitlets : traitlets 4.3.3 0.000031s\n",
"pyzmq : zmq 18.1.0 0.000028s\n",
- "singledispatch : singledispatch 3.4.0.3 0.000030s\n",
- "ipyparallel : ipyparallel 6.2.4 0.000035s\n",
- "ipykernel : ipykernel 5.1.3 0.000036s\n",
- "terminado : terminado 0.8.2 0.000032s\n",
- "bleach : bleach 3.1.0 0.000028s\n",
- "mistune : mistune 0.8.4 0.000027s\n",
- "pandocfilters : pandocfilters 1.4.2 0.000037s\n",
- "Pygments : pygments 2.4.2 0.000032s\n",
- "testpath : testpath 0.4.4 0.000028s\n",
- "nbconvert : nbconvert 5.6.1 0.000027s\n",
- "ipython_genutils : ipython_genutils 0.2.0 0.000034s\n",
- "Send2Trash : send2trash 1.5.0 0.000027s\n",
- "notebook : notebook 6.0.2 0.000033s\n",
- "version_information : version_information 1.0.3 0.000028s\n",
- "lesscpy : lesscpy 0.13.0 0.000027s\n",
- "prometheus-client : prometheus_client 0.7.1 0.000026s\n",
- "jupyterthemes : jupyterthemes 0.20.0 0.000031s\n",
- "zipp : zipp 0.6.0 0.000036s\n",
- "importlib_metadata : importlib_metadata 0.23 0.000039s\n",
- "jsonschema : jsonschema 3.1.1 0.000027s\n",
- "jupyterlab_launcher : jupyterlab_launcher 0.13.1 0.000029s\n",
- "sphinx_rtd_theme : sphinx_rtd_theme 0.4.3 0.000027s\n",
- "future : future 0.18.1 0.000026s\n",
- "commonmark : commonmark 0.9.1 0.000026s\n",
- "recommonmark : recommonmark 0.6.0 0.000037s\n",
- "jupyterlab : jupyterlab 1.2.1 0.000027s\n",
- "json5 : json5 0.8.5 0.000027s\n",
- "jupyterlab_server : jupyterlab_server 1.0.6 0.000031s\n",
+ "singledispatch : singledispatch 3.4.0.3 0.062908s\n",
+ "ipyparallel : ipyparallel 6.2.4 0.000068s\n",
+ "ipykernel : ipykernel 5.1.3 0.000048s\n",
+ "terminado : terminado 0.8.2 0.047164s\n",
+ "bleach : bleach 3.1.0 0.469373s\n",
+ "mistune : mistune 0.8.4 0.023354s\n",
+ "pandocfilters : pandocfilters 1.4.2 0.001329s\n",
+ "Pygments : pygments 2.4.2 0.000043s\n",
+ "testpath : testpath 0.4.4 0.003176s\n",
+ "nbconvert : nbconvert 5.6.1 0.042023s\n",
+ "ipython_genutils : ipython_genutils 0.2.0 0.000036s\n",
+ "Send2Trash : send2trash 1.5.0 0.010062s\n",
+ "notebook : notebook 6.0.2 0.000031s\n",
+ "version_information : version_information 1.0.3 0.047597s\n",
+ "lesscpy : lesscpy 0.13.0 0.005995s\n",
+ "prometheus-client : prometheus_client 0.7.1 0.025599s\n",
+ "jupyterthemes : jupyterthemes 0.20.0 0.052266s\n",
+ "zipp : zipp 0.6.0 0.000048s\n",
+ "importlib_metadata : importlib_metadata 0.23 0.000036s\n",
+ "jsonschema : jsonschema 3.1.1 0.000030s\n",
+ "jupyterlab_launcher : jupyterlab_launcher 0.13.1 0.109656s\n",
+ "sphinx_rtd_theme : sphinx_rtd_theme 0.4.3 0.008458s\n",
+ "future : future 0.18.1 0.006830s\n",
+ "commonmark : commonmark 0.9.1 0.095996s\n",
+ "recommonmark : recommonmark 0.6.0 0.002422s\n",
+ "jupyterlab : jupyterlab 1.2.1 0.002643s\n",
+ "json5 : json5 0.8.5 0.003840s\n",
+ "jupyterlab_server : jupyterlab_server 1.0.6 0.004840s\n",
"ptyprocess : ptyprocess 0.6.0 0.000037s\n",
- "defusedxml : defusedxml 0.6.0 0.000026s\n",
- "widgetsnbextension : widgetsnbextension 3.5.1 0.000026s\n",
- "ipywidgets : ipywidgets 7.5.1 0.000033s\n",
- "ipydatawidgets : ipydatawidgets 4.0.1 0.000026s\n",
- "traittypes : traittypes 0.2.1 0.000026s\n",
- "bqplot : bqplot 0.11.9 0.000025s\n",
- "jupyter_bokeh : jupyter_bokeh 1.1.1 != \u001b[31m\u001b[31mNO MATCH\u001b[0m\u001b[0m 0.000026s\n",
- "pythreejs : pythreejs 2.1.1 0.000034s\n",
- "PyWavelets : pywt 1.1.1 0.000035s\n",
- "imageio : imageio 2.6.1 0.000032s\n",
- "networkx : networkx 2.3 0.000026s\n",
- "scikit-image : skimage 0.16.2 0.000026s\n",
- "ipywebrtc : ipywebrtc 0.5.0 0.000026s\n",
- "ipyvolume : ipyvolume 0.5.2 0.000025s\n",
- "branca : branca 0.3.1 0.000036s\n",
- "ipyleaflet : ipyleaflet 0.11.4 0.000027s\n",
- "ipympl : ipympl 0.3.3 0.000024s\n",
- "PyYAML : yaml 5.1.2 0.000024s\n",
- "jupyter_nbextensions_configurator : jupyter_nbextensions_configurator 0.4.1 0.000023s\n",
- "jupyter_latex_envs : latex_envs 1.4.6 != \u001b[31m1.4.0 \u001b[0m 0.000024s\n",
- "jupyter_highlight_selected_word : jupyter_highlight_selected_word 0.2.0 0.000023s\n",
- "jupyter_contrib_core : jupyter_contrib_core 0.3.3 0.000023s\n",
- "jupyter_contrib_nbextensions : jupyter_contrib_nbextensions 0.5.1 0.000023s\n",
- "rise : rise 5.5.1 0.000030s\n",
- "typing-extensions : typing_extensions 3.7.4 0.000024s\n",
- "idna-ssl : idna_ssl 1.1.0 0.000029s\n",
- "multidict : multidict 4.5.2 0.000024s\n",
- "yarl : yarl 1.3.0 0.000027s\n",
- "async-timeout : async_timeout 3.0.1 0.000024s\n",
- "aiohttp : aiohttp 3.6.2 0.000025s\n",
- "simpervisor : simpervisor 0.3 0.000024s\n",
- "jupyter_server : jupyter_server 0.1.1 0.000031s\n",
- "jupyter-server-proxy : jupyter_server_proxy 1.1.0 0.000025s\n",
- "jupyterlab_github : jupyterlab_github 1.0.1 != \u001b[31m1.0.0 \u001b[0m 0.000028s\n",
- "jupyterlab-gitlab : jupyterlab_gitlab 0.3.0 != \u001b[31m0.2.0 \u001b[0m 0.000033s\n",
- "jupyterlab-quickopen : jupyterlab_quickopen 0.3.0 0.000025s\n",
- "zstandard : zstandard 0.12.0 0.000023s\n",
+ "defusedxml : defusedxml 0.6.0 0.000027s\n",
+ "widgetsnbextension : widgetsnbextension 3.5.1 0.016441s\n",
+ "ipywidgets : ipywidgets 7.5.1 0.000042s\n",
+ "ipydatawidgets : ipydatawidgets 4.0.1 0.134411s\n",
+ "traittypes : traittypes 0.2.1 0.000048s\n",
+ "bqplot : bqplot 0.11.9 0.271027s\n",
+ "jupyter_bokeh : jupyter_bokeh 1.1.1 != \u001b[31m\u001b[31mNO MATCH\u001b[0m\u001b[0m 1.545438s\n",
+ "pythreejs : pythreejs 2.1.1 1.858083s\n",
+ "PyWavelets : pywt 1.1.1 0.377231s\n",
+ "imageio : imageio 2.6.1 0.387762s\n",
+ "networkx : networkx 2.3 3.447984s\n",
+ "scikit-image : skimage 0.16.2 0.284224s\n",
+ "ipywebrtc : ipywebrtc 0.5.0 0.040460s\n",
+ "ipyvolume : ipyvolume 0.5.2 0.409094s\n",
+ "branca : branca 0.3.1 0.226449s\n",
+ "ipyleaflet : ipyleaflet 0.11.4 0.070324s\n",
+ "ipympl : ipympl 0.3.3 0.123354s\n",
+ "PyYAML : yaml 5.1.2 0.000082s\n",
+ "jupyter_nbextensions_configurator : jupyter_nbextensions_configurator 0.4.1 0.003318s\n",
+ "jupyter_latex_envs : latex_envs 1.4.6 != \u001b[31m1.4.0 \u001b[0m 0.005721s\n",
+ "jupyter_highlight_selected_word : jupyter_highlight_selected_word 0.2.0 0.020243s\n",
+ "jupyter_contrib_core : jupyter_contrib_core 0.3.3 0.002995s\n",
+ "jupyter_contrib_nbextensions : jupyter_contrib_nbextensions 0.5.1 0.002769s\n",
+ "rise : rise 5.5.1 0.188142s\n",
+ "typing-extensions : typing_extensions 3.7.4 0.037277s\n",
+ "idna-ssl : idna_ssl 1.1.0 0.002152s\n",
+ "multidict : multidict 4.5.2 0.004443s\n",
+ "yarl : yarl 1.3.0 0.003127s\n",
+ "async-timeout : async_timeout 3.0.1 0.003045s\n",
+ "aiohttp : aiohttp 3.6.2 0.077788s\n",
+ "simpervisor : simpervisor 0.3 0.003966s\n",
+ "jupyter_server : jupyter_server 0.1.1 0.001706s\n",
+ "jupyter-server-proxy : jupyter_server_proxy 1.1.0 != \u001b[31m1.2.0 \u001b[0m 0.004240s\n",
+ "jupyterlab_github : jupyterlab_github 1.0.1 != \u001b[31m1.0.0 \u001b[0m 0.000919s\n",
+ "jupyterlab-gitlab : jupyterlab_gitlab 0.3.0 != \u001b[31m0.2.0 \u001b[0m 0.001144s\n",
+ "jupyterlab-quickopen : jupyterlab_quickopen 0.3.0 0.002939s\n",
+ "zstandard : zstandard 0.12.0 0.000029s\n",
"itk_core : itk_core \u001b[31mIMPORT FAILED\u001b[0m\n",
"itk_filtering : itk_filtering \u001b[31mIMPORT FAILED\u001b[0m\n",
"itk_segmentation : itk_segmentation \u001b[31mIMPORT FAILED\u001b[0m\n",
@@ -470,104 +471,104 @@
"itk_registration : itk_registration \u001b[31mIMPORT FAILED\u001b[0m\n",
"itk_io : itk_io \u001b[31mIMPORT FAILED\u001b[0m\n",
"itk-meshtopolydata : itk-meshtopolydata \u001b[31mIMPORT FAILED\u001b[0m\n",
- "pyct : pyct 0.4.6 0.000033s\n",
- "colorcet : colorcet 2.0.2 != \u001b[31m1.0.0 \u001b[0m 0.000027s\n",
- "itkwidgets : itkwidgets 0.22.0 0.000023s\n",
- "ujson : ujson 1.35 0.000023s\n",
- "jupyterlab_iframe : jupyterlab_iframe 0.2.1 0.000023s\n",
- "python-dotenv : dotenv 0.10.3 0.000022s\n",
- "jupyterlab_latex : jupyterlab_latex 1.0.0 0.000027s\n",
- "jupyterlab_slurm : jupyterlab_slurm 1.0.5 0.000026s\n",
- "jupyterlmod : jupyterlmod 1.7.5 0.000022s\n",
- "nbresuse : nbresuse 0.3.2 0.000032s\n",
- "colorama : colorama 0.4.1 0.000027s\n",
- "nbdime : nbdime 1.1.0 0.000024s\n",
- "smmap2 : smmap 2.0.5 0.000022s\n",
- "gitdb2 : gitdb 2.0.6 0.000023s\n",
- "GitPython : git 3.0.4 0.000022s\n",
- "jupyterlab-git : jupyterlab_git 0.8.1 0.000022s\n",
- "sidecar : sidecar 0.3.0 0.000029s\n",
- "pycodestyle : pycodestyle 2.5.0 0.000030s\n",
- "autopep8 : autopep8 1.4.4 0.000023s\n",
- "yapf : yapf 0.28.0 0.000023s\n",
- "toml : toml 0.10.0 0.000022s\n",
- "pathspec : pathspec 0.6.0 0.000024s\n",
- "typed_ast : typed_ast 1.4.0 0.000022s\n",
- "regex : regex 2019.11.1 != \u001b[31m2.5.65 \u001b[0m 0.000022s\n",
- "black : black 19.3b0 0.000022s\n",
- "jupyterlab-code-formatter : jupyterlab_code_formatter 0.6.1 0.000022s\n",
- "pamela : pamela 1.0.0 0.000031s\n",
- "certipy : certipy 0.1.3 0.000023s\n",
- "oauthlib : oauthlib 3.1.0 0.000026s\n",
- "jupyterhub : jupyterhub 1.0.0 0.000024s\n",
- "appmode : appmode 0.6.0 0.000022s\n",
- "HeapDict : heapdict 1.0.1 0.000022s\n",
- "zict : zict 1.0.0 0.000026s\n",
- "tblib : tblib 1.5.0 0.000023s\n",
- "sortedcontainers : sortedcontainers 2.1.0 0.000029s\n",
- "msgpack : msgpack 0.6.2 0.000023s\n",
- "dask : dask 2.6.0 0.000028s\n",
- "distributed : distributed 2.6.0 0.000023s\n",
+ "pyct : pyct 0.4.6 0.076661s\n",
+ "colorcet : colorcet 2.0.2 != \u001b[31m1.0.0 \u001b[0m 1.035480s\n",
+ "itkwidgets : itkwidgets 0.22.0 13.082362s\n",
+ "ujson : ujson 1.35 0.037301s\n",
+ "jupyterlab_iframe : jupyterlab_iframe 0.2.1 0.004151s\n",
+ "python-dotenv : dotenv 0.10.3 0.056290s\n",
+ "jupyterlab_latex : jupyterlab_latex 1.0.0 0.004882s\n",
+ "jupyterlab_slurm : jupyterlab_slurm 1.0.5 0.002469s\n",
+ "jupyterlmod : jupyterlmod 1.7.5 0.003136s\n",
+ "nbresuse : nbresuse 0.3.2 0.001697s\n",
+ "colorama : colorama 0.4.1 0.000065s\n",
+ "nbdime : nbdime 1.1.0 0.020851s\n",
+ "smmap2 : smmap 2.0.5 0.000058s\n",
+ "gitdb2 : gitdb 2.0.6 0.025730s\n",
+ "GitPython : git 3.0.4 0.099233s\n",
+ "jupyterlab-git : jupyterlab_git 0.8.1 0.016555s\n",
+ "sidecar : sidecar 0.3.0 0.018072s\n",
+ "pycodestyle : pycodestyle 2.5.0 0.007567s\n",
+ "autopep8 : autopep8 1.4.4 0.004303s\n",
+ "yapf : yapf 0.28.0 0.025461s\n",
+ "toml : toml 0.10.0 0.003055s\n",
+ "pathspec : pathspec 0.6.0 0.077891s\n",
+ "typed_ast : typed_ast 1.4.0 0.000055s\n",
+ "regex : regex 2019.11.1 != \u001b[31m2.5.65 \u001b[0m 0.087107s\n",
+ "black : black 19.3b0 0.265862s\n",
+ "jupyterlab-code-formatter : jupyterlab_code_formatter 0.6.1 0.001970s\n",
+ "pamela : pamela 1.0.0 0.081929s\n",
+ "certipy : certipy 0.1.3 0.000066s\n",
+ "oauthlib : oauthlib 3.1.0 0.000042s\n",
+ "jupyterhub : jupyterhub 1.0.0 0.003949s\n",
+ "appmode : appmode 0.6.0 0.001285s\n",
+ "HeapDict : heapdict 1.0.1 0.000043s\n",
+ "zict : zict 1.0.0 0.000043s\n",
+ "tblib : tblib 1.5.0 0.000032s\n",
+ "sortedcontainers : sortedcontainers 2.1.0 0.000033s\n",
+ "msgpack : msgpack 0.6.2 0.000029s\n",
+ "dask : dask 2.6.0 0.000039s\n",
+ "distributed : distributed 2.6.0 0.000030s\n",
"dask-jobqueue : dask-jobqueue \u001b[31mIMPORT FAILED\u001b[0m\n",
- "dask_labextension : dask_labextension 1.0.3 0.000032s\n",
- "Automat : automat 0.8.0 0.000025s\n",
- "PyHamcrest : hamcrest 1.9.0 0.000028s\n",
- "Twisted : twisted 19.7.0 0.000023s\n",
- "autobahn : autobahn 19.10.1 0.000023s\n",
- "constantly : constantly 15.1.0 0.000022s\n",
- "hyperlink : hyperlink 19.0.0 0.000021s\n",
- "incremental : incremental 17.5.0 0.000025s\n",
- "txaio : txaio 18.8.1 0.000031s\n",
- "zope.interface : zope.interface 4.6.0 0.000024s\n",
- "backcall : backcall 0.1.0 0.000025s\n",
- "wslink : wslink 0.1.11 0.000023s\n",
- "jupyterlab_pygments : jupyterlab_pygments 0.1.0 0.000023s\n",
- "ipyvue : ipyvue 1.0.0 0.000023s\n",
- "ipyvuetify : ipyvuetify 1.1.1 0.000022s\n",
- "voila : voila 0.1.14 0.000024s\n",
- "voila-material : - 0.2.5 0.000000s\n",
+ "dask_labextension : dask_labextension 1.0.3 0.012876s\n",
+ "Automat : automat 0.8.0 0.056752s\n",
+ "PyHamcrest : hamcrest 1.9.0 0.317690s\n",
+ "Twisted : twisted 19.7.0 0.044753s\n",
+ "autobahn : autobahn 19.10.1 0.006888s\n",
+ "constantly : constantly 15.1.0 0.039913s\n",
+ "hyperlink : hyperlink 19.0.0 0.074022s\n",
+ "incremental : incremental 17.5.0 0.000064s\n",
+ "txaio : txaio 18.8.1 0.038220s\n",
+ "zope.interface : zope.interface 4.6.0 0.138110s\n",
+ "backcall : backcall 0.1.0 0.000064s\n",
+ "wslink : wslink 0.1.11 0.007843s\n",
+ "jupyterlab_pygments : jupyterlab_pygments 0.1.0 0.009341s\n",
+ "ipyvue : ipyvue 1.0.0 0.025899s\n",
+ "ipyvuetify : ipyvuetify 1.1.1 0.414047s\n",
+ "voila : voila 0.1.14 0.010617s\n",
+ "voila-material : - 0.2.5 0.000001s\n",
"voila-gridstack : - 0.0.6 0.000000s\n",
- "voila-vuetify : - 0.1.1 0.000001s\n",
+ "voila-vuetify : - 0.1.1 0.000000s\n",
"dicom-upload : dicom-upload \u001b[31mIMPORT FAILED\u001b[0m\n",
- "fileupload : fileupload master != \u001b[31m0.1.0.dev \u001b[0m 0.000032s\n",
- "pvlink : pvlink 0.1.2 0.000025s\n",
- "julia : julia 0.5.0 0.000023s\n",
- "textwrap3 : textwrap3 0.9.2 0.000022s\n",
- "ansiwrap : ansiwrap 0.8.4 0.000027s\n",
- "backports.weakref : backports.weakref 1.0.post1 0.000022s\n",
- "backports.tempfile : backports.tempfile 1.0 0.000027s\n",
- "tqdm : tqdm 4.41.0 0.000026s\n",
- "tenacity : tenacity 6.0.0 0.000037s\n",
- "papermill : papermill 1.2.1 0.000027s\n",
- "patsy : patsy 0.5.1 0.000023s\n",
- "statsmodels : statsmodels 0.10.2 0.000023s\n",
- "cftime : cftime 1.0.4.2 0.000022s\n",
- "vega_datasets : vega_datasets 0.8.0 0.000022s\n",
- "arviz : arviz 0.5.1 0.000022s\n",
+ "fileupload : fileupload master != \u001b[31m0.1.0.dev \u001b[0m 0.014791s\n",
+ "pvlink : pvlink 0.1.2 0.012866s\n",
+ "julia : julia 0.5.0 0.102546s\n",
+ "textwrap3 : textwrap3 0.9.2 0.023105s\n",
+ "ansiwrap : ansiwrap 0.8.4 0.039140s\n",
+ "backports.weakref : backports.weakref 1.0.post1 0.020673s\n",
+ "backports.tempfile : backports.tempfile 1.0 0.006095s\n",
+ "tqdm : tqdm 4.41.0 0.101886s\n",
+ "tenacity : tenacity 6.0.0 0.093667s\n",
+ "papermill : papermill 1.2.1 0.417333s\n",
+ "patsy : patsy 0.5.1 0.281202s\n",
+ "statsmodels : statsmodels 0.10.2 0.000063s\n",
+ "cftime : cftime 1.0.4.2 0.000048s\n",
+ "vega_datasets : vega_datasets 0.8.0 0.124947s\n",
+ "arviz : arviz 0.5.1 8.192571s\n",
"Theano : Theano \u001b[31mIMPORT FAILED\u001b[0m\n",
- "altair : altair 3.3.0 0.000031s\n",
- "cssselect : cssselect 1.1.0 0.000025s\n",
- "smopy : smopy 0.0.7 != \u001b[31m0.0.6 \u001b[0m 0.000022s\n",
- "joblib : joblib 0.14.1 0.000023s\n",
+ "altair : altair 3.3.0 0.572322s\n",
+ "cssselect : cssselect 1.1.0 0.074927s\n",
+ "smopy : smopy 0.0.7 != \u001b[31m0.0.6 \u001b[0m 0.005187s\n",
+ "joblib : joblib 0.14.1 0.000062s\n",
"scikit-learn : scikit-learn \u001b[31mIMPORT FAILED\u001b[0m\n",
- "memory_profiler : memory_profiler 0.55.0 0.000032s\n",
- "h5py : h5py 2.10.0 0.000025s\n",
- "line_profiler : line_profiler 2.1.2 != \u001b[31m\u001b[31mNO MATCH\u001b[0m\u001b[0m 0.000023s\n",
- "pymc3 : pymc3 3.8 0.000027s\n",
- "llvmlite : llvmlite 0.30.0 0.000024s\n",
- "numba : numba 0.46.0 0.000022s\n",
- "numexpr : numexpr 2.7.0 0.000022s\n",
- "ipythonblocks : ipythonblocks 1.9.0 0.000024s\n",
- "pydub : pydub 0.23.1 0.000028s\n",
- "multipledispatch : multipledispatch 0.6.0 0.000027s\n",
- "partd : partd 1.1.0 0.000022s\n",
- "locket : locket 0.2.0 0.000022s\n",
- "fsspec : fsspec 0.6.2 0.000025s\n",
- "datashape : datashape 0.5.2 0.000023s\n",
- "datashader : datashader 0.9.0 0.000023s\n",
- "selenium : selenium 3.141.0 0.000021s\n",
- "graphviz : graphviz 0.13.2 0.000022s\n",
- "vincent : vincent 0.4.4 0.000027s\n",
+ "memory_profiler : memory_profiler 0.55.0 0.048130s\n",
+ "h5py : h5py 2.10.0 1.163224s\n",
+ "line_profiler : line_profiler 2.1.2 != \u001b[31m\u001b[31mNO MATCH\u001b[0m\u001b[0m 0.041151s\n",
+ "pymc3 : pymc3 3.8 6.798788s\n",
+ "llvmlite : llvmlite 0.30.0 0.000073s\n",
+ "numba : numba 0.46.0 0.000051s\n",
+ "numexpr : numexpr 2.7.0 0.101310s\n",
+ "ipythonblocks : ipythonblocks 1.9.0 0.023981s\n",
+ "pydub : pydub 0.23.1 0.209780s\n",
+ "multipledispatch : multipledispatch 0.6.0 0.062537s\n",
+ "partd : partd 1.1.0 0.168488s\n",
+ "locket : locket 0.2.0 0.000052s\n",
+ "fsspec : fsspec 0.6.2 0.136985s\n",
+ "datashape : datashape 0.5.2 0.177264s\n",
+ "datashader : datashader 0.9.0 13.161141s\n",
+ "selenium : selenium 3.141.0 0.009461s\n",
+ "graphviz : graphviz 0.13.2 0.088085s\n",
+ "vincent : vincent 0.4.4 0.167066s\n",
"Shapely : Shapely \u001b[31mIMPORT FAILED\u001b[0m\n",
"pyshp : pyshp \u001b[31mIMPORT FAILED\u001b[0m\n",
"Cartopy : Cartopy \u001b[31mIMPORT FAILED\u001b[0m\n",
@@ -614,6 +615,13 @@
" #except:\n",
" # print(\"\".ljust(24), f\"{Fore.RED}UNKNOWN{Style.RESET_ALL}\")"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {