diff --git a/.github/workflows/pythonpackage.yml b/.github/workflows/pythonpackage.yml
index f02ae68..1edebfe 100644
--- a/.github/workflows/pythonpackage.yml
+++ b/.github/workflows/pythonpackage.yml
@@ -5,9 +5,9 @@ name: Tests
 
 on:
   push:
-    branches: [ master ]
+    branches: [ main ]
   pull_request:
-    branches: [ master ]
+    branches: [ main ]
 
 jobs:
   build:
diff --git a/.github/workflows/pythonpublish.yml b/.github/workflows/pythonpublish.yml
index 241acf1..772a227 100644
--- a/.github/workflows/pythonpublish.yml
+++ b/.github/workflows/pythonpublish.yml
@@ -9,9 +9,7 @@ on:
 
 jobs:
   deploy:
-
-    runs-on: macos-latest
-
+    runs-on: ubuntu-latest
     steps:
     - uses: actions/checkout@v2
     - name: Set up Python
@@ -20,13 +18,8 @@ jobs:
         python-version: '3.x'
     - name: Install dependencies
       run: |
-        python -m pip install --upgrade pip
-        pip install setuptools wheel twine
-
-    - name: Build and publish
-      env:
-        TWINE_USERNAME: ${{ secrets.PYPI_USERNAME }}
-        TWINE_PASSWORD: ${{ secrets.PYPI_PASSWORD }}
+        python -m pip install --upgrade poetry
+        poetry install
+    - name: Publish
       run: |
-        python setup.py sdist bdist_wheel
-        twine upload dist/*
+        poetry publish -u ${{ secrets.PYPI_USER }} -p '${{ secrets.PYPI_PASSWORD }}' --build
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..5ba2bb6
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,9 @@
+.PHONY: tests
+
+tests:
+	poetry run pytest
+
+tags:
+	git commit --allow-empty -m "Release $(rel)"
+	git push upstream --tags
+	git tag -a $(rel) -m "Version $(rel)"
diff --git a/README.md b/README.md
index 054df24..ab47af4 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,7 @@
 
 Interactive Graph Visualization (igviz) is a library to help visualize graphs interactively using Plotly. This library provides a customizable api for visualizing graphs in a neat, visually appealing plot. It keeps larger graphs much more clean by displaying minimal text information and highlights node properties and relationships using colour and size while providing the same text information when needed.
 
-![Default Visualization](docs/images/default.png)
+![Default Visualization](docs/images/graph.gif)
 
 ## Usage
 
diff --git a/docs/images/graph.gif b/docs/images/graph.gif
new file mode 100644
index 0000000..d0bf1c0
Binary files /dev/null and b/docs/images/graph.gif differ
diff --git a/examples/tutorial.ipynb b/examples/tutorial.ipynb
index 998f5f0..0774494 100644
--- a/examples/tutorial.ipynb
+++ b/examples/tutorial.ipynb
@@ -25,17 +25,25 @@
    "execution_count": 3,
    "metadata": {},
    "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/sidhu/plotly-graph/igviz/igviz.py:140: UserWarning: Argument `titlefont_size` is deprecated and will be removed in 0.6.0.\n",
+      "  warn(\"Argument `titlefont_size` is deprecated and will be removed in 0.6.0.\")\n"
+     ]
+    },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "a697098e2f514a03ad6d6c6450929d33",
+       "model_id": "7ceb8c9798804ac8b63917ca388f229a",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
        "FigureWidget({\n",
        "    'data': [{'hoverinfo': 'text',\n",
-       "              'line': {'color': '#888', 'width': 2},\n",
+       "              'line': {'color': '#888', 'width': 1},\n",
        "       …"
       ]
      },
@@ -44,7 +52,7 @@
     }
    ],
    "source": [
-    "ig.plot(G)"
+    "ig.plot(G, node_opacity=0.8)"
    ]
   },
   {
diff --git a/igviz/igviz.py b/igviz/igviz.py
index b760569..ba367fe 100644
--- a/igviz/igviz.py
+++ b/igviz/igviz.py
@@ -1,4 +1,5 @@
 from typing import List, Tuple, Union
+from warnings import warn
 
 import networkx as nx
 import plotly.graph_objects as go
@@ -22,7 +23,7 @@ def plot(
     annotation_text: str = None,
     colorscale: str = "YlGnBu",
     colorbar_title: str = None,
-    node_opacity: float = 1.0,
+    node_opacity: float = 0.8,
     arrow_size: int = 2,
     transparent_background: bool = True,
     highlight_neighbours_on_hover: bool = True,
@@ -135,6 +136,12 @@ def plot(
         Plotly figure of the graph
     """
 
+    warn(
+        "Argument `titlefont_size` is deprecated and will be removed in 0.6.0.",
+        DeprecationWarning,
+        stacklevel=2,
+    )
+
     plot = PlotGraph(G, layout)
 
     node_trace = plot.generate_node_traces(
@@ -294,7 +301,7 @@ def generate_edge_traces(
         edge_trace = go.Scatter(
             x=[],
             y=[],
-            line=dict(width=2, color="#888"),
+            line=dict(width=1, color="#888"),
             text=[],
             hoverinfo="text",
             mode=edge_mode,
@@ -470,22 +477,18 @@ def on_hover(
 
         neighbours = list(self.G.neighbors(node))
 
-        c = list(trace.marker.color)
-        # s = list(trace.marker.size)
+        node_colours = list(trace.marker.color)
 
-        new_colors = ["#E4E4E4"] * len(c)
+        new_colors = ["#E4E4E4"] * len(node_colours)
 
-        new_colors[points.point_inds[0]] = c[points.point_inds[0]]
+        new_colors[points.point_inds[0]] = node_colours[points.point_inds[0]]
 
-        for i in neighbours:
-            trace_position = list(self.pos_dict).index(i)
+        for neighbour in neighbours:
+            trace_position = list(self.pos_dict).index(neighbour)
+            new_colors[trace_position] = node_colours[trace_position]
 
-            new_colors[trace_position] = c[trace_position]
-            # c[i] = "#EBEBEB"
-            # s[i] = 20
         with self.f.batch_update():
             trace.marker.color = new_colors
-            # trace.marker.size = s
 
     def on_unhover(
         self,
diff --git a/poetry.lock b/poetry.lock
index 0ac295d..0acf7ac 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -6,6 +6,37 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "argon2-cffi"
+version = "21.3.0"
+description = "The secure Argon2 password hashing algorithm."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+argon2-cffi-bindings = "*"
+
+[package.extras]
+tests = ["pytest", "hypothesis", "coverage[toml] (>=5.0.2)"]
+docs = ["furo", "sphinx-notfound-page", "sphinx"]
+dev = ["furo", "sphinx-notfound-page", "sphinx", "pytest", "hypothesis", "coverage[toml] (>=5.0.2)", "tomli", "cogapp", "pre-commit"]
+
+[[package]]
+name = "argon2-cffi-bindings"
+version = "21.2.0"
+description = "Low-level CFFI bindings for Argon2"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+cffi = ">=1.0.1"
+
+[package.extras]
+dev = ["pytest", "cogapp", "pre-commit", "wheel"]
+tests = ["pytest"]
+
 [[package]]
 name = "asttokens"
 version = "2.0.8"
@@ -20,19 +51,11 @@ six = "*"
 [package.extras]
 test = ["astroid (<=2.5.3)", "pytest"]
 
-[[package]]
-name = "atomicwrites"
-version = "1.4.1"
-description = "Atomic file writes."
-category = "dev"
-optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-
 [[package]]
 name = "attrs"
 version = "22.1.0"
 description = "Classes Without Boilerplate"
-category = "dev"
+category = "main"
 optional = false
 python-versions = ">=3.5"
 
@@ -50,9 +73,24 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "beautifulsoup4"
+version = "4.11.1"
+description = "Screen-scraping library"
+category = "main"
+optional = false
+python-versions = ">=3.6.0"
+
+[package.dependencies]
+soupsieve = ">1.2"
+
+[package.extras]
+lxml = ["lxml"]
+html5lib = ["html5lib"]
+
 [[package]]
 name = "black"
-version = "22.6.0"
+version = "22.8.0"
 description = "The uncompromising code formatter."
 category = "dev"
 optional = false
@@ -72,6 +110,22 @@ d = ["aiohttp (>=3.7.4)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
+[[package]]
+name = "bleach"
+version = "5.0.1"
+description = "An easy safelist-based HTML-sanitizing tool."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+six = ">=1.9.0"
+webencodings = "*"
+
+[package.extras]
+dev = ["mypy (==0.961)", "black (==22.3.0)", "wheel (==0.37.1)", "twine (==4.0.1)", "tox (==3.25.0)", "Sphinx (==4.3.2)", "pytest (==7.1.2)", "pip-tools (==6.6.2)", "hashin (==0.17.0)", "flake8 (==4.0.1)", "build (==0.8.0)"]
+css = ["tinycss2 (>=1.1.0,<1.2)"]
+
 [[package]]
 name = "cffi"
 version = "1.15.1"
@@ -118,6 +172,14 @@ category = "main"
 optional = false
 python-versions = ">=3.5"
 
+[[package]]
+name = "defusedxml"
+version = "0.7.1"
+description = "XML bomb protection for Python stdlib modules"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+
 [[package]]
 name = "entrypoints"
 version = "0.4"
@@ -134,6 +196,48 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "fastjsonschema"
+version = "2.16.1"
+description = "Fastest Python implementation of JSON schema"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.extras]
+devel = ["colorama", "jsonschema", "json-spec", "pylint", "pytest", "pytest-benchmark", "pytest-cache", "validictory"]
+
+[[package]]
+name = "importlib-metadata"
+version = "4.12.0"
+description = "Read metadata from Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+zipp = ">=0.5"
+
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)"]
+perf = ["ipython"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "packaging", "pyfakefs", "flufl.flake8", "pytest-perf (>=0.9.2)", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)", "importlib-resources (>=1.3)"]
+
+[[package]]
+name = "importlib-resources"
+version = "5.9.0"
+description = "Read resources from Python packages"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+zipp = {version = ">=3.1.0", markers = "python_version < \"3.10\""}
+
+[package.extras]
+testing = ["pytest-mypy (>=0.9.1)", "pytest-black (>=0.3.7)", "pytest-enabler (>=1.3)", "pytest-cov", "pytest-flake8", "pytest-checkdocs (>=2.4)", "pytest (>=6)"]
+docs = ["jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "jaraco.packaging (>=9)", "sphinx"]
+
 [[package]]
 name = "iniconfig"
 version = "1.1.1"
@@ -201,23 +305,32 @@ qtconsole = ["qtconsole"]
 test = ["pytest (<7.1)", "pytest-asyncio", "testpath"]
 test_extra = ["pytest (<7.1)", "pytest-asyncio", "testpath", "curio", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.19)", "pandas", "trio"]
 
+[[package]]
+name = "ipython-genutils"
+version = "0.2.0"
+description = "Vestigial utilities from IPython"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "ipywidgets"
-version = "8.0.2"
-description = "Jupyter interactive widgets"
+version = "7.7.2"
+description = "IPython HTML widgets for Jupyter"
 category = "main"
 optional = false
-python-versions = ">=3.7"
+python-versions = "*"
 
 [package.dependencies]
 ipykernel = ">=4.5.1"
-ipython = ">=6.1.0"
-jupyterlab-widgets = ">=3.0,<4.0"
+ipython = {version = ">=4.0.0", markers = "python_version >= \"3.3\""}
+ipython-genutils = ">=0.2.0,<0.3.0"
+jupyterlab-widgets = {version = ">=1.0.0,<3", markers = "python_version >= \"3.6\""}
 traitlets = ">=4.3.1"
-widgetsnbextension = ">=4.0,<5.0"
+widgetsnbextension = ">=3.6.0,<3.7.0"
 
 [package.extras]
-test = ["jsonschema", "pytest (>=3.6.0)", "pytest-cov", "pytz"]
+test = ["pytest (>=3.6.0)", "pytest-cov", "mock"]
 
 [[package]]
 name = "isort"
@@ -248,6 +361,38 @@ parso = ">=0.8.0,<0.9.0"
 testing = ["pytest (<7.0.0)", "docopt", "colorama", "Django (<3.1)"]
 qa = ["mypy (==0.782)", "flake8 (==3.8.3)"]
 
+[[package]]
+name = "jinja2"
+version = "3.1.2"
+description = "A very fast and expressive template engine."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+MarkupSafe = ">=2.0"
+
+[package.extras]
+i18n = ["Babel (>=2.7)"]
+
+[[package]]
+name = "jsonschema"
+version = "4.16.0"
+description = "An implementation of JSON Schema validation for Python"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+attrs = ">=17.4.0"
+importlib-resources = {version = ">=1.4.0", markers = "python_version < \"3.9\""}
+pkgutil-resolve-name = {version = ">=1.3.10", markers = "python_version < \"3.9\""}
+pyrsistent = ">=0.14.0,<0.17.0 || >0.17.0,<0.17.1 || >0.17.1,<0.17.2 || >0.17.2"
+
+[package.extras]
+format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=1.11)"]
+
 [[package]]
 name = "jupyter-client"
 version = "7.3.5"
@@ -284,10 +429,40 @@ traitlets = "*"
 [package.extras]
 test = ["pytest-timeout", "pytest-cov", "pytest", "pre-commit", "ipykernel"]
 
+[[package]]
+name = "jupyterlab-pygments"
+version = "0.2.2"
+description = "Pygments theme using JupyterLab CSS variables"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "jupyterlab-widgets"
-version = "3.0.3"
-description = "Jupyter interactive widgets for JupyterLab"
+version = "1.1.1"
+description = "A JupyterLab extension."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[[package]]
+name = "lxml"
+version = "4.9.1"
+description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, != 3.4.*"
+
+[package.extras]
+source = ["Cython (>=0.29.7)"]
+htmlsoup = ["beautifulsoup4"]
+html5 = ["html5lib"]
+cssselect = ["cssselect (>=0.7)"]
+
+[[package]]
+name = "markupsafe"
+version = "2.1.1"
+description = "Safely add untrusted strings to HTML/XML markup."
 category = "main"
 optional = false
 python-versions = ">=3.7"
@@ -303,6 +478,14 @@ python-versions = ">=3.5"
 [package.dependencies]
 traitlets = "*"
 
+[[package]]
+name = "mistune"
+version = "2.0.4"
+description = "A sane Markdown parser with useful plugins and renderers"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "mypy-extensions"
 version = "0.4.3"
@@ -311,6 +494,77 @@ category = "dev"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "nbclient"
+version = "0.6.8"
+description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
+category = "main"
+optional = false
+python-versions = ">=3.7.0"
+
+[package.dependencies]
+jupyter-client = ">=6.1.5"
+nbformat = ">=5.0"
+nest-asyncio = "*"
+traitlets = ">=5.2.2"
+
+[package.extras]
+sphinx = ["autodoc-traits", "mock", "moto", "myst-parser", "Sphinx (>=1.7)", "sphinx-book-theme"]
+test = ["black", "check-manifest", "flake8", "ipykernel", "ipython", "ipywidgets", "mypy", "nbconvert", "pip (>=18.1)", "pre-commit", "pytest (>=4.1)", "pytest-asyncio", "pytest-cov (>=2.6.1)", "setuptools (>=60.0)", "testpath", "twine (>=1.11.0)", "xmltodict"]
+
+[[package]]
+name = "nbconvert"
+version = "7.0.0"
+description = "Converting Jupyter Notebooks"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+beautifulsoup4 = "*"
+bleach = "*"
+defusedxml = "*"
+importlib-metadata = {version = ">=3.6", markers = "python_version < \"3.10\""}
+jinja2 = ">=3.0"
+jupyter-core = ">=4.7"
+jupyterlab-pygments = "*"
+lxml = "*"
+markupsafe = ">=2.0"
+mistune = ">=2.0.3,<3"
+nbclient = ">=0.5.0"
+nbformat = ">=5.1"
+packaging = "*"
+pandocfilters = ">=1.4.1"
+pygments = ">=2.4.1"
+tinycss2 = "*"
+traitlets = ">=5.0"
+
+[package.extras]
+all = ["ipykernel", "ipython", "ipywidgets (>=7)", "nbsphinx (>=0.2.12)", "pre-commit", "pyppeteer (>=1,<1.1)", "pyqtwebengine (>=5.15)", "pytest", "pytest-cov", "pytest-dependency", "sphinx-rtd-theme", "sphinx (==5.0.2)", "tornado (>=6.1)"]
+docs = ["ipython", "nbsphinx (>=0.2.12)", "sphinx-rtd-theme", "sphinx (==5.0.2)"]
+qtpdf = ["pyqtwebengine (>=5.15)"]
+qtpng = ["pyqtwebengine (>=5.15)"]
+serve = ["tornado (>=6.1)"]
+test = ["ipykernel", "ipywidgets (>=7)", "pre-commit", "pyppeteer (>=1,<1.1)", "pytest", "pytest-cov", "pytest-dependency"]
+webpdf = ["pyppeteer (>=1,<1.1)"]
+
+[[package]]
+name = "nbformat"
+version = "5.5.0"
+description = "The Jupyter Notebook format"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+fastjsonschema = "*"
+jsonschema = ">=2.6"
+jupyter_core = "*"
+traitlets = ">=5.1"
+
+[package.extras]
+test = ["check-manifest", "testpath", "pytest", "pre-commit", "pep440"]
+
 [[package]]
 name = "nest-asyncio"
 version = "1.5.5"
@@ -321,22 +575,52 @@ python-versions = ">=3.5"
 
 [[package]]
 name = "networkx"
-version = "2.8.5"
+version = "2.8.6"
 description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
 python-versions = ">=3.8"
 
 [package.extras]
-test = ["codecov (>=2.1)", "pytest-cov (>=3.0)", "pytest (>=7.1)"]
-extra = ["sympy (>=1.10)", "pydot (>=1.4.2)", "pygraphviz (>=1.9)", "lxml (>=4.6)"]
-doc = ["texext (>=0.6.6)", "nb2plots (>=0.6)", "pillow (>=9.1)", "numpydoc (>=1.4)", "sphinx-gallery (>=0.10)", "pydata-sphinx-theme (>=0.9)", "sphinx (>=5)"]
-developer = ["mypy (>=0.960)", "pre-commit (>=2.19)"]
-default = ["pandas (>=1.3)", "matplotlib (>=3.4)", "scipy (>=1.8)", "numpy (>=1.19)"]
+default = ["numpy (>=1.19)", "scipy (>=1.8)", "matplotlib (>=3.4)", "pandas (>=1.3)"]
+developer = ["pre-commit (>=2.20)", "mypy (>=0.961)"]
+doc = ["sphinx (>=5)", "pydata-sphinx-theme (>=0.9)", "sphinx-gallery (>=0.10)", "numpydoc (>=1.4)", "pillow (>=9.1)", "nb2plots (>=0.6)", "texext (>=0.6.6)"]
+extra = ["lxml (>=4.6)", "pygraphviz (>=1.9)", "pydot (>=1.4.2)", "sympy (>=1.10)"]
+test = ["pytest (>=7.1)", "pytest-cov (>=3.0)", "codecov (>=2.1)"]
+
+[[package]]
+name = "notebook"
+version = "6.4.12"
+description = "A web-based notebook environment for interactive computing"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+argon2-cffi = "*"
+ipykernel = "*"
+ipython-genutils = "*"
+jinja2 = "*"
+jupyter-client = ">=5.3.4"
+jupyter-core = ">=4.6.1"
+nbconvert = ">=5"
+nbformat = "*"
+nest-asyncio = ">=1.5"
+prometheus-client = "*"
+pyzmq = ">=17"
+Send2Trash = ">=1.8.0"
+terminado = ">=0.8.3"
+tornado = ">=6.1"
+traitlets = ">=4.2.1"
+
+[package.extras]
+test = ["requests-unixsocket", "pytest-cov", "selenium", "nbval", "testpath", "requests", "coverage", "pytest"]
+json-logging = ["json-logging"]
+docs = ["myst-parser", "sphinx-rtd-theme", "sphinxcontrib-github-alt", "nbsphinx", "sphinx"]
 
 [[package]]
 name = "numpy"
-version = "1.23.2"
+version = "1.23.3"
 description = "NumPy is the fundamental package for array computing with Python."
 category = "dev"
 optional = false
@@ -355,7 +639,7 @@ pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pandas"
-version = "1.4.3"
+version = "1.4.4"
 description = "Powerful data structures for data analysis, time series, and statistics"
 category = "dev"
 optional = false
@@ -363,16 +647,24 @@ python-versions = ">=3.8"
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
-    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
-    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
     {version = ">=1.18.5", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""},
+    {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""},
+    {version = ">=1.21.0", markers = "python_version >= \"3.10\""},
 ]
 python-dateutil = ">=2.8.1"
 pytz = ">=2020.1"
 
 [package.extras]
-test = ["pytest-xdist (>=1.31)", "pytest (>=6.0)", "hypothesis (>=5.5.3)"]
+test = ["hypothesis (>=5.5.3)", "pytest (>=6.0)", "pytest-xdist (>=1.31)"]
+
+[[package]]
+name = "pandocfilters"
+version = "1.5.0"
+description = "Utilities for writing pandoc filters in python"
+category = "main"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
 
 [[package]]
 name = "parso"
@@ -388,11 +680,11 @@ qa = ["mypy (==0.782)", "flake8 (==3.8.3)"]
 
 [[package]]
 name = "pathspec"
-version = "0.9.0"
+version = "0.10.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = ">=3.7"
 
 [[package]]
 name = "pexpect"
@@ -413,6 +705,14 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "pkgutil-resolve-name"
+version = "1.3.10"
+description = "Resolve a name to an object."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "platformdirs"
 version = "2.5.2"
@@ -448,6 +748,17 @@ python-versions = ">=3.6"
 testing = ["pytest-benchmark", "pytest"]
 dev = ["tox", "pre-commit"]
 
+[[package]]
+name = "prometheus-client"
+version = "0.14.1"
+description = "Python client for the Prometheus monitoring system."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.extras]
+twisted = ["twisted"]
+
 [[package]]
 name = "prompt-toolkit"
 version = "3.0.31"
@@ -527,16 +838,23 @@ python-versions = ">=3.6.8"
 [package.extras]
 diagrams = ["railroad-diagrams", "jinja2"]
 
+[[package]]
+name = "pyrsistent"
+version = "0.18.1"
+description = "Persistent/Functional/Immutable data structures"
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "pytest"
-version = "7.1.2"
+version = "7.1.3"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 
 [package.dependencies]
-atomicwrites = {version = ">=1.0", markers = "sys_platform == \"win32\""}
 attrs = ">=19.2.0"
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 iniconfig = "*"
@@ -575,6 +893,14 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "pywinpty"
+version = "2.0.7"
+description = "Pseudo terminal support for Windows from Python."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
 [[package]]
 name = "pyzmq"
 version = "23.2.1"
@@ -589,7 +915,7 @@ py = {version = "*", markers = "implementation_name == \"pypy\""}
 
 [[package]]
 name = "scipy"
-version = "1.9.0"
+version = "1.9.1"
 description = "SciPy: Scientific Library for Python"
 category = "dev"
 optional = false
@@ -598,6 +924,19 @@ python-versions = ">=3.8,<3.12"
 [package.dependencies]
 numpy = ">=1.18.5,<1.25.0"
 
+[[package]]
+name = "send2trash"
+version = "1.8.0"
+description = "Send file to trash natively under Mac OS X, Windows and Linux."
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.extras]
+win32 = ["pywin32"]
+objc = ["pyobjc-framework-cocoa"]
+nativelib = ["pywin32", "pyobjc-framework-cocoa"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -606,6 +945,14 @@ category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
 
+[[package]]
+name = "soupsieve"
+version = "2.3.2.post1"
+description = "A modern CSS selector implementation for Beautiful Soup."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
 [[package]]
 name = "stack-data"
 version = "0.5.0"
@@ -633,6 +980,37 @@ python-versions = ">=3.6"
 [package.extras]
 doc = ["tornado (>=4.5)", "sphinx", "reno"]
 
+[[package]]
+name = "terminado"
+version = "0.15.0"
+description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
+category = "main"
+optional = false
+python-versions = ">=3.7"
+
+[package.dependencies]
+ptyprocess = {version = "*", markers = "os_name != \"nt\""}
+pywinpty = {version = ">=1.1.0", markers = "os_name == \"nt\""}
+tornado = ">=6.1.0"
+
+[package.extras]
+test = ["pytest (>=6.0)", "pytest-timeout", "pre-commit"]
+
+[[package]]
+name = "tinycss2"
+version = "1.1.1"
+description = "A tiny CSS parser"
+category = "main"
+optional = false
+python-versions = ">=3.6"
+
+[package.dependencies]
+webencodings = ">=0.4"
+
+[package.extras]
+test = ["coverage", "pytest-isort", "pytest-flake8", "pytest-cov", "pytest"]
+doc = ["sphinx-rtd-theme", "sphinx"]
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -676,31 +1054,78 @@ category = "main"
 optional = false
 python-versions = "*"
 
+[[package]]
+name = "webencodings"
+version = "0.5.1"
+description = "Character encoding aliases for legacy web content"
+category = "main"
+optional = false
+python-versions = "*"
+
 [[package]]
 name = "widgetsnbextension"
-version = "4.0.3"
-description = "Jupyter interactive widgets for Jupyter Notebook"
+version = "3.6.1"
+description = "IPython HTML widgets for Jupyter"
+category = "main"
+optional = false
+python-versions = "*"
+
+[package.dependencies]
+notebook = ">=4.4.1"
+
+[[package]]
+name = "zipp"
+version = "3.8.1"
+description = "Backport of pathlib-compatible object wrapper for zip files"
 category = "main"
 optional = false
 python-versions = ">=3.7"
 
+[package.extras]
+docs = ["sphinx", "jaraco.packaging (>=9)", "rst.linker (>=1.9)", "jaraco.tidelift (>=1.4)"]
+testing = ["pytest (>=6)", "pytest-checkdocs (>=2.4)", "pytest-flake8", "pytest-cov", "pytest-enabler (>=1.3)", "jaraco.itertools", "func-timeout", "pytest-black (>=0.3.7)", "pytest-mypy (>=0.9.1)"]
+
 [metadata]
 lock-version = "1.1"
 python-versions = ">=3.8,<3.12"
-content-hash = "31a23ea71f3d238a0bcb530e71128438a49691881daa9b552a261d01f9b54b9d"
+content-hash = "b4478a1fb7ecd6ed5b4292c87f176c2513b34af165466b515fea25db1e8afb18"
 
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 ]
+argon2-cffi = [
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+]
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+    {file = "argon2_cffi_bindings-21.2.0-pp38-pypy38_pp73-win_amd64.whl", hash = "sha256:5e00316dabdaea0b2dd82d141cc66889ced0cdcbfa599e8b471cf22c620c329a"},
+]
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 ]
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@@ -709,30 +1134,38 @@ backcall = [
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 ]
+beautifulsoup4 = [
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+]
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+    {file = "Send2Trash-1.8.0.tar.gz", hash = "sha256:d2c24762fd3759860a0aff155e45871447ea58d2be6bdd39b5c8f966a0c99c2d"},
 ]
 six = [
     {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
+soupsieve = [
+    {file = "soupsieve-2.3.2.post1-py3-none-any.whl", hash = "sha256:3b2503d3c7084a42b1ebd08116e5f81aadfaea95863628c80a3b774a11b7c759"},
+    {file = "soupsieve-2.3.2.post1.tar.gz", hash = "sha256:fc53893b3da2c33de295667a0e19f078c14bf86544af307354de5fcf12a3f30d"},
+]
 stack-data = [
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@@ -1179,6 +1828,14 @@ tenacity = [
     {file = "tenacity-8.0.1-py3-none-any.whl", hash = "sha256:f78f4ea81b0fabc06728c11dc2a8c01277bfc5181b321a4770471902e3eb844a"},
     {file = "tenacity-8.0.1.tar.gz", hash = "sha256:43242a20e3e73291a28bcbcacfd6e000b02d3857a9a9fff56b297a27afdc932f"},
 ]
+terminado = [
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+    {file = "terminado-0.15.0.tar.gz", hash = "sha256:ab4eeedccfcc1e6134bfee86106af90852c69d602884ea3a1e8ca6d4486e9bfe"},
+]
+tinycss2 = [
+    {file = "tinycss2-1.1.1-py3-none-any.whl", hash = "sha256:fe794ceaadfe3cf3e686b22155d0da5780dd0e273471a51846d0a02bc204fec8"},
+    {file = "tinycss2-1.1.1.tar.gz", hash = "sha256:b2e44dd8883c360c35dd0d1b5aad0b610e5156c2cb3b33434634e539ead9d8bf"},
+]
 tomli = [
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     {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
@@ -1208,7 +1865,15 @@ wcwidth = [
     {file = "wcwidth-0.2.5-py2.py3-none-any.whl", hash = "sha256:beb4802a9cebb9144e99086eff703a642a13d6a0052920003a230f3294bbe784"},
     {file = "wcwidth-0.2.5.tar.gz", hash = "sha256:c4d647b99872929fdb7bdcaa4fbe7f01413ed3d98077df798530e5b04f116c83"},
 ]
+webencodings = [
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+    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
+]
 widgetsnbextension = [
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-    {file = "widgetsnbextension-4.0.3.tar.gz", hash = "sha256:34824864c062b0b3030ad78210db5ae6a3960dfb61d5b27562d6631774de0286"},
+    {file = "widgetsnbextension-3.6.1-py2.py3-none-any.whl", hash = "sha256:954e0faefdd414e4e013f17dbc7fd86f24cf1d243a3ac85d5f0fc2c2d2b50c66"},
+    {file = "widgetsnbextension-3.6.1.tar.gz", hash = "sha256:9c84ae64c2893c7cbe2eaafc7505221a795c27d68938454034ac487319a75b10"},
+]
+zipp = [
+    {file = "zipp-3.8.1-py3-none-any.whl", hash = "sha256:47c40d7fe183a6f21403a199b3e4192cca5774656965b0a4988ad2f8feb5f009"},
+    {file = "zipp-3.8.1.tar.gz", hash = "sha256:05b45f1ee8f807d0cc928485ca40a07cb491cf092ff587c0df9cb1fd154848d2"},
 ]
diff --git a/pyproject.toml b/pyproject.toml
index 7521e5d..0fcf6f5 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "igviz"
-version = "0.4.0"
+version = "0.5.0"
 description = "Create interactive network graph visualizations."
 authors = ["Ashton Sidhu"]
 license = "MIT"
@@ -9,7 +9,7 @@ license = "MIT"
 python = ">=3.8,<3.12"
 networkx = "^2.8.5"
 plotly = "^5.10.0"
-ipywidgets = "^8.0.2"
+ipywidgets = "^7.7.1"
 
 [tool.poetry.dev-dependencies]
 black = "^22.6.0"