diff --git a/.gitignore b/.gitignore
index c28c4754..39094991 100644
--- a/.gitignore
+++ b/.gitignore
@@ -17,6 +17,7 @@ __pycache__/
 # PyVenv
 .env
 .venv
+venv
 
 # Linters cache
 .mypy_cache
diff --git a/.pre-commit-config.yml b/.pre-commit-config.yaml
similarity index 94%
rename from .pre-commit-config.yml
rename to .pre-commit-config.yaml
index 0c09eab6..786b8a73 100644
--- a/.pre-commit-config.yml
+++ b/.pre-commit-config.yaml
@@ -1,7 +1,7 @@
 repos:
   - repo: https://github.com/charliermarsh/ruff-pre-commit
     # Ruff version.
-    rev: 'v0.0.265'
+    rev: 'v0.0.286'
     hooks:
       - id: ruff
   - repo: local
diff --git a/README.md b/README.md
index c9b04634..18c63a9c 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,8 @@
 # Quinn
 
 ![![image](https://github.com/MrPowers/quinn/workflows/build/badge.svg)](https://github.com/MrPowers/quinn/actions/workflows/ci.yml/badge.svg)
-![![image](https://github.com/MrPowers/mack/workflows/build/badge.svg)](https://github.com/MrPowers/quinn/actions/workflows/flake8.yml/badge.svg)
+<!-- ![![image](https://github.com/MrPowers/mack/workflows/build/badge.svg)](https://github.com/MrPowers/quinn/actions/workflows/flake8.yml/badge.svg) -->
+[![Linter: Ruff](https://img.shields.io/badge/Linter-Ruff-brightgreen?style=flat-square)](https://github.com/MrPowers/quinn/actions/workflows/ruff.yml/badge.svg)
 ![PyPI - Downloads](https://img.shields.io/pypi/dm/quinn)
 [![PyPI version](https://badge.fury.io/py/quinn.svg)](https://badge.fury.io/py/quinn)
 
@@ -261,6 +262,24 @@ quinn.to_list_of_dictionaries(source_df)
 
 Converts an entire DataFrame into a list of dictionaries.
 
+**show_output_to_df()**
+
+```python
+quinn.show_output_to_df(output_str, spark)
+```
+
+Parses a spark DataFrame output string into a spark DataFrame. Useful for quickly pulling data from a log into a DataFrame. In this example, output_str is a string of the form:
+
+```
++----+---+-----------+------+
+|name|age|     stuff1|stuff2|
++----+---+-----------+------+
+|jose|  1|nice person|  yoyo|
+|  li|  2|nice person|  yoyo|
+| liz|  3|nice person|  yoyo|
++----+---+-----------+------+
+```
+
 ## Pyspark Core Class Extensions
 
 ```
diff --git a/poetry.lock b/poetry.lock
index 8dbded0b..adfc26fe 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
 
 [[package]]
 name = "cached-property"
@@ -26,14 +26,14 @@ files = [
 
 [[package]]
 name = "click"
-version = "8.1.3"
+version = "8.1.7"
 description = "Composable command line interface toolkit"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "click-8.1.3-py3-none-any.whl", hash = "sha256:bb4d8133cb15a609f44e8213d9b391b0809795062913b383c62be0ee95b1db48"},
-    {file = "click-8.1.3.tar.gz", hash = "sha256:7682dc8afb30297001674575ea00d1814d808d6a36af415a82bd481d37ba7b8e"},
+    {file = "click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28"},
+    {file = "click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de"},
 ]
 
 [package.dependencies]
@@ -52,6 +52,21 @@ files = [
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
 
+[[package]]
+name = "exceptiongroup"
+version = "1.1.3"
+description = "Backport of PEP 654 (exception groups)"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "exceptiongroup-1.1.3-py3-none-any.whl", hash = "sha256:343280667a4585d195ca1cf9cef84a4e178c4b6cf2274caef9859782b567d5e3"},
+    {file = "exceptiongroup-1.1.3.tar.gz", hash = "sha256:097acd85d473d75af5bb98e41b61ff7fe35efe6675e4f9370ec6ec5126d160e9"},
+]
+
+[package.extras]
+test = ["pytest (>=6)"]
+
 [[package]]
 name = "ghp-import"
 version = "2.1.0"
@@ -72,14 +87,14 @@ dev = ["flake8", "markdown", "twine", "wheel"]
 
 [[package]]
 name = "griffe"
-version = "0.27.3"
+version = "0.30.1"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "griffe-0.27.3-py3-none-any.whl", hash = "sha256:094513b209d4acd4b2680c2415d3af5f8ed925714795380c2a7d070e222e0b27"},
-    {file = "griffe-0.27.3.tar.gz", hash = "sha256:a3d0f75aa76b80f181f818cf605f658a69fccf287aaeeeafc7a6cf4e6a2ca27e"},
+    {file = "griffe-0.30.1-py3-none-any.whl", hash = "sha256:b2f3df6952995a6bebe19f797189d67aba7c860755d3d21cc80f64d076d0154c"},
+    {file = "griffe-0.30.1.tar.gz", hash = "sha256:007cc11acd20becf1bb8f826419a52b9d403bbad9d8c8535699f5440ddc0a109"},
 ]
 
 [package.dependencies]
@@ -88,14 +103,14 @@ colorama = ">=0.4"
 
 [[package]]
 name = "importlib-metadata"
-version = "6.6.0"
+version = "6.7.0"
 description = "Read metadata from Python packages"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "importlib_metadata-6.6.0-py3-none-any.whl", hash = "sha256:43dd286a2cd8995d5eaef7fee2066340423b818ed3fd70adf0bad5f1fac53fed"},
-    {file = "importlib_metadata-6.6.0.tar.gz", hash = "sha256:92501cdf9cc66ebd3e612f1b4f0c0765dfa42f0fa38ffb319b6bd84dd675d705"},
+    {file = "importlib_metadata-6.7.0-py3-none-any.whl", hash = "sha256:cb52082e659e97afc5dac71e79de97d8681de3aa07ff18578330904a9d18e5b5"},
+    {file = "importlib_metadata-6.7.0.tar.gz", hash = "sha256:1aaf550d4f73e5d6783e7acb77aec43d49da8017410afae93822cc9cca98c4d4"},
 ]
 
 [package.dependencies]
@@ -105,7 +120,19 @@ zipp = ">=0.5"
 [package.extras]
 docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 perf = ["ipython"]
-testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)"]
+testing = ["flufl.flake8", "importlib-resources (>=1.3)", "packaging", "pyfakefs", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-mypy (>=0.9.1)", "pytest-perf (>=0.9.2)", "pytest-ruff"]
+
+[[package]]
+name = "iniconfig"
+version = "2.0.0"
+description = "brain-dead simple config-ini parsing"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "iniconfig-2.0.0-py3-none-any.whl", hash = "sha256:b6a85871a79d2e3b22d2d1b94ac2824226a63c6b741c88f7ae975f18b6778374"},
+    {file = "iniconfig-2.0.0.tar.gz", hash = "sha256:2d91e135bf72d31a410b17c16da610a82cb55f6b0477d1a902134b24a455b8b3"},
+]
 
 [[package]]
 name = "jinja2"
@@ -127,20 +154,21 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "markdown"
-version = "3.3.7"
-description = "Python implementation of Markdown."
+version = "3.4.4"
+description = "Python implementation of John Gruber's Markdown."
 category = "dev"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
-    {file = "Markdown-3.3.7-py3-none-any.whl", hash = "sha256:f5da449a6e1c989a4cea2631aa8ee67caa5a2ef855d551c88f9e309f4634c621"},
-    {file = "Markdown-3.3.7.tar.gz", hash = "sha256:cbb516f16218e643d8e0a95b309f77eb118cb138d39a4f27851e6a63581db874"},
+    {file = "Markdown-3.4.4-py3-none-any.whl", hash = "sha256:a4c1b65c0957b4bd9e7d86ddc7b3c9868fb9670660f6f99f6d1bca8954d5a941"},
+    {file = "Markdown-3.4.4.tar.gz", hash = "sha256:225c6123522495d4119a90b3a3ba31a1e87a70369e03f14799ea9c0d7183a3d6"},
 ]
 
 [package.dependencies]
 importlib-metadata = {version = ">=4.4", markers = "python_version < \"3.10\""}
 
 [package.extras]
+docs = ["mdx-gh-links (>=0.2)", "mkdocs (>=1.0)", "mkdocs-nature (>=0.4)"]
 testing = ["coverage", "pyyaml"]
 
 [[package]]
@@ -163,62 +191,62 @@ tests = ["pytest"]
 
 [[package]]
 name = "markupsafe"
-version = "2.1.2"
+version = "2.1.3"
 description = "Safely add untrusted strings to HTML/XML markup."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [[package]]
@@ -235,14 +263,14 @@ files = [
 
 [[package]]
 name = "mkdocs"
-version = "1.4.3"
+version = "1.5.2"
 description = "Project documentation with Markdown."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "mkdocs-1.4.3-py3-none-any.whl", hash = "sha256:6ee46d309bda331aac915cd24aab882c179a933bd9e77b80ce7d2eaaa3f689dd"},
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+    {file = "mkdocs-1.5.2-py3-none-any.whl", hash = "sha256:60a62538519c2e96fe8426654a67ee177350451616118a41596ae7c876bb7eac"},
+    {file = "mkdocs-1.5.2.tar.gz", hash = "sha256:70d0da09c26cff288852471be03c23f0f521fc15cf16ac89c7a3bfb9ae8d24f9"},
 ]
 
 [package.dependencies]
@@ -251,9 +279,12 @@ colorama = {version = ">=0.4", markers = "platform_system == \"Windows\""}
 ghp-import = ">=1.0"
 importlib-metadata = {version = ">=4.3", markers = "python_version < \"3.10\""}
 jinja2 = ">=2.11.1"
-markdown = ">=3.2.1,<3.4"
+markdown = ">=3.2.1"
+markupsafe = ">=2.0.1"
 mergedeep = ">=1.3.4"
 packaging = ">=20.5"
+pathspec = ">=0.11.1"
+platformdirs = ">=2.2.0"
 pyyaml = ">=5.1"
 pyyaml-env-tag = ">=0.1"
 typing-extensions = {version = ">=3.10", markers = "python_version < \"3.8\""}
@@ -261,7 +292,7 @@ watchdog = ">=2.0"
 
 [package.extras]
 i18n = ["babel (>=2.9.0)"]
-min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.3)", "jinja2 (==2.11.1)", "markdown (==3.2.1)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "packaging (==20.5)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "typing-extensions (==3.10)", "watchdog (==2.0)"]
+min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.3)", "jinja2 (==2.11.1)", "markdown (==3.2.1)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "packaging (==20.5)", "pathspec (==0.11.1)", "platformdirs (==2.2.0)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "typing-extensions (==3.10)", "watchdog (==2.0)"]
 
 [[package]]
 name = "mkdocs-autorefs"
@@ -326,17 +357,18 @@ mkdocs = ">=1.0.3"
 
 [[package]]
 name = "mkdocstrings"
-version = "0.21.2"
+version = "0.22.0"
 description = "Automatic documentation from sources, for MkDocs."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "mkdocstrings-0.22.0-py3-none-any.whl", hash = "sha256:2d4095d461554ff6a778fdabdca3c00c468c2f1459d469f7a7f622a2b23212ba"},
+    {file = "mkdocstrings-0.22.0.tar.gz", hash = "sha256:82a33b94150ebb3d4b5c73bab4598c3e21468c79ec072eff6931c8f3bfc38256"},
 ]
 
 [package.dependencies]
+importlib-metadata = {version = ">=4.6", markers = "python_version < \"3.10\""}
 Jinja2 = ">=2.11.1"
 Markdown = ">=3.3"
 MarkupSafe = ">=1.1"
@@ -379,17 +411,55 @@ files = [
 ]
 
 [[package]]
-name = "py"
-version = "1.11.0"
-description = "library with cross-python path, ini-parsing, io, code, log facilities"
+name = "pathspec"
+version = "0.11.2"
+description = "Utility library for gitignore style pattern matching of file paths."
 category = "dev"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+python-versions = ">=3.7"
 files = [
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+    {file = "pathspec-0.11.2.tar.gz", hash = "sha256:e0d8d0ac2f12da61956eb2306b69f9469b42f4deb0f3cb6ed47b9cce9996ced3"},
 ]
 
+[[package]]
+name = "platformdirs"
+version = "3.10.0"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
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+    {file = "platformdirs-3.10.0.tar.gz", hash = "sha256:b45696dab2d7cc691a3226759c0d3b00c47c8b6e293d96f6436f733303f77f6d"},
+]
+
+[package.dependencies]
+typing-extensions = {version = ">=4.7.1", markers = "python_version < \"3.8\""}
+
+[package.extras]
+docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.1)", "sphinx-autodoc-typehints (>=1.24)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.4)", "pytest-cov (>=4.1)", "pytest-mock (>=3.11.1)"]
+
+[[package]]
+name = "pluggy"
+version = "1.2.0"
+description = "plugin and hook calling mechanisms for python"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "pluggy-1.2.0-py3-none-any.whl", hash = "sha256:c2fd55a7d7a3863cba1a013e4e2414658b1d07b6bc57b3919e0c63c9abb99849"},
+    {file = "pluggy-1.2.0.tar.gz", hash = "sha256:d12f0c4b579b15f5e054301bb226ee85eeeba08ffec228092f8defbaa3a4c4b3"},
+]
+
+[package.dependencies]
+importlib-metadata = {version = ">=0.12", markers = "python_version < \"3.8\""}
+
+[package.extras]
+dev = ["pre-commit", "tox"]
+testing = ["pytest", "pytest-benchmark"]
+
 [[package]]
 name = "py4j"
 version = "0.10.9.7"
@@ -404,29 +474,32 @@ files = [
 
 [[package]]
 name = "pymdown-extensions"
-version = "9.11"
+version = "10.2.1"
 description = "Extension pack for Python Markdown."
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pymdown_extensions-9.11-py3-none-any.whl", hash = "sha256:a499191d8d869f30339de86fcf072a787e86c42b6f16f280f5c2cf174182b7f3"},
-    {file = "pymdown_extensions-9.11.tar.gz", hash = "sha256:f7e86c1d3981f23d9dc43294488ecb54abadd05b0be4bf8f0e15efc90f7853ff"},
+    {file = "pymdown_extensions-10.2.1-py3-none-any.whl", hash = "sha256:bded105eb8d93f88f2f821f00108cb70cef1269db6a40128c09c5f48bfc60ea4"},
+    {file = "pymdown_extensions-10.2.1.tar.gz", hash = "sha256:d0c534b4a5725a4be7ccef25d65a4c97dba58b54ad7c813babf0eb5ba9c81591"},
 ]
 
 [package.dependencies]
 markdown = ">=3.2"
 pyyaml = "*"
 
+[package.extras]
+extra = ["pygments (>=2.12)"]
+
 [[package]]
 name = "pyspark"
-version = "3.4.0"
+version = "3.4.1"
 description = "Apache Spark Python API"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "pyspark-3.4.0.tar.gz", hash = "sha256:167a23e11854adb37f8602de6fcc3a4f96fd5f1e323b9bb83325f38408c5aafd"},
+    {file = "pyspark-3.4.1.tar.gz", hash = "sha256:72cd66ab8cf61a75854e5a753f75bea35ee075c3a96f9de4e2a66d02ec7fc652"},
 ]
 
 [package.dependencies]
@@ -441,36 +514,42 @@ sql = ["numpy (>=1.15)", "pandas (>=1.0.5)", "pyarrow (>=1.0.0)"]
 
 [[package]]
 name = "pytest"
-version = "3.2.2"
+version = "7.4.0"
 description = "pytest: simple powerful testing with Python"
 category = "dev"
 optional = false
-python-versions = "*"
+python-versions = ">=3.7"
 files = [
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 name = "python-dateutil"
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+    {file = "PyYAML-6.0.1-cp38-cp38-win_amd64.whl", hash = "sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62"},
+    {file = "PyYAML-6.0.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8"},
+    {file = "PyYAML-6.0.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:c8098ddcc2a85b61647b2590f825f3db38891662cfc2fc776415143f599bb859"},
+    {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5773183b6446b2c99bb77e77595dd486303b4faab2b086e7b17bc6bef28865f6"},
+    {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:b786eecbdf8499b9ca1d697215862083bd6d2a99965554781d0d8d1ad31e13a0"},
+    {file = "PyYAML-6.0.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c"},
+    {file = "PyYAML-6.0.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5"},
+    {file = "PyYAML-6.0.1-cp39-cp39-win32.whl", hash = "sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c"},
+    {file = "PyYAML-6.0.1-cp39-cp39-win_amd64.whl", hash = "sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486"},
+    {file = "PyYAML-6.0.1.tar.gz", hash = "sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43"},
 ]
 
 [[package]]
@@ -564,23 +653,6 @@ files = [
     {file = "semver-3.0.0.tar.gz", hash = "sha256:94df43924c4521ec7d307fc86da1531db6c2c33d9d5cdc3e64cca0eb68569269"},
 ]
 
-[[package]]
-name = "setuptools"
-version = "67.7.2"
-description = "Easily download, build, install, upgrade, and uninstall Python packages"
-category = "dev"
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "setuptools-67.7.2-py3-none-any.whl", hash = "sha256:23aaf86b85ca52ceb801d32703f12d77517b2556af839621c641fca11287952b"},
-    {file = "setuptools-67.7.2.tar.gz", hash = "sha256:f104fa03692a2602fa0fec6c6a9e63b6c8a968de13e17c026957dd1f53d80990"},
-]
-
-[package.extras]
-docs = ["furo", "jaraco.packaging (>=9)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-hoverxref (<2)", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (==0.8.3)", "sphinx-reredirects", "sphinxcontrib-towncrier"]
-testing = ["build[virtualenv]", "filelock (>=3.4.0)", "flake8 (<5)", "flake8-2020", "ini2toml[lite] (>=0.9)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pip (>=19.1)", "pip-run (>=8.8)", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=1.3)", "pytest-flake8", "pytest-mypy (>=0.9.1)", "pytest-perf", "pytest-timeout", "pytest-xdist", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
-testing-integration = ["build[virtualenv]", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
-
 [[package]]
 name = "six"
 version = "1.16.0"
@@ -593,16 +665,28 @@ files = [
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
 
+[[package]]
+name = "tomli"
+version = "2.0.1"
+description = "A lil' TOML parser"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tomli-2.0.1-py3-none-any.whl", hash = "sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc"},
+    {file = "tomli-2.0.1.tar.gz", hash = "sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f"},
+]
+
 [[package]]
 name = "typing-extensions"
-version = "4.5.0"
+version = "4.7.1"
 description = "Backported and Experimental Type Hints for Python 3.7+"
 category = "dev"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "typing_extensions-4.5.0-py3-none-any.whl", hash = "sha256:fb33085c39dd998ac16d1431ebc293a8b3eedd00fd4a32de0ff79002c19511b4"},
-    {file = "typing_extensions-4.5.0.tar.gz", hash = "sha256:5cb5f4a79139d699607b3ef622a1dedafa84e115ab0024e0d9c044a9479ca7cb"},
+    {file = "typing_extensions-4.7.1-py3-none-any.whl", hash = "sha256:440d5dd3af93b060174bf433bccd69b0babc3b15b1a8dca43789fd7f61514b36"},
+    {file = "typing_extensions-4.7.1.tar.gz", hash = "sha256:b75ddc264f0ba5615db7ba217daeb99701ad295353c45f9e95963337ceeeffb2"},
 ]
 
 [[package]]
@@ -664,4 +748,4 @@ testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.7,<4.0"
-content-hash = "0dd9748cd85eb37ad48a30334a4e632d5fc0c974e337fe736c4a0c35aca57f7b"
+content-hash = "47937468e1cba16ba97c145daaea6a1770b1c390b0f434eff68ac8d7811db642"
diff --git a/pyproject.toml b/pyproject.toml
index e25bd865..3c312b9a 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,9 +13,9 @@ python = ">=3.7,<4.0"
 
 [tool.poetry.dev-dependencies]
 pyspark = ">2.0.0"
-pytest = "3.2.2"
+pytest = "7.4"
 chispa = "0.9.2"
-pytest-describe = "^1.0.0"
+pytest-describe = "^2.1"
 semver = "3.0.0"
 
 [tool.poetry.group.mkdocs]
@@ -33,7 +33,7 @@ mkdocs = "^1.4.2"
 # Allow lines to be as long as 150 characters.
 line-length = 150
 ignore = ["D100"]
-required-version = "0.0.265"
+required-version = "0.0.286"
 
 [build-system]
 requires = ["poetry>=0.12"]
diff --git a/quinn/extensions/column_ext.py b/quinn/extensions/column_ext.py
index bba393b2..0d7f2a92 100644
--- a/quinn/extensions/column_ext.py
+++ b/quinn/extensions/column_ext.py
@@ -36,7 +36,7 @@ def isFalse(self: Column) -> Column:
     :return: Column
     :rtype: Column
     """
-    return self == False # noqa
+    return self == lit(False)
 
 
 def isTrue(self: Column) -> Column:
@@ -51,7 +51,7 @@ def isTrue(self: Column) -> Column:
     :returns: Column object
     :rtype: Column
     """
-    return self == True # noqa
+    return self == lit(True)
 
 
 def isNullOrBlank(self: Column) -> Column:
diff --git a/quinn/functions.py b/quinn/functions.py
index 054d3caa..6574b582 100644
--- a/quinn/functions.py
+++ b/quinn/functions.py
@@ -193,20 +193,20 @@ def _raise_if_invalid_day(day: str) -> None:
         raise ValueError(message)
 
 
-def approx_equal(col1: Column, col2: Column, threshhold: Number) -> Column:
+def approx_equal(col1: Column, col2: Column, threshold: Number) -> Column:
     """Compares two ``Column`` objects by checking if the difference between them
-    is less than a specified ``threshhold``.
+    is less than a specified ``threshold``.
 
     :param col1: the first ``Column``
     :type col1: Column
     :param col2: the second ``Column``
     :type col2: Column
-    :param threshhold: value to compare with
-    :type threshhold: Number
+    :param threshold: value to compare with
+    :type threshold: Number
     :return: Boolean ``Column`` with ``True`` indicating that ``abs(col1 -
-    col2)`` is less than ``threshhold``
+    col2)`` is less than ``threshold``
     """
-    return F.abs(col1 - col2) < threshhold
+    return F.abs(col1 - col2) < threshold
 
 
 def array_choice(col: Column) -> Column:
diff --git a/tests/test_append_if_schema_identical.py b/tests/test_append_if_schema_identical.py
index 96be0c57..540a9679 100644
--- a/tests/test_append_if_schema_identical.py
+++ b/tests/test_append_if_schema_identical.py
@@ -5,7 +5,7 @@
 
 @auto_inject_fixtures("spark")
 def test_append_if_schema_identical(spark):
-    source_data = [(1, "capetown", "Alice"), (2, "delhi", "Bob")]
+    source_data = [(1, "cape town", "Alice"), (2, "delhi", "Bob")]
     target_data = [(3, "Charlie", "New York"), (4, "Dave", "Los Angeles")]
 
     source_df = spark.createDataFrame(source_data, schema=StructType([
diff --git a/tests/test_functions.py b/tests/test_functions.py
index c2816aa8..f42929b1 100644
--- a/tests/test_functions.py
+++ b/tests/test_functions.py
@@ -307,12 +307,12 @@ def it_works_with_integer_values(spark):
         chispa.assert_column_equality(actual_df, "are_nums_approx_equal", "expected")
 
 
-# def test_array_choice(spark):
-#     df = spark.create_df(
-#         [(["a", "b", "c"],), (["a", "b", "c", "d"],), (["x"],), ([None],)],
-#         [("letters", ArrayType(StringType(), True), True)],
-#     )
-#     actual_df = df.withColumn("random_letter", quinn.array_choice(F.col("letters")))
+def test_array_choice(spark):
+    df = spark.create_df(
+        [(["a", "b", "c"],), (["a", "b", "c", "d"],), (["x"],), ([None],)],
+        [("letters", ArrayType(StringType(), True), True)],
+    )
+    actual_df = df.withColumn("random_letter", quinn.array_choice(F.col("letters")))
     # actual_df.show()
     # chispa.assert_column_equality(actual_df, "are_nums_approx_equal", "expected")