Repository: mrpowers-io/quinn (language: python)

Issue:
More robust rand_laplace implementation
## Proposed changes

After adding some test I found that the rand_laplace implementation provide slightly wrong distribution. So this PR aim to use a more robust implementation and add test to verify the mean and standard deviation of the generated sample

## Types of changes

- [x] Bugfix (non-breaking change which fixes an issue)
- [ ] New feature (non-breaking change which adds functionality)
- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
- [ ] Documentation Update (if none of the other choices apply)


Discussion / hints:

Fix patch:
diff --git a/.github/workflows/lint.yaml b/.github/workflows/lint.yaml
index c6dafa5f..3b62213b 100644
--- a/.github/workflows/lint.yaml
+++ b/.github/workflows/lint.yaml
@@ -1,6 +1,14 @@
 name: Lint
 
-on: push 
+on:
+  push:
+    branches:
+    - main
+  pull_request:
+    branches:
+    - main
+  workflow_dispatch:
+ 
 
 jobs:
   ruff:
diff --git a/poetry.lock b/poetry.lock
index 4d1de893..76cffeba 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -137,25 +137,25 @@ typing-extensions = {version = "*", markers = "python_version < \"3.8\""}
 
 [[package]]
 name = "attrs"
-version = "23.2.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.2.0-py3-none-any.whl", hash = "sha256:99b87a485a5820b23b879f04c2305b44b951b502fd64be915879d77a7e8fc6f1"},
-    {file = "attrs-23.2.0.tar.gz", hash = "sha256:935dc3b529c262f6cf76e50877d35a4bd3c1de194fd41f47a2b7ae8f19971f30"},
+    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
+    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [package.dependencies]
 importlib-metadata = {version = "*", markers = "python_version < \"3.8\""}
 
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-mypy = ["mypy (>=1.6)", "pytest-mypy-plugins"]
-tests-no-zope = ["attrs[tests-mypy]", "cloudpickle", "hypothesis", "pympler", "pytest (>=4.3.0)", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "babel"
@@ -237,13 +237,13 @@ files = [
 
 [[package]]
 name = "certifi"
-version = "2024.7.4"
+version = "2024.8.30"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
-    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
+    {file = "certifi-2024.8.30-py3-none-any.whl", hash = "sha256:922820b53db7a7257ffbda3f597266d435245903d80737e34f8a45ff3e3230d8"},
+    {file = "certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9"},
 ]
 
 [[package]]
@@ -324,101 +324,116 @@ pycparser = "*"
 
 [[package]]
 name = "charset-normalizer"
-version = "3.3.2"
+version = "3.4.0"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7.0"
 files = [
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+    {file = "charset_normalizer-3.4.0.tar.gz", hash = "sha256:223217c3d4f82c3ac5e29032b3f1c2eb0fb591b72161f86d93f5719079dae93e"},
 ]
 
 [[package]]
@@ -524,13 +539,13 @@ files = [
 
 [[package]]
 name = "exceptiongroup"
-version = "1.2.0"
+version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "exceptiongroup-1.2.0-py3-none-any.whl", hash = "sha256:4bfd3996ac73b41e9b9628b04e079f193850720ea5945fc96a08633c66912f14"},
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+    {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
+    {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
 ]
 
 [package.extras]
@@ -538,13 +553,13 @@ test = ["pytest (>=6)"]
 
 [[package]]
 name = "fastjsonschema"
-version = "2.19.1"
+version = "2.20.0"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 files = [
-    {file = "fastjsonschema-2.19.1-py3-none-any.whl", hash = "sha256:3672b47bc94178c9f23dbb654bf47440155d4db9df5f7bc47643315f9c405cd0"},
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+    {file = "fastjsonschema-2.20.0-py3-none-any.whl", hash = "sha256:5875f0b0fa7a0043a91e93a9b8f793bcbbba9691e7fd83dca95c28ba26d21f0a"},
+    {file = "fastjsonschema-2.20.0.tar.gz", hash = "sha256:3d48fc5300ee96f5d116f10fe6f28d938e6008f59a6a025c2649475b87f76a23"},
 ]
 
 [package.extras]
@@ -598,15 +613,18 @@ colorama = ">=0.4"
 
 [[package]]
 name = "idna"
-version = "3.7"
+version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.5"
+python-versions = ">=3.6"
 files = [
-    {file = "idna-3.7-py3-none-any.whl", hash = "sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0"},
-    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
+    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
+    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
 ]
 
+[package.extras]
+all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
+
 [[package]]
 name = "importlib-metadata"
 version = "6.7.0"
@@ -783,13 +801,13 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "json5"
-version = "0.9.14"
+version = "0.9.16"
 description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = "*"
 files = [
-    {file = "json5-0.9.14-py2.py3-none-any.whl", hash = "sha256:740c7f1b9e584a468dbb2939d8d458db3427f2c93ae2139d05f47e453eae964f"},
-    {file = "json5-0.9.14.tar.gz", hash = "sha256:9ed66c3a6ca3510a976a9ef9b8c0787de24802724ab1860bc0153c7fdd589b02"},
+    {file = "json5-0.9.16-py2.py3-none-any.whl", hash = "sha256:da983e23cfd797444c690600e9bd6675608f25355b06aef672ffb927f888c07d"},
+    {file = "json5-0.9.16.tar.gz", hash = "sha256:9069400db2f44c78a22a4e838cca7b5a7dc5546877a972497e78c5b783ebaffa"},
 ]
 
 [package.extras]
@@ -797,13 +815,13 @@ dev = ["hypothesis"]
 
 [[package]]
 name = "jsonpointer"
-version = "2.4"
+version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+python-versions = ">=3.7"
 files = [
-    {file = "jsonpointer-2.4-py2.py3-none-any.whl", hash = "sha256:15d51bba20eea3165644553647711d150376234112651b4f1811022aecad7d7a"},
-    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
+    {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
+    {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
 [[package]]
@@ -937,13 +955,13 @@ test = ["coverage", "ipykernel", "pre-commit", "pytest (>=7.0)", "pytest-console
 
 [[package]]
 name = "jupyter-server-fileid"
-version = "0.9.1"
+version = "0.9.3"
 description = "Jupyter Server extension providing an implementation of the File ID service."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "jupyter_server_fileid-0.9.1-py3-none-any.whl", hash = "sha256:76dd05a45b78c7ec0cba0be98ece289984c6bcfc1ca2da216d42930e506a4d68"},
-    {file = "jupyter_server_fileid-0.9.1.tar.gz", hash = "sha256:7486bca3acf9bbaab7ce5127f9f64d2df58f5d2de377609fb833291a7217a6a2"},
+    {file = "jupyter_server_fileid-0.9.3-py3-none-any.whl", hash = "sha256:f73c01c19f90005d3fff93607b91b4955ba4e1dccdde9bfe8026646f94053791"},
+    {file = "jupyter_server_fileid-0.9.3.tar.gz", hash = "sha256:521608bb87f606a8637fcbdce2f3d24a8b3cc89d2eef61751cb40e468d4e54be"},
 ]
 
 [package.dependencies]
@@ -1502,33 +1520,20 @@ mkdocstrings = ">=0.19"
 
 [[package]]
 name = "nbclassic"
-version = "1.0.0"
+version = "1.1.0"
 description = "Jupyter Notebook as a Jupyter Server extension."
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "nbclassic-1.0.0-py3-none-any.whl", hash = "sha256:f99e4769b4750076cd4235c044b61232110733322384a94a63791d2e7beacc66"},
-    {file = "nbclassic-1.0.0.tar.gz", hash = "sha256:0ae11eb2319455d805596bf320336cda9554b41d99ab9a3c31bf8180bffa30e3"},
+    {file = "nbclassic-1.1.0-py3-none-any.whl", hash = "sha256:8c0fd6e36e320a18657ff44ed96c3a400f17a903a3744fc322303a515778f2ba"},
+    {file = "nbclassic-1.1.0.tar.gz", hash = "sha256:77b77ba85f9e988f9bad85df345b514e9e64c7f0e822992ab1df4a78ac64fc1e"},
 ]
 
 [package.dependencies]
-argon2-cffi = "*"
 ipykernel = "*"
 ipython-genutils = "*"
-jinja2 = "*"
-jupyter-client = ">=6.1.1"
-jupyter-core = ">=4.6.1"
-jupyter-server = ">=1.8"
-nbconvert = ">=5"
-nbformat = "*"
 nest-asyncio = ">=1.5"
 notebook-shim = ">=0.2.3"
-prometheus-client = "*"
-pyzmq = ">=17"
-Send2Trash = ">=1.8.0"
-terminado = ">=0.8.3"
-tornado = ">=6.1"
-traitlets = ">=4.2.1"
 
 [package.extras]
 docs = ["myst-parser", "nbsphinx", "sphinx", "sphinx-rtd-theme", "sphinxcontrib-github-alt"]
@@ -1630,13 +1635,13 @@ files = [
 
 [[package]]
 name = "notebook"
-version = "6.5.4"
+version = "6.5.7"
 description = "A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "notebook-6.5.4-py3-none-any.whl", hash = "sha256:dd17e78aefe64c768737b32bf171c1c766666a21cc79a44d37a1700771cab56f"},
-    {file = "notebook-6.5.4.tar.gz", hash = "sha256:517209568bd47261e2def27a140e97d49070602eea0d226a696f42a7f16c9a4e"},
+    {file = "notebook-6.5.7-py3-none-any.whl", hash = "sha256:a6afa9a4ff4d149a0771ff8b8c881a7a73b3835f9add0606696d6e9d98ac1cd0"},
+    {file = "notebook-6.5.7.tar.gz", hash = "sha256:04eb9011dfac634fbd4442adaf0a8c27cd26beef831fe1d19faf930c327768e4"},
 ]
 
 [package.dependencies]
@@ -1644,7 +1649,7 @@ argon2-cffi = "*"
 ipykernel = "*"
 ipython-genutils = "*"
 jinja2 = "*"
-jupyter-client = ">=5.3.4"
+jupyter-client = ">=5.3.4,<8"
 jupyter-core = ">=4.6.1"
 nbclassic = ">=0.4.7"
 nbconvert = ">=5"
@@ -1664,13 +1669,13 @@ test = ["coverage", "nbval", "pytest", "pytest-cov", "requests", "requests-unixs
 
 [[package]]
 name = "notebook-shim"
-version = "0.2.3"
+version = "0.2.4"
 description = "A shim layer for notebook traits and config"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "notebook_shim-0.2.3-py3-none-any.whl", hash = "sha256:a83496a43341c1674b093bfcebf0fe8e74cbe7eda5fd2bbc56f8e39e1486c0c7"},
-    {file = "notebook_shim-0.2.3.tar.gz", hash = "sha256:f69388ac283ae008cd506dda10d0288b09a017d822d5e8c7129a152cbd3ce7e9"},
+    {file = "notebook_shim-0.2.4-py3-none-any.whl", hash = "sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef"},
+    {file = "notebook_shim-0.2.4.tar.gz", hash = "sha256:b4b2cfa1b65d98307ca24361f5b30fe785b53c3fd07b7a47e89acb5e6ac638cb"},
 ]
 
 [package.dependencies]
@@ -1681,25 +1686,30 @@ test = ["pytest", "pytest-console-scripts", "pytest-jupyter", "pytest-tornasync"
 
 [[package]]
 name = "packaging"
-version = "23.2"
+version = "24.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "packaging-23.2-py3-none-any.whl", hash = "sha256:8c491190033a9af7e1d931d0b5dacc2ef47509b34dd0de67ed209b5203fc88c7"},
-    {file = "packaging-23.2.tar.gz", hash = "sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5"},
+    {file = "packaging-24.0-py3-none-any.whl", hash = "sha256:2ddfb553fdf02fb784c234c7ba6ccc288296ceabec964ad2eae3777778130bc5"},
+    {file = "packaging-24.0.tar.gz", hash = "sha256:eb82c5e3e56209074766e6885bb04b8c38a0c015d0a30036ebe7ece34c9989e9"},
 ]
 
 [[package]]
 name = "paginate"
-version = "0.5.6"
+version = "0.5.7"
 description = "Divides large result sets into pages for easier browsing"
 optional = false
 python-versions = "*"
 files = [
-    {file = "paginate-0.5.6.tar.gz", hash = "sha256:5e6007b6a9398177a7e1648d04fdd9f8c9766a1a945bceac82f1929e8c78af2d"},
+    {file = "paginate-0.5.7-py2.py3-none-any.whl", hash = "sha256:b885e2af73abcf01d9559fd5216b57ef722f8c42affbb63942377668e35c7591"},
+    {file = "paginate-0.5.7.tar.gz", hash = "sha256:22bd083ab41e1a8b4f3690544afb2c60c25e5c9a63a30fa2f483f6c60c8e5945"},
 ]
 
+[package.extras]
+dev = ["pytest", "tox"]
+lint = ["black"]
+
 [[package]]
 name = "pandocfilters"
 version = "1.5.1"
@@ -1713,18 +1723,18 @@ files = [
 
 [[package]]
 name = "parso"
-version = "0.8.3"
+version = "0.8.4"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
 files = [
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 [package.extras]
-qa = ["flake8 (==3.8.3)", "mypy (==0.782)"]
-testing = ["docopt", "pytest (<6.0.0)"]
+qa = ["flake8 (==5.0.4)", "mypy (==0.971)", "types-setuptools (==67.2.0.1)"]
+testing = ["docopt", "pytest"]
 
 [[package]]
 name = "pathspec"
@@ -1825,13 +1835,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.43"
+version = "3.0.48"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 ]
 
 [package.dependencies]
@@ -1839,27 +1849,28 @@ wcwidth = "*"
 
 [[package]]
 name = "psutil"
-version = "5.9.8"
+version = "6.0.0"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*"
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 files = [
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 ]
 
 [package.extras]
@@ -1969,12 +1980,12 @@ files = [
 
 [[package]]
 name = "pyspark"
-version = "3.4.2"
+version = "3.4.3"
 description = "Apache Spark Python API"
 optional = false
 python-versions = ">=3.7"
 files = [
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 [package.dependencies]
@@ -2012,27 +2023,43 @@ testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "no
 
 [[package]]
 name = "pytest-describe"
-version = "2.1.0"
+version = "2.2.0"
 description = "Describe-style plugin for pytest"
 optional = false
 python-versions = ">=3.7"
 files = [
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+]
+
+[package.dependencies]
+pytest = ">=4.6,<9"
+
+[[package]]
+name = "pytest-rerunfailures"
+version = "13.0"
+description = "pytest plugin to re-run tests to eliminate flaky failures"
+optional = false
+python-versions = ">=3.7"
+files = [
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 ]
 
 [package.dependencies]
-pytest = ">=4.6,<8"
+importlib-metadata = {version = ">=1", markers = "python_version < \"3.8\""}
+packaging = ">=17.1"
+pytest = ">=7"
 
 [[package]]
 name = "python-dateutil"
-version = "2.8.2"
+version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -2051,36 +2078,40 @@ files = [
 
 [[package]]
 name = "pytz"
-version = "2024.1"
+version = "2024.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [[package]]
 name = "pywin32"
-version = "306"
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 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
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 [[package]]
@@ -2174,104 +2205,120 @@ pyyaml = "*"
 
 [[package]]
 name = "pyzmq"
-version = "25.1.2"
+version = "26.2.0"
 description = "Python bindings for 0MQ"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.7"
 files = [
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+    {file = "pyzmq-26.2.0-pp39-pypy39_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:6a96179a24b14fa6428cbfc08641c779a53f8fcec43644030328f44034c7f1f4"},
+    {file = "pyzmq-26.2.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:4f78c88905461a9203eac9faac157a2a0dbba84a0fd09fd29315db27be40af9f"},
+    {file = "pyzmq-26.2.0.tar.gz", hash = "sha256:070672c258581c8e4f640b5159297580a9974b026043bd4ab0470be9ed324f1f"},
 ]
 
 [package.dependencies]
@@ -2459,13 +2506,13 @@ files = [
 
 [[package]]
 name = "send2trash"
-version = "1.8.2"
+version = "1.8.3"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
 optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.7"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
 files = [
-    {file = "Send2Trash-1.8.2-py3-none-any.whl", hash = "sha256:a384719d99c07ce1eefd6905d2decb6f8b7ed054025bb0e618919f945de4f679"},
-    {file = "Send2Trash-1.8.2.tar.gz", hash = "sha256:c132d59fa44b9ca2b1699af5c86f57ce9f4c5eb56629d5d55fbb7a35f84e2312"},
+    {file = "Send2Trash-1.8.3-py3-none-any.whl", hash = "sha256:0c31227e0bd08961c7665474a3d1ef7193929fedda4233843689baa056be46c9"},
+    {file = "Send2Trash-1.8.3.tar.gz", hash = "sha256:b18e7a3966d99871aefeb00cfbcfdced55ce4871194810fc71f4aa484b953abf"},
 ]
 
 [package.extras]
@@ -2502,13 +2549,13 @@ files = [
 
 [[package]]
 name = "sniffio"
-version = "1.3.0"
+version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "sniffio-1.3.0-py3-none-any.whl", hash = "sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384"},
-    {file = "sniffio-1.3.0.tar.gz", hash = "sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101"},
+    {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
+    {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
 ]
 
 [[package]]
@@ -2885,4 +2932,4 @@ testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.7,<4.0"
-content-hash = "ac991159dc247652a6701ba66b38ab508fb938345d2102d83ce0da9d141a7ff8"
+content-hash = "42e36665a95eda38cbc5fd1ec6fe83c01129afbb1689c25e8d6ced45ab2524fa"
diff --git a/pyproject.toml b/pyproject.toml
index b0f5ed10..905ea7b2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -47,6 +47,7 @@ semver = "^3"
 
 [tool.poetry.group.testing.dependencies]
 pytest = "^7"
+pytest-rerunfailures= "^13"
 chispa = "0.9.4"
 pytest-describe = "^2"
 pyspark = ">2"
diff --git a/quinn/math.py b/quinn/math.py
index 46c290fc..33d37ec0 100644
--- a/quinn/math.py
+++ b/quinn/math.py
@@ -40,7 +40,7 @@ def rand_laplace(
 
     u = F.rand(seed) - F.lit(0.5)
     return (mu - beta * F.signum(u) * F.log(F.lit(1) - (F.lit(2) * F.abs(u)))).alias(
-        "laplace_random"
+        "laplace_random",
     )
 
 


Test patch:
diff --git a/tests/test_math.py b/tests/test_math.py
index 37c394dd..126d0186 100644
--- a/tests/test_math.py
+++ b/tests/test_math.py
@@ -14,6 +14,7 @@
         (3.0, 4.0),
     ],
 )
+@pytest.mark.flaky(reruns=3, only_rerun=["AssertionError"])
 def test_rand_laplace(mean: float, scale: float):
     stats = (
         spark.range(100000)
@@ -33,6 +34,7 @@ def test_rand_laplace(mean: float, scale: float):
     assert abs(laplace_stddev - scale * math.sqrt(2.0)) <= 0.1
 
 
+@pytest.mark.flaky(reruns=3, only_rerun=["AssertionError"])
 def test_rand_range():
     lower_bound = 5
     upper_bound = 10
@@ -49,6 +51,7 @@ def test_rand_range():
     assert lower_bound <= uniform_min <= uniform_max <= upper_bound
 
 
+@pytest.mark.flaky(reruns=3, only_rerun=["AssertionError"])
 def test_randn():
     mean = 1.0
     variance = 2.0
@@ -66,4 +69,4 @@ def test_randn():
     agg_variance = stats["agg_variance"]
 
     assert agg_mean - mean <= 0.1
-    assert agg_variance - variance <= 0.1
+    assert agg_variance - variance <= 0.2