diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index e82621c5..3934217a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,6 +1,6 @@
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.5.0
+    rev: v4.6.0
     hooks:
       - id: check-added-large-files
         args: ["--maxkb=5000"]
@@ -14,16 +14,16 @@ repos:
           - --unsafe
       - id: trailing-whitespace
   - repo: https://github.com/astral-sh/ruff-pre-commit
-    rev: v0.1.14
+    rev: v0.3.7
     hooks:
       - id: ruff
         args: ["--fix", "--no-unsafe-fixes"]
       - id: ruff-format
-  - repo: local
-    hooks:
-      - id: tests
-        name: tests
-        language: system
-        types: [python]
-        pass_filenames: false
-        entry: poetry run pytest
+  # - repo: local
+  #   hooks:
+  #     - id: tests
+  #       name: tests
+  #       language: system
+  #       types: [python]
+  #       pass_filenames: false
+  #       entry: poetry run pytest
diff --git a/docs/examples/advanced_examples/plot_0_grid.py b/docs/examples/advanced_examples/plot_0_grid.py
index a58697b8..1b45d674 100644
--- a/docs/examples/advanced_examples/plot_0_grid.py
+++ b/docs/examples/advanced_examples/plot_0_grid.py
@@ -15,6 +15,7 @@
 the order of the parameters is not preserved in the dictionary.
 
 """
+
 import numpy as np
 import pandas as pd
 
diff --git a/docs/examples/advanced_examples/plot_1_blinding.py b/docs/examples/advanced_examples/plot_1_blinding.py
index b03cbdef..555f6371 100644
--- a/docs/examples/advanced_examples/plot_1_blinding.py
+++ b/docs/examples/advanced_examples/plot_1_blinding.py
@@ -8,6 +8,7 @@
 or give it a string (or list of strings) detailing the specific parameters you want blinded!
 
 """
+
 from chainconsumer import Chain, ChainConsumer, PlotConfig, make_sample
 
 df = make_sample(num_dimensions=4, seed=1)
diff --git a/docs/examples/advanced_examples/plot_2_kde.py b/docs/examples/advanced_examples/plot_2_kde.py
index 6e427122..a0a91e58 100644
--- a/docs/examples/advanced_examples/plot_2_kde.py
+++ b/docs/examples/advanced_examples/plot_2_kde.py
@@ -15,6 +15,7 @@
 increses the width of the marginal distributions.
 
 """
+
 from chainconsumer import Chain, ChainConsumer, PlotConfig, make_sample
 
 df = make_sample(num_dimensions=2, seed=3, num_points=1000)
diff --git a/docs/examples/advanced_examples/plot_3_divide_chains.py b/docs/examples/advanced_examples/plot_3_divide_chains.py
index c4d9b4d8..4d0dc7bb 100644
--- a/docs/examples/advanced_examples/plot_3_divide_chains.py
+++ b/docs/examples/advanced_examples/plot_3_divide_chains.py
@@ -12,6 +12,7 @@
 In this toy example, all the chains are from the same random generator,
 so they're on top of each other. Except MCMC chains to not be as perfect.
 """
+
 from chainconsumer import Chain, ChainConsumer, PlotConfig, make_sample
 
 df = make_sample(num_dimensions=2, seed=3, num_points=40000)
diff --git a/docs/examples/advanced_examples/plot_4_misc_chain_visuals.py b/docs/examples/advanced_examples/plot_4_misc_chain_visuals.py
index 7f55f4de..dff18149 100644
--- a/docs/examples/advanced_examples/plot_4_misc_chain_visuals.py
+++ b/docs/examples/advanced_examples/plot_4_misc_chain_visuals.py
@@ -3,6 +3,7 @@
 
 Rather than having one example for each option, let's condense things.
 """
+
 # %%
 # Shade Gradient
 # --------------
diff --git a/docs/examples/plot_0_contours.py b/docs/examples/plot_0_contours.py
index 85995424..a44a5d35 100644
--- a/docs/examples/plot_0_contours.py
+++ b/docs/examples/plot_0_contours.py
@@ -5,6 +5,7 @@
 handle the defaults and display.
 
 """
+
 from chainconsumer import Chain, ChainConfig, ChainConsumer, PlotConfig, Truth, make_sample
 
 # Here's what you might start with
diff --git a/docs/examples/plot_1_summary.py b/docs/examples/plot_1_summary.py
index 35e84b87..150e2aef 100644
--- a/docs/examples/plot_1_summary.py
+++ b/docs/examples/plot_1_summary.py
@@ -7,6 +7,7 @@
 To show you how they work, let's make some sample data that all
 has the same average.
 """
+
 from chainconsumer import Chain, ChainConfig, ChainConsumer, PlotConfig, Truth, make_sample
 
 # Here's what you might start with
diff --git a/docs/examples/plot_2_textual_output.py b/docs/examples/plot_2_textual_output.py
index 8606c70e..b2cfc81d 100644
--- a/docs/examples/plot_2_textual_output.py
+++ b/docs/examples/plot_2_textual_output.py
@@ -4,6 +4,7 @@
 Because typing those things out is a **massive pain in the ass.**
 
 """
+
 from chainconsumer import Chain, ChainConsumer, Truth, make_sample
 
 # Here's a sample dataset
diff --git a/docs/examples/plot_3_distributions.py b/docs/examples/plot_3_distributions.py
index 36ac4875..38ee4512 100644
--- a/docs/examples/plot_3_distributions.py
+++ b/docs/examples/plot_3_distributions.py
@@ -7,6 +7,7 @@
 To show you how they work, let's make some sample data that all
 has the same average.
 """
+
 from chainconsumer import Chain, ChainConsumer, Truth, make_sample
 
 # Here's what you might start with
diff --git a/docs/examples/plot_4_walks.py b/docs/examples/plot_4_walks.py
index d4d4bf75..40352a3f 100644
--- a/docs/examples/plot_4_walks.py
+++ b/docs/examples/plot_4_walks.py
@@ -3,6 +3,7 @@
 
 Want to see if your chain is behaving nicely? Use a walk!
 """
+
 from chainconsumer import Chain, ChainConsumer, Truth, make_sample
 
 # Here's a sample dataset
diff --git a/docs/examples/plot_6_custom_axes.py b/docs/examples/plot_6_custom_axes.py
index 6ff1f8d9..026816e0 100644
--- a/docs/examples/plot_6_custom_axes.py
+++ b/docs/examples/plot_6_custom_axes.py
@@ -8,6 +8,7 @@
 Here's an example, noting that there are also `plot_point`, `plot_surface` available
 that I haven't explicitly shown.
 """
+
 import matplotlib.pyplot as plt
 
 from chainconsumer import Chain, Truth, make_sample
diff --git a/poetry.lock b/poetry.lock
index 0f5cf334..b4cd2490 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
 
 [[package]]
 name = "annotated-types"
@@ -13,25 +13,26 @@ files = [
 
 [[package]]
 name = "arviz"
-version = "0.16.1"
+version = "0.18.0"
 description = "Exploratory analysis of Bayesian models"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 files = [
-    {file = "arviz-0.16.1-py3-none-any.whl", hash = "sha256:872d1d685719f81a31f94c25278cbaef314df7f6cad0671935f26a006182b8d4"},
-    {file = "arviz-0.16.1.tar.gz", hash = "sha256:35bab9072f66f5a8204d2a71911d09ce05056c177f1a780de53efa2714c27575"},
+    {file = "arviz-0.18.0-py3-none-any.whl", hash = "sha256:6eaaaffff4fb90ed49bf5305c171e5c6848b2b18cc5db1537319d8fb67c4e8f5"},
+    {file = "arviz-0.18.0.tar.gz", hash = "sha256:2ffd6a632af6b28eb5dac7e3b938223ffa202308dc67c58b55a404565a985bd2"},
 ]
 
 [package.dependencies]
+dm-tree = ">=0.1.8"
 h5netcdf = ">=1.0.2"
-matplotlib = ">=3.2"
-numpy = ">=1.21.0,<2.0"
+matplotlib = ">=3.5"
+numpy = ">=1.23.0,<2.0"
 packaging = "*"
-pandas = ">=1.3.0"
-scipy = ">=1.8.0"
+pandas = ">=1.5.0"
+scipy = ">=1.9.0"
 setuptools = ">=60.0.0"
 typing-extensions = ">=4.1.0"
-xarray = ">=0.21.0"
+xarray = ">=2022.6.0"
 xarray-einstats = ">=0.3"
 
 [package.extras]
@@ -39,30 +40,27 @@ all = ["bokeh (>=1.4.0,<3.0)", "contourpy", "dask[distributed]", "netcdf4", "num
 
 [[package]]
 name = "babel"
-version = "2.13.1"
+version = "2.14.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "Babel-2.13.1-py3-none-any.whl", hash = "sha256:7077a4984b02b6727ac10f1f7294484f737443d7e2e66c5e4380e41a3ae0b4ed"},
-    {file = "Babel-2.13.1.tar.gz", hash = "sha256:33e0952d7dd6374af8dbf6768cc4ddf3ccfefc244f9986d4074704f2fbd18900"},
+    {file = "Babel-2.14.0-py3-none-any.whl", hash = "sha256:efb1a25b7118e67ce3a259bed20545c29cb68be8ad2c784c83689981b7a57287"},
+    {file = "Babel-2.14.0.tar.gz", hash = "sha256:6919867db036398ba21eb5c7a0f6b28ab8cbc3ae7a73a44ebe34ae74a4e7d363"},
 ]
 
-[package.dependencies]
-setuptools = {version = "*", markers = "python_version >= \"3.12\""}
-
 [package.extras]
 dev = ["freezegun (>=1.0,<2.0)", "pytest (>=6.0)", "pytest-cov"]
 
 [[package]]
 name = "certifi"
-version = "2023.7.22"
+version = "2024.2.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2023.7.22-py3-none-any.whl", hash = "sha256:92d6037539857d8206b8f6ae472e8b77db8058fec5937a1ef3f54304089edbb9"},
-    {file = "certifi-2023.7.22.tar.gz", hash = "sha256:539cc1d13202e33ca466e88b2807e29f4c13049d6d87031a3c110744495cb082"},
+    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
+    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
 ]
 
 [[package]]
@@ -202,64 +200,64 @@ files = [
 
 [[package]]
 name = "contourpy"
-version = "1.2.0"
+version = "1.2.1"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
-numpy = ">=1.20,<2.0"
+numpy = ">=1.20"
 
 [package.extras]
 bokeh = ["bokeh", "selenium"]
 docs = ["furo", "sphinx (>=7.2)", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.6.1)", "types-Pillow"]
+mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.8.0)", "types-Pillow"]
 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
 test-no-images = ["pytest", "pytest-cov", "pytest-xdist", "wurlitzer"]
 
@@ -291,24 +289,79 @@ files = [
 
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+
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 name = "emcee"
-version = "3.1.4"
+version = "3.1.5"
 description = "The Python ensemble sampling toolkit for MCMC"
 optional = false
 python-versions = "*"
 files = [
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 [package.dependencies]
@@ -320,13 +373,13 @@ tests = ["coverage[toml]", "pytest", "pytest-cov"]
 
 [[package]]
 name = "exceptiongroup"
-version = "1.1.3"
+version = "1.2.0"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
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@@ -334,76 +387,76 @@ test = ["pytest (>=6)"]
 
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+version = "3.13.4"
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 python-versions = ">=3.8"
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 typing = ["typing-extensions (>=4.8)"]
 
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 [package.extras]
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 graphite = ["lz4 (>=1.7.4.2)"]
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-lxml = ["lxml (>=4.0,<5)"]
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+lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
@@ -432,13 +485,13 @@ dev = ["flake8", "markdown", "twine", "wheel"]
 
 [[package]]
 name = "griffe"
-version = "0.36.9"
+version = "0.42.2"
 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."
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -464,36 +517,32 @@ test = ["netCDF4", "pytest"]
 
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 description = "Read and write HDF5 files from Python"
 optional = false
 python-versions = ">=3.8"
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 ]
 
 [package.dependencies]
@@ -501,13 +550,13 @@ numpy = ">=1.17.3"
 
 [[package]]
 name = "identify"
-version = "2.5.31"
+version = "2.5.35"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.extras]
@@ -515,13 +564,13 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.4"
+version = "3.7"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.5"
 files = [
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-    {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
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+    {file = "idna-3.7.tar.gz", hash = "sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc"},
 ]
 
 [[package]]
@@ -537,13 +586,13 @@ files = [
 
 [[package]]
 name = "jax"
-version = "0.4.20"
+version = "0.4.26"
 description = "Differentiate, compile, and transform Numpy code."
 optional = false
 python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
@@ -561,44 +610,43 @@ scipy = [
 
 [package.extras]
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-ci = ["jaxlib (==0.4.19)"]
-cpu = ["jaxlib (==0.4.20)"]
-cuda = ["jaxlib (==0.4.20+cuda11.cudnn86)"]
-cuda11-cudnn86 = ["jaxlib (==0.4.20+cuda11.cudnn86)"]
-cuda11-local = ["jaxlib (==0.4.20+cuda11.cudnn86)"]
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-minimum-jaxlib = ["jaxlib (==0.4.14)"]
-tpu = ["jaxlib (==0.4.20)", "libtpu-nightly (==0.1.dev20231102)", "requests"]
+ci = ["jaxlib (==0.4.25)"]
+cpu = ["jaxlib (==0.4.26)"]
+cuda = ["jaxlib (==0.4.26+cuda12.cudnn89)"]
+cuda12 = ["jax-cuda12-plugin (==0.4.26)", "jaxlib (==0.4.26)", "nvidia-cublas-cu12 (>=12.1.3.1)", "nvidia-cuda-cupti-cu12 (>=12.1.105)", "nvidia-cuda-nvcc-cu12 (>=12.1.105)", "nvidia-cuda-runtime-cu12 (>=12.1.105)", "nvidia-cudnn-cu12 (>=8.9.2.26,<9.0)", "nvidia-cufft-cu12 (>=11.0.2.54)", "nvidia-cusolver-cu12 (>=11.4.5.107)", "nvidia-cusparse-cu12 (>=12.1.0.106)", "nvidia-nccl-cu12 (>=2.18.1)", "nvidia-nvjitlink-cu12 (>=12.1.105)"]
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+cuda12-local = ["jaxlib (==0.4.26+cuda12.cudnn89)"]
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 [package.dependencies]
@@ -610,8 +658,7 @@ scipy = [
 ]
 
 [package.extras]
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 [[package]]
 name = "jinja2"
@@ -745,13 +792,13 @@ files = [
 
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 ]
 
 [package.extras]
@@ -760,108 +807,108 @@ testing = ["coverage", "pyyaml"]
 
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 [package.dependencies]
@@ -869,7 +916,7 @@ contourpy = ">=1.0.1"
 cycler = ">=0.10"
 fonttools = ">=4.22.0"
 kiwisolver = ">=1.3.1"
-numpy = ">=1.21,<2"
+numpy = ">=1.21"
 packaging = ">=20.0"
 pillow = ">=8"
 pyparsing = ">=2.3.1"
@@ -934,44 +981,46 @@ min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-imp
 
 [[package]]
 name = "mkdocs-autorefs"
-version = "0.5.0"
+version = "1.0.1"
 description = "Automatically link across pages in MkDocs."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 Markdown = ">=3.3"
+markupsafe = ">=2.0.1"
 mkdocs = ">=1.1"
 
 [[package]]
 name = "mkdocs-gallery"
-version = "0.7.8"
+version = "0.10.1"
 description = "a `mkdocs` plugin to generate example galleries from python scripts, similar to `sphinx-gallery`."
 optional = false
 python-versions = "*"
 files = [
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 ]
 
 [package.dependencies]
 mkdocs = ">=1,<2"
 mkdocs-material = "*"
+packaging = "*"
 tqdm = "*"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.4.8"
+version = "9.5.18"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -979,7 +1028,7 @@ babel = ">=2.10,<3.0"
 colorama = ">=0.4,<1.0"
 jinja2 = ">=3.0,<4.0"
 markdown = ">=3.2,<4.0"
-mkdocs = ">=1.5.3,<2.0"
+mkdocs = ">=1.5.3,<1.6.0"
 mkdocs-material-extensions = ">=1.3,<2.0"
 paginate = ">=0.5,<1.0"
 pygments = ">=2.16,<3.0"
@@ -988,38 +1037,40 @@ regex = ">=2022.4"
 requests = ">=2.26,<3.0"
 
 [package.extras]
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-imaging = ["cairosvg (>=2.6,<3.0)", "pillow (>=9.4,<10.0)"]
+git = ["mkdocs-git-committers-plugin-2 (>=1.1,<2.0)", "mkdocs-git-revision-date-localized-plugin (>=1.2.4,<2.0)"]
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 recommended = ["mkdocs-minify-plugin (>=0.7,<1.0)", "mkdocs-redirects (>=1.2,<2.0)", "mkdocs-rss-plugin (>=1.6,<2.0)"]
 
 [[package]]
 name = "mkdocs-material-extensions"
-version = "1.3"
+version = "1.3.1"
 description = "Extension pack for Python Markdown and MkDocs Material."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
 name = "mkdocstrings"
-version = "0.23.0"
+version = "0.24.3"
 description = "Automatic documentation from sources, for MkDocs."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
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 Jinja2 = ">=2.11.1"
 Markdown = ">=3.3"
 MarkupSafe = ">=1.1"
-mkdocs = ">=1.2"
+mkdocs = ">=1.4"
 mkdocs-autorefs = ">=0.3.1"
+platformdirs = ">=2.2.0"
 pymdown-extensions = ">=6.3"
 
 [package.extras]
@@ -1029,49 +1080,50 @@ python-legacy = ["mkdocstrings-python-legacy (>=0.2.1)"]
 
 [[package]]
 name = "mkdocstrings-python"
-version = "1.7.3"
+version = "1.9.2"
 description = "A Python handler for mkdocstrings."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-griffe = ">=0.35"
-mkdocstrings = ">=0.20"
+griffe = ">=0.37"
+mkdocstrings = ">=0.24.2"
 
 [[package]]
 name = "ml-dtypes"
-version = "0.3.1"
+version = "0.4.0"
 description = ""
 optional = false
 python-versions = ">=3.9"
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 [package.extras]
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 install-types = ["pip"]
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 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
-tzdata = ">=2022.1"
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 python-versions = ">=3.9"
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 [package.dependencies]
@@ -1351,24 +1413,24 @@ types-pytz = ">=2022.1.1"
 
 [[package]]
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+version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
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 python-versions = "*"
 files = [
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 [package.dependencies]
@@ -1380,79 +1442,80 @@ test = ["pytest", "pytest-cov", "scipy"]
 
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+version = "3.7.0"
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 [package.dependencies]
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 [[package]]
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 [[package]]
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 [package.extras]
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 [package.dependencies]
-markdown = ">=3.2"
+markdown = ">=3.5"
 pyyaml = "*"
 
 [package.extras]
@@ -1682,13 +1719,13 @@ extra = ["pygments (>=2.12)"]
 
 [[package]]
 name = "pyparsing"
-version = "3.1.1"
+version = "3.1.2"
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 ]
 
 [package.extras]
@@ -1696,13 +1733,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
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+version = "7.4.4"
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 [[package]]
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 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
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 [package.dependencies]
@@ -1732,13 +1769,13 @@ six = ">=1.5"
 
 [[package]]
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+version = "2024.1"
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+    {file = "watchdog-4.0.0-py3-none-manylinux2014_aarch64.whl", hash = "sha256:8fec441f5adcf81dd240a5fe78e3d83767999771630b5ddfc5867827a34fa3d3"},
+    {file = "watchdog-4.0.0-py3-none-manylinux2014_armv7l.whl", hash = "sha256:6a9c71a0b02985b4b0b6d14b875a6c86ddea2fdbebd0c9a720a806a8bbffc69f"},
+    {file = "watchdog-4.0.0-py3-none-manylinux2014_i686.whl", hash = "sha256:557ba04c816d23ce98a06e70af6abaa0485f6d94994ec78a42b05d1c03dcbd50"},
+    {file = "watchdog-4.0.0-py3-none-manylinux2014_ppc64.whl", hash = "sha256:d0f9bd1fd919134d459d8abf954f63886745f4660ef66480b9d753a7c9d40927"},
+    {file = "watchdog-4.0.0-py3-none-manylinux2014_ppc64le.whl", hash = "sha256:f9b2fdca47dc855516b2d66eef3c39f2672cbf7e7a42e7e67ad2cbfcd6ba107d"},
+    {file = "watchdog-4.0.0-py3-none-manylinux2014_s390x.whl", hash = "sha256:73c7a935e62033bd5e8f0da33a4dcb763da2361921a69a5a95aaf6c93aa03a87"},
+    {file = "watchdog-4.0.0-py3-none-manylinux2014_x86_64.whl", hash = "sha256:6a80d5cae8c265842c7419c560b9961561556c4361b297b4c431903f8c33b269"},
+    {file = "watchdog-4.0.0-py3-none-win32.whl", hash = "sha256:8f9a542c979df62098ae9c58b19e03ad3df1c9d8c6895d96c0d51da17b243b1c"},
+    {file = "watchdog-4.0.0-py3-none-win_amd64.whl", hash = "sha256:f970663fa4f7e80401a7b0cbeec00fa801bf0287d93d48368fc3e6fa32716245"},
+    {file = "watchdog-4.0.0-py3-none-win_ia64.whl", hash = "sha256:9a03e16e55465177d416699331b0f3564138f1807ecc5f2de9d55d8f188d08c7"},
+    {file = "watchdog-4.0.0.tar.gz", hash = "sha256:e3e7065cbdabe6183ab82199d7a4f6b3ba0a438c5a512a68559846ccb76a78ec"},
 ]
 
 [package.extras]
@@ -2234,45 +2259,46 @@ watchmedo = ["PyYAML (>=3.10)"]
 
 [[package]]
 name = "xarray"
-version = "2023.10.1"
+version = "2024.3.0"
 description = "N-D labeled arrays and datasets in Python"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "xarray-2023.10.1-py3-none-any.whl", hash = "sha256:71ea549e9be6dfeab19c2736acf659967b861aad2397691a80e5fad0c61db2ad"},
-    {file = "xarray-2023.10.1.tar.gz", hash = "sha256:9eeee170c3fc2f3321eb6ba40c17ffe4d8c98d49d55e4a3fba66a75bdc7dd9e5"},
+    {file = "xarray-2024.3.0-py3-none-any.whl", hash = "sha256:ca2bc4da2bf2e7879e15862a7a7c3fc76ad19f6a08931d030220cef39a29118d"},
+    {file = "xarray-2024.3.0.tar.gz", hash = "sha256:5c1db19efdde61db7faedad8fc944f4e29698fb6fbd578d352668b63598bd1d8"},
 ]
 
 [package.dependencies]
-numpy = ">=1.22"
-packaging = ">=21.3"
-pandas = ">=1.4"
+numpy = ">=1.23"
+packaging = ">=22"
+pandas = ">=1.5"
 
 [package.extras]
-accel = ["bottleneck", "flox", "numbagg", "scipy"]
-complete = ["xarray[accel,io,parallel,viz]"]
+accel = ["bottleneck", "flox", "numbagg", "opt-einsum", "scipy"]
+complete = ["xarray[accel,dev,io,parallel,viz]"]
+dev = ["hypothesis", "pre-commit", "pytest", "pytest-cov", "pytest-env", "pytest-timeout", "pytest-xdist", "ruff", "xarray[complete]"]
 io = ["cftime", "fsspec", "h5netcdf", "netCDF4", "pooch", "pydap", "scipy", "zarr"]
 parallel = ["dask[complete]"]
 viz = ["matplotlib", "nc-time-axis", "seaborn"]
 
 [[package]]
 name = "xarray-einstats"
-version = "0.6.0"
+version = "0.7.0"
 description = "Stats, linear algebra and einops for xarray"
 optional = false
 python-versions = ">=3.9"
 files = [
-    {file = "xarray_einstats-0.6.0-py3-none-any.whl", hash = "sha256:4c6f556a9d8603245545cb88583c04398b10a70c572936a2f48678330545883a"},
-    {file = "xarray_einstats-0.6.0.tar.gz", hash = "sha256:ace90601505cfbe2d374762e674557ed14e1725b024823372f7ef9fd237effad"},
+    {file = "xarray_einstats-0.7.0-py3-none-any.whl", hash = "sha256:f39403341ebf5b634ab1f1bd0e1bb2dc51046e0df31aa908dfbe2fa6a493712e"},
+    {file = "xarray_einstats-0.7.0.tar.gz", hash = "sha256:2d7b571b3bbad3cf2fd10c6c75fd949d247d14c29574184c8489d9d607278d38"},
 ]
 
 [package.dependencies]
-numpy = ">=1.21"
-scipy = ">=1.7"
+numpy = ">=1.22"
+scipy = ">=1.8"
 xarray = ">=2022.09.0"
 
 [package.extras]
-doc = ["furo", "jupyter-sphinx", "matplotlib", "myst-nb", "myst-parser[linkify]", "numpydoc", "sphinx (>=4)", "sphinx-copybutton", "sphinx-design", "sphinx-togglebutton", "watermark"]
+doc = ["furo", "jupyter-sphinx", "matplotlib", "myst-nb", "myst-parser[linkify]", "numpydoc", "sphinx (>=5)", "sphinx-copybutton", "sphinx-design", "sphinx-togglebutton", "watermark"]
 einops = ["einops"]
 numba = ["numba (>=0.55)"]
 test = ["hypothesis", "packaging", "pytest", "pytest-cov"]
@@ -2280,4 +2306,4 @@ test = ["hypothesis", "packaging", "pytest", "pytest-cov"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10,<3.13"
-content-hash = "fa2a71429ffbcad0829c7d6d426898590efaea85d8dccb1c99fb615e6450bf91"
+content-hash = "eae70fa0f16aa7c2e9408492b87dd47b87e5c052662bec33e338c6ed60574cde"
diff --git a/pyproject.toml b/pyproject.toml
index 57d0af99..3fe6d320 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,9 +30,9 @@ emcee = "^3.1.4"
 arviz = ">=0.16.1, <1"
 
 [tool.poetry.group.dev.dependencies]
-pre-commit = ">=3.3.3"
-ruff = ">=0.1.4, <1"
-mypy = "^1.4.1"
+pre-commit = ">=3.7.0"
+ruff = ">=0.3.7, <1"
+mypy = "^1.9.0"
 pandas-stubs = "^2.1.1.230928"
 
 
@@ -48,17 +48,20 @@ mkdocs-gallery = ">=0.7.8"
 
 [tool.ruff]
 src = ["src"]
-select = ["E", "F", "I", "N", "W", "D207", "D208", "D300", "UP", "YTT", "ASYNC", "DTZ", "G10", "G101", "G201", "G202", "INP001", "PIE", "T20", "SIM", "PTH", "PD", "PLE", "PLR", "PLW", "TRY", "NPY", "RUF"]
-ignore = ["PD010", "PD901", "PLR2004", "UP017", "PLR0915", "TRY003", "INP001", "PLR0912", "PLR0913", "TRY300", "E712"]
 line-length = 120
 target-version = "py310"
 
+[tool.ruff.lint]
+select = ["E", "F", "I", "N", "W", "D207", "D208", "D300", "UP", "YTT", "ASYNC", "DTZ", "G10", "G101", "G201", "G202", "INP001", "PIE", "T20", "SIM", "PTH", "PD", "PLE", "PLR", "PLW", "TRY", "NPY", "RUF"]
+ignore = ["PD010", "PD901", "PLR2004", "UP017", "PLR0915", "TRY003", "INP001", "PLR0912", "PLR0913", "TRY300", "E712"]
+
+
 [tool.ruff.format]
 indent-style = "space"
 quote-style = "double"
 line-ending = "auto"
 
-[tool.ruff.extend-per-file-ignores]
+[tool.ruff.lint.extend-per-file-ignores]
 "test/***" = ["INP001"]
 "__init__.py" = ["E402", "F401"]
 "examples/***" = ["T201", "NPY002"]
diff --git a/src/chainconsumer/analysis.py b/src/chainconsumer/analysis.py
index da67b11e..0e81688c 100644
--- a/src/chainconsumer/analysis.py
+++ b/src/chainconsumer/analysis.py
@@ -26,9 +26,9 @@ class Bound(BetterBase):
     def array(self) -> np.ndarray:
         return np.array(
             [
-                self.lower if self.lower is not None else np.NaN,
-                self.center if self.center is not None else np.NaN,
-                self.upper if self.upper is not None else np.NaN,
+                self.lower if self.lower is not None else np.nan,
+                self.center if self.center is not None else np.nan,
+                self.upper if self.upper is not None else np.nan,
             ]
         )
 
diff --git a/src/chainconsumer/chain.py b/src/chainconsumer/chain.py
index c4f7e64b..7632b21b 100644
--- a/src/chainconsumer/chain.py
+++ b/src/chainconsumer/chain.py
@@ -7,6 +7,7 @@
 
 There are also a few helper functions and objects in here, like the `MaxPosterior` class which
 provides the log posterior and the coordinate at which it can be found for the chain."""
+
 from __future__ import annotations
 
 import logging