diff --git a/poetry.lock b/poetry.lock
index 6a7b200..d34d20b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,3 +1,5 @@
+# This file is automatically @generated by Poetry 1.4.0 and should not be changed by hand.
+
 [[package]]
 name = "anndata"
 version = "0.8.0rc1"
@@ -5,6 +7,10 @@ description = "Annotated data."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "anndata-0.8.0rc1-py3-none-any.whl", hash = "sha256:70a49a4a72c80ca46c2452c61803ac188484373dff51b95336beb76361eed0ac"},
+    {file = "anndata-0.8.0rc1.tar.gz", hash = "sha256:3434981d51329bd96d4f0bfe643a4b5248bfaaf6ef34b0febd5680037e3136d6"},
+]
 
 [package.dependencies]
 h5py = ">=3"
@@ -15,9 +21,9 @@ pandas = ">=1.1.1"
 scipy = ">1.4"
 
 [package.extras]
-dev = ["setuptools-scm", "black (>=20.8b1)", "docutils"]
-doc = ["sphinx (>=4.1,<4.2)", "sphinx-rtd-theme", "sphinx-autodoc-typehints (>=1.11.0)", "sphinx-issues", "nbsphinx", "scanpydoc (>=0.7.3)", "typing-extensions"]
-test = ["loompy (>=3.0.5)", "pytest (>=6.0)", "pytest-cov (>=2.10)", "zarr", "matplotlib", "sklearn", "openpyxl", "joblib", "boltons", "scanpy", "dask"]
+dev = ["black (>=20.8b1)", "docutils", "setuptools_scm"]
+doc = ["nbsphinx", "scanpydoc (>=0.7.3)", "sphinx (>=4.1,<4.2)", "sphinx-autodoc-typehints (>=1.11.0)", "sphinx-rtd-theme", "sphinx_issues", "typing_extensions"]
+test = ["boltons", "dask[array]", "joblib", "loompy (>=3.0.5)", "matplotlib", "openpyxl", "pytest (>=6.0)", "pytest-cov (>=2.10)", "scanpy", "sklearn", "zarr"]
 
 [[package]]
 name = "annoy"
@@ -26,6 +32,10 @@ description = "Approximate Nearest Neighbors in C++/Python optimized for memory
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "annoy-1.17.0-cp37-cp37m-macosx_10_14_x86_64.whl", hash = "sha256:78df35a7c2c74b74d94b4bdc74ab4faa9a5ff67cb83d12902673d0d9bd02219d"},
+    {file = "annoy-1.17.0.tar.gz", hash = "sha256:9891e264041d1dcf3af42f67fbb16cb273c5404bc8c869d0915a3087f71d58dd"},
+]
 
 [[package]]
 name = "colorama"
@@ -34,6 +44,10 @@ description = "Cross-platform colored terminal text."
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+files = [
+    {file = "colorama-0.4.4-py2.py3-none-any.whl", hash = "sha256:9f47eda37229f68eee03b24b9748937c7dc3868f906e8ba69fbcbdd3bc5dc3e2"},
+    {file = "colorama-0.4.4.tar.gz", hash = "sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b"},
+]
 
 [[package]]
 name = "cycler"
@@ -42,6 +56,10 @@ description = "Composable style cycles"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "cycler-0.11.0-py3-none-any.whl", hash = "sha256:3a27e95f763a428a739d2add979fa7494c912a32c17c4c38c4d5f082cad165a3"},
+    {file = "cycler-0.11.0.tar.gz", hash = "sha256:9c87405839a19696e837b3b818fed3f5f69f16f1eec1a1ad77e043dcea9c772f"},
+]
 
 [[package]]
 name = "fonttools"
@@ -50,11 +68,15 @@ description = "Tools to manipulate font files"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "fonttools-4.29.0-py3-none-any.whl", hash = "sha256:ed9496e5650b977a697c50ac99c8e8331f9eae3f99e5ae649623359103306dfe"},
+    {file = "fonttools-4.29.0.zip", hash = "sha256:f4834250db2c9855c3385459579dbb5cdf74349ab059ea0e619359b65ae72037"},
+]
 
 [package.extras]
-all = ["fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "zopfli (>=0.1.4)", "lz4 (>=1.7.4.2)", "matplotlib", "sympy", "skia-pathops (>=0.5.0)", "brotlicffi (>=0.8.0)", "scipy", "brotli (>=1.0.1)", "munkres", "unicodedata2 (>=14.0.0)", "xattr"]
+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "fs (>=2.2.0,<3)", "lxml (>=4.0,<5)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "scipy", "skia-pathops (>=0.5.0)", "sympy", "unicodedata2 (>=14.0.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["scipy", "munkres"]
+interpolatable = ["munkres", "scipy"]
 lxml = ["lxml (>=4.0,<5)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
@@ -62,7 +84,7 @@ symfont = ["sympy"]
 type1 = ["xattr"]
 ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=14.0.0)"]
-woff = ["zopfli (>=0.1.4)", "brotlicffi (>=0.8.0)", "brotli (>=1.0.1)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "forceatlas2"
@@ -71,6 +93,9 @@ description = "The ForceAtlas2 algorithm for Python (and NetworkX)"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "ForceAtlas2-1.0.tar.gz", hash = "sha256:fdc3d3ea7f85b6535598c30ced3b5ccc7b1ac2e49dc486f4a19c6b9fa998a81d"},
+]
 
 [[package]]
 name = "h5py"
@@ -79,6 +104,24 @@ description = "Read and write HDF5 files from Python"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "h5py-3.6.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:a5320837c60870911645e9a935099bdb2be6a786fcf0dac5c860f3b679e2de55"},
+    {file = "h5py-3.6.0-cp310-cp310-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:98646e659bf8591a2177e12a4461dced2cad72da0ba4247643fd118db88880d2"},
+    {file = "h5py-3.6.0-cp310-cp310-win_amd64.whl", hash = "sha256:5996ff5adefd2d68c330a4265b6ef92e51b2fc674834a5990add5033bf109e20"},
+    {file = "h5py-3.6.0-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:c9a5529343a619fea777b7caa27d493595b28b5af8b005e8d1817559fcccf493"},
+    {file = "h5py-3.6.0-cp37-cp37m-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:e2b49c48df05e19bb20b400b7ff7dc6f1ee36b84dc717c3771c468b33697b466"},
+    {file = "h5py-3.6.0-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:cd9447633b0bafaf82190d9a8d56f3cb2e8d30169483aee67d800816e028190a"},
+    {file = "h5py-3.6.0-cp37-cp37m-win_amd64.whl", hash = "sha256:1c5acc660c458421e88c4c5fe092ce15923adfac4c732af1ac4fced683a5ea97"},
+    {file = "h5py-3.6.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:35ab552c6f0a93365b3cb5664a5305f3920daa0a43deb5b2c547c52815ec46b9"},
+    {file = "h5py-3.6.0-cp38-cp38-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:542781d50e1182b8fb619b1265dfe1c765e18215f818b0ab28b2983c28471325"},
+    {file = "h5py-3.6.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9f39242960b8d7f86f3056cc2546aa3047ff4835985f6483229af8f029e9c8db"},
+    {file = "h5py-3.6.0-cp38-cp38-win_amd64.whl", hash = "sha256:8ecedf16c613973622a334701f67edcc0249469f9daa0576e994fb20ac0405db"},
+    {file = "h5py-3.6.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:d8cacad89aa7daf3626fce106f7f2662ac35b14849df22d252d0d8fab9dc1c0b"},
+    {file = "h5py-3.6.0-cp39-cp39-manylinux_2_12_x86_64.manylinux2010_x86_64.whl", hash = "sha256:dbaa1ed9768bf9ff04af0919acc55746e62b28333644f0251f38768313f31745"},
+    {file = "h5py-3.6.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:954c5c39a09b5302f69f752c3bbf165d368a65c8d200f7d5655e0fa6368a75e6"},
+    {file = "h5py-3.6.0-cp39-cp39-win_amd64.whl", hash = "sha256:9fd8a14236fdd092a20c0bdf25c3aba3777718d266fabb0fdded4fcf252d1630"},
+    {file = "h5py-3.6.0.tar.gz", hash = "sha256:8752d2814a92aba4e2b2a5922d2782d0029102d99caaf3c201a566bc0b40db29"},
+]
 
 [package.dependencies]
 numpy = ">=1.14.5"
@@ -90,6 +133,47 @@ description = "High performance graph data structures and algorithms"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "igraph-0.9.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:88542b9dd1e7a92e611508be540ed82da2ff9e9fab698286e68fa87f8c82726a"},
+    {file = "igraph-0.9.9-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:23e84cf3c4747169eee19e2176d769a7542e13c76a02fba3070b39edccbe00c1"},
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+    {file = "igraph-0.9.9-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:abadd50337f6d1d064d76b839b7bac244bf5ece4bee6a493c574a9c314cee8ea"},
+    {file = "igraph-0.9.9-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:2fa01e2d7b668203a9df78c15abe1ed01d8800938a5f13de4bc9c014885e2aed"},
+    {file = "igraph-0.9.9-cp310-cp310-win32.whl", hash = "sha256:3496ecb9826b9a7207941b379237087a72fedcb5e7dc2e6e1e5136d593455d32"},
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+    {file = "igraph-0.9.9-pp37-pypy37_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ba440ddd2e40563efd3ddfd4ddee438fa23ac3562b182cf0004c60460ca8179a"},
+    {file = "igraph-0.9.9-pp37-pypy37_pp73-win_amd64.whl", hash = "sha256:cd8e2a2e0e58ad590859f1f58bb367e2d3b15da8012bc5a8670054b6acbafda2"},
+    {file = "igraph-0.9.9.tar.gz", hash = "sha256:3f84b57fbaab37efa965f8dc1e1e28aad181357f1a6aa8204fe7c91ee9615092"},
+]
 
 [package.dependencies]
 texttable = ">=1.6.2"
@@ -97,7 +181,7 @@ texttable = ">=1.6.2"
 [package.extras]
 doc = ["Sphinx (>=4.2.0)", "sphinxbootstrap4theme (>=0.6.0)"]
 plotting = ["cairocffi (>=1.2.0)"]
-test = ["networkx (>=2.5)", "pytest (>=6.2.5)", "numpy (>=1.19.0)", "pandas (>=1.1.0)", "scipy (>=1.5.0)"]
+test = ["networkx (>=2.5)", "numpy (>=1.19.0)", "pandas (>=1.1.0)", "pytest (>=6.2.5)", "scipy (>=1.5.0)"]
 
 [[package]]
 name = "joblib"
@@ -106,6 +190,10 @@ description = "Lightweight pipelining with Python functions"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "joblib-1.1.0-py2.py3-none-any.whl", hash = "sha256:f21f109b3c7ff9d95f8387f752d0d9c34a02aa2f7060c2135f465da0e5160ff6"},
+    {file = "joblib-1.1.0.tar.gz", hash = "sha256:4158fcecd13733f8be669be0683b96ebdbbd38d23559f54dca7205aea1bf1e35"},
+]
 
 [[package]]
 name = "kiwisolver"
@@ -114,6 +202,52 @@ description = "A fast implementation of the Cassowary constraint solver"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
+    {file = "kiwisolver-1.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:1d819553730d3c2724582124aee8a03c846ec4362ded1034c16fb3ef309264e6"},
+    {file = "kiwisolver-1.3.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8d93a1095f83e908fc253f2fb569c2711414c0bfd451cab580466465b235b470"},
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 optional = false
 python-versions = "*"
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@@ -133,6 +296,33 @@ description = "lightweight wrapper around basic LLVM functionality"
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 optional = false
 python-versions = ">=3.7,<3.11"
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+]
 
 [[package]]
 name = "matplotlib"
@@ -141,6 +331,43 @@ description = "Python plotting package"
 category = "main"
 optional = false
 python-versions = ">=3.7"
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 [package.dependencies]
 cycler = ">=0.10"
@@ -151,7 +378,6 @@ packaging = ">=20.0"
 pillow = ">=6.2.0"
 pyparsing = ">=2.2.1"
 python-dateutil = ">=2.7"
-setuptools_scm = ">=4"
 
 [[package]]
 name = "natsort"
@@ -160,6 +386,10 @@ description = "Simple yet flexible natural sorting in Python."
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.extras]
 fast = ["fastnumbers (>=2.0.0)"]
@@ -172,13 +402,17 @@ description = "Python package for creating and manipulating graphs and networks"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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 [package.extras]
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 developer = ["black (==21.5b1)", "pre-commit (>=2.12)"]
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-test = ["pytest (>=6.2)", "pytest-cov (>=2.12)", "codecov (>=2.1)"]
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+test = ["codecov (>=2.1)", "pytest (>=6.2)", "pytest-cov (>=2.12)"]
 
 [[package]]
 name = "numba"
@@ -187,10 +421,38 @@ description = "compiling Python code using LLVM"
 category = "main"
 optional = false
 python-versions = ">=3.7,<3.11"
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 [package.dependencies]
 llvmlite = ">=0.38.0rc1,<0.39"
 numpy = ">=1.18,<1.22"
+setuptools = "*"
 
 [[package]]
 name = "numexpr"
@@ -199,26 +461,87 @@ description = "Fast numerical expression evaluator for NumPy"
 category = "main"
 optional = false
 python-versions = "*"
-
-[package.dependencies]
-numpy = ">=1.13.3"
-packaging = "*"
-
-[[package]]
-name = "numpy"
-version = "1.21.5"
-description = "NumPy is the fundamental package for array computing with Python."
-category = "main"
-optional = false
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+version = "0.7.1"
 description = "Extensible, parallel implementations of t-SNE"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = []
 develop = false
 
 [package.dependencies]
@@ -233,8 +556,8 @@ pynndescent = ["pynndescent (>=0.5.0,<0.6.0)"]
 [package.source]
 type = "git"
 url = "https://github.com/pavlin-policar/openTSNE"
-reference = "master"
-resolved_reference = "bd0924b10f3e4c9112ee7778950d88e3f5de920f"
+reference = "HEAD"
+resolved_reference = "a46fae0f43608d9981c7a740114b11f79995dfe6"
 
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 name = "packaging"
@@ -243,17 +566,25 @@ description = "Core utilities for Python packages"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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 [package.dependencies]
 pyparsing = ">=2.0.2,<3.0.5 || >3.0.5"
 
 [[package]]
 name = "pacmap"
-version = "0.5.3"
+version = "0.7.0"
 description = "The official implementation for PaCMAP: Pairwise Controlled Manifold Approximation Projection"
 category = "main"
 optional = false
 python-versions = ">=3.6"
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 [package.dependencies]
 annoy = ">=1.11"
@@ -268,6 +599,29 @@ description = "Powerful data structures for data analysis, time series, and stat
 category = "main"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
 numpy = [
@@ -288,6 +642,10 @@ description = "A Python package for describing statistical models and for buildi
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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 [package.dependencies]
 numpy = ">=1.4"
@@ -303,6 +661,7 @@ description = "Graph-based clustering for high-dimensional single-cell data"
 category = "main"
 optional = false
 python-versions = ">3.8.3,<3.11"
+files = []
 develop = false
 
 [package.dependencies]
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 python-versions = ">=3.7"
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 [[package]]
 name = "psutil"
@@ -335,9 +731,43 @@ description = "Cross-platform lib for process and system monitoring in Python."
 category = "main"
 optional = false
 python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
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+    {file = "psutil-5.9.0.tar.gz", hash = "sha256:869842dbd66bb80c3217158e629d6fceaecc3a3166d3d1faee515b05dd26ca25"},
+]
 
 [package.extras]
-test = ["ipaddress", "mock", "unittest2", "enum34", "pywin32", "wmi"]
+test = ["enum34", "ipaddress", "mock", "pywin32", "unittest2", "wmi"]
 
 [[package]]
 name = "pynndescent"
@@ -346,6 +776,9 @@ description = "Nearest Neighbor Descent"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pynndescent-0.5.6.tar.gz", hash = "sha256:61fb31885baac469d67933e2c7c935b6edebb06ee498e2f0f9dfc97c59d3725c"},
+]
 
 [package.dependencies]
 joblib = ">=0.11"
@@ -361,6 +794,10 @@ description = "Python parsing module"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
+    {file = "pyparsing-3.0.7-py3-none-any.whl", hash = "sha256:a6c06a88f252e6c322f65faf8f418b16213b51bdfaece0524c1c1bc30c63c484"},
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+]
 
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
@@ -372,6 +809,10 @@ description = "Extensions to the standard Python datetime module"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
+files = [
+    {file = "python-dateutil-2.8.2.tar.gz", hash = "sha256:0123cacc1627ae19ddf3c27a5de5bd67ee4586fbdd6440d9748f8abb483d3e86"},
+    {file = "python_dateutil-2.8.2-py2.py3-none-any.whl", hash = "sha256:961d03dc3453ebbc59dbdea9e4e11c5651520a876d0f4db161e8674aae935da9"},
+]
 
 [package.dependencies]
 six = ">=1.5"
@@ -383,6 +824,10 @@ description = "High performance graph data structures and algorithms (legacy pac
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.dependencies]
 igraph = "0.9.9"
@@ -400,6 +845,10 @@ description = "World timezone definitions, modern and historical"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "pytz-2021.3-py2.py3-none-any.whl", hash = "sha256:3672058bc3453457b622aab7a1c3bfd5ab0bdae451512f6cf25f64ed37f5b87c"},
+    {file = "pytz-2021.3.tar.gz", hash = "sha256:acad2d8b20a1af07d4e4c9d2e9285c5ed9104354062f275f3fcd88dcef4f1326"},
+]
 
 [[package]]
 name = "s2a"
@@ -408,6 +857,7 @@ description = "glue to link Seurat to anndata objects"
 category = "main"
 optional = false
 python-versions = "^3.8,<3.10"
+files = []
 develop = false
 
 [package.dependencies]
@@ -429,6 +879,10 @@ description = "Single-Cell Analysis in Python."
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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+]
 
 [package.dependencies]
 anndata = ">=0.7.4"
@@ -453,17 +907,17 @@ umap-learn = ">=0.3.10"
 
 [package.extras]
 bbknn = ["bbknn"]
-dev = ["setuptools-scm", "pytoml", "black (>=20.8b1)", "docutils"]
-doc = ["sphinx (>=3.2,<4.1.0)", "sphinx-rtd-theme (>=0.3.1)", "sphinx-autodoc-typehints", "scanpydoc (==0.7.2)", "typing-extensions", "python-igraph"]
+dev = ["black (>=20.8b1)", "docutils", "pytoml", "setuptools_scm"]
+doc = ["python-igraph", "scanpydoc (==0.7.2)", "sphinx (>=3.2,<4.1.0)", "sphinx-autodoc-typehints", "sphinx-rtd-theme (>=0.3.1)", "typing_extensions"]
 harmony = ["harmonypy"]
-leiden = ["python-igraph", "leidenalg"]
-louvain = ["python-igraph", "louvain (>=0.6,!=0.6.2)"]
+leiden = ["leidenalg", "python-igraph"]
+louvain = ["louvain (>=0.6,!=0.6.2)", "python-igraph"]
 magic = ["magic-impute (>=2.0)"]
-rapids = ["cudf (>=0.9)", "cuml (>=0.9)", "cugraph (>=0.9)"]
+rapids = ["cudf (>=0.9)", "cugraph (>=0.9)", "cuml (>=0.9)"]
 scanorama = ["scanorama"]
 scrublet = ["scrublet"]
 skmisc = ["scikit-misc (>=0.1.3)"]
-test = ["pytest (>=4.4)", "pytest-nunit", "dask[array] (!=2.17.0)", "fsspec", "zappy", "zarr", "profimp", "flit-core"]
+test = ["dask[array] (!=2.17.0)", "flit_core", "fsspec", "profimp", "pytest (>=4.4)", "pytest-nunit", "zappy", "zarr"]
 
 [[package]]
 name = "scikit-learn"
@@ -472,6 +926,40 @@ description = "A set of python modules for machine learning and data mining"
 category = "main"
 optional = false
 python-versions = ">=3.7"
+files = [
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 [package.dependencies]
 joblib = ">=0.11"
@@ -480,10 +968,10 @@ scipy = ">=1.1.0"
 threadpoolctl = ">=2.0.0"
 
 [package.extras]
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 [[package]]
 name = "scipy"
@@ -492,6 +980,37 @@ description = "SciPy: Scientific Library for Python"
 category = "main"
 optional = false
 python-versions = ">=3.7,<3.11"
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 [package.dependencies]
 numpy = ">=1.16.5,<1.23.0"
@@ -503,6 +1022,10 @@ description = "seaborn: statistical data visualization"
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.dependencies]
 matplotlib = ">=2.2"
@@ -511,20 +1034,21 @@ pandas = ">=0.23"
 scipy = ">=1.0"
 
 [[package]]
-name = "setuptools-scm"
-version = "6.4.2"
-description = "the blessed package to manage your versions by scm tags"
+name = "setuptools"
+version = "67.6.0"
+description = "Easily download, build, install, upgrade, and uninstall Python packages"
 category = "main"
 optional = false
-python-versions = ">=3.6"
-
-[package.dependencies]
-packaging = ">=20.0"
-tomli = ">=1.0.0"
+python-versions = ">=3.7"
+files = [
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 [package.extras]
-test = ["pytest (>=6.2)", "virtualenv (>20)"]
-toml = ["setuptools (>=42)"]
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 [[package]]
 name = "sinfo"
@@ -533,6 +1057,9 @@ description = "sinfo outputs version information for modules loaded in the curre
 category = "main"
 optional = false
 python-versions = ">=3.6"
+files = [
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+]
 
 [package.dependencies]
 stdlib_list = "*"
@@ -544,6 +1071,10 @@ description = "Python 2 and 3 compatibility utilities"
 category = "main"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
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+]
 
 [[package]]
 name = "statsmodels"
@@ -552,6 +1083,45 @@ description = "Statistical computations and models for Python"
 category = "main"
 optional = false
 python-versions = ">=3.7"
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+]
 
 [package.dependencies]
 numpy = ">=1.17"
@@ -562,7 +1132,7 @@ scipy = ">=1.3"
 [package.extras]
 build = ["cython (>=0.29.22)"]
 develop = ["cython (>=0.29.22)"]
-docs = ["sphinx", "nbconvert", "jupyter-client", "ipykernel", "matplotlib", "nbformat", "numpydoc", "pandas-datareader"]
+docs = ["ipykernel", "jupyter-client", "matplotlib", "nbconvert", "nbformat", "numpydoc", "pandas-datareader", "sphinx"]
 
 [[package]]
 name = "stdlib-list"
@@ -571,6 +1141,10 @@ description = "A list of Python Standard Libraries (2.6-7, 3.2-9)."
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.extras]
 develop = ["sphinx"]
@@ -582,6 +1156,34 @@ description = "Hierarchical datasets for Python"
 category = "main"
 optional = false
 python-versions = ">=3.6"
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+]
 
 [package.dependencies]
 numexpr = ">=2.6.2"
@@ -589,7 +1191,7 @@ numpy = ">=1.19.0"
 packaging = "*"
 
 [package.extras]
-doc = ["sphinx (>=1.1)", "sphinx-rtd-theme", "numpydoc", "ipython"]
+doc = ["ipython", "numpydoc", "sphinx (>=1.1)", "sphinx-rtd-theme"]
 
 [[package]]
 name = "texttable"
@@ -598,6 +1200,10 @@ description = "module for creating simple ASCII tables"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
+    {file = "texttable-1.6.4-py2.py3-none-any.whl", hash = "sha256:dd2b0eaebb2a9e167d1cefedab4700e5dcbdb076114eed30b58b97ed6b37d6f2"},
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+]
 
 [[package]]
 name = "threadpoolctl"
@@ -606,14 +1212,10 @@ description = "threadpoolctl"
 category = "main"
 optional = false
 python-versions = ">=3.6"
-
-[[package]]
-name = "tomli"
-version = "2.0.0"
-description = "A lil' TOML parser"
-category = "main"
-optional = false
-python-versions = ">=3.7"
+files = [
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+]
 
 [[package]]
 name = "tqdm"
@@ -622,6 +1224,10 @@ description = "Fast, Extensible Progress Meter"
 category = "main"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
+files = [
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+]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
@@ -638,6 +1244,9 @@ description = "Uniform Manifold Approximation and Projection"
 category = "main"
 optional = false
 python-versions = "*"
+files = [
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+]
 
 [package.dependencies]
 numba = ">=0.49"
@@ -648,634 +1257,10 @@ scipy = ">=1.0"
 tqdm = "*"
 
 [package.extras]
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-plot = ["pandas", "matplotlib", "datashader", "bokeh", "holoviews", "colorcet", "seaborn", "scikit-image"]
+parametric-umap = ["tensorflow (>=2.1)", "tensorflow-probability (>=0.10)"]
+plot = ["bokeh", "colorcet", "datashader", "holoviews", "matplotlib", "pandas", "scikit-image", "seaborn"]
 
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 python-versions = ">3.8.3,<3.10"
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diff --git a/pyproject.toml b/pyproject.toml
index ae189c7..cde88af 100755
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,7 +11,7 @@ anndata = ">=0.8.0rc1"
 umap-learn = "^0.5.2"
 ForceAtlas2 = "^1.0"
 opentsne = {git = "https://github.com/pavlin-policar/openTSNE"}
-pacmap = "^0.5.0"
+pacmap = "^0.7.0"
 PhenoGraph = {git = "https://github.com/milescsmith/PhenoGraph", rev = "1.6.1"}
 scanpy = "^1.8"
 s2a = {git = "https://github.com/milescsmith/s2a", rev = "0.3.4"}