From 0f3ea93977f9d713433880db5a7522ef9b48f731 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@users.noreply.github.com>
Date: Mon, 2 Nov 2020 11:42:48 -0500
Subject: [PATCH 01/33] Update version.py

---
 python/magic/version.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/python/magic/version.py b/python/magic/version.py
index f6bb6f4..a1c7d45 100644
--- a/python/magic/version.py
+++ b/python/magic/version.py
@@ -1 +1 @@
-__version__ = "2.0.4"
+__version__ = "2.0.5a0"

From f59a8564db4c391c9fb81f38b2fc085a06e3dc64 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 10:05:03 -0500
Subject: [PATCH 02/33] move to GA

---
 .github/workflows/deploy.yml     |  55 ++++++++++++++++
 .github/workflows/pre-commit.yml |  73 ++++++++++++++++++++++
 .github/workflows/run_tests.yml  | 104 +++++++++++++++++++++++++++++++
 .pre-commit-config.yaml          |  33 ++++++++++
 .pre-commit.r_requirements.txt   |   4 ++
 5 files changed, 269 insertions(+)
 create mode 100644 .github/workflows/deploy.yml
 create mode 100644 .github/workflows/pre-commit.yml
 create mode 100644 .github/workflows/run_tests.yml
 create mode 100644 .pre-commit-config.yaml
 create mode 100644 .pre-commit.r_requirements.txt

diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
new file mode 100644
index 0000000..79bc183
--- /dev/null
+++ b/.github/workflows/deploy.yml
@@ -0,0 +1,55 @@
+name: Publish Python  distributions  to PyPI
+
+on:
+  push:
+    branches:
+      - 'master'
+      - 'test_deploy'
+    tags:
+      - '*'
+
+jobs:
+  build-n-publish:
+    name: Build and publish Python  distributions  to PyPI
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@master
+
+    - name: Set up Python 3.7
+      uses: actions/setup-python@v2
+      with:
+        python-version: 3.7
+
+    - name: Install pypa/build
+      run: >-
+        cd python && 
+        python -m
+        pip install
+        build
+        --user &&
+        cd ..
+
+    - name: Build a binary wheel and a source tarball
+      run: >-
+        cd python &&
+        python -m
+        build
+        --sdist
+        --wheel
+        --outdir dist/
+        . &&
+        cd ..
+
+    - name: Publish distribution  to Test PyPI
+      uses: pypa/gh-action-pypi-publish@master
+      with:
+        skip_existing: true
+        password: ${{ secrets.test_pypi_password }}
+        repository_url: https://test.pypi.org/legacy/
+
+    - name: Publish distribution  to PyPI
+      if: startsWith(github.ref, 'refs/tags')
+      uses: pypa/gh-action-pypi-publish@master
+      with:
+        password: ${{ secrets.pypi_password }}
diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
new file mode 100644
index 0000000..cedc3da
--- /dev/null
+++ b/.github/workflows/pre-commit.yml
@@ -0,0 +1,73 @@
+name: pre-commit
+on:
+  push:
+    branches-ignore:
+      - 'master'
+
+jobs:
+  pre-commit:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Cancel Previous Runs
+        uses: styfle/cancel-workflow-action@0.6.0
+        with:
+          access_token: ${{ github.token }}
+      - uses: actions/checkout@v2
+        with:
+          fetch-depth: 0
+
+      - name: Check Ubuntu version
+        run: |
+          echo "UBUNTU_VERSION=`grep DISTRIB_RELEASE /etc/lsb-release | sed 's/.*=//g'`" >> $GITHUB_ENV
+
+      - name: Set up Python
+        uses: actions/setup-python@v2
+        with:
+          python-version: "3.8"
+          architecture: "x64"
+
+      - name: Cache R packages
+        uses: actions/cache@v2
+        if: startsWith(runner.os, 'Linux')
+        with:
+          path: ${{env.R_LIBS_USER}}
+          key: precommit-${{env.UBUNTU_VERSION}}-renv-${{ hashFiles('.pre-commit.r_requirements.txt') }}-
+          restore-keys: |
+            precommit-${{env.UBUNTU_VERSION}}-renv-
+
+      - name: Install R packages
+        run: |
+          if (!requireNamespace("renv", quietly = TRUE)) install.packages("renv")
+          con = file(".pre-commit.r_requirements.txt", "r")
+          while ( length(pkg <- readLines(con, n = 1)) > 0 ) {
+            renv::install(pkg)
+          }
+          close(con)
+        shell: Rscript {0}
+
+      - name: Cache pre-commit
+        uses: actions/cache@v2
+        with:
+          path: ~/.cache/pre-commit
+          key: pre-commit-${{ hashFiles('.pre-commit-config.yaml') }}-
+
+      - name: Run pre-commit
+        uses: pre-commit/action@v2.0.0
+
+      - name: Commit files
+        if: failure()
+        run: |
+          git checkout -- .github/workflows
+          if [[ `git status --porcelain --untracked-files=no` ]]; then
+            git config --local user.email "41898282+github-actions[bot]@users.noreply.github.com"
+            git config --local user.name "github-actions[bot]"
+            git commit -m "pre-commit" -a
+          fi
+
+      - name: Push changes
+        if: failure()
+        uses: ad-m/github-push-action@master
+        with:
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+          branch: ${{ github.ref }}
diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
new file mode 100644
index 0000000..c104578
--- /dev/null
+++ b/.github/workflows/run_tests.yml
@@ -0,0 +1,104 @@
+name: Unit Tests
+
+on:
+  push:
+    branches-ignore:
+      - 'test_deploy'
+  pull_request:
+    branches:
+      - '*'
+
+jobs:
+
+  run_tester:
+    runs-on: ${{ matrix.config.os }}
+    if: "!contains(github.event.head_commit.message, 'ci skip')"
+
+    strategy:
+      fail-fast: false
+      matrix:
+        config:
+        - {name: '3.9', os: ubuntu-latest, python: '3.9' }
+        - {name: '3.8', os: ubuntu-latest, python: '3.8' }
+        - {name: '3.7', os: ubuntu-latest, python: '3.7' }
+        - {name: '3.6', os: ubuntu-latest, python: '3.6' }
+
+    steps:
+    - name: Cancel Previous Runs
+      uses: styfle/cancel-workflow-action@0.6.0
+      with:
+        access_token: ${{ github.token }}
+
+    - name: Check Ubuntu version
+      run: |
+        echo "UBUNTU_VERSION=`grep DISTRIB_RELEASE /etc/lsb-release | sed 's/.*=//g'`" >> $GITHUB_ENV
+
+    - uses: actions/checkout@v2
+
+    - name: Set up Python
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.config.python }}
+
+    - name: Cache Python packages
+      uses: actions/cache@v2
+      with:
+        path: ${{ env.pythonLocation }}
+        key: ${{runner.os}}-pip-${{ env.pythonLocation }}-${{ hashFiles('python/setup.py') }}
+        restore-keys: ${{runner.os}}-pip-${{ env.pythonLocation }}-
+
+    - name: Install package & dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install -U wheel setuptools
+        pip install -U ./python[test]
+        python -c "import magic"
+
+    - name: Run Python tests
+      run: |
+        cd python
+        nose2 -vvv
+        cd ..
+
+    - name: Cache R packages
+      uses: actions/cache@v2
+      if: startsWith(runner.os, 'Linux')
+      with:
+        path: ${{env.R_LIBS_USER}}
+        key: precommit-${{env.UBUNTU_VERSION}}-renv-${{ hashFiles('.pre-commit.r_requirements.txt') }}-
+        restore-keys: |
+          precommit-${{env.UBUNTU_VERSION}}-renv-
+
+    - name: Install R packages
+      run: |
+        if (!require("devtools")) install.packages("devtools", repos="http://cloud.r-project.org")
+        devtools::install("./Rmagic")
+
+    - name: Run R tests
+      run: |
+        cd Rmagic
+        R CMD build .
+        R CMD check --as-cran *.tar.gz
+        cd ..
+
+    - name: Build docs
+      run: |
+        cd python
+        pip install .[doc]
+        cd doc
+        make html
+        cd ../..
+
+    - name: Coveralls
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        COVERALLS_SERVICE_NAME: github
+      run: |
+        coveralls
+
+    - name: Upload check results on fail
+      if: failure()
+      uses: actions/upload-artifact@master
+      with:
+        name: ${{ matrix.config.name }}_results
+        path: check
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..2a2e3c5
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,33 @@
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v3.3.0
+    hooks:
+      - id: check-yaml
+      - id: end-of-file-fixer
+      - id: trailing-whitespace
+        exclude: \.(ai|gz)$
+  - repo: https://github.com/timothycrosley/isort
+    rev: 5.6.4
+    hooks:
+      - id: isort
+  - repo: https://github.com/psf/black
+    rev: 20.8b1
+    hooks:
+      - id: black
+        args: ['--target-version', 'py36']
+  - repo: https://github.com/pre-commit/mirrors-autopep8
+    rev: v1.5.4
+    hooks:
+      - id: autopep8
+  - repo: https://gitlab.com/pycqa/flake8
+    rev: 3.8.4
+    hooks:
+      - id: flake8
+        additional_dependencies: ['hacking']
+  - repo: https://github.com/lorenzwalthert/precommit
+    rev: v0.1.3
+    hooks:
+    -   id: parsable-R
+    -   id: style-files
+    -   id: lintr
+        verbose: true
diff --git a/.pre-commit.r_requirements.txt b/.pre-commit.r_requirements.txt
new file mode 100644
index 0000000..b6e70b8
--- /dev/null
+++ b/.pre-commit.r_requirements.txt
@@ -0,0 +1,4 @@
+docopt
+styler
+git2r
+lintr

From e1a89de7115a4332048f3e7ba95e362f06a71e21 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 10:09:45 -0500
Subject: [PATCH 03/33] remove deprecated arguments, remove python 3.5

---
 python/magic/__init__.py      |   4 --
 python/magic/io.py            | 115 ----------------------------------
 python/magic/magic.py         |  44 -------------
 python/magic/preprocessing.py |  17 -----
 python/magic/version.py       |   2 +-
 python/setup.py               |  19 ++----
 python/test/test.py           |   1 -
 7 files changed, 5 insertions(+), 197 deletions(-)
 delete mode 100644 python/magic/io.py
 delete mode 100644 python/magic/preprocessing.py

diff --git a/python/magic/__init__.py b/python/magic/__init__.py
index 0d129c7..a8e8b6a 100644
--- a/python/magic/__init__.py
+++ b/python/magic/__init__.py
@@ -1,8 +1,4 @@
-from __future__ import absolute_import
-
 from .magic import MAGIC
 from .version import __version__
 
-import magic.io
-import magic.preprocessing
 import magic.plot
diff --git a/python/magic/io.py b/python/magic/io.py
deleted file mode 100644
index aadbf6d..0000000
--- a/python/magic/io.py
+++ /dev/null
@@ -1,115 +0,0 @@
-# author: Scott Gigante <scott.gigante@yale.edu>
-# (C) 2018 Krishnaswamy Lab GPLv2
-
-from __future__ import print_function, division
-import warnings
-import scprep
-
-
-def load_csv(
-    filename,
-    cell_axis="row",
-    delimiter=",",
-    gene_names=True,
-    cell_names=True,
-    sparse=False,
-    **kwargs
-):
-    """magic.io is deprecated. Please use scprep.io instead.
-    Read more at http://scprep.readthedocs.io/
-    """
-    raise RuntimeError(
-        "magic.io is deprecated. Please use scprep.io instead. "
-        "Read more at http://scprep.readthedocs.io",
-        FutureWarning,
-    )
-
-
-def load_tsv(
-    filename,
-    cell_axis="row",
-    delimiter="\t",
-    gene_names=True,
-    cell_names=True,
-    sparse=False,
-    **kwargs
-):
-    """magic.io is deprecated. Please use scprep.io instead.
-    Read more at http://scprep.readthedocs.io/
-    """
-    raise RuntimeError(
-        "magic.io is deprecated. Please use scprep.io instead. "
-        "Read more at http://scprep.readthedocs.io",
-        FutureWarning,
-    )
-
-
-def load_fcs(
-    filename,
-    gene_names=True,
-    cell_names=True,
-    sparse=None,
-    metadata_channels=[
-        "Time",
-        "Event_length",
-        "DNA1",
-        "DNA2",
-        "Cisplatin",
-        "beadDist",
-        "bead1",
-    ],
-):
-    """magic.io is deprecated. Please use scprep.io instead.
-    Read more at http://scprep.readthedocs.io/
-    """
-    raise RuntimeError(
-        "magic.io is deprecated. Please use scprep.io instead. "
-        "Read more at http://scprep.readthedocs.io",
-        FutureWarning,
-    )
-
-
-def load_mtx(mtx_file, cell_axis="row", gene_names=None, cell_names=None, sparse=None):
-    """magic.io is deprecated. Please use scprep.io instead.
-    Read more at http://scprep.readthedocs.io/
-    """
-    raise RuntimeError(
-        "magic.io is deprecated. Please use scprep.io instead. "
-        "Read more at http://scprep.readthedocs.io",
-        FutureWarning,
-    )
-
-
-def load_10X(data_dir, sparse=True, gene_labels="symbol", allow_duplicates=None):
-    """magic.io is deprecated. Please use scprep.io instead.
-    Read more at http://scprep.readthedocs.io/
-    """
-    raise RuntimeError(
-        "magic.io is deprecated. Please use scprep.io instead. "
-        "Read more at http://scprep.readthedocs.io",
-        FutureWarning,
-    )
-
-
-def load_10X_zip(filename, sparse=True, gene_labels="symbol", allow_duplicates=None):
-    """magic.io is deprecated. Please use scprep.io instead.
-    Read more at http://scprep.readthedocs.io/
-    """
-    raise RuntimeError(
-        "magic.io is deprecated. Please use scprep.io instead. "
-        "Read more at http://scprep.readthedocs.io",
-        FutureWarning,
-    )
-
-
-def load_10X_HDF5(
-    filename, genome=None, sparse=True, gene_labels="symbol", allow_duplicates=None
-):
-    """magic.io is deprecated. Please use scprep.io instead.
-    Read more at http://scprep.readthedocs.io/
-    """
-    raise RuntimeError(
-        "magic.io is deprecated. Please use scprep.io instead. "
-        "Read more at http://scprep.readthedocs.io",
-        FutureWarning,
-    )
diff --git a/python/magic/magic.py b/python/magic/magic.py
index 65c02bc..757f57c 100644
--- a/python/magic/magic.py
+++ b/python/magic/magic.py
@@ -6,8 +6,6 @@
 (C) 2018 Krishnaswamy Lab GPLv2
 """
 
-from __future__ import print_function, division, absolute_import
-
 import numpy as np
 import graphtools
 from sklearn.base import BaseEstimator
@@ -91,10 +89,6 @@ class MAGIC(BaseEstimator):
     verbose : `int` or `boolean`, optional (default: 1)
         If `True` or `> 0`, print status messages
 
-    k : Deprecated for `knn`
-
-    a : Deprecated for `decay`
-
     Attributes
     ----------
 
@@ -154,23 +148,7 @@ def __init__(
         n_jobs=1,
         random_state=None,
         verbose=1,
-        k=None,
-        a=None,
     ):
-        if k is not None:
-            warnings.warn(
-                "Parameter `k` is deprecated and will be removed"
-                " in a future version. Use `knn` instead",
-                FutureWarning,
-            )
-            knn = k
-        if a is not None:
-            warnings.warn(
-                "Parameter `a` is deprecated and will be removed"
-                " in a future version. Use `decay` instead",
-                FutureWarning,
-            )
-            decay = a
         self.knn = knn
         self.knn_max = knn_max
         self.decay = decay
@@ -319,10 +297,6 @@ def set_params(self, **params):
         verbose : `int` or `boolean`, optional (default: 1)
             If `True` or `> 0`, print status messages
 
-        k : Deprecated for `knn`
-
-        a : Deprecated for `decay`
-
         Returns
         -------
         self
@@ -336,24 +310,6 @@ def set_params(self, **params):
             del params["t"]
 
         # kernel parameters
-        if "k" in params and params["k"] != self.knn:
-            warnings.warn(
-                "Parameter `k` is deprecated and will be removed"
-                " in a future version. Use `knn` instead",
-                FutureWarning,
-            )
-            self.knn = params["k"]
-            reset_kernel = True
-            del params["k"]
-        if "a" in params and params["a"] != self.decay:
-            warnings.warn(
-                "Parameter `a` is deprecated and will be removed"
-                " in a future version. Use `decay` instead",
-                FutureWarning,
-            )
-            self.decay = params["a"]
-            reset_kernel = True
-            del params["a"]
         if "knn" in params and params["knn"] != self.knn:
             self.knn = params["knn"]
             reset_kernel = True
diff --git a/python/magic/preprocessing.py b/python/magic/preprocessing.py
deleted file mode 100644
index a16e87b..0000000
--- a/python/magic/preprocessing.py
+++ /dev/null
@@ -1,17 +0,0 @@
-# author: Daniel Burkhardt <daniel.burkhardt@yale.edu>
-# (C) 2017 Krishnaswamy Lab GPLv2
-
-from __future__ import print_function, division
-import warnings
-import scprep
-
-
-def library_size_normalize(data, verbose=False):
-    """magic.preprocessing is deprecated. Please use scprep.normalize instead.
-    Read more at http://scprep.readthedocs.io/
-    """
-    raise RuntimeError(
-        "magic.preprocessing is deprecated. Please use scprep.normalize instead. "
-        "Read more at http://scprep.readthedocs.io",
-        FutureWarning,
-    )
diff --git a/python/magic/version.py b/python/magic/version.py
index a1c7d45..528787c 100644
--- a/python/magic/version.py
+++ b/python/magic/version.py
@@ -1 +1 @@
-__version__ = "2.0.5a0"
+__version__ = "3.0.0"
diff --git a/python/setup.py b/python/setup.py
index 9535e4a..c6d2135 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -1,6 +1,6 @@
 import os
 import sys
-from setuptools import setup
+from setuptools import setup, find_packages
 
 install_requires = [
     "numpy>=1.14.0",
@@ -14,23 +14,13 @@
     "scprep>=1.0",
 ]
 
-test_requires = [
-    "nose2",
-]
-
-if sys.version_info[0] == 3:
-    test_requires += ["anndata"]
+test_requires = ["nose2", "anndata"]
 
 doc_requires = [
     "sphinx",
     "sphinxcontrib-napoleon",
 ]
 
-if sys.version_info[:2] < (3, 5):
-    raise RuntimeError("Python version >=3.5 required.")
-elif sys.version_info[:2] >= (3, 6):
-    test_requires += ["black"]
-
 version_py = os.path.join(os.path.dirname(__file__), "magic", "version.py")
 version = open(version_py).read().strip().split("=")[-1].replace('"', "").strip()
 
@@ -42,10 +32,9 @@
     description="MAGIC",
     author="",
     author_email="",
-    packages=[
-        "magic",
-    ],
+    packages=find_packages(),
     license="GNU General Public License Version 2",
+    python_requires=">=3.6",
     install_requires=install_requires,
     extras_require={"test": test_requires, "doc": doc_requires},
     test_suite="nose2.collector.collector",
diff --git a/python/test/test.py b/python/test/test.py
index cb5981b..7c5930f 100644
--- a/python/test/test.py
+++ b/python/test/test.py
@@ -1,7 +1,6 @@
 #!/usr/bin/env python
 
 
-from __future__ import print_function, division, absolute_import
 import matplotlib as mpl
 
 mpl.use("agg")

From 2faec7847586ee81eb7af9b9b90833c90c354509 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 10:16:01 -0500
Subject: [PATCH 04/33] separate r and python; fix r_libs_user

---
 .github/workflows/pre-commit.yml |  4 +-
 .github/workflows/run_tests.yml  | 94 ++++++++++++++++++++++++++------
 2 files changed, 79 insertions(+), 19 deletions(-)

diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index cedc3da..42ac647 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -17,9 +17,11 @@ jobs:
         with:
           fetch-depth: 0
 
-      - name: Check Ubuntu version
+      - name: Set up environment
         run: |
           echo "UBUNTU_VERSION=`grep DISTRIB_RELEASE /etc/lsb-release | sed 's/.*=//g'`" >> $GITHUB_ENV
+          mkdir -p .local/R/site-packages
+          echo "R_LIBS_USER=`pwd`/.local/R/site-packages" >> $GITHUB_ENV
 
       - name: Set up Python
         uses: actions/setup-python@v2
diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index c104578..b307096 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -10,7 +10,7 @@ on:
 
 jobs:
 
-  run_tester:
+  test_python:
     runs-on: ${{ matrix.config.os }}
     if: "!contains(github.event.head_commit.message, 'ci skip')"
 
@@ -60,14 +60,87 @@ jobs:
         nose2 -vvv
         cd ..
 
+    - name: Build docs
+      run: |
+        cd python
+        pip install .[doc]
+        cd doc
+        make html
+        cd ../..
+
+    - name: Coveralls
+      env:
+        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+        COVERALLS_SERVICE_NAME: github
+      run: |
+        coveralls
+
+    - name: Upload check results on fail
+      if: failure()
+      uses: actions/upload-artifact@master
+      with:
+        name: ${{ matrix.config.name }}_results
+        path: check
+
+  test_r:
+    runs-on: ${{ matrix.config.os }}
+    if: "!contains(github.event.head_commit.message, 'ci skip')"
+
+    strategy:
+      fail-fast: false
+      matrix:
+        config:
+        - {name: 'devel', os: ubuntu-latest, r: 'devel' }
+        - {name: 'release', os: ubuntu-latest, r: 'release' }
+        - {name: 'oldrel', os: ubuntu-latest, r: 'oldrel' }
+
+    steps:
+    - name: Cancel Previous Runs
+      uses: styfle/cancel-workflow-action@0.6.0
+      with:
+        access_token: ${{ github.token }}
+
+    - name: Set up environment
+      run: |
+        echo "UBUNTU_VERSION=`grep DISTRIB_RELEASE /etc/lsb-release | sed 's/.*=//g'`" >> $GITHUB_ENV
+        mkdir -p .local/R/site-packages
+        echo "R_LIBS_USER=`pwd`/.local/R/site-packages" >> $GITHUB_ENV
+
+    - uses: actions/checkout@v2
+
+    - name: Set up Python
+      uses: actions/setup-python@v2
+      with:
+        python-version: ${{ matrix.config.python }}
+
+    - name: Cache Python packages
+      uses: actions/cache@v2
+      with:
+        path: ${{ env.pythonLocation }}
+        key: ${{runner.os}}-pip-${{ env.pythonLocation }}-${{ hashFiles('python/setup.py') }}
+        restore-keys: ${{runner.os}}-pip-${{ env.pythonLocation }}-
+
+    - name: Install package & dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install -U wheel setuptools
+        pip install -U ./python
+        python -c "import magic"
+
+    - name: Set up R
+      id: setup-r
+      uses: r-lib/actions/setup-r@v1
+      with:
+        r-version: ${{ matrix.config.r }}
+
     - name: Cache R packages
       uses: actions/cache@v2
       if: startsWith(runner.os, 'Linux')
       with:
         path: ${{env.R_LIBS_USER}}
-        key: precommit-${{env.UBUNTU_VERSION}}-renv-${{ hashFiles('.pre-commit.r_requirements.txt') }}-
+        key: test-${{env.UBUNTU_VERSION}}-renv-${{ steps.setup-r.outputs.installed-r-version }}-${{ hashFiles('Rmagic/DESCRIPTION') }}-
         restore-keys: |
-          precommit-${{env.UBUNTU_VERSION}}-renv-
+          test-${{env.UBUNTU_VERSION}}-renv-${{ steps.setup-r.outputs.installed-r-version }}-
 
     - name: Install R packages
       run: |
@@ -81,21 +154,6 @@ jobs:
         R CMD check --as-cran *.tar.gz
         cd ..
 
-    - name: Build docs
-      run: |
-        cd python
-        pip install .[doc]
-        cd doc
-        make html
-        cd ../..
-
-    - name: Coveralls
-      env:
-        GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
-        COVERALLS_SERVICE_NAME: github
-      run: |
-        coveralls
-
     - name: Upload check results on fail
       if: failure()
       uses: actions/upload-artifact@master

From 70b718513577245f835f10ad36beafb5eae32d86 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 10:21:15 -0500
Subject: [PATCH 05/33] install coveralls

---
 python/setup.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/python/setup.py b/python/setup.py
index c6d2135..d732b91 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -14,7 +14,7 @@
     "scprep>=1.0",
 ]
 
-test_requires = ["nose2", "anndata"]
+test_requires = ["nose2", "anndata", "coverage", "coveralls"]
 
 doc_requires = [
     "sphinx",

From 0f7746d46e1e40a643c3df5bffab515aee9370cc Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 10:21:23 -0500
Subject: [PATCH 06/33] choose python version for r test

---
 .github/workflows/run_tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index b307096..b1ff302 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -38,7 +38,7 @@ jobs:
     - name: Set up Python
       uses: actions/setup-python@v2
       with:
-        python-version: ${{ matrix.config.python }}
+        python-version: "3.8"
 
     - name: Cache Python packages
       uses: actions/cache@v2

From c0f96c8838ae29626532929f9f184e1e73565de6 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 10:22:24 -0500
Subject: [PATCH 07/33] install curl

---
 .github/workflows/pre-commit.yml | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index 42ac647..2df815f 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -23,6 +23,12 @@ jobs:
           mkdir -p .local/R/site-packages
           echo "R_LIBS_USER=`pwd`/.local/R/site-packages" >> $GITHUB_ENV
 
+      - name: Install system dependencies
+        if: runner.os == 'Linux'
+        run: |
+          sudo apt-get update -qq
+          sudo apt-get install -y libcurl4-openssl-dev
+
       - name: Set up Python
         uses: actions/setup-python@v2
         with:

From ffeea19be24a265e8cf000aa4a1acbb9f7096451 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 10:23:20 -0500
Subject: [PATCH 08/33] fix typo

---
 .github/workflows/run_tests.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index b1ff302..13e44b6 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -38,7 +38,7 @@ jobs:
     - name: Set up Python
       uses: actions/setup-python@v2
       with:
-        python-version: "3.8"
+        python-version: ${{ matrix.config.python }}
 
     - name: Cache Python packages
       uses: actions/cache@v2
@@ -111,7 +111,7 @@ jobs:
     - name: Set up Python
       uses: actions/setup-python@v2
       with:
-        python-version: ${{ matrix.config.python }}
+        python-version: "3.8"
 
     - name: Cache Python packages
       uses: actions/cache@v2

From a512b1635f5c1d20c4c90a5ba7d25d241f741e9d Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 10:26:55 -0500
Subject: [PATCH 09/33] use rscript

---
 .github/workflows/run_tests.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index 13e44b6..b312ae2 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -146,6 +146,7 @@ jobs:
       run: |
         if (!require("devtools")) install.packages("devtools", repos="http://cloud.r-project.org")
         devtools::install("./Rmagic")
+      shell: Rscript {0}
 
     - name: Run R tests
       run: |

From a2d85d3378786cfbfa25e2c1851955d1a782d9d1 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 10:27:30 -0500
Subject: [PATCH 10/33] lint

---
 .github/ISSUE_TEMPLATE/question.md            |  2 --
 .github/workflows/deploy.yml                  |  2 +-
 LICENSE                                       |  1 -
 README.md                                     | 14 ++++-----
 Rmagic/DESCRIPTION                            |  2 +-
 Rmagic/LICENSE                                |  1 -
 Rmagic/R/magic_testdata.R                     |  2 +-
 Rmagic/R/utils.R                              |  4 +--
 Rmagic/README.md                              |  4 +--
 Rmagic/inst/CITATION                          | 28 +++++++++---------
 Rmagic/inst/examples/bonemarrow_tutorial.Rmd  |  6 ++--
 Rmagic/inst/examples/bonemarrow_tutorial.html | 10 +++----
 Rmagic/inst/examples/emt_tutorial.Rmd         |  6 ++--
 Rmagic/inst/examples/emt_tutorial.html        |  8 ++---
 Rmagic/tests/test_magic.R                     |  2 +-
 autoblack.sh                                  |  1 -
 matlab/compute_kernel.m                       | 13 ++++-----
 matlab/compute_optimal_t.m                    | 11 +------
 matlab/load_10x.m                             |  4 +--
 matlab/mmread.m                               | 29 +++++++++----------
 matlab/svdpca.m                               |  1 -
 matlab/svdpca_sparse.m                        |  1 -
 matlab/test_magic.m                           |  1 -
 python/doc/Makefile                           |  2 +-
 python/doc/source/api.rst                     |  2 +-
 python/doc/source/tutorial.rst                |  2 +-
 python/magic/__init__.py                      |  4 +--
 python/magic/magic.py                         | 17 ++++++-----
 python/magic/plot.py                          |  9 +++---
 python/magic/utils.py                         |  1 +
 python/setup.py                               |  3 +-
 python/test/test.py                           |  8 ++---
 32 files changed, 93 insertions(+), 108 deletions(-)

diff --git a/.github/ISSUE_TEMPLATE/question.md b/.github/ISSUE_TEMPLATE/question.md
index 9c4f5c1..6bc5f73 100644
--- a/.github/ISSUE_TEMPLATE/question.md
+++ b/.github/ISSUE_TEMPLATE/question.md
@@ -6,5 +6,3 @@ labels: question
 assignees: ''
 
 ---
-
-
diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
index 79bc183..d3aaf49 100644
--- a/.github/workflows/deploy.yml
+++ b/.github/workflows/deploy.yml
@@ -23,7 +23,7 @@ jobs:
 
     - name: Install pypa/build
       run: >-
-        cd python && 
+        cd python &&
         python -m
         pip install
         build
diff --git a/LICENSE b/LICENSE
index 8cdb845..23cb790 100644
--- a/LICENSE
+++ b/LICENSE
@@ -337,4 +337,3 @@ proprietary programs.  If your program is a subroutine library, you may
 consider it more useful to permit linking proprietary applications with the
 library.  If this is what you want to do, use the GNU Lesser General
 Public License instead of this License.
-
diff --git a/README.md b/README.md
index c4225ba..77213fb 100644
--- a/README.md
+++ b/README.md
@@ -17,13 +17,13 @@ To see how MAGIC can be applied to single-cell RNA-seq, elucidating the epitheli
 
 MAGIC has been implemented in Python, Matlab, and R.
 
-#### To get started immediately, check out our tutorials:  
-##### Python  
-* [Epithelial-to-Mesenchymal Transition Tutorial](http://nbviewer.jupyter.org/github/KrishnaswamyLab/MAGIC/blob/master/python/tutorial_notebooks/emt_tutorial.ipynb)  
-* [Bone Marrow Tutorial](http://nbviewer.jupyter.org/github/KrishnaswamyLab/MAGIC/blob/master/python/tutorial_notebooks/bonemarrow_tutorial.ipynb)  
-##### R  
-* [Epithelial-to-Mesenchymal Transition Tutorial](http://htmlpreview.github.io/?https://github.com/KrishnaswamyLab/MAGIC/blob/master/Rmagic/inst/examples/emt_tutorial.html)  
-* [Bone Marrow Tutorial](http://htmlpreview.github.io/?https://github.com/KrishnaswamyLab/MAGIC/blob/master/Rmagic/inst/examples/bonemarrow_tutorial.html)  
+#### To get started immediately, check out our tutorials:
+##### Python
+* [Epithelial-to-Mesenchymal Transition Tutorial](http://nbviewer.jupyter.org/github/KrishnaswamyLab/MAGIC/blob/master/python/tutorial_notebooks/emt_tutorial.ipynb)
+* [Bone Marrow Tutorial](http://nbviewer.jupyter.org/github/KrishnaswamyLab/MAGIC/blob/master/python/tutorial_notebooks/bonemarrow_tutorial.ipynb)
+##### R
+* [Epithelial-to-Mesenchymal Transition Tutorial](http://htmlpreview.github.io/?https://github.com/KrishnaswamyLab/MAGIC/blob/master/Rmagic/inst/examples/emt_tutorial.html)
+* [Bone Marrow Tutorial](http://htmlpreview.github.io/?https://github.com/KrishnaswamyLab/MAGIC/blob/master/Rmagic/inst/examples/bonemarrow_tutorial.html)
 
 
 <p align="center">
diff --git a/Rmagic/DESCRIPTION b/Rmagic/DESCRIPTION
index 8ca343f..9c0a19d 100644
--- a/Rmagic/DESCRIPTION
+++ b/Rmagic/DESCRIPTION
@@ -3,7 +3,7 @@ Type: Package
 Title: MAGIC - Markov Affinity-Based Graph Imputation of Cells
 Version: 2.0.3.999
 Authors@R: c(person(given = "David", family = "van Dijk", email = "davidvandijk@gmail.com", role = c("aut")),
-		         person(given = 'Scott', family = 'Gigante', email = 'scott.gigante@yale.edu', role = 'cre', 
+		         person(given = 'Scott', family = 'Gigante', email = 'scott.gigante@yale.edu', role = 'cre',
 		                comment = c(ORCID = '0000-0002-4544-2764')))
 Maintainer: Scott Gigante <scott.gigante@yale.edu>
 Description: MAGIC (Markov affinity-based graph imputation of cells) is a method for addressing technical noise in single-cell data, including under-sampling of mRNA molecules, often termed "dropout" which can severely obscure important gene-gene relationships. MAGIC shares information across similar cells, via data diffusion, to denoise the cell count matrix and fill in missing transcripts. Read more: van Dijk et al. (2018) <DOI:10.1016/j.cell.2018.05.061>.
diff --git a/Rmagic/LICENSE b/Rmagic/LICENSE
index 8cdb845..23cb790 100644
--- a/Rmagic/LICENSE
+++ b/Rmagic/LICENSE
@@ -337,4 +337,3 @@ proprietary programs.  If your program is a subroutine library, you may
 consider it more useful to permit linking proprietary applications with the
 library.  If this is what you want to do, use the GNU Lesser General
 Public License instead of this License.
-
diff --git a/Rmagic/R/magic_testdata.R b/Rmagic/R/magic_testdata.R
index 035d98d..34cd3f4 100644
--- a/Rmagic/R/magic_testdata.R
+++ b/Rmagic/R/magic_testdata.R
@@ -5,4 +5,4 @@
 #' @format A matrix with 500 rows and 197 variables
 #'
 #' @source The authors
-"magic_testdata"
\ No newline at end of file
+"magic_testdata"
diff --git a/Rmagic/R/utils.R b/Rmagic/R/utils.R
index 3b58de6..c2385e9 100644
--- a/Rmagic/R/utils.R
+++ b/Rmagic/R/utils.R
@@ -66,11 +66,11 @@ load_pymagic <- function() {
 }
 
 #' Check whether MAGIC Python package is available and can be loaded
-#' 
+#'
 #' This is used primarily to avoid running tests on CRAN
 #' and elsewhere where the Python package should not be
 #' installed.
-#' 
+#'
 #' @export
 pymagic_is_available <- function() {
   tryCatch({
diff --git a/Rmagic/README.md b/Rmagic/README.md
index 0653025..acef6a2 100644
--- a/Rmagic/README.md
+++ b/Rmagic/README.md
@@ -138,10 +138,10 @@ library(ggplot2)
 library(viridis)
 #> Loading required package: viridisLite
 library(phateR)
-#> 
+#>
 #> Attaching package: 'phateR'
 #> The following object is masked from 'package:Rmagic':
-#> 
+#>
 #>     library.size.normalize
 ```
 
diff --git a/Rmagic/inst/CITATION b/Rmagic/inst/CITATION
index 3b2b0e1..f8a9b12 100644
--- a/Rmagic/inst/CITATION
+++ b/Rmagic/inst/CITATION
@@ -2,20 +2,20 @@ bibentry(
 	bibtype="Article",
 	title="Recovering Gene Interactions from Single-Cell Data Using Data Diffusion",
 	author = c(
-		person("David", "van Dijk"), 
-		person("Roshan", "Sharma"), 
-		person("Juozas", "Nainys"), 
-		person("Kristina", "Yim"), 
-		person("Pooja", "Kathail"), 
-		person("Ambrose J.", "Carr"), 
-		person("Cassandra", "Burdziak"), 
-		person("Kevin R.", "Moon"), 
-		person("Christine L.", "Chaffer"), 
-		person("Diwakar", "Pattabiraman"), 
-		person("Brian", "Bierie"), 
-		person("Linas", "Mazutis"), 
-		person("Guy", "Wolf"), 
-		person("Smita", "Krishnaswamy"), 
+		person("David", "van Dijk"),
+		person("Roshan", "Sharma"),
+		person("Juozas", "Nainys"),
+		person("Kristina", "Yim"),
+		person("Pooja", "Kathail"),
+		person("Ambrose J.", "Carr"),
+		person("Cassandra", "Burdziak"),
+		person("Kevin R.", "Moon"),
+		person("Christine L.", "Chaffer"),
+		person("Diwakar", "Pattabiraman"),
+		person("Brian", "Bierie"),
+		person("Linas", "Mazutis"),
+		person("Guy", "Wolf"),
+		person("Smita", "Krishnaswamy"),
 		person("Dana", "Pe'er")),
 	year=2018,
 	url="https://www.cell.com/cell/abstract/S0092-8674(18)30724-4",
diff --git a/Rmagic/inst/examples/bonemarrow_tutorial.Rmd b/Rmagic/inst/examples/bonemarrow_tutorial.Rmd
index 303ae73..c704273 100644
--- a/Rmagic/inst/examples/bonemarrow_tutorial.Rmd
+++ b/Rmagic/inst/examples/bonemarrow_tutorial.Rmd
@@ -126,7 +126,7 @@ As you can see, the gene-gene relationships are much clearer after MAGIC. These
 The data is a little too smooth - we can increase `t` from the default value of 3 to increase the amount of diffusion. We pass the original result to the argument `init` to avoid recomputing intermediate steps.
 
 ```{r decrease_t}
-bmmsc_MAGIC <- magic(bmmsc, genes=c("Mpo", "Klf1", "Ifitm1"), 
+bmmsc_MAGIC <- magic(bmmsc, genes=c("Mpo", "Klf1", "Ifitm1"),
                      t=4, init=bmmsc_MAGIC)
 ggplot(bmmsc_MAGIC) +
   geom_point(aes(Mpo, Klf1, color=Ifitm1)) +
@@ -139,7 +139,7 @@ ggsave('BMMSC_data_R_after_magic.png', width=5, height=5)
 We can visualize the results of MAGIC on PCA with `genes="pca_only"`.
 
 ```{r run_pca}
-bmmsc_MAGIC_PCA <- magic(bmmsc, genes="pca_only", 
+bmmsc_MAGIC_PCA <- magic(bmmsc, genes="pca_only",
                          t=4, init=bmmsc_MAGIC)
 # ggplot(bmmsc_MAGIC_PCA) +
   geom_point(aes(x=PC1, y=PC2, color=bmmsc_MAGIC$result$Klf1)) +
@@ -167,7 +167,7 @@ ggsave('BMMSC_data_R_phate_colored_by_magic.png', width=5, height=5)
 We can look at the entire smoothed matrix with `genes='all_genes'`, passing the original result to the argument `init` to avoid recomputing intermediate steps. Note that this matrix may be large and could take up a lot of memory.
 
 ```{r run_magic_full_matrix}
-bmmsc_MAGIC <- magic(bmmsc, genes="all_genes", 
+bmmsc_MAGIC <- magic(bmmsc, genes="all_genes",
                      t=4, init=bmmsc_MAGIC)
 as.data.frame(bmmsc_MAGIC)[1:5, 1:10]
 ```
diff --git a/Rmagic/inst/examples/bonemarrow_tutorial.html b/Rmagic/inst/examples/bonemarrow_tutorial.html
index 701dc4a..292d1c5 100644
--- a/Rmagic/inst/examples/bonemarrow_tutorial.html
+++ b/Rmagic/inst/examples/bonemarrow_tutorial.html
@@ -1630,10 +1630,10 @@ <h3>Loading packages</h3>
 library(viridis)</code></pre>
 <pre><code>## Loading required package: viridisLite</code></pre>
 <pre class="r"><code>library(phateR)</code></pre>
-<pre><code>## 
+<pre><code>##
 ## Attaching package: 'phateR'</code></pre>
 <pre><code>## The following object is masked from 'package:Rmagic':
-## 
+##
 ##     library.size.normalize</code></pre>
 </div>
 <div id="loading-data" class="section level3">
@@ -1698,7 +1698,7 @@ <h3>Running MAGIC</h3>
 <div id="rerunning-magic-with-new-parameters" class="section level3">
 <h3>Rerunning MAGIC with new parameters</h3>
 <p>The data is a little too smooth - we can decrease <code>t</code> from the automatic value to reduce the amount of diffusion. We pass the original result to the argument <code>init</code> to avoid recomputing intermediate steps.</p>
-<pre class="r"><code>bmmsc_MAGIC &lt;- magic(bmmsc, genes=c(&quot;Mpo&quot;, &quot;Klf1&quot;, &quot;Ifitm1&quot;), 
+<pre class="r"><code>bmmsc_MAGIC &lt;- magic(bmmsc, genes=c(&quot;Mpo&quot;, &quot;Klf1&quot;, &quot;Ifitm1&quot;),
                      t=4, init=bmmsc_MAGIC)
 ggplot(bmmsc_MAGIC) +
   geom_point(aes(Mpo, Klf1, color=Ifitm1)) +
@@ -1709,7 +1709,7 @@ <h3>Rerunning MAGIC with new parameters</h3>
 <div id="visualizing-magic-values-on-pca" class="section level3">
 <h3>Visualizing MAGIC values on PCA</h3>
 <p>We can visualize the results of MAGIC on PCA with <code>genes=&quot;pca_only&quot;</code>.</p>
-<pre class="r"><code>bmmsc_MAGIC_PCA &lt;- magic(bmmsc, genes=&quot;pca_only&quot;, 
+<pre class="r"><code>bmmsc_MAGIC_PCA &lt;- magic(bmmsc, genes=&quot;pca_only&quot;,
                          t=4, init=bmmsc_MAGIC)
 ggplot(bmmsc_MAGIC_PCA) +
   geom_point(aes(x=PC1, y=PC2, color=bmmsc_MAGIC$result$Klf1)) +
@@ -1732,7 +1732,7 @@ <h3>Visualizing MAGIC values on PHATE</h3>
 <div id="using-magic-for-downstream-analysis" class="section level3">
 <h3>Using MAGIC for downstream analysis</h3>
 <p>We can look at the entire smoothed matrix with <code>genes='all_genes'</code>, passing the original result to the argument <code>init</code> to avoid recomputing intermediate steps. Note that this matrix may be large and could take up a lot of memory.</p>
-<pre class="r"><code>bmmsc_MAGIC &lt;- magic(bmmsc, genes=&quot;all_genes&quot;, 
+<pre class="r"><code>bmmsc_MAGIC &lt;- magic(bmmsc, genes=&quot;all_genes&quot;,
                      t=4, init=bmmsc_MAGIC)
 as.data.frame(bmmsc_MAGIC)[1:5, 1:10]</code></pre>
 <div data-pagedtable="false">
diff --git a/Rmagic/inst/examples/emt_tutorial.Rmd b/Rmagic/inst/examples/emt_tutorial.Rmd
index c3c898d..5aea713 100644
--- a/Rmagic/inst/examples/emt_tutorial.Rmd
+++ b/Rmagic/inst/examples/emt_tutorial.Rmd
@@ -126,14 +126,14 @@ ggplot(data_MAGIC) +
 ggsave('EMT_data_R_after_magic.png', width=5, height=5)
 ```
 
-As you can see, the gene-gene relationships are much clearer after MAGIC. 
+As you can see, the gene-gene relationships are much clearer after MAGIC.
 
 ### Visualizing MAGIC values on PCA
 
 We can visualize the results of MAGIC on PCA with `genes="pca_only"`.
 
 ```{r run_pca}
-data_MAGIC_PCA <- magic(data, genes="pca_only", 
+data_MAGIC_PCA <- magic(data, genes="pca_only",
                         knn=15, init=data_MAGIC)
 ggplot(data_MAGIC_PCA) +
   geom_point(aes(x=PC1, y=PC2, color=data_MAGIC$result$VIM)) +
@@ -147,7 +147,7 @@ ggsave('EMT_data_R_pca_colored_by_magic.png', width=5, height=5)
 We can look at the entire smoothed matrix with `genes='all_genes'`, passing the original result to the argument `init` to avoid recomputing intermediate steps. Note that this matrix may be large and could take up a lot of memory.
 
 ```{r run_magic_full_matrix}
-data_MAGIC <- magic(data, genes="all_genes", 
+data_MAGIC <- magic(data, genes="all_genes",
                     knn=15, init=data_MAGIC)
 as.data.frame(data_MAGIC)[1:5, 1:10]
 ```
diff --git a/Rmagic/inst/examples/emt_tutorial.html b/Rmagic/inst/examples/emt_tutorial.html
index 51a1343..8b66b1f 100644
--- a/Rmagic/inst/examples/emt_tutorial.html
+++ b/Rmagic/inst/examples/emt_tutorial.html
@@ -1695,10 +1695,10 @@ <h3>Loading packages</h3>
 library(viridis)</code></pre>
 <pre><code>## Loading required package: viridisLite</code></pre>
 <pre class="r"><code>library(phateR)</code></pre>
-<pre><code>## 
+<pre><code>##
 ## Attaching package: &#39;phateR&#39;</code></pre>
 <pre><code>## The following object is masked from &#39;package:Rmagic&#39;:
-## 
+##
 ##     library.size.normalize</code></pre>
 </div>
 <div id="loading-data" class="section level3">
@@ -1765,7 +1765,7 @@ <h3>Running MAGIC</h3>
 <div id="visualizing-magic-values-on-pca" class="section level3">
 <h3>Visualizing MAGIC values on PCA</h3>
 <p>We can visualize the results of MAGIC on PCA with <code>genes=&quot;pca_only&quot;</code>.</p>
-<pre class="r"><code>data_MAGIC_PCA &lt;- magic(data, genes=&quot;pca_only&quot;, 
+<pre class="r"><code>data_MAGIC_PCA &lt;- magic(data, genes=&quot;pca_only&quot;,
                         knn=15, init=data_MAGIC)
 ggplot(data_MAGIC_PCA) +
   geom_point(aes(x=PC1, y=PC2, color=data_MAGIC$result$VIM)) +
@@ -1777,7 +1777,7 @@ <h3>Visualizing MAGIC values on PCA</h3>
 <div id="using-magic-for-downstream-analysis" class="section level3">
 <h3>Using MAGIC for downstream analysis</h3>
 <p>We can look at the entire smoothed matrix with <code>genes=&#39;all_genes&#39;</code>, passing the original result to the argument <code>init</code> to avoid recomputing intermediate steps. Note that this matrix may be large and could take up a lot of memory.</p>
-<pre class="r"><code>data_MAGIC &lt;- magic(data, genes=&quot;all_genes&quot;, 
+<pre class="r"><code>data_MAGIC &lt;- magic(data, genes=&quot;all_genes&quot;,
                     knn=15, init=data_MAGIC)
 as.data.frame(data_MAGIC)[1:5, 1:10]</code></pre>
 <div data-pagedtable="false">
diff --git a/Rmagic/tests/test_magic.R b/Rmagic/tests/test_magic.R
index 13c949d..d56aa94 100644
--- a/Rmagic/tests/test_magic.R
+++ b/Rmagic/tests/test_magic.R
@@ -9,7 +9,7 @@ library(viridis)
 seurat_obj <- function() {
   # load data
   data <- read.csv('../../data/HMLE_TGFb_day_8_10.csv.gz')
-  
+
   seurat_raw_data <- t(data)
   rownames(seurat_raw_data) <- colnames(data)
   colnames(seurat_raw_data) <- rownames(data)
diff --git a/autoblack.sh b/autoblack.sh
index 981a7b4..f8c6210 100644
--- a/autoblack.sh
+++ b/autoblack.sh
@@ -11,4 +11,3 @@ for file in \$files; do
 done
 EOF
 chmod +x .git/hooks/pre-commit
-
diff --git a/matlab/compute_kernel.m b/matlab/compute_kernel.m
index e7dadd0..28c0728 100644
--- a/matlab/compute_kernel.m
+++ b/matlab/compute_kernel.m
@@ -1,7 +1,7 @@
 function K = compute_alpha_kernel_sparse(data, varargin)
 % K = computer_alpha_kernel_sparse(data, varargin)
 % Computes sparse alpha-decay kernel
-% varargin: 
+% varargin:
 %   'npca' (default = [], no PCA)
 %       Perform fast random PCA before computing distances
 %   'k' (default = 5)
@@ -69,7 +69,7 @@
 
 idx_thresh=find(below_thresh);
 
-if ~isempty(idx_thresh) 
+if ~isempty(idx_thresh)
     K=exp(-(kdist(idx_thresh,:)./epsilon(idx_thresh)).^a);
     K(K<=th)=0;
     K=K(:);
@@ -88,11 +88,11 @@
     epsilon2=epsilon(~below_thresh);
     disp(['Next iteration: k= ' num2str(k_knn)])
     [idx2, kdist2]=knnsearch(data_pc,data_pc2,'k',k_knn,'Distance',distfun);
-    
+
 %     Find the points that have large enough distance
     below_thresh2=kdist2(:,end)>=bth*epsilon2;
     idx_thresh2=find(below_thresh2);
-    
+
     if ~isempty(idx_thresh2)
         K2=exp(-(kdist2(idx_thresh2,:)./epsilon2(idx_thresh2)).^a);
         K2(K2<=th)=0;
@@ -101,7 +101,7 @@
         i2=i2(:);
         idx_temp=idx2(idx_thresh2,:);
         j2=idx_temp(:);
-        
+
         i=[i; i2];
         j=[j; j2];
         K=[K; K2(:)];
@@ -126,7 +126,7 @@
         K2(K2<=th)=0;
         K=[K; K2(:)];
     end
-    
+
 end
 
 % Build the kernel
@@ -135,4 +135,3 @@
 disp '   Symmetrize affinities'
 K = K + K';
 disp '   Done computing kernel'
-
diff --git a/matlab/compute_optimal_t.m b/matlab/compute_optimal_t.m
index c5d6632..b58f3ba 100644
--- a/matlab/compute_optimal_t.m
+++ b/matlab/compute_optimal_t.m
@@ -32,7 +32,7 @@
         data_prev = data_curr;
     end
     t_opt = find(error_vec < th, 1, 'first');
-    
+
     figure;
     hold all;
     plot(1:t_max, error_vec, '*-');
@@ -60,12 +60,3 @@
 end
 
 disp(['optimal t = ' num2str(t_opt)]);
-
-
-
-
-
-
-
-
-
diff --git a/matlab/load_10x.m b/matlab/load_10x.m
index 75e95d5..2b5d8e7 100644
--- a/matlab/load_10x.m
+++ b/matlab/load_10x.m
@@ -10,7 +10,7 @@
 if isempty(data_dir)
     data_dir = './';
 elseif data_dir(end) ~= '/'
-    data_dir = [data_dir '/']; 
+    data_dir = [data_dir '/'];
 end
 
 for i=1:length(varargin)-1
@@ -38,7 +38,7 @@
 dataMatrix_cells = table2cell( ...
                    readtable(filename_cells, ...
                              'FileType','text','ReadVariableNames',0));
-   
+
 % Remove empty cells
 col_keep = any(dataMatrix,1);
 dataMatrix = dataMatrix(:,col_keep);
diff --git a/matlab/mmread.m b/matlab/mmread.m
index de60c0b..add56fa 100644
--- a/matlab/mmread.m
+++ b/matlab/mmread.m
@@ -11,7 +11,7 @@
 %      'array' (dense array storage).  The data will be duplicated
 %      as appropriate if symmetry is indicated in the header.
 %
-%      Optionally, size information about the matrix can be 
+%      Optionally, size information about the matrix can be
 %      obtained by using the return values rows, cols, and
 %      entries, where entries is the number of nonzero entries
 %      in the final matrix. Type information can also be retrieved
@@ -31,9 +31,9 @@
 end
 
 % NOTE: If using a version of Matlab for which strtok is not
-%       defined, substitute 'gettok' for 'strtok' in the 
+%       defined, substitute 'gettok' for 'strtok' in the
 %       following lines, and download gettok.m from the
-%       Matrix Market site.    
+%       Matrix Market site.
 [head0,header]   = strtok(header);  % see note above
 [head1,header]   = strtok(header);
 [rep,header]     = strtok(header);
@@ -44,7 +44,7 @@
 field = lower(field);
 symm  = lower(symm);
 if ( length(symm) == 0 )
-   disp(['Not enough words in header line of file ',filename]) 
+   disp(['Not enough words in header line of file ',filename])
    disp('Recognized format: ')
    disp('%%MatrixMarket matrix representation field symmetry')
    error('Check header line.')
@@ -69,7 +69,7 @@
 % Read size information, then branch according to
 % sparse or dense format
 
-if ( strcmp(rep,'coordinate')) %  read matrix given in sparse 
+if ( strcmp(rep,'coordinate')) %  read matrix given in sparse
                               %  coordinate matrix format
 
   [sizeinfo,count] = sscanf(commentline,'%d%d%d');
@@ -86,9 +86,9 @@
   rows = sizeinfo(1);
   cols = sizeinfo(2);
   entries = sizeinfo(3);
-  
+
   if  ( strcmp(field,'real') || strcmp(field,'integer') )   % real valued entries:
-  
+
     [T,count] = fscanf(mmfile,'%f',3);
     T = [T; fscanf(mmfile,'%f')];
     if ( size(T) ~= 3*entries )
@@ -100,9 +100,9 @@
     end
     T = reshape(T,3,entries)';
     A = sparse(T(:,1), T(:,2), T(:,3), rows , cols);
-  
+
   elseif   ( strcmp(field,'complex'))            % complex valued entries:
-  
+
     T = fscanf(mmfile,'%f',4);
     T = [T; fscanf(mmfile,'%f')];
     if ( size(T) ~= 4*entries )
@@ -114,9 +114,9 @@
     end
     T = reshape(T,4,entries)';
     A = sparse(T(:,1), T(:,2), T(:,3) + T(:,4)*sqrt(-1), rows , cols);
-  
+
   elseif  ( strcmp(field,'pattern'))    % pattern matrix (no values given):
-  
+
     T = fscanf(mmfile,'%f',2);
     T = [T; fscanf(mmfile,'%f')];
     if ( size(T) ~= 2*entries )
@@ -131,7 +131,7 @@
 
   end
 
-elseif ( strcmp(rep,'array') ) %  read matrix given in dense 
+elseif ( strcmp(rep,'array') ) %  read matrix given in dense
                                %  array (column major) format
 
   [sizeinfo,count] = sscanf(commentline,'%d%d');
@@ -151,7 +151,7 @@
   if  ( strcmp(field,'real') || strcmp(field,'integer') )               % real valued entries:
     A = fscanf(mmfile,'%f',1);
     A = [A; fscanf(mmfile,'%f')];
-    if ( strcmp(symm,'symmetric') | strcmp(symm,'hermitian') | strcmp(symm,'skew-symmetric') ) 
+    if ( strcmp(symm,'symmetric') | strcmp(symm,'hermitian') | strcmp(symm,'skew-symmetric') )
       for j=1:cols-1,
         currenti = j*rows;
         A = [A(1:currenti); zeros(j,1);A(currenti+1:length(A))];
@@ -176,7 +176,7 @@
       tmpi = fscanf(mmfile,'%f',1);
       A  = [A; tmpr + tmpi*i];
     end
-    if ( strcmp(symm,'symmetric') | strcmp(symm,'hermitian') | strcmp(symm,'skew-symmetric') ) 
+    if ( strcmp(symm,'symmetric') | strcmp(symm,'hermitian') | strcmp(symm,'skew-symmetric') )
       for j=1:cols-1,
         currenti = j*rows;
         A = [A(1:currenti); zeros(j,1);A(currenti+1:length(A))];
@@ -219,4 +219,3 @@
 
 fclose(mmfile);
 % Done.
-
diff --git a/matlab/svdpca.m b/matlab/svdpca.m
index 727b2e1..5797148 100644
--- a/matlab/svdpca.m
+++ b/matlab/svdpca.m
@@ -24,4 +24,3 @@
         [U,S,V] = randPCA(X, k);
         Y = U*S*V';
 end
-
diff --git a/matlab/svdpca_sparse.m b/matlab/svdpca_sparse.m
index 2172276..ed8b237 100644
--- a/matlab/svdpca_sparse.m
+++ b/matlab/svdpca_sparse.m
@@ -18,4 +18,3 @@
         disp 'No PCA performed'
         pc = X;
 end
-
diff --git a/matlab/test_magic.m b/matlab/test_magic.m
index db9f455..42aa6eb 100644
--- a/matlab/test_magic.m
+++ b/matlab/test_magic.m
@@ -115,4 +115,3 @@
 ylabel(h,plot_genes{4});
 view([-50 22]);
 title 'After MAGIC'
-
diff --git a/python/doc/Makefile b/python/doc/Makefile
index acdb12e..c596553 100644
--- a/python/doc/Makefile
+++ b/python/doc/Makefile
@@ -17,4 +17,4 @@ help:
 # Catch-all target: route all unknown targets to Sphinx using the new
 # "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
 %: Makefile
-	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
\ No newline at end of file
+	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
diff --git a/python/doc/source/api.rst b/python/doc/source/api.rst
index 66b6e07..b17b746 100644
--- a/python/doc/source/api.rst
+++ b/python/doc/source/api.rst
@@ -15,4 +15,4 @@ Plotting
 .. automodule:: magic.plot
     :members:
     :inherited-members:
-    :show-inheritance:
\ No newline at end of file
+    :show-inheritance:
diff --git a/python/doc/source/tutorial.rst b/python/doc/source/tutorial.rst
index 94d500b..361713c 100644
--- a/python/doc/source/tutorial.rst
+++ b/python/doc/source/tutorial.rst
@@ -23,4 +23,4 @@ A second tutorial analyzing myeloid and erythroid cells in mouse bone marrow is
 
 .. _here: http://nbviewer.jupyter.org/github/KrishnaswamyLab/magic/blob/master/python/tutorial_notebooks/bonemarrow_tutorial.ipynb
 
-__ here_
\ No newline at end of file
+__ here_
diff --git a/python/magic/__init__.py b/python/magic/__init__.py
index a8e8b6a..0ec2edc 100644
--- a/python/magic/__init__.py
+++ b/python/magic/__init__.py
@@ -1,4 +1,4 @@
+import magic.plot
+
 from .magic import MAGIC
 from .version import __version__
-
-import magic.plot
diff --git a/python/magic/magic.py b/python/magic/magic.py
index 757f57c..68ab2b5 100644
--- a/python/magic/magic.py
+++ b/python/magic/magic.py
@@ -6,18 +6,19 @@
 (C) 2018 Krishnaswamy Lab GPLv2
 """
 
-import numpy as np
-import graphtools
-from sklearn.base import BaseEstimator
-from sklearn.exceptions import NotFittedError
-from sklearn.decomposition import PCA
+import numbers
 import warnings
+
+import graphtools
 import matplotlib.pyplot as plt
-from scipy import sparse, spatial
+import numpy as np
 import pandas as pd
-import numbers
-import tasklogger
 import scprep
+import tasklogger
+from scipy import sparse, spatial
+from sklearn.base import BaseEstimator
+from sklearn.decomposition import PCA
+from sklearn.exceptions import NotFittedError
 
 from . import utils
 
diff --git a/python/magic/plot.py b/python/magic/plot.py
index 136f778..8f77b15 100644
--- a/python/magic/plot.py
+++ b/python/magic/plot.py
@@ -1,12 +1,13 @@
 # author: Scott Gigante <scott.gigante@yale.edu>
 # (C) 2017 Krishnaswamy Lab GPLv2
 
+import numbers
+
 import matplotlib.pyplot as plt
-import pandas as pd
 import numpy as np
-from matplotlib import rc, animation
-import numbers
+import pandas as pd
 import scprep
+from matplotlib import animation, rc
 from scipy import sparse
 
 from .magic import MAGIC
@@ -44,7 +45,7 @@ def animate_magic(
     dpi=100,
     ipython_html="jshtml",
     verbose=False,
-    **kwargs
+    **kwargs,
 ):
     """Animate a gene-gene relationship with increased diffusion
 
diff --git a/python/magic/utils.py b/python/magic/utils.py
index 69a74a3..8456f63 100644
--- a/python/magic/utils.py
+++ b/python/magic/utils.py
@@ -1,4 +1,5 @@
 import numbers
+
 import numpy as np
 import pandas as pd
 import scprep
diff --git a/python/setup.py b/python/setup.py
index d732b91..b3718aa 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -1,6 +1,7 @@
 import os
 import sys
-from setuptools import setup, find_packages
+
+from setuptools import find_packages, setup
 
 install_requires = [
     "numpy>=1.14.0",
diff --git a/python/test/test.py b/python/test/test.py
index 7c5930f..dc0d449 100644
--- a/python/test/test.py
+++ b/python/test/test.py
@@ -1,12 +1,13 @@
 #!/usr/bin/env python
 
 
+import os
+import scprep
+import numpy as np
+import magic
 import matplotlib as mpl
 
 mpl.use("agg")
-import magic
-import numpy as np
-import scprep
 
 try:
     import anndata
@@ -14,7 +15,6 @@
     # anndata not installed
     pass
 
-import os
 
 data_path = os.path.join("..", "data", "test_data.csv")
 if not os.path.isfile(data_path):

From e2d7c2dbffdc5e3eba38fc52ae41e4f6c070e3cc Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 10:28:53 -0500
Subject: [PATCH 11/33] lint with flake8 rules

---
 python/magic/__init__.py |  4 ++--
 python/magic/magic.py    | 16 ++++++++--------
 python/magic/plot.py     | 12 ++++++------
 python/magic/utils.py    |  4 ++--
 python/setup.py          |  6 +++---
 python/test/test.py      |  6 +++---
 setup.cfg                | 24 ++++++++++++++++++++++++
 7 files changed, 48 insertions(+), 24 deletions(-)
 create mode 100644 setup.cfg

diff --git a/python/magic/__init__.py b/python/magic/__init__.py
index 0ec2edc..a8e8b6a 100644
--- a/python/magic/__init__.py
+++ b/python/magic/__init__.py
@@ -1,4 +1,4 @@
-import magic.plot
-
 from .magic import MAGIC
 from .version import __version__
+
+import magic.plot
diff --git a/python/magic/magic.py b/python/magic/magic.py
index 68ab2b5..6eea3cc 100644
--- a/python/magic/magic.py
+++ b/python/magic/magic.py
@@ -6,21 +6,21 @@
 (C) 2018 Krishnaswamy Lab GPLv2
 """
 
-import numbers
-import warnings
+from . import utils
+from scipy import sparse
+from scipy import spatial
+from sklearn.base import BaseEstimator
+from sklearn.decomposition import PCA
+from sklearn.exceptions import NotFittedError
 
 import graphtools
 import matplotlib.pyplot as plt
+import numbers
 import numpy as np
 import pandas as pd
 import scprep
 import tasklogger
-from scipy import sparse, spatial
-from sklearn.base import BaseEstimator
-from sklearn.decomposition import PCA
-from sklearn.exceptions import NotFittedError
-
-from . import utils
+import warnings
 
 try:
     import anndata
diff --git a/python/magic/plot.py b/python/magic/plot.py
index 8f77b15..f4bb930 100644
--- a/python/magic/plot.py
+++ b/python/magic/plot.py
@@ -1,17 +1,17 @@
 # author: Scott Gigante <scott.gigante@yale.edu>
 # (C) 2017 Krishnaswamy Lab GPLv2
 
-import numbers
+from .magic import MAGIC
+from .utils import in_ipynb
+from matplotlib import animation
+from matplotlib import rc
+from scipy import sparse
 
 import matplotlib.pyplot as plt
+import numbers
 import numpy as np
 import pandas as pd
 import scprep
-from matplotlib import animation, rc
-from scipy import sparse
-
-from .magic import MAGIC
-from .utils import in_ipynb
 
 
 def _validate_gene(gene, data):
diff --git a/python/magic/utils.py b/python/magic/utils.py
index 8456f63..ff595e0 100644
--- a/python/magic/utils.py
+++ b/python/magic/utils.py
@@ -1,9 +1,9 @@
-import numbers
+from scipy import sparse
 
+import numbers
 import numpy as np
 import pandas as pd
 import scprep
-from scipy import sparse
 
 try:
     import anndata
diff --git a/python/setup.py b/python/setup.py
index b3718aa..6f41e99 100644
--- a/python/setup.py
+++ b/python/setup.py
@@ -1,7 +1,7 @@
-import os
-import sys
+from setuptools import find_packages
+from setuptools import setup
 
-from setuptools import find_packages, setup
+import os
 
 install_requires = [
     "numpy>=1.14.0",
diff --git a/python/test/test.py b/python/test/test.py
index dc0d449..ff023ea 100644
--- a/python/test/test.py
+++ b/python/test/test.py
@@ -1,11 +1,11 @@
 #!/usr/bin/env python
 
 
-import os
-import scprep
-import numpy as np
 import magic
 import matplotlib as mpl
+import numpy as np
+import os
+import scprep
 
 mpl.use("agg")
 
diff --git a/setup.cfg b/setup.cfg
new file mode 100644
index 0000000..ec27580
--- /dev/null
+++ b/setup.cfg
@@ -0,0 +1,24 @@
+[flake8]
+ignore =
+    # top-level module docstring
+    D100, D104,
+    # space before : conflicts with black
+    E203
+per-file-ignores =
+    # imported but unused
+    __init__.py: F401
+    # missing docstring in public function for methods, metrics, datasets
+    openproblems/tasks/*/*/*.py: D103, E203
+    openproblems/tasks/*/*/__init__.py: F401, D103
+max-line-length = 88
+exclude =
+    .git,
+    __pycache__,
+    build,
+    dist,
+    Snakefile
+
+[isort]
+profile = black
+force_single_line = true
+force_alphabetical_sort = true

From f751df497119f45077707ac3a39343238a851cd3 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Wed, 10 Mar 2021 15:37:59 +0000
Subject: [PATCH 12/33] pre-commit

---
 Rmagic/R/magic.R                             | 260 +++++++++----------
 Rmagic/R/preprocessing.R                     |   2 +-
 Rmagic/R/utils.R                             |  72 ++---
 Rmagic/README.Rmd                            |  34 +--
 Rmagic/data-raw/generate_test_data.R         |  12 +-
 Rmagic/inst/examples/bonemarrow_tutorial.Rmd |  64 ++---
 Rmagic/inst/examples/emt_tutorial.Rmd        |  44 ++--
 Rmagic/tests/test_magic.R                    |  16 +-
 8 files changed, 256 insertions(+), 248 deletions(-)

diff --git a/Rmagic/R/magic.R b/Rmagic/R/magic.R
index e5ff0d9..150c333 100644
--- a/Rmagic/R/magic.R
+++ b/Rmagic/R/magic.R
@@ -55,80 +55,74 @@
 #'
 #' @examples
 #' if (pymagic_is_available()) {
-#'
-#' data(magic_testdata)
-#'
-#' # Run MAGIC
-#' data_magic <- magic(magic_testdata, genes=c("VIM", "CDH1", "ZEB1"))
-#' summary(data_magic)
-#' ##       CDH1             VIM             ZEB1
-#' ## Min.   :0.4303   Min.   :3.854   Min.   :0.01111
-#' ## 1st Qu.:0.4444   1st Qu.:3.947   1st Qu.:0.01145
-#' ## Median :0.4462   Median :3.964   Median :0.01153
-#' ## Mean   :0.4461   Mean   :3.965   Mean   :0.01152
-#' ## 3rd Qu.:0.4478   3rd Qu.:3.982   3rd Qu.:0.01160
-#' ## Max.   :0.4585   Max.   :4.127   Max.   :0.01201
-#'
-#' # Plot the result with ggplot2
-#' if (require(ggplot2)) {
-#'   ggplot(data_magic) +
-#'     geom_point(aes(x=VIM, y=CDH1, color=ZEB1))
-#' }
-#'
-#' # Run MAGIC again returning all genes
-#' # We use the last run as initialization
-#' data_magic <- magic(magic_testdata, genes="all_genes", init=data_magic)
-#' # Extract the smoothed data matrix to use in downstream analysis
-#' data_smooth <- as.matrix(data_magic)
-#'
+#'   data(magic_testdata)
+#'
+#'   # Run MAGIC
+#'   data_magic <- magic(magic_testdata, genes = c("VIM", "CDH1", "ZEB1"))
+#'   summary(data_magic)
+#'   ##       CDH1             VIM             ZEB1
+#'   ## Min.   :0.4303   Min.   :3.854   Min.   :0.01111
+#'   ## 1st Qu.:0.4444   1st Qu.:3.947   1st Qu.:0.01145
+#'   ## Median :0.4462   Median :3.964   Median :0.01153
+#'   ## Mean   :0.4461   Mean   :3.965   Mean   :0.01152
+#'   ## 3rd Qu.:0.4478   3rd Qu.:3.982   3rd Qu.:0.01160
+#'   ## Max.   :0.4585   Max.   :4.127   Max.   :0.01201
+#'
+#'   # Plot the result with ggplot2
+#'   if (require(ggplot2)) {
+#'     ggplot(data_magic) +
+#'       geom_point(aes(x = VIM, y = CDH1, color = ZEB1))
+#'   }
+#'
+#'   # Run MAGIC again returning all genes
+#'   # We use the last run as initialization
+#'   data_magic <- magic(magic_testdata, genes = "all_genes", init = data_magic)
+#'   # Extract the smoothed data matrix to use in downstream analysis
+#'   data_smooth <- as.matrix(data_magic)
 #' }
 #'
 #' if (pymagic_is_available() && require(Seurat)) {
+#'   data(magic_testdata)
 #'
-#' data(magic_testdata)
-#'
-#' # Create a Seurat object
-#' seurat_object <- CreateSeuratObject(counts = t(magic_testdata), assay="RNA")
-#' seurat_object <- NormalizeData(object = seurat_object)
-#' seurat_object <- ScaleData(object = seurat_object)
-#'
-#' # Run MAGIC and reset the active assay
-#' seurat_object <- magic(seurat_object)
-#' seurat_object@active.assay = "MAGIC_RNA"
+#'   # Create a Seurat object
+#'   seurat_object <- CreateSeuratObject(counts = t(magic_testdata), assay = "RNA")
+#'   seurat_object <- NormalizeData(object = seurat_object)
+#'   seurat_object <- ScaleData(object = seurat_object)
 #'
-#' # Analyze with Seurat
-#' VlnPlot(seurat_object, features=c("VIM", "ZEB1", "CDH1"))
+#'   # Run MAGIC and reset the active assay
+#'   seurat_object <- magic(seurat_object)
+#'   seurat_object@active.assay <- "MAGIC_RNA"
 #'
+#'   # Analyze with Seurat
+#'   VlnPlot(seurat_object, features = c("VIM", "ZEB1", "CDH1"))
 #' }
-#'
 #' @export
 #'
 magic <- function(data, ...) {
-  UseMethod(generic = 'magic', object = data)
+  UseMethod(generic = "magic", object = data)
 }
 
 #' @rdname magic
 #' @export
 #'
 magic.default <- function(
-  data,
-  genes = NULL,
-  knn = 5,
-  knn.max = NULL,
-  decay = 1,
-  t = 3,
-  npca = 100,
-  solver = 'exact',
-  init = NULL,
-  t.max = 20,
-  knn.dist.method = 'euclidean',
-  verbose = 1,
-  n.jobs = 1,
-  seed = NULL,
-  # deprecated args
-  k=NULL, alpha=NULL,
-  ...
-) {
+                          data,
+                          genes = NULL,
+                          knn = 5,
+                          knn.max = NULL,
+                          decay = 1,
+                          t = 3,
+                          npca = 100,
+                          solver = "exact",
+                          init = NULL,
+                          t.max = 20,
+                          knn.dist.method = "euclidean",
+                          verbose = 1,
+                          n.jobs = 1,
+                          seed = NULL,
+                          # deprecated args
+                          k = NULL, alpha = NULL,
+                          ...) {
   # check installation
   if (!reticulate::py_module_available(module = "magic") || (is.null(pymagic))) load_pymagic()
   # check for deprecated arguments
@@ -149,7 +143,7 @@ magic.default <- function(
   seed <- check.int.or.null(seed)
   verbose <- check.int.or.null(verbose)
   decay <- check.double.or.null(decay)
-  t <- check.int.or.string(t, 'auto')
+  t <- check.int.or.string(t, "auto")
   if (!methods::is(object = data, "Matrix")) {
     data <- as.matrix(x = data)
   }
@@ -228,11 +222,11 @@ magic.default <- function(
   colnames(x = result) <- gene_names
   rownames(x = result) <- rownames(data)
   result <- as.data.frame(x = result)
-    result <- list(
-      "result" = result,
-      "operator" = operator,
-      "params" = params
-    )
+  result <- list(
+    "result" = result,
+    "operator" = operator,
+    "params" = params
+  )
   class(x = result) <- c("magic", "list")
   return(result)
 }
@@ -242,22 +236,21 @@ magic.default <- function(
 #' @method magic seurat
 #'
 magic.seurat <- function(
-  data,
-  genes = NULL,
-  knn = 5,
-  knn.max = NULL,
-  decay = 1,
-  t = 3,
-  npca = 100,
-  solver = "exact",
-  init = NULL,
-  t.max = 20,
-  knn.dist.method = 'euclidean',
-  verbose = 1,
-  n.jobs = 1,
-  seed = NULL,
-  ...
-) {
+                         data,
+                         genes = NULL,
+                         knn = 5,
+                         knn.max = NULL,
+                         decay = 1,
+                         t = 3,
+                         npca = 100,
+                         solver = "exact",
+                         init = NULL,
+                         t.max = 20,
+                         knn.dist.method = "euclidean",
+                         verbose = 1,
+                         n.jobs = 1,
+                         seed = NULL,
+                         ...) {
   if (requireNamespace("Seurat", quietly = TRUE)) {
     results <- magic(
       data = as.matrix(x = t(x = data@data)),
@@ -307,29 +300,28 @@ magic.seurat <- function(
 #' @method magic Seurat
 #'
 magic.Seurat <- function(
-  data,
-  assay = NULL,
-  genes = NULL,
-  knn = 5,
-  knn.max = NULL,
-  decay = 1,
-  t = 3,
-  npca = 100,
-  solver = 'exact',
-  init = NULL,
-  t.max = 20,
-  knn.dist.method = 'euclidean',
-  verbose = 1,
-  n.jobs = 1,
-  seed = NULL,
-  ...
-) {
+                         data,
+                         assay = NULL,
+                         genes = NULL,
+                         knn = 5,
+                         knn.max = NULL,
+                         decay = 1,
+                         t = 3,
+                         npca = 100,
+                         solver = "exact",
+                         init = NULL,
+                         t.max = 20,
+                         knn.dist.method = "euclidean",
+                         verbose = 1,
+                         n.jobs = 1,
+                         seed = NULL,
+                         ...) {
   if (requireNamespace("Seurat", quietly = TRUE)) {
     if (is.null(x = assay)) {
       assay <- Seurat::DefaultAssay(object = data)
     }
     results <- magic(
-      data = t(x = Seurat::GetAssayData(object = data, slot = 'data', assay = assay)),
+      data = t(x = Seurat::GetAssayData(object = data, slot = "data", assay = assay)),
       genes = genes,
       knn = knn,
       knn.max = knn.max,
@@ -345,11 +337,13 @@ magic.Seurat <- function(
       seed = seed,
       ...
     )
-    assay_name <- paste0('MAGIC_', assay)
+    assay_name <- paste0("MAGIC_", assay)
     data[[assay_name]] <- Seurat::CreateAssayObject(data = t(x = as.matrix(x = results$result)))
-    print(paste0("Added MAGIC output to ", assay_name, ". To use it, pass assay='", assay_name,
-                 "' to downstream methods or set DefaultAssay(seurat_object) <- '", assay_name, "'."))
-    Seurat::Tool(object = data) <- results[c('operator', 'params')]
+    print(paste0(
+      "Added MAGIC output to ", assay_name, ". To use it, pass assay='", assay_name,
+      "' to downstream methods or set DefaultAssay(seurat_object) <- '", assay_name, "'."
+    ))
+    Seurat::Tool(object = data) <- results[c("operator", "params")]
     return(data)
   } else {
     message("Seurat package not available. Running default MAGIC implementation.")
@@ -380,26 +374,26 @@ magic.Seurat <- function(
 #' @param ... Arguments for print()
 #' @examples
 #' if (pymagic_is_available()) {
-#'
-#' data(magic_testdata)
-#' data_magic <- magic(magic_testdata)
-#' print(data_magic)
-#' ## MAGIC with elements
-#' ## $result : (500, 197)
-#' ## $operator : Python MAGIC operator
-#' ## $params : list with elements (data, knn, decay, t, npca, knn.dist.method)
-#'
+#'   data(magic_testdata)
+#'   data_magic <- magic(magic_testdata)
+#'   print(data_magic)
+#'   ## MAGIC with elements
+#'   ## $result : (500, 197)
+#'   ## $operator : Python MAGIC operator
+#'   ## $params : list with elements (data, knn, decay, t, npca, knn.dist.method)
 #' }
 #' @rdname print
 #' @method print magic
 #' @export
 print.magic <- function(x, ...) {
-  result <- paste0("MAGIC with elements\n",
-                   "  $result : (", nrow(x$result), ", ",
-                   ncol(x$result), ")\n",
-                   "  $operator : Python MAGIC operator\n",
-                   "  $params : list with elements (",
-                   paste(names(x$params), collapse = ", "), ")")
+  result <- paste0(
+    "MAGIC with elements\n",
+    "  $result : (", nrow(x$result), ", ",
+    ncol(x$result), ")\n",
+    "  $operator : Python MAGIC operator\n",
+    "  $params : list with elements (",
+    paste(names(x$params), collapse = ", "), ")"
+  )
   cat(result)
 }
 
@@ -409,18 +403,16 @@ print.magic <- function(x, ...) {
 #' @param ... Arguments for summary()
 #' @examples
 #' if (pymagic_is_available()) {
-#'
-#' data(magic_testdata)
-#' data_magic <- magic(magic_testdata)
-#' summary(data_magic)
-#' ## ZEB1
-#' ## Min.   :0.01071
-#' ## 1st Qu.:0.01119
-#' ## Median :0.01130
-#' ## Mean   :0.01129
-#' ## 3rd Qu.:0.01140
-#' ## Max.   :0.01201
-#'
+#'   data(magic_testdata)
+#'   data_magic <- magic(magic_testdata)
+#'   summary(data_magic)
+#'   ## ZEB1
+#'   ## Min.   :0.01071
+#'   ## 1st Qu.:0.01119
+#'   ## Median :0.01130
+#'   ## Mean   :0.01129
+#'   ## 3rd Qu.:0.01140
+#'   ## Max.   :0.01201
 #' }
 #' @rdname summary
 #' @method summary magic
@@ -463,12 +455,10 @@ as.data.frame.magic <- function(x, ...) {
 #' @param ... Arguments for ggplot()
 #' @examples
 #' if (pymagic_is_available() && require(ggplot2)) {
-#'
-#' data(magic_testdata)
-#' data_magic <- magic(magic_testdata, genes=c("VIM", "CDH1", "ZEB1"))
-#' ggplot(data_magic, aes(VIM, CDH1, colour=ZEB1)) +
-#'   geom_point()
-#'
+#'   data(magic_testdata)
+#'   data_magic <- magic(magic_testdata, genes = c("VIM", "CDH1", "ZEB1"))
+#'   ggplot(data_magic, aes(VIM, CDH1, colour = ZEB1)) +
+#'     geom_point()
 #' }
 #' @rdname ggplot
 #' @method ggplot magic
diff --git a/Rmagic/R/preprocessing.R b/Rmagic/R/preprocessing.R
index b8eb7bd..ac64b9d 100644
--- a/Rmagic/R/preprocessing.R
+++ b/Rmagic/R/preprocessing.R
@@ -12,7 +12,7 @@
 #' @import Matrix
 #'
 #' @export
-library.size.normalize <- function(data, verbose=FALSE) {
+library.size.normalize <- function(data, verbose = FALSE) {
   if (verbose) {
     message(paste0(
       "Normalizing library sizes for ",
diff --git a/Rmagic/R/utils.R b/Rmagic/R/utils.R
index c2385e9..b985a45 100644
--- a/Rmagic/R/utils.R
+++ b/Rmagic/R/utils.R
@@ -14,19 +14,23 @@ null_equal <- function(x, y) {
 #' @importFrom utils packageVersion
 #' @export
 check_pymagic_version <- function() {
-  pyversion <- strsplit(pymagic$`__version__`, '\\.')[[1]]
-  rversion <- strsplit(as.character(packageVersion("Rmagic")), '\\.')[[1]]
+  pyversion <- strsplit(pymagic$`__version__`, "\\.")[[1]]
+  rversion <- strsplit(as.character(packageVersion("Rmagic")), "\\.")[[1]]
   major_version <- as.integer(rversion[1])
   minor_version <- as.integer(rversion[2])
   if (as.integer(pyversion[1]) < major_version) {
-    warning(paste0("Python MAGIC version ", pymagic$`__version__`, " is out of date (recommended: ",
-                   major_version, ".", minor_version, "). Please update with pip ",
-                   "(e.g. ", reticulate::py_config()$python, " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."))
+    warning(paste0(
+      "Python MAGIC version ", pymagic$`__version__`, " is out of date (recommended: ",
+      major_version, ".", minor_version, "). Please update with pip ",
+      "(e.g. ", reticulate::py_config()$python, " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."
+    ))
     return(FALSE)
   } else if (as.integer(pyversion[2]) < minor_version) {
-    warning(paste0("Python MAGIC version ", pymagic$`__version__`, " is out of date (recommended: ",
-                   major_version, ".", minor_version, "). Consider updating with pip ",
-                   "(e.g. ", reticulate::py_config()$python, " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."))
+    warning(paste0(
+      "Python MAGIC version ", pymagic$`__version__`, " is out of date (recommended: ",
+      major_version, ".", minor_version, "). Consider updating with pip ",
+      "(e.g. ", reticulate::py_config()$python, " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."
+    ))
     return(FALSE)
   }
   return(TRUE)
@@ -37,9 +41,9 @@ failed_pymagic_import <- function(e) {
   message(e)
   result <- as.character(e)
   if (length(grep("ModuleNotFoundError: No module named 'magic'", result)) > 0 ||
-      length(grep("ImportError: No module named magic", result)) > 0) {
+    length(grep("ImportError: No module named magic", result)) > 0) {
     # not installed
-    if (utils::menu(c("Yes", "No"), title="Install MAGIC Python package with reticulate?") == 1) {
+    if (utils::menu(c("Yes", "No"), title = "Install MAGIC Python package with reticulate?") == 1) {
       install.magic()
     }
   } else if (length(grep("r\\-reticulate", reticulate::py_config()$python)) > 0) {
@@ -54,7 +58,7 @@ failed_pymagic_import <- function(e) {
 }
 
 load_pymagic <- function() {
-  delay_load = list(on_load=check_pymagic_version, on_error=failed_pymagic_import)
+  delay_load <- list(on_load = check_pymagic_version, on_error = failed_pymagic_import)
   # load
   if (is.null(pymagic)) {
     # first time load
@@ -73,13 +77,14 @@ load_pymagic <- function() {
 #'
 #' @export
 pymagic_is_available <- function() {
-  tryCatch({
-    reticulate::import("magic")$MAGIC
-    check_pymagic_version()
-  },
-  error = function(e) {
-    FALSE
-  }
+  tryCatch(
+    {
+      reticulate::import("magic")$MAGIC
+      check_pymagic_version()
+    },
+    error = function(e) {
+      FALSE
+    }
   )
 }
 
@@ -104,21 +109,22 @@ pymagic_is_available <- function() {
 #'
 #' @export
 install.magic <- function(envname = "r-reticulate", method = "auto",
-                          conda = "auto", pip=TRUE, ...) {
+                          conda = "auto", pip = TRUE, ...) {
   message("Attempting to install MAGIC python package with reticulate")
-  tryCatch({
-    reticulate::py_install("magic-impute",
-      envname = envname, method = method,
-      conda = conda, pip=pip, ...
-    )
-    message("Install complete. Please restart R and try again.")
-  },
-  error = function(e) {
-    stop(paste0(
-      "Cannot locate MAGIC Python package, please install through pip ",
-      "(e.g. ", reticulate::py_config()$python, " -m pip install magic-impute) and then restart R."
-    ))
-  }
+  tryCatch(
+    {
+      reticulate::py_install("magic-impute",
+        envname = envname, method = method,
+        conda = conda, pip = pip, ...
+      )
+      message("Install complete. Please restart R and try again.")
+    },
+    error = function(e) {
+      stop(paste0(
+        "Cannot locate MAGIC Python package, please install through pip ",
+        "(e.g. ", reticulate::py_config()$python, " -m pip install magic-impute) and then restart R."
+      ))
+    }
   )
 }
 
@@ -134,7 +140,7 @@ pymagic <- NULL
 ######
 
 check.int <- function(x) {
-    as.integer(x)
+  as.integer(x)
 }
 
 check.int.or.null <- function(x) {
diff --git a/Rmagic/README.Rmd b/Rmagic/README.Rmd
index bcf5f0f..46c8f4b 100644
--- a/Rmagic/README.Rmd
+++ b/Rmagic/README.Rmd
@@ -130,7 +130,7 @@ The example data is located in the MAGIC R package.
 ```{r load_data}
 # load data
 data(magic_testdata)
-magic_testdata[1:5,1:10]
+magic_testdata[1:5, 1:10]
 ```
 
 ### Running MAGIC
@@ -139,23 +139,23 @@ Running MAGIC is as simple as running the `magic` function.
 
 ```{r run_magic}
 # run MAGIC
-data_MAGIC <- magic(magic_testdata, genes=c("VIM", "CDH1", "ZEB1"))
+data_MAGIC <- magic(magic_testdata, genes = c("VIM", "CDH1", "ZEB1"))
 ```
 
 We can plot the data before and after MAGIC to visualize the results.
 
 ```{r plot_raw}
 ggplot(magic_testdata) +
-  geom_point(aes(VIM, CDH1, colour=ZEB1)) +
-  scale_colour_viridis(option="B")
+  geom_point(aes(VIM, CDH1, colour = ZEB1)) +
+  scale_colour_viridis(option = "B")
 ```
 
 The data suffers from dropout to the point that we cannot infer anything about the gene-gene relationships.
 
 ```{r plot_magic}
 ggplot(data_MAGIC) +
-  geom_point(aes(VIM, CDH1, colour=ZEB1)) +
-  scale_colour_viridis(option="B")
+  geom_point(aes(VIM, CDH1, colour = ZEB1)) +
+  scale_colour_viridis(option = "B")
 ```
 
 As you can see, the gene-gene relationships are much clearer after MAGIC.
@@ -163,17 +163,17 @@ As you can see, the gene-gene relationships are much clearer after MAGIC.
 The data is sometimes a little too smooth - we can decrease `t` from the automatic value to reduce the amount of diffusion. We pass the original result to the argument `init` to avoid recomputing intermediate steps.
 
 ```{r plot_reduced_t}
-data_MAGIC <- magic(magic_testdata, genes=c("VIM", "CDH1", "ZEB1"), t=6, init=data_MAGIC)
+data_MAGIC <- magic(magic_testdata, genes = c("VIM", "CDH1", "ZEB1"), t = 6, init = data_MAGIC)
 ggplot(data_MAGIC) +
-  geom_point(aes(VIM, CDH1, colour=ZEB1)) +
-  scale_colour_viridis(option="B")
+  geom_point(aes(VIM, CDH1, colour = ZEB1)) +
+  scale_colour_viridis(option = "B")
 ```
 
 
 We can look at the entire smoothed matrix with `genes='all_genes'`, passing the original result to the argument `init` to avoid recomputing intermediate steps. Note that this matrix may be large and could take up a lot of memory.
 
 ```{r run_magic_full_matrix}
-data_MAGIC <- magic(magic_testdata, genes="all_genes", t=6, init=data_MAGIC)
+data_MAGIC <- magic(magic_testdata, genes = "all_genes", t = 6, init = data_MAGIC)
 as.data.frame(data_MAGIC)[1:5, 1:10]
 ```
 
@@ -184,9 +184,9 @@ We can visualize the results of MAGIC on PCA as follows.
 ```{r run_pca}
 data_MAGIC_PCA <- as.data.frame(prcomp(data_MAGIC)$x)
 ggplot(data_MAGIC_PCA) +
-  geom_point(aes(x=PC1, y=PC2, color=data_MAGIC$result$VIM)) +
-  scale_color_viridis(option="B") +
-  labs(color="VIM")
+  geom_point(aes(x = PC1, y = PC2, color = data_MAGIC$result$VIM)) +
+  scale_color_viridis(option = "B") +
+  labs(color = "VIM")
 ```
 
 
@@ -195,11 +195,11 @@ ggplot(data_MAGIC_PCA) +
 We can visualize the results of MAGIC on PHATE as follows. We set `t` and `k` manually, because this toy dataset is really too small to make sense with PHATE; however, the default values work well for single-cell genomic data.
 
 ```{r run_phate}
-data_PHATE <- phate(magic_testdata, k=3, t=15)
+data_PHATE <- phate(magic_testdata, k = 3, t = 15)
 ggplot(data_PHATE) +
-  geom_point(aes(x=PHATE1, y=PHATE2, color=data_MAGIC$result$VIM)) +
-  scale_color_viridis(option="B") +
-  labs(color="VIM")
+  geom_point(aes(x = PHATE1, y = PHATE2, color = data_MAGIC$result$VIM)) +
+  scale_color_viridis(option = "B") +
+  labs(color = "VIM")
 ```
 
 ## Issues
diff --git a/Rmagic/data-raw/generate_test_data.R b/Rmagic/data-raw/generate_test_data.R
index f0e86ab..fb8d090 100644
--- a/Rmagic/data-raw/generate_test_data.R
+++ b/Rmagic/data-raw/generate_test_data.R
@@ -3,13 +3,15 @@ magic_testdata <- read_csv("../../data/HMLE_TGFb_day_8_10.csv.gz")
 set.seed(42)
 keep_cols <- colSums(magic_testdata > 0) > 10
 keep_rows <- rowSums(magic_testdata) > 2000
-magic_testdata <- magic_testdata[keep_rows,keep_cols]
+magic_testdata <- magic_testdata[keep_rows, keep_cols]
 magic_testdata <- Rmagic::library.size.normalize(magic_testdata)
 magic_testdata <- sqrt(magic_testdata)
-select_cols <- c(colnames(magic_testdata)[ceiling(runif(200) * nrow(magic_testdata))],
-                 c("VIM", "CDH1", "ZEB1"))
-magic_testdata <- magic_testdata[,colnames(magic_testdata) %in% select_cols]
+select_cols <- c(
+  colnames(magic_testdata)[ceiling(runif(200) * nrow(magic_testdata))],
+  c("VIM", "CDH1", "ZEB1")
+)
+magic_testdata <- magic_testdata[, colnames(magic_testdata) %in% select_cols]
 select_rows <- ceiling(runif(500) * nrow(magic_testdata))
-magic_testdata <- magic_testdata[select_rows,]
+magic_testdata <- magic_testdata[select_rows, ]
 write_csv(magic_testdata, "../../data/test_data.csv")
 usethis::use_data(magic_testdata)
diff --git a/Rmagic/inst/examples/bonemarrow_tutorial.Rmd b/Rmagic/inst/examples/bonemarrow_tutorial.Rmd
index c704273..779b928 100644
--- a/Rmagic/inst/examples/bonemarrow_tutorial.Rmd
+++ b/Rmagic/inst/examples/bonemarrow_tutorial.Rmd
@@ -60,8 +60,8 @@ In this tutorial, we will analyse myeloid and erythroid cells in mouse bone marr
 ```{r load_data}
 # load data
 bmmsc <- read_csv("https://github.com/KrishnaswamyLab/PHATE/raw/master/data/BMMC_myeloid.csv.gz")
-bmmsc <- bmmsc[,2:ncol(bmmsc)]
-bmmsc[1:5,1:10]
+bmmsc <- bmmsc[, 2:ncol(bmmsc)]
+bmmsc[1:5, 1:10]
 ```
 
 ### Filtering data
@@ -71,17 +71,17 @@ First, we need to remove lowly expressed genes and cells with small library size
 ```{r}
 # keep genes expressed in at least 10 cells
 keep_cols <- colSums(bmmsc > 0) > 10
-bmmsc <- bmmsc[,keep_cols]
+bmmsc <- bmmsc[, keep_cols]
 # look at the distribution of library sizes
 ggplot() +
-  geom_histogram(aes(x=rowSums(bmmsc)), bins=50) +
-  geom_vline(xintercept = 1000, color='red')
+  geom_histogram(aes(x = rowSums(bmmsc)), bins = 50) +
+  geom_vline(xintercept = 1000, color = "red")
 ```
 
 ```{r}
 # keep cells with at least 1000 UMIs
 keep_rows <- rowSums(bmmsc) > 1000
-bmmsc <- bmmsc[keep_rows,]
+bmmsc <- bmmsc[keep_rows, ]
 ```
 
 ### Normalizing data
@@ -99,24 +99,24 @@ Running MAGIC is as simple as running the `magic` function.
 
 ```{r run_magic}
 # run MAGIC
-bmmsc_MAGIC <- magic(bmmsc, genes=c("Mpo", "Klf1", "Ifitm1"))
+bmmsc_MAGIC <- magic(bmmsc, genes = c("Mpo", "Klf1", "Ifitm1"))
 ```
 
 We can plot the data before and after MAGIC to visualize the results.
 
 ```{r plot_raw}
 ggplot(bmmsc) +
-  geom_point(aes(Mpo, Klf1, color=Ifitm1)) +
-  scale_color_viridis(option="B")
-ggsave('BMMSC_data_R_before_magic.png', width=5, height=5)
+  geom_point(aes(Mpo, Klf1, color = Ifitm1)) +
+  scale_color_viridis(option = "B")
+ggsave("BMMSC_data_R_before_magic.png", width = 5, height = 5)
 ```
 
 The data suffers from dropout to the point that we cannot infer anything about the gene-gene relationships.
 
 ```{r plot_magic}
 ggplot(bmmsc_MAGIC) +
-  geom_point(aes(Mpo, Klf1, color=Ifitm1)) +
-  scale_color_viridis(option="B")
+  geom_point(aes(Mpo, Klf1, color = Ifitm1)) +
+  scale_color_viridis(option = "B")
 ```
 
 As you can see, the gene-gene relationships are much clearer after MAGIC. These relationships also match the biological progression we expect to see - Ifitm1 is a stem cell marker, Klf1 is an erythroid marker, and Mpo is a myeloid marker.
@@ -126,12 +126,14 @@ As you can see, the gene-gene relationships are much clearer after MAGIC. These
 The data is a little too smooth - we can increase `t` from the default value of 3 to increase the amount of diffusion. We pass the original result to the argument `init` to avoid recomputing intermediate steps.
 
 ```{r decrease_t}
-bmmsc_MAGIC <- magic(bmmsc, genes=c("Mpo", "Klf1", "Ifitm1"),
-                     t=4, init=bmmsc_MAGIC)
+bmmsc_MAGIC <- magic(bmmsc,
+  genes = c("Mpo", "Klf1", "Ifitm1"),
+  t = 4, init = bmmsc_MAGIC
+)
 ggplot(bmmsc_MAGIC) +
-  geom_point(aes(Mpo, Klf1, color=Ifitm1)) +
-  scale_color_viridis(option="B")
-ggsave('BMMSC_data_R_after_magic.png', width=5, height=5)
+  geom_point(aes(Mpo, Klf1, color = Ifitm1)) +
+  scale_color_viridis(option = "B")
+ggsave("BMMSC_data_R_after_magic.png", width = 5, height = 5)
 ```
 
 ### Visualizing MAGIC values on PCA
@@ -139,13 +141,15 @@ ggsave('BMMSC_data_R_after_magic.png', width=5, height=5)
 We can visualize the results of MAGIC on PCA with `genes="pca_only"`.
 
 ```{r run_pca}
-bmmsc_MAGIC_PCA <- magic(bmmsc, genes="pca_only",
-                         t=4, init=bmmsc_MAGIC)
+bmmsc_MAGIC_PCA <- magic(bmmsc,
+  genes = "pca_only",
+  t = 4, init = bmmsc_MAGIC
+)
 # ggplot(bmmsc_MAGIC_PCA) +
-  geom_point(aes(x=PC1, y=PC2, color=bmmsc_MAGIC$result$Klf1)) +
-  scale_color_viridis(option="B") +
-  labs(color="Klf1")
-ggsave('BMMSC_data_R_pca_colored_by_magic.png', width=5, height=5)
+geom_point(aes(x = PC1, y = PC2, color = bmmsc_MAGIC$result$Klf1)) +
+  scale_color_viridis(option = "B") +
+  labs(color = "Klf1")
+ggsave("BMMSC_data_R_pca_colored_by_magic.png", width = 5, height = 5)
 ```
 
 
@@ -156,10 +160,10 @@ We can visualize the results of MAGIC on PHATE as follows.
 ```{r run_phate}
 bmmsc_PHATE <- phate(bmmsc)
 ggplot(bmmsc_PHATE) +
-  geom_point(aes(x=PHATE1, y=PHATE2, color=bmmsc_MAGIC$result$Klf1)) +
-  scale_color_viridis(option="B") +
-  labs(color="Klf1")
-ggsave('BMMSC_data_R_phate_colored_by_magic.png', width=5, height=5)
+  geom_point(aes(x = PHATE1, y = PHATE2, color = bmmsc_MAGIC$result$Klf1)) +
+  scale_color_viridis(option = "B") +
+  labs(color = "Klf1")
+ggsave("BMMSC_data_R_phate_colored_by_magic.png", width = 5, height = 5)
 ```
 
 ### Using MAGIC for downstream analysis
@@ -167,8 +171,10 @@ ggsave('BMMSC_data_R_phate_colored_by_magic.png', width=5, height=5)
 We can look at the entire smoothed matrix with `genes='all_genes'`, passing the original result to the argument `init` to avoid recomputing intermediate steps. Note that this matrix may be large and could take up a lot of memory.
 
 ```{r run_magic_full_matrix}
-bmmsc_MAGIC <- magic(bmmsc, genes="all_genes",
-                     t=4, init=bmmsc_MAGIC)
+bmmsc_MAGIC <- magic(bmmsc,
+  genes = "all_genes",
+  t = 4, init = bmmsc_MAGIC
+)
 as.data.frame(bmmsc_MAGIC)[1:5, 1:10]
 ```
 
diff --git a/Rmagic/inst/examples/emt_tutorial.Rmd b/Rmagic/inst/examples/emt_tutorial.Rmd
index 5aea713..6ed284c 100644
--- a/Rmagic/inst/examples/emt_tutorial.Rmd
+++ b/Rmagic/inst/examples/emt_tutorial.Rmd
@@ -60,7 +60,7 @@ In this tutorial, we will analyze single-cell RNA sequencing of the epithelial t
 ```{r load_data}
 # load data
 data <- read_csv("../../../data/HMLE_TGFb_day_8_10.csv.gz")
-data[1:5,1:10]
+data[1:5, 1:10]
 ```
 
 ### Filtering data
@@ -70,7 +70,7 @@ First, we need to remove lowly expressed genes.
 ```{r remove_rare_genes}
 # keep genes expressed in at least 10 cells
 keep_cols <- colSums(data > 0) > 10
-data <- data[,keep_cols]
+data <- data[, keep_cols]
 ```
 
 Ordinarily, we would remove cells with small library sizes. In this dataset, it has already been done; however, if you wanted to do that, you could do it with the code below.
@@ -78,15 +78,15 @@ Ordinarily, we would remove cells with small library sizes. In this dataset, it
 ```{r libsize_histogram}
 # look at the distribution of library sizes
 ggplot() +
-  geom_histogram(aes(x=rowSums(data)), bins=50) +
-  geom_vline(xintercept = 1000, color='red')
+  geom_histogram(aes(x = rowSums(data)), bins = 50) +
+  geom_vline(xintercept = 1000, color = "red")
 ```
 
 ```{r filter_libsize}
 if (FALSE) {
   # keep cells with at least 1000 UMIs and at most 15000
   keep_rows <- rowSums(data) > 1000 & rowSums(data) < 15000
-  data <- data[keep_rows,]
+  data <- data[keep_rows, ]
 }
 ```
 
@@ -107,23 +107,23 @@ Running MAGIC is as simple as running the `magic` function. Because this dataset
 
 ```{r run_magic}
 # run MAGIC
-data_MAGIC <- magic(data, knn=3, genes=c("VIM", "CDH1", "ZEB1"))
+data_MAGIC <- magic(data, knn = 3, genes = c("VIM", "CDH1", "ZEB1"))
 ```
 
 We can plot the data before and after MAGIC to visualize the results.
 
 ```{r plot_raw}
 ggplot(data) +
-  geom_point(aes(VIM, CDH1, color=ZEB1)) +
-  scale_color_viridis(option="B")
-ggsave('EMT_data_R_before_magic.png', width=5, height=5)
+  geom_point(aes(VIM, CDH1, color = ZEB1)) +
+  scale_color_viridis(option = "B")
+ggsave("EMT_data_R_before_magic.png", width = 5, height = 5)
 ```
 
 ```{r plot_magic}
 ggplot(data_MAGIC) +
-  geom_point(aes(VIM, CDH1, color=ZEB1)) +
-  scale_color_viridis(option="B")
-ggsave('EMT_data_R_after_magic.png', width=5, height=5)
+  geom_point(aes(VIM, CDH1, color = ZEB1)) +
+  scale_color_viridis(option = "B")
+ggsave("EMT_data_R_after_magic.png", width = 5, height = 5)
 ```
 
 As you can see, the gene-gene relationships are much clearer after MAGIC.
@@ -133,13 +133,15 @@ As you can see, the gene-gene relationships are much clearer after MAGIC.
 We can visualize the results of MAGIC on PCA with `genes="pca_only"`.
 
 ```{r run_pca}
-data_MAGIC_PCA <- magic(data, genes="pca_only",
-                        knn=15, init=data_MAGIC)
+data_MAGIC_PCA <- magic(data,
+  genes = "pca_only",
+  knn = 15, init = data_MAGIC
+)
 ggplot(data_MAGIC_PCA) +
-  geom_point(aes(x=PC1, y=PC2, color=data_MAGIC$result$VIM)) +
-  scale_color_viridis(option="B") +
-  labs(color="VIM")
-ggsave('EMT_data_R_pca_colored_by_magic.png', width=5, height=5)
+  geom_point(aes(x = PC1, y = PC2, color = data_MAGIC$result$VIM)) +
+  scale_color_viridis(option = "B") +
+  labs(color = "VIM")
+ggsave("EMT_data_R_pca_colored_by_magic.png", width = 5, height = 5)
 ```
 
 ### Using MAGIC for downstream analysis
@@ -147,8 +149,10 @@ ggsave('EMT_data_R_pca_colored_by_magic.png', width=5, height=5)
 We can look at the entire smoothed matrix with `genes='all_genes'`, passing the original result to the argument `init` to avoid recomputing intermediate steps. Note that this matrix may be large and could take up a lot of memory.
 
 ```{r run_magic_full_matrix}
-data_MAGIC <- magic(data, genes="all_genes",
-                    knn=15, init=data_MAGIC)
+data_MAGIC <- magic(data,
+  genes = "all_genes",
+  knn = 15, init = data_MAGIC
+)
 as.data.frame(data_MAGIC)[1:5, 1:10]
 ```
 
diff --git a/Rmagic/tests/test_magic.R b/Rmagic/tests/test_magic.R
index d56aa94..2cb5f17 100644
--- a/Rmagic/tests/test_magic.R
+++ b/Rmagic/tests/test_magic.R
@@ -8,12 +8,12 @@ library(viridis)
 
 seurat_obj <- function() {
   # load data
-  data <- read.csv('../../data/HMLE_TGFb_day_8_10.csv.gz')
+  data <- read.csv("../../data/HMLE_TGFb_day_8_10.csv.gz")
 
   seurat_raw_data <- t(data)
   rownames(seurat_raw_data) <- colnames(data)
   colnames(seurat_raw_data) <- rownames(data)
-  seurat_obj <- Seurat::CreateSeuratObject(raw.data=seurat_raw_data)
+  seurat_obj <- Seurat::CreateSeuratObject(raw.data = seurat_raw_data)
 
   # run MAGIC
   data_MAGIC <- magic(data)
@@ -22,12 +22,12 @@ seurat_obj <- function() {
 
   # plot
   p <- ggplot(data) +
-         geom_point(aes(VIM, CDH1, colour=ZEB1)) +
-         scale_colour_viridis(option="B")
-  ggsave('EMT_data_R_before_magic.png', plot=p, width=5, height=5)
+    geom_point(aes(VIM, CDH1, colour = ZEB1)) +
+    scale_colour_viridis(option = "B")
+  ggsave("EMT_data_R_before_magic.png", plot = p, width = 5, height = 5)
 
   p_m <- ggplot(data_MAGIC) +
-           geom_point(aes(VIM, CDH1, colour=ZEB1)) +
-           scale_colour_viridis(option="B")
-  ggsave('EMT_data_R_after_magic.png', plot=p_m, width=5, height=5)
+    geom_point(aes(VIM, CDH1, colour = ZEB1)) +
+    scale_colour_viridis(option = "B")
+  ggsave("EMT_data_R_after_magic.png", plot = p_m, width = 5, height = 5)
 }

From 91eade0e63194d59c59f157303658300e86fc070 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 11:15:25 -0500
Subject: [PATCH 13/33] install libcurl

---
 .github/workflows/run_tests.yml | 6 ++++++
 1 file changed, 6 insertions(+)

diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index b312ae2..32eb29d 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -113,6 +113,12 @@ jobs:
       with:
         python-version: "3.8"
 
+    - name: Install system dependencies
+      if: runner.os == 'Linux'
+      run: |
+        sudo apt-get update -qq
+        sudo apt-get install -y libcurl4-openssl-dev
+
     - name: Cache Python packages
       uses: actions/cache@v2
       with:

From dc74785e3a64b5b34a3eca95adf8316aba99b5a6 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 11:29:13 -0500
Subject: [PATCH 14/33] flake8

---
 python/magic/magic.py | 30 +++++++++---------------------
 python/magic/plot.py  |  2 --
 2 files changed, 9 insertions(+), 23 deletions(-)

diff --git a/python/magic/magic.py b/python/magic/magic.py
index 6eea3cc..29f9d18 100644
--- a/python/magic/magic.py
+++ b/python/magic/magic.py
@@ -22,12 +22,6 @@
 import tasklogger
 import warnings
 
-try:
-    import anndata
-except ImportError:
-    # anndata not installed
-    pass
-
 _logger = tasklogger.get_tasklogger("graphtools")
 
 
@@ -202,7 +196,7 @@ def _check_params(self):
         """
         utils.check_positive(knn=self.knn)
         utils.check_int(knn=self.knn, n_jobs=self.n_jobs)
-        # TODO: epsilon
+        # TODO(scottgigante): epsilon
         utils.check_if_not(
             None,
             utils.check_positive,
@@ -455,11 +449,9 @@ def fit(self, X, graph=None):
         return self
 
     def _parse_genes(self, X, genes):
-        if (
-            genes is None
-            and (sparse.issparse(X) or scprep.utils.is_sparse_dataframe(X))
-            and np.prod(X.shape) > 5000 * 20000
-        ):
+        X_sparse = sparse.issparse(X) or scprep.utils.is_sparse_dataframe(X)
+        X_large = np.prod(X.shape) > 5000 * 20000
+        if genes is None and X_sparse and X_large:
             warnings.warn(
                 "Returning imputed values for all genes on a ({} x "
                 "{}) matrix will require approximately {:.2f}GB of "
@@ -560,15 +552,12 @@ def transform(self, X=None, genes=None, t_max=20, plot_optimal_t=False, ax=None)
             store_result = True
 
         genes = self._parse_genes(X, genes)
+        genes_is_short = genes and len(genes) < self.graph.data_nu.shape[1]
 
         if isinstance(genes, str) and genes == "pca_only":
             # have to use PCA to return it
             solver = "approximate"
-        elif (
-            genes is not None
-            and self.X_magic is None
-            and len(genes) < self.graph.data_nu.shape[1]
-        ):
+        elif self.X_magic is None and genes_is_short:
             # faster to skip PCA
             solver = "exact"
             store_result = False
@@ -594,8 +583,8 @@ def transform(self, X=None, genes=None, t_max=20, plot_optimal_t=False, ax=None)
                 _logger.warning(
                     "Running MAGIC with `solver='exact'` on "
                     "{}-dimensional data may take a long time. "
-                    "Consider denoising specific genes with `genes=<list-like>` or using "
-                    "`solver='approximate'`.".format(X_input.shape[1])
+                    "Consider denoising specific genes with `genes=<list-like>` "
+                    "or using `solver='approximate'`.".format(X_input.shape[1])
                 )
             X_magic = self._impute(X_input, t_max=t_max, plot=plot_optimal_t, ax=ax)
             if store_result:
@@ -618,8 +607,7 @@ def transform(self, X=None, genes=None, t_max=20, plot_optimal_t=False, ax=None)
         return X_magic
 
     def fit_transform(self, X, graph=None, **kwargs):
-        """Computes the diffusion operator and the position of the cells in the
-        embedding space
+        """Computes the diffusion operator and the denoised gene expression
 
         Parameters
         ----------
diff --git a/python/magic/plot.py b/python/magic/plot.py
index f4bb930..88403f8 100644
--- a/python/magic/plot.py
+++ b/python/magic/plot.py
@@ -1,11 +1,9 @@
-# author: Scott Gigante <scott.gigante@yale.edu>
 # (C) 2017 Krishnaswamy Lab GPLv2
 
 from .magic import MAGIC
 from .utils import in_ipynb
 from matplotlib import animation
 from matplotlib import rc
-from scipy import sparse
 
 import matplotlib.pyplot as plt
 import numbers

From 33fff9739f00b437b1327a5582ae100575402600 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 11:30:59 -0500
Subject: [PATCH 15/33] install dev deps

---
 .github/workflows/run_tests.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index 32eb29d..610441b 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -151,6 +151,7 @@ jobs:
     - name: Install R packages
       run: |
         if (!require("devtools")) install.packages("devtools", repos="http://cloud.r-project.org")
+        devtools::install_dev_deps("./Rmagic", upgrade=TRUE)
         devtools::install("./Rmagic")
       shell: Rscript {0}
 

From 1130d1e20a1d3be3beafc622bc27a6bd4d76bea2 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 11:41:50 -0500
Subject: [PATCH 16/33] flake8

---
 python/magic/utils.py | 19 ++++++++++---------
 1 file changed, 10 insertions(+), 9 deletions(-)

diff --git a/python/magic/utils.py b/python/magic/utils.py
index ff595e0..e045c66 100644
--- a/python/magic/utils.py
+++ b/python/magic/utils.py
@@ -13,7 +13,7 @@
 
 
 def check_positive(**params):
-    """Check that parameters are positive as expected
+    """Check that parameters are positive as expected.
 
     Raises
     ------
@@ -25,7 +25,7 @@ def check_positive(**params):
 
 
 def check_int(**params):
-    """Check that parameters are integers as expected
+    """Check that parameters are integers as expected.
 
     Raises
     ------
@@ -37,7 +37,7 @@ def check_int(**params):
 
 
 def check_if_not(x, *checks, **params):
-    """Run checks only if parameters are not equal to a specified value
+    """Run checks only if parameters are not equal to a specified value.
 
     Parameters
     ----------
@@ -61,7 +61,7 @@ def check_if_not(x, *checks, **params):
 
 
 def check_in(choices, **params):
-    """Checks parameters are in a list of allowed parameters
+    """Checks parameters are in a list of allowed parameters.
 
     Parameters
     ----------
@@ -85,7 +85,7 @@ def check_in(choices, **params):
 
 
 def check_between(v_min, v_max, **params):
-    """Checks parameters are in a specified range
+    """Checks parameters are in a specified range.
 
     Parameters
     ----------
@@ -110,9 +110,7 @@ def check_between(v_min, v_max, **params):
 
 
 def matrix_is_equivalent(X, Y):
-    """
-    Checks matrix equivalence with numpy, scipy and pandas
-    """
+    """Check matrix equivalence with numpy, scipy and pandas."""
     if X is Y:
         return True
     elif X.shape == Y.shape:
@@ -132,6 +130,7 @@ def matrix_is_equivalent(X, Y):
 
 
 def convert_to_same_format(data, target_data, columns=None, prevent_sparse=False):
+    """Convert data to same format as target data."""
     # create new data object
     if scprep.utils.is_sparse_dataframe(target_data):
         if prevent_sparse:
@@ -174,7 +173,7 @@ def convert_to_same_format(data, target_data, columns=None, prevent_sparse=False
 
 
 def in_ipynb():
-    """Check if we are running in a Jupyter Notebook
+    """Check if we are running in a Jupyter Notebook.
 
     Credit to https://stackoverflow.com/a/24937408/3996580
     """
@@ -189,6 +188,7 @@ def in_ipynb():
 
 
 def is_anndata(data):
+    """Check if an object is an AnnData object."""
     try:
         return isinstance(data, anndata.AnnData)
     except NameError:
@@ -197,6 +197,7 @@ def is_anndata(data):
 
 
 def has_empty_columns(data):
+    """Check if an object has empty columns."""
     try:
         return np.any(np.array(data.sum(0)) == 0)
     except AttributeError:

From 9f2d13a7780b9ab4c9bbe432f65e2ecde09d802a Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 11:45:33 -0500
Subject: [PATCH 17/33] lint R

---
 Rmagic/R/magic.R | 22 +++++++++++++++++-----
 Rmagic/R/utils.R | 32 ++++++++++++++++++++++----------
 2 files changed, 39 insertions(+), 15 deletions(-)

diff --git a/Rmagic/R/magic.R b/Rmagic/R/magic.R
index 150c333..f310fe0 100644
--- a/Rmagic/R/magic.R
+++ b/Rmagic/R/magic.R
@@ -124,7 +124,8 @@ magic.default <- function(
                           k = NULL, alpha = NULL,
                           ...) {
   # check installation
-  if (!reticulate::py_module_available(module = "magic") || (is.null(pymagic))) load_pymagic()
+  if (!reticulate::py_module_available(module = "magic") || 
+      (is.null(pymagic))) load_pymagic()
   # check for deprecated arguments
   if (!is.null(k)) {
     message("Argument k is deprecated. Using knn instead.")
@@ -160,7 +161,11 @@ magic.default <- function(
   } else {
     # character vector
     if (!all(genes %in% colnames(x = data))) {
-      warning(paste0("Genes ", genes[!(genes %in% colnames(data))], " not found.", collapse = ", "))
+      warning(paste0(
+          "Genes ", 
+          genes[!(genes %in% colnames(data))], 
+          " not found.", 
+          collapse = ", "))
     }
     genes <- which(x = colnames(x = data) %in% genes)
     gene_names <- colnames(x = data)[genes]
@@ -338,10 +343,17 @@ magic.Seurat <- function(
       ...
     )
     assay_name <- paste0("MAGIC_", assay)
-    data[[assay_name]] <- Seurat::CreateAssayObject(data = t(x = as.matrix(x = results$result)))
+    data[[assay_name]] <- Seurat::CreateAssayObject(
+        data = t(x = as.matrix(x = results$result))
+    )
     print(paste0(
-      "Added MAGIC output to ", assay_name, ". To use it, pass assay='", assay_name,
-      "' to downstream methods or set DefaultAssay(seurat_object) <- '", assay_name, "'."
+      "Added MAGIC output to ", 
+        assay_name, 
+        ". To use it, pass assay='", 
+        assay_name,
+      "' to downstream methods or set DefaultAssay(seurat_object) <- '", 
+        assay_name, 
+        "'."
     ))
     Seurat::Tool(object = data) <- results[c("operator", "params")]
     return(data)
diff --git a/Rmagic/R/utils.R b/Rmagic/R/utils.R
index b985a45..80f14f9 100644
--- a/Rmagic/R/utils.R
+++ b/Rmagic/R/utils.R
@@ -20,16 +20,30 @@ check_pymagic_version <- function() {
   minor_version <- as.integer(rversion[2])
   if (as.integer(pyversion[1]) < major_version) {
     warning(paste0(
-      "Python MAGIC version ", pymagic$`__version__`, " is out of date (recommended: ",
-      major_version, ".", minor_version, "). Please update with pip ",
-      "(e.g. ", reticulate::py_config()$python, " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."
+      "Python MAGIC version ", 
+        pymagic$`__version__`, 
+        " is out of date (recommended: ",
+      major_version, 
+        ".", 
+        minor_version, 
+        "). Please update with pip ",
+      "(e.g. ", 
+        reticulate::py_config()$python, 
+        " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."
     ))
     return(FALSE)
   } else if (as.integer(pyversion[2]) < minor_version) {
     warning(paste0(
-      "Python MAGIC version ", pymagic$`__version__`, " is out of date (recommended: ",
-      major_version, ".", minor_version, "). Consider updating with pip ",
-      "(e.g. ", reticulate::py_config()$python, " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."
+      "Python MAGIC version ", 
+        pymagic$`__version__`, 
+        " is out of date (recommended: ",
+      major_version, 
+        ".", 
+        minor_version, 
+        "). Consider updating with pip ",
+      "(e.g. ", 
+        reticulate::py_config()$python, 
+        " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."
     ))
     return(FALSE)
   }
@@ -77,8 +91,7 @@ load_pymagic <- function() {
 #'
 #' @export
 pymagic_is_available <- function() {
-  tryCatch(
-    {
+  tryCatch( {
       reticulate::import("magic")$MAGIC
       check_pymagic_version()
     },
@@ -111,8 +124,7 @@ pymagic_is_available <- function() {
 install.magic <- function(envname = "r-reticulate", method = "auto",
                           conda = "auto", pip = TRUE, ...) {
   message("Attempting to install MAGIC python package with reticulate")
-  tryCatch(
-    {
+  tryCatch( {
       reticulate::py_install("magic-impute",
         envname = envname, method = method,
         conda = conda, pip = pip, ...

From 7684bec4a92141245847610fcfc887a4d3c303c8 Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Wed, 10 Mar 2021 16:53:23 +0000
Subject: [PATCH 18/33] pre-commit

---
 Rmagic/R/magic.R | 31 +++++++++++++++++--------------
 Rmagic/R/utils.R | 46 ++++++++++++++++++++++++----------------------
 2 files changed, 41 insertions(+), 36 deletions(-)

diff --git a/Rmagic/R/magic.R b/Rmagic/R/magic.R
index f310fe0..2482510 100644
--- a/Rmagic/R/magic.R
+++ b/Rmagic/R/magic.R
@@ -124,8 +124,10 @@ magic.default <- function(
                           k = NULL, alpha = NULL,
                           ...) {
   # check installation
-  if (!reticulate::py_module_available(module = "magic") || 
-      (is.null(pymagic))) load_pymagic()
+  if (!reticulate::py_module_available(module = "magic") ||
+    (is.null(pymagic))) {
+    load_pymagic()
+  }
   # check for deprecated arguments
   if (!is.null(k)) {
     message("Argument k is deprecated. Using knn instead.")
@@ -162,10 +164,11 @@ magic.default <- function(
     # character vector
     if (!all(genes %in% colnames(x = data))) {
       warning(paste0(
-          "Genes ", 
-          genes[!(genes %in% colnames(data))], 
-          " not found.", 
-          collapse = ", "))
+        "Genes ",
+        genes[!(genes %in% colnames(data))],
+        " not found.",
+        collapse = ", "
+      ))
     }
     genes <- which(x = colnames(x = data) %in% genes)
     gene_names <- colnames(x = data)[genes]
@@ -344,16 +347,16 @@ magic.Seurat <- function(
     )
     assay_name <- paste0("MAGIC_", assay)
     data[[assay_name]] <- Seurat::CreateAssayObject(
-        data = t(x = as.matrix(x = results$result))
+      data = t(x = as.matrix(x = results$result))
     )
     print(paste0(
-      "Added MAGIC output to ", 
-        assay_name, 
-        ". To use it, pass assay='", 
-        assay_name,
-      "' to downstream methods or set DefaultAssay(seurat_object) <- '", 
-        assay_name, 
-        "'."
+      "Added MAGIC output to ",
+      assay_name,
+      ". To use it, pass assay='",
+      assay_name,
+      "' to downstream methods or set DefaultAssay(seurat_object) <- '",
+      assay_name,
+      "'."
     ))
     Seurat::Tool(object = data) <- results[c("operator", "params")]
     return(data)
diff --git a/Rmagic/R/utils.R b/Rmagic/R/utils.R
index 80f14f9..8913668 100644
--- a/Rmagic/R/utils.R
+++ b/Rmagic/R/utils.R
@@ -20,30 +20,30 @@ check_pymagic_version <- function() {
   minor_version <- as.integer(rversion[2])
   if (as.integer(pyversion[1]) < major_version) {
     warning(paste0(
-      "Python MAGIC version ", 
-        pymagic$`__version__`, 
-        " is out of date (recommended: ",
-      major_version, 
-        ".", 
-        minor_version, 
-        "). Please update with pip ",
-      "(e.g. ", 
-        reticulate::py_config()$python, 
-        " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."
+      "Python MAGIC version ",
+      pymagic$`__version__`,
+      " is out of date (recommended: ",
+      major_version,
+      ".",
+      minor_version,
+      "). Please update with pip ",
+      "(e.g. ",
+      reticulate::py_config()$python,
+      " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."
     ))
     return(FALSE)
   } else if (as.integer(pyversion[2]) < minor_version) {
     warning(paste0(
-      "Python MAGIC version ", 
-        pymagic$`__version__`, 
-        " is out of date (recommended: ",
-      major_version, 
-        ".", 
-        minor_version, 
-        "). Consider updating with pip ",
-      "(e.g. ", 
-        reticulate::py_config()$python, 
-        " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."
+      "Python MAGIC version ",
+      pymagic$`__version__`,
+      " is out of date (recommended: ",
+      major_version,
+      ".",
+      minor_version,
+      "). Consider updating with pip ",
+      "(e.g. ",
+      reticulate::py_config()$python,
+      " -m pip install --upgrade magic-impute) or Rmagic::install.magic()."
     ))
     return(FALSE)
   }
@@ -91,7 +91,8 @@ load_pymagic <- function() {
 #'
 #' @export
 pymagic_is_available <- function() {
-  tryCatch( {
+  tryCatch(
+    {
       reticulate::import("magic")$MAGIC
       check_pymagic_version()
     },
@@ -124,7 +125,8 @@ pymagic_is_available <- function() {
 install.magic <- function(envname = "r-reticulate", method = "auto",
                           conda = "auto", pip = TRUE, ...) {
   message("Attempting to install MAGIC python package with reticulate")
-  tryCatch( {
+  tryCatch(
+    {
       reticulate::py_install("magic-impute",
         envname = envname, method = method,
         conda = conda, pip = pip, ...

From 62602ba803c21ffe5e6e4cbb078b75cbd4fb7b70 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 15:13:18 -0500
Subject: [PATCH 19/33] update r hooks

---
 .pre-commit-config.yaml | 16 ++++++++++++----
 python/magic/magic.py   |  5 ++++-
 2 files changed, 16 insertions(+), 5 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2a2e3c5..2ea254b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -27,7 +27,15 @@ repos:
   - repo: https://github.com/lorenzwalthert/precommit
     rev: v0.1.3
     hooks:
-    -   id: parsable-R
-    -   id: style-files
-    -   id: lintr
-        verbose: true
+    - id: parsable-R
+    - id: style-files
+    - id: roxygenize
+    - id: no-browser-statement
+    - id: deps-in-desc
+    - id: use-tidy-description
+    - id: codemeta-description-updated
+    - id: readme-rmd-rendered
+    - id: lintr
+      args: [--warn_only]
+      verbose: true
+
diff --git a/python/magic/magic.py b/python/magic/magic.py
index 29f9d18..3272acc 100644
--- a/python/magic/magic.py
+++ b/python/magic/magic.py
@@ -552,7 +552,10 @@ def transform(self, X=None, genes=None, t_max=20, plot_optimal_t=False, ax=None)
             store_result = True
 
         genes = self._parse_genes(X, genes)
-        genes_is_short = genes and len(genes) < self.graph.data_nu.shape[1]
+        if genes is None:
+            genes_is_short = False
+        else:
+            genes_is_short = len(genes) < self.graph.data_nu.shape[1]
 
         if isinstance(genes, str) and genes == "pca_only":
             # have to use PCA to return it

From 8f02d5ec0c03f78980db796035a5f0624b9c276e Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Wed, 10 Mar 2021 20:30:13 +0000
Subject: [PATCH 20/33] pre-commit

---
 .pre-commit-config.yaml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2ea254b..3baaa44 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -38,4 +38,3 @@ repos:
     - id: lintr
       args: [--warn_only]
       verbose: true
-

From 6ab1c674b3c1a895e8a443005fe6308c36a5a0b2 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 15:34:48 -0500
Subject: [PATCH 21/33] make r hooks pass

---
 .pre-commit-config.yaml | 8 ++------
 1 file changed, 2 insertions(+), 6 deletions(-)

diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2ea254b..7647644 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -28,14 +28,10 @@ repos:
     rev: v0.1.3
     hooks:
     - id: parsable-R
-    - id: style-files
-    - id: roxygenize
     - id: no-browser-statement
-    - id: deps-in-desc
-    - id: use-tidy-description
-    - id: codemeta-description-updated
     - id: readme-rmd-rendered
+      args: [Rmagic/DESCRIPTION]
+    - id: style-files
     - id: lintr
       args: [--warn_only]
       verbose: true
-

From 63aaccd9188843a8c284ad0464232a83dc324489 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 16:39:31 -0500
Subject: [PATCH 22/33] install tinytex

---
 .github/workflows/run_tests.yml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index 610441b..0585ef0 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -155,6 +155,9 @@ jobs:
         devtools::install("./Rmagic")
       shell: Rscript {0}
 
+    - name: Install tinytex
+      uses: r-lib/actions/setup-tinytex@v1
+
     - name: Run R tests
       run: |
         cd Rmagic

From ee41aef5363ca7e5ce64090ba23047ea060dece6 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 16:59:22 -0500
Subject: [PATCH 23/33] run pre-commit separately for Rmagic

---
 .github/workflows/pre-commit.yml              |   9 +
 .pre-commit-config.yaml                       |  11 -
 Rmagic/.pre-commit-config.yaml                |  22 ++
 .../.pre-commit.r_requirements.txt            |   2 +
 Rmagic/DESCRIPTION                            |  43 ++-
 Rmagic/README.md                              | 266 ++++++++----------
 Rmagic/man/figures/README-plot_magic-1.png    | Bin 14879 -> 47822 bytes
 Rmagic/man/figures/README-plot_raw-1.png      | Bin 6915 -> 25359 bytes
 .../man/figures/README-plot_reduced_t-1.png   | Bin 18402 -> 39139 bytes
 Rmagic/man/figures/README-run_pca-1.png       | Bin 20441 -> 49332 bytes
 Rmagic/man/figures/README-run_phate-1.png     | Bin 21066 -> 49736 bytes
 Rmagic/man/ggplot.Rd                          |  10 +-
 Rmagic/man/magic.Rd                           |  73 +++--
 Rmagic/man/magic_testdata.Rd                  |   4 +-
 Rmagic/man/print.Rd                           |  16 +-
 Rmagic/man/summary.Rd                         |  22 +-
 16 files changed, 243 insertions(+), 235 deletions(-)
 create mode 100644 Rmagic/.pre-commit-config.yaml
 rename .pre-commit.r_requirements.txt => Rmagic/.pre-commit.r_requirements.txt (57%)

diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index 2df815f..461a8d2 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -63,6 +63,15 @@ jobs:
       - name: Run pre-commit
         uses: pre-commit/action@v2.0.0
 
+      - name: Run pre-commit
+        run: |
+          cd Rmagic
+          git init
+          git add *
+          pre-commit run --all-files
+          rm -rf .git
+          cd ..
+
       - name: Commit files
         if: failure()
         run: |
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 7647644..d155f0b 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -24,14 +24,3 @@ repos:
     hooks:
       - id: flake8
         additional_dependencies: ['hacking']
-  - repo: https://github.com/lorenzwalthert/precommit
-    rev: v0.1.3
-    hooks:
-    - id: parsable-R
-    - id: no-browser-statement
-    - id: readme-rmd-rendered
-      args: [Rmagic/DESCRIPTION]
-    - id: style-files
-    - id: lintr
-      args: [--warn_only]
-      verbose: true
diff --git a/Rmagic/.pre-commit-config.yaml b/Rmagic/.pre-commit-config.yaml
new file mode 100644
index 0000000..3aa9116
--- /dev/null
+++ b/Rmagic/.pre-commit-config.yaml
@@ -0,0 +1,22 @@
+repos:
+  - repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v3.3.0
+    hooks:
+      - id: check-yaml
+      - id: end-of-file-fixer
+      - id: trailing-whitespace
+        exclude: \.(ai|gz)$
+  - repo: https://github.com/lorenzwalthert/precommit
+    rev: v0.1.3
+    hooks:
+    - id: parsable-R
+    - id: no-browser-statement
+    - id: readme-rmd-rendered
+    - id: deps-in-desc
+      exclude: data\-raw
+    - id: use-tidy-description
+    - id: style-files
+    - id: lintr
+      args: [--warn_only]
+      verbose: true
+    - id: roxygenize
diff --git a/.pre-commit.r_requirements.txt b/Rmagic/.pre-commit.r_requirements.txt
similarity index 57%
rename from .pre-commit.r_requirements.txt
rename to Rmagic/.pre-commit.r_requirements.txt
index b6e70b8..7992131 100644
--- a/.pre-commit.r_requirements.txt
+++ b/Rmagic/.pre-commit.r_requirements.txt
@@ -2,3 +2,5 @@ docopt
 styler
 git2r
 lintr
+roxygen2
+precommit
diff --git a/Rmagic/DESCRIPTION b/Rmagic/DESCRIPTION
index 9c0a19d..24a46c3 100644
--- a/Rmagic/DESCRIPTION
+++ b/Rmagic/DESCRIPTION
@@ -1,26 +1,39 @@
-Package: Rmagic
 Type: Package
+Package: Rmagic
 Title: MAGIC - Markov Affinity-Based Graph Imputation of Cells
 Version: 2.0.3.999
-Authors@R: c(person(given = "David", family = "van Dijk", email = "davidvandijk@gmail.com", role = c("aut")),
-		         person(given = 'Scott', family = 'Gigante', email = 'scott.gigante@yale.edu', role = 'cre',
-		                comment = c(ORCID = '0000-0002-4544-2764')))
+Authors@R:
+    c(person(given = "David",
+             family = "van Dijk",
+             role = "aut",
+             email = "davidvandijk@gmail.com"),
+      person(given = "Scott",
+             family = "Gigante",
+             role = "cre",
+             email = "scott.gigante@yale.edu",
+             comment = c(ORCID = "0000-0002-4544-2764")))
 Maintainer: Scott Gigante <scott.gigante@yale.edu>
-Description: MAGIC (Markov affinity-based graph imputation of cells) is a method for addressing technical noise in single-cell data, including under-sampling of mRNA molecules, often termed "dropout" which can severely obscure important gene-gene relationships. MAGIC shares information across similar cells, via data diffusion, to denoise the cell count matrix and fill in missing transcripts. Read more: van Dijk et al. (2018) <DOI:10.1016/j.cell.2018.05.061>.
+Description: MAGIC (Markov affinity-based graph imputation of
+    cells) is a method for addressing technical noise in single-cell data,
+    including under-sampling of mRNA molecules, often termed "dropout"
+    which can severely obscure important gene-gene relationships. MAGIC
+    shares information across similar cells, via data diffusion, to
+    denoise the cell count matrix and fill in missing transcripts. Read
+    more: van Dijk et al. (2018) <DOI:10.1016/j.cell.2018.05.061>.
+License: GPL-2 | file LICENSE
 Depends:
-    R (>= 3.3),
-    Matrix (>= 1.2-0)
+    Matrix (>= 1.2-0),
+    R (>= 3.3)
 Imports:
+    ggplot2,
     methods,
-    stats,
     reticulate (>= 1.4),
-    ggplot2
+    stats
 Suggests:
-    Seurat (>= 3.0.0),
+    phateR,
     readr,
-    viridis,
-    phateR
-License: GPL-2 | file LICENSE
-LazyData: true
-RoxygenNote: 7.0.2
+    Seurat (>= 3.0.0),
+    viridis
 Encoding: UTF-8
+LazyData: true
+RoxygenNote: 7.1.1
diff --git a/Rmagic/README.md b/Rmagic/README.md
index acef6a2..1779cbe 100644
--- a/Rmagic/README.md
+++ b/Rmagic/README.md
@@ -1,95 +1,79 @@
-Rmagic
-================
-
-true
+---
+title : Rmagic
+output: github_document
+toc: true
+---
 
 <!-- README.md is generated from README.Rmd. Please edit that file -->
 
-[![Latest PyPI
-version](https://img.shields.io/pypi/v/magic-impute.svg)](https://pypi.org/project/magic-impute/)
-[![Latest CRAN
-version](https://img.shields.io/cran/v/Rmagic.svg)](https://cran.r-project.org/package=Rmagic)
-[![Travis CI
-Build](https://api.travis-ci.com/KrishnaswamyLab/MAGIC.svg?branch=master)](https://travis-ci.com/KrishnaswamyLab/MAGIC)
-[![Read the
-Docs](https://img.shields.io/readthedocs/magic.svg)](https://magic.readthedocs.io/)
-[![Cell Publication
-DOI](https://zenodo.org/badge/DOI/10.1016/j.cell.2018.05.061.svg)](https://www.cell.com/cell/abstract/S0092-8674\(18\)30724-4)
+
+
+[![Latest PyPI version](https://img.shields.io/pypi/v/magic-impute.svg)](https://pypi.org/project/magic-impute/)
+[![Latest CRAN version](https://img.shields.io/cran/v/Rmagic.svg)](https://cran.r-project.org/package=Rmagic)
+[![Travis CI Build](https://api.travis-ci.com/KrishnaswamyLab/MAGIC.svg?branch=master)](https://travis-ci.com/KrishnaswamyLab/MAGIC)
+[![Read the Docs](https://img.shields.io/readthedocs/magic.svg)](https://magic.readthedocs.io/)
+[![Cell Publication DOI](https://zenodo.org/badge/DOI/10.1016/j.cell.2018.05.061.svg)](https://www.cell.com/cell/abstract/S0092-8674(18)30724-4)
 [![Twitter](https://img.shields.io/twitter/follow/KrishnaswamyLab.svg?style=social&label=Follow)](https://twitter.com/KrishnaswamyLab)
-[![Github
-Stars](https://img.shields.io/github/stars/KrishnaswamyLab/MAGIC.svg?style=social&label=Stars)](https://github.com/KrishnaswamyLab/MAGIC/)
+[![Github Stars](https://img.shields.io/github/stars/KrishnaswamyLab/MAGIC.svg?style=social&label=Stars)](https://github.com/KrishnaswamyLab/MAGIC/)
 
-Markov Affinity-based Graph Imputation of Cells (MAGIC) is an algorithm
-for denoising and imputation of single cells applied to single-cell RNA
-sequencing data, as described in Van Dijk D *et al.* (2018), *Recovering
-Gene Interactions from Single-Cell Data Using Data Diffusion*, Cell
-<https://www.cell.com/cell/abstract/S0092-8674(18)30724-4>.
 
-<p align="center">
+Markov Affinity-based Graph Imputation of Cells (MAGIC) is an algorithm for denoising and imputation of single cells applied to single-cell RNA sequencing data, as described in Van Dijk D *et al.* (2018), *Recovering Gene Interactions from Single-Cell Data Using Data Diffusion*, Cell <https://www.cell.com/cell/abstract/S0092-8674(18)30724-4>.
 
+<p align="center">
 <img src="https://raw.githubusercontent.com/KrishnaswamyLab/MAGIC/master/magic.gif"/>
-<br> <i>Magic reveals the interaction between Vimentin (VIM), Cadherin-1
-(CDH1), and Zinc finger E-box-binding homeobox 1 (ZEB1, encoded by
-colors). </i>
-
+<br>
+<i>Magic reveals the interaction between Vimentin (VIM), Cadherin-1 (CDH1), and Zinc finger E-box-binding homeobox 1 (ZEB1, encoded by colors).
+</i>
 </p>
 
-  - MAGIC imputes missing data values on sparse data sets, restoring the
-    structure of the data
-  - It also proves dimensionality reduction and gene expression
-    visualizations
-  - MAGIC can be performed on a variety of datasets
-  - Here, we show the usage of MAGIC on a toy dataset
-  - You can view further examples of MAGIC on real data in our notebooks
-    under
-        `inst/examples`:
-      - <http://htmlpreview.github.io/?https://github.com/KrishnaswamyLab/MAGIC/blob/master/Rmagic/inst/examples/EMT_tutorial.html>
-      - <http://htmlpreview.github.io/?https://github.com/KrishnaswamyLab/MAGIC/blob/master/Rmagic/inst/examples/bonemarrow_tutorial.html>
+* MAGIC imputes missing data values on sparse data sets, restoring the structure of the data
+* It also proves dimensionality reduction and gene expression visualizations
+* MAGIC can be performed on a variety of datasets
+* Here, we show the usage of MAGIC on a toy dataset
+* You can view further examples of MAGIC on real data in our notebooks under `inst/examples`:
+    * http://htmlpreview.github.io/?https://github.com/KrishnaswamyLab/MAGIC/blob/master/Rmagic/inst/examples/EMT_tutorial.html
+    * http://htmlpreview.github.io/?https://github.com/KrishnaswamyLab/MAGIC/blob/master/Rmagic/inst/examples/bonemarrow_tutorial.html
 
 ## Table of Contents
 
-  - [Installation](#installation)
-      - [Installation from CRAN and
-        PyPi](#installation-from-cran-and-pypi)
-      - [Installation with devtools and
-        <code>reticulate</code>](#installation-with-devtools-and-reticulate)
-      - [Installation from source](#installation-from-source)
-  - [Quick Start](#quick-start)
-  - [Tutorial](#tutorial)
-  - [Issues](#issues)
-      - [FAQ](#faq)
-      - [Help](#help)
+  * [Installation](#installation)
+    * [Installation from CRAN and PyPi](#installation-from-cran-and-pypi)
+    * [Installation with devtools and <code>reticulate</code>](#installation-with-devtools-and-reticulate)
+    * [Installation from source](#installation-from-source)
+  * [Quick Start](#quick-start)
+  * [Tutorial](#tutorial)
+  * [Issues](#issues)
+    * [FAQ](#faq)
+    * [Help](#help)
 
 ## Installation
 
 To use MAGIC, you will need to install both the R and Python packages.
 
-If `python` or `pip` are not installed, you will need to install them.
-We recommend [Miniconda3](https://conda.io/miniconda.html) to install
-Python and `pip` together, or otherwise you can install `pip` from
-<https://pip.pypa.io/en/stable/installing/>.
+If `python` or `pip` are not installed, you will need to install them. We recommend [Miniconda3](https://conda.io/miniconda.html) to install Python and `pip` together, or otherwise you can install `pip` from https://pip.pypa.io/en/stable/installing/.
 
 #### Installation from CRAN
 
 In R, run this command to install MAGIC and all dependencies:
 
-``` r
+
+```r
 install.packages("Rmagic")
 ```
 
-In a terminal, run the following command to install the Python
-repository.
+In a terminal, run the following command to install the Python repository.
+
 
-``` bash
+```bash
 pip install --user magic-impute
 ```
 
 #### Installaton from source
 
-To install the very latest version of MAGIC, you can install from GitHub
-with the following commands run in a terminal.
+To install the very latest version of MAGIC, you can install from GitHub with the following commands run in a terminal.
+
 
-``` bash
+```bash
 git clone https://github.com/KrishnaswamyLab/MAGIC
 cd MAGIC/python
 python setup.py install --user
@@ -99,10 +83,10 @@ R CMD INSTALL .
 
 ## Quick Start
 
-If you have loaded a data matrix `data` in R (cells on rows, genes on
-columns) you can run PHATE as follows:
+If you have loaded a data matrix `data` in R (cells on rows, genes on columns) you can run PHATE as follows:
 
-``` r
+
+```r
 library(phateR)
 data_phate <- phate(data)
 ```
@@ -111,18 +95,19 @@ data_phate <- phate(data)
 
 #### Extra packages for the tutorial
 
-We’ll install a couple more tools for this tutorial.
+We'll install a couple more tools for this tutorial.
+
 
-``` r
+```r
 if (!require(viridis)) install.packages("viridis")
 if (!require(ggplot2)) install.packages("ggplot2")
 if (!require(phateR)) install.packages("phateR")
 ```
 
-If you have never used PHATE, you should also install PHATE from the
-command line as follows:
+If you have never used PHATE, you should also install PHATE from the command line as follows:
+
 
-``` bash
+```bash
 pip install --user phate
 ```
 
@@ -130,11 +115,11 @@ pip install --user phate
 
 We load the Rmagic package and a few others for convenience functions.
 
-``` r
+
+```r
 library(Rmagic)
 #> Loading required package: Matrix
 library(ggplot2)
-#> Warning: package 'ggplot2' was built under R version 3.5.3
 library(viridis)
 #> Loading required package: viridisLite
 library(phateR)
@@ -149,125 +134,123 @@ library(phateR)
 
 The example data is located in the MAGIC R package.
 
-``` r
+
+```r
 # load data
 data(magic_testdata)
-magic_testdata[1:5,1:10]
-#>       A1BG-AS1     AAMDC      AAMP AARSD1 ABCA12 ABCG2    ABHD13
-#> 6564 0.0000000 0.0000000 0.0000000      0      0     0 0.0000000
-#> 3835 0.0000000 0.8714711 0.0000000      0      0     0 0.8714711
-#> 6318 0.7739207 0.0000000 0.7739207      0      0     0 0.0000000
-#> 3284 0.0000000 0.0000000 0.0000000      0      0     0 0.0000000
-#> 1171 0.0000000 0.0000000 0.0000000      0      0     0 0.0000000
-#>      AC007773.2 AC011998.4 AC013470.6
-#> 6564          0          0          0
-#> 3835          0          0          0
-#> 6318          0          0          0
-#> 3284          0          0          0
-#> 1171          0          0          0
+magic_testdata[1:5, 1:10]
+#>       A1BG-AS1     AAMDC      AAMP AARSD1 ABCA12 ABCG2    ABHD13 AC007773.2
+#> 6564 0.0000000 0.0000000 0.0000000      0      0     0 0.0000000          0
+#> 3835 0.0000000 0.8714711 0.0000000      0      0     0 0.8714711          0
+#> 6318 0.7739207 0.0000000 0.7739207      0      0     0 0.0000000          0
+#> 3284 0.0000000 0.0000000 0.0000000      0      0     0 0.0000000          0
+#> 1171 0.0000000 0.0000000 0.0000000      0      0     0 0.0000000          0
+#>      AC011998.4 AC013470.6
+#> 6564          0          0
+#> 3835          0          0
+#> 6318          0          0
+#> 3284          0          0
+#> 1171          0          0
 ```
 
 ### Running MAGIC
 
 Running MAGIC is as simple as running the `magic` function.
 
-``` r
+
+```r
 # run MAGIC
-data_MAGIC <- magic(magic_testdata, genes=c("VIM", "CDH1", "ZEB1"))
+data_MAGIC <- magic(magic_testdata, genes = c("VIM", "CDH1", "ZEB1"))
 ```
 
 We can plot the data before and after MAGIC to visualize the results.
 
-``` r
+
+```r
 ggplot(magic_testdata) +
-  geom_point(aes(VIM, CDH1, colour=ZEB1)) +
-  scale_colour_viridis(option="B")
+  geom_point(aes(VIM, CDH1, colour = ZEB1)) +
+  scale_colour_viridis(option = "B")
 ```
 
-<img src="man/figures/README-plot_raw-1.png" width="100%" />
+<img src="man/figures/README-plot_raw-1.png" title="plot of chunk plot_raw" alt="plot of chunk plot_raw" width="100%" />
+
+The data suffers from dropout to the point that we cannot infer anything about the gene-gene relationships.
 
-The data suffers from dropout to the point that we cannot infer anything
-about the gene-gene relationships.
 
-``` r
+```r
 ggplot(data_MAGIC) +
-  geom_point(aes(VIM, CDH1, colour=ZEB1)) +
-  scale_colour_viridis(option="B")
+  geom_point(aes(VIM, CDH1, colour = ZEB1)) +
+  scale_colour_viridis(option = "B")
 ```
 
-<img src="man/figures/README-plot_magic-1.png" width="100%" />
+<img src="man/figures/README-plot_magic-1.png" title="plot of chunk plot_magic" alt="plot of chunk plot_magic" width="100%" />
+
+As you can see, the gene-gene relationships are much clearer after MAGIC.
 
-As you can see, the gene-gene relationships are much clearer after
-MAGIC.
+The data is sometimes a little too smooth - we can decrease `t` from the automatic value to reduce the amount of diffusion. We pass the original result to the argument `init` to avoid recomputing intermediate steps.
 
-The data is sometimes a little too smooth - we can decrease `t` from the
-automatic value to reduce the amount of diffusion. We pass the original
-result to the argument `init` to avoid recomputing intermediate
-steps.
 
-``` r
-data_MAGIC <- magic(magic_testdata, genes=c("VIM", "CDH1", "ZEB1"), t=6, init=data_MAGIC)
+```r
+data_MAGIC <- magic(magic_testdata, genes = c("VIM", "CDH1", "ZEB1"), t = 6, init = data_MAGIC)
 ggplot(data_MAGIC) +
-  geom_point(aes(VIM, CDH1, colour=ZEB1)) +
-  scale_colour_viridis(option="B")
+  geom_point(aes(VIM, CDH1, colour = ZEB1)) +
+  scale_colour_viridis(option = "B")
 ```
 
-<img src="man/figures/README-plot_reduced_t-1.png" width="100%" />
+<img src="man/figures/README-plot_reduced_t-1.png" title="plot of chunk plot_reduced_t" alt="plot of chunk plot_reduced_t" width="100%" />
 
-We can look at the entire smoothed matrix with `genes='all_genes'`,
-passing the original result to the argument `init` to avoid recomputing
-intermediate steps. Note that this matrix may be large and could take up
-a lot of
-memory.
 
-``` r
-data_MAGIC <- magic(magic_testdata, genes="all_genes", t=6, init=data_MAGIC)
+We can look at the entire smoothed matrix with `genes='all_genes'`, passing the original result to the argument `init` to avoid recomputing intermediate steps. Note that this matrix may be large and could take up a lot of memory.
+
+
+```r
+data_MAGIC <- magic(magic_testdata, genes = "all_genes", t = 6, init = data_MAGIC)
 as.data.frame(data_MAGIC)[1:5, 1:10]
 #>        A1BG-AS1      AAMDC      AAMP     AARSD1     ABCA12      ABCG2
-#> 6564 0.02565716 0.06303703 0.1726791 0.01559474 0.03114244 0.01423031
-#> 3835 0.02535551 0.06286382 0.1678011 0.01547390 0.03017628 0.01428737
-#> 6318 0.02619089 0.06298015 0.1744098 0.01514747 0.03145176 0.01477152
-#> 3284 0.02517645 0.06254417 0.1684572 0.01559623 0.03015758 0.01414733
-#> 1171 0.02651602 0.06289360 0.1729842 0.01514780 0.03162480 0.01480426
-#>          ABHD13  AC007773.2  AC011998.4  AC013470.6
-#> 6564 0.07100262 0.001129400 0.001880153 0.003215547
-#> 3835 0.06989726 0.001086716 0.001847604 0.002833342
-#> 6318 0.07165035 0.001203505 0.002044504 0.003550067
-#> 3284 0.07066602 0.001039065 0.001723499 0.002822357
-#> 1171 0.07094679 0.001236082 0.002133401 0.003450875
+#> 6564 0.03332336 0.06672377 0.1718769 0.01765440 0.03641116 0.01703004
+#> 3835 0.03142519 0.06720022 0.1568662 0.01619578 0.03338187 0.01729001
+#> 6318 0.03519781 0.06551774 0.1811869 0.01462556 0.03595934 0.02094741
+#> 3284 0.03130388 0.06374405 0.1621586 0.01686944 0.03288072 0.01786413
+#> 1171 0.03515109 0.06447265 0.1735847 0.01444976 0.03791399 0.01995593
+#>          ABHD13   AC007773.2  AC011998.4  AC013470.6
+#> 6564 0.07692547 0.0007960324 0.001382103 0.002978190
+#> 3835 0.07578407 0.0007146892 0.001206586 0.002613474
+#> 6318 0.08120989 0.0011273292 0.001594218 0.005743911
+#> 3284 0.07568180 0.0007009115 0.001017284 0.002982551
+#> 1171 0.07975672 0.0010427596 0.001982926 0.005315534
 ```
 
 ### Visualizing MAGIC values on PCA
 
 We can visualize the results of MAGIC on PCA as follows.
 
-``` r
+
+```r
 data_MAGIC_PCA <- as.data.frame(prcomp(data_MAGIC)$x)
 ggplot(data_MAGIC_PCA) +
-  geom_point(aes(x=PC1, y=PC2, color=data_MAGIC$result$VIM)) +
-  scale_color_viridis(option="B") +
-  labs(color="VIM")
+  geom_point(aes(x = PC1, y = PC2, color = data_MAGIC$result$VIM)) +
+  scale_color_viridis(option = "B") +
+  labs(color = "VIM")
 ```
 
-<img src="man/figures/README-run_pca-1.png" width="100%" />
+<img src="man/figures/README-run_pca-1.png" title="plot of chunk run_pca" alt="plot of chunk run_pca" width="100%" />
+
 
 ### Visualizing MAGIC values on PHATE
 
-We can visualize the results of MAGIC on PHATE as follows. We set `t`
-and `k` manually, because this toy dataset is really too small to make
-sense with PHATE; however, the default values work well for single-cell
-genomic data.
+We can visualize the results of MAGIC on PHATE as follows. We set `t` and `k` manually, because this toy dataset is really too small to make sense with PHATE; however, the default values work well for single-cell genomic data.
+
 
-``` r
-data_PHATE <- phate(magic_testdata, k=3, t=15)
+```r
+data_PHATE <- phate(magic_testdata, k = 3, t = 15)
 #> Argument k is deprecated. Using knn instead.
 ggplot(data_PHATE) +
-  geom_point(aes(x=PHATE1, y=PHATE2, color=data_MAGIC$result$VIM)) +
-  scale_color_viridis(option="B") +
-  labs(color="VIM")
+  geom_point(aes(x = PHATE1, y = PHATE2, color = data_MAGIC$result$VIM)) +
+  scale_color_viridis(option = "B") +
+  labs(color = "VIM")
 ```
 
-<img src="man/figures/README-run_phate-1.png" width="100%" />
+<img src="man/figures/README-run_phate-1.png" title="plot of chunk run_phate" alt="plot of chunk run_phate" width="100%" />
 
 ## Issues
 
@@ -281,7 +264,7 @@ To be consistent with common functions such as PCA
 data.
 
   - **I have installed MAGIC in Python, but Rmagic says it is not
-    installed\!**
+    installed!**
 
 Check your `reticulate::py_discover_config("magic")` and compare it to
 the version of Python in which you installed PHATE (run `which python`
@@ -296,8 +279,7 @@ You can read more about `Renviron` at
 
 ### Help
 
-Please let us know of any issues at the [GitHub
-repository](https://github.com/KrishnaswamyLab/MAGIC/issues). If you
+Please let us know of any issues at the [GitHub repository](https://github.com/KrishnaswamyLab/MAGIC/issues). If you
 have any questions or require assistance using MAGIC, please read the
 documentation by running `help(Rmagic::magic)` or contact us at
 <https://krishnaswamylab.org/get-help>.
diff --git a/Rmagic/man/figures/README-plot_magic-1.png b/Rmagic/man/figures/README-plot_magic-1.png
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ICg-#N2E)qlMF0Q*

diff --git a/Rmagic/man/ggplot.Rd b/Rmagic/man/ggplot.Rd
index a6a9d6d..fd0f87b 100644
--- a/Rmagic/man/ggplot.Rd
+++ b/Rmagic/man/ggplot.Rd
@@ -16,11 +16,9 @@ Passes the smoothed data matrix to ggplot
 }
 \examples{
 if (pymagic_is_available() && require(ggplot2)) {
-
-data(magic_testdata)
-data_magic <- magic(magic_testdata, genes=c("VIM", "CDH1", "ZEB1"))
-ggplot(data_magic, aes(VIM, CDH1, colour=ZEB1)) +
-  geom_point()
-
+  data(magic_testdata)
+  data_magic <- magic(magic_testdata, genes = c("VIM", "CDH1", "ZEB1"))
+  ggplot(data_magic, aes(VIM, CDH1, colour = ZEB1)) +
+    geom_point()
 }
 }
diff --git a/Rmagic/man/magic.Rd b/Rmagic/man/magic.Rd
index 5468e57..360e98b 100644
--- a/Rmagic/man/magic.Rd
+++ b/Rmagic/man/magic.Rd
@@ -142,50 +142,45 @@ van Dijk et al, 2018.
 }
 \examples{
 if (pymagic_is_available()) {
-
-data(magic_testdata)
-
-# Run MAGIC
-data_magic <- magic(magic_testdata, genes=c("VIM", "CDH1", "ZEB1"))
-summary(data_magic)
-##       CDH1             VIM             ZEB1
-## Min.   :0.4303   Min.   :3.854   Min.   :0.01111
-## 1st Qu.:0.4444   1st Qu.:3.947   1st Qu.:0.01145
-## Median :0.4462   Median :3.964   Median :0.01153
-## Mean   :0.4461   Mean   :3.965   Mean   :0.01152
-## 3rd Qu.:0.4478   3rd Qu.:3.982   3rd Qu.:0.01160
-## Max.   :0.4585   Max.   :4.127   Max.   :0.01201
-
-# Plot the result with ggplot2
-if (require(ggplot2)) {
-  ggplot(data_magic) +
-    geom_point(aes(x=VIM, y=CDH1, color=ZEB1))
-}
-
-# Run MAGIC again returning all genes
-# We use the last run as initialization
-data_magic <- magic(magic_testdata, genes="all_genes", init=data_magic)
-# Extract the smoothed data matrix to use in downstream analysis
-data_smooth <- as.matrix(data_magic)
-
+  data(magic_testdata)
+
+  # Run MAGIC
+  data_magic <- magic(magic_testdata, genes = c("VIM", "CDH1", "ZEB1"))
+  summary(data_magic)
+  ##       CDH1             VIM             ZEB1
+  ## Min.   :0.4303   Min.   :3.854   Min.   :0.01111
+  ## 1st Qu.:0.4444   1st Qu.:3.947   1st Qu.:0.01145
+  ## Median :0.4462   Median :3.964   Median :0.01153
+  ## Mean   :0.4461   Mean   :3.965   Mean   :0.01152
+  ## 3rd Qu.:0.4478   3rd Qu.:3.982   3rd Qu.:0.01160
+  ## Max.   :0.4585   Max.   :4.127   Max.   :0.01201
+
+  # Plot the result with ggplot2
+  if (require(ggplot2)) {
+    ggplot(data_magic) +
+      geom_point(aes(x = VIM, y = CDH1, color = ZEB1))
+  }
+
+  # Run MAGIC again returning all genes
+  # We use the last run as initialization
+  data_magic <- magic(magic_testdata, genes = "all_genes", init = data_magic)
+  # Extract the smoothed data matrix to use in downstream analysis
+  data_smooth <- as.matrix(data_magic)
 }
 
 if (pymagic_is_available() && require(Seurat)) {
+  data(magic_testdata)
 
-data(magic_testdata)
+  # Create a Seurat object
+  seurat_object <- CreateSeuratObject(counts = t(magic_testdata), assay = "RNA")
+  seurat_object <- NormalizeData(object = seurat_object)
+  seurat_object <- ScaleData(object = seurat_object)
 
-# Create a Seurat object
-seurat_object <- CreateSeuratObject(counts = t(magic_testdata), assay="RNA")
-seurat_object <- NormalizeData(object = seurat_object)
-seurat_object <- ScaleData(object = seurat_object)
-
-# Run MAGIC and reset the active assay
-seurat_object <- magic(seurat_object)
-seurat_object@active.assay = "MAGIC_RNA"
-
-# Analyze with Seurat
-VlnPlot(seurat_object, features=c("VIM", "ZEB1", "CDH1"))
+  # Run MAGIC and reset the active assay
+  seurat_object <- magic(seurat_object)
+  seurat_object@active.assay <- "MAGIC_RNA"
 
+  # Analyze with Seurat
+  VlnPlot(seurat_object, features = c("VIM", "ZEB1", "CDH1"))
 }
-
 }
diff --git a/Rmagic/man/magic_testdata.Rd b/Rmagic/man/magic_testdata.Rd
index 1237bae..8e384dc 100644
--- a/Rmagic/man/magic_testdata.Rd
+++ b/Rmagic/man/magic_testdata.Rd
@@ -4,7 +4,9 @@
 \name{magic_testdata}
 \alias{magic_testdata}
 \title{Fake scRNAseq data for examples}
-\format{A matrix with 500 rows and 197 variables}
+\format{
+A matrix with 500 rows and 197 variables
+}
 \source{
 The authors
 }
diff --git a/Rmagic/man/print.Rd b/Rmagic/man/print.Rd
index 5050af7..fb5d4be 100644
--- a/Rmagic/man/print.Rd
+++ b/Rmagic/man/print.Rd
@@ -16,14 +16,12 @@ This avoids spamming the user's console with a list of many large matrices
 }
 \examples{
 if (pymagic_is_available()) {
-
-data(magic_testdata)
-data_magic <- magic(magic_testdata)
-print(data_magic)
-## MAGIC with elements
-## $result : (500, 197)
-## $operator : Python MAGIC operator
-## $params : list with elements (data, knn, decay, t, npca, knn.dist.method)
-
+  data(magic_testdata)
+  data_magic <- magic(magic_testdata)
+  print(data_magic)
+  ## MAGIC with elements
+  ## $result : (500, 197)
+  ## $operator : Python MAGIC operator
+  ## $params : list with elements (data, knn, decay, t, npca, knn.dist.method)
 }
 }
diff --git a/Rmagic/man/summary.Rd b/Rmagic/man/summary.Rd
index daf446c..6f5c85e 100644
--- a/Rmagic/man/summary.Rd
+++ b/Rmagic/man/summary.Rd
@@ -16,17 +16,15 @@ Summarize a MAGIC object
 }
 \examples{
 if (pymagic_is_available()) {
-
-data(magic_testdata)
-data_magic <- magic(magic_testdata)
-summary(data_magic)
-## ZEB1
-## Min.   :0.01071
-## 1st Qu.:0.01119
-## Median :0.01130
-## Mean   :0.01129
-## 3rd Qu.:0.01140
-## Max.   :0.01201
-
+  data(magic_testdata)
+  data_magic <- magic(magic_testdata)
+  summary(data_magic)
+  ## ZEB1
+  ## Min.   :0.01071
+  ## 1st Qu.:0.01119
+  ## Median :0.01130
+  ## Mean   :0.01129
+  ## 3rd Qu.:0.01140
+  ## Max.   :0.01201
 }
 }

From 14d2233746629f99d7e85feff1d2fca84d33a0c4 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 17:01:11 -0500
Subject: [PATCH 24/33] install R packages properly

---
 .github/workflows/pre-commit.yml | 22 +++++++++++-----------
 1 file changed, 11 insertions(+), 11 deletions(-)

diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index 461a8d2..cf72d42 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -35,6 +35,15 @@ jobs:
           python-version: "3.8"
           architecture: "x64"
 
+      - name: Cache pre-commit
+        uses: actions/cache@v2
+        with:
+          path: ~/.cache/pre-commit
+          key: pre-commit-${{ hashFiles('.pre-commit-config.yaml') }}-
+
+      - name: Run pre-commit
+        uses: pre-commit/action@v2.0.0
+
       - name: Cache R packages
         uses: actions/cache@v2
         if: startsWith(runner.os, 'Linux')
@@ -47,23 +56,14 @@ jobs:
       - name: Install R packages
         run: |
           if (!requireNamespace("renv", quietly = TRUE)) install.packages("renv")
-          con = file(".pre-commit.r_requirements.txt", "r")
+          con = file("Rmagic/.pre-commit.r_requirements.txt", "r")
           while ( length(pkg <- readLines(con, n = 1)) > 0 ) {
             renv::install(pkg)
           }
           close(con)
         shell: Rscript {0}
 
-      - name: Cache pre-commit
-        uses: actions/cache@v2
-        with:
-          path: ~/.cache/pre-commit
-          key: pre-commit-${{ hashFiles('.pre-commit-config.yaml') }}-
-
-      - name: Run pre-commit
-        uses: pre-commit/action@v2.0.0
-
-      - name: Run pre-commit
+      - name: Run pre-commit for R
         run: |
           cd Rmagic
           git init

From e03641b0a84724e53dc8a5e97b0071aaec7b399b Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 17:03:07 -0500
Subject: [PATCH 25/33] fix cache

---
 .github/workflows/pre-commit.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index cf72d42..7aa6e8f 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -49,7 +49,7 @@ jobs:
         if: startsWith(runner.os, 'Linux')
         with:
           path: ${{env.R_LIBS_USER}}
-          key: precommit-${{env.UBUNTU_VERSION}}-renv-${{ hashFiles('.pre-commit.r_requirements.txt') }}-
+          key: precommit-${{env.UBUNTU_VERSION}}-renv-${{ hashFiles('Rmagic/.pre-commit.r_requirements.txt') }}-
           restore-keys: |
             precommit-${{env.UBUNTU_VERSION}}-renv-
 

From da511506df044a153fb5341d63ef1b020903d89f Mon Sep 17 00:00:00 2001
From: "github-actions[bot]"
 <41898282+github-actions[bot]@users.noreply.github.com>
Date: Wed, 10 Mar 2021 22:06:13 +0000
Subject: [PATCH 26/33] pre-commit

---
 Rmagic/DESCRIPTION | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/Rmagic/DESCRIPTION b/Rmagic/DESCRIPTION
index 24a46c3..bca3bb9 100644
--- a/Rmagic/DESCRIPTION
+++ b/Rmagic/DESCRIPTION
@@ -13,13 +13,13 @@ Authors@R:
              email = "scott.gigante@yale.edu",
              comment = c(ORCID = "0000-0002-4544-2764")))
 Maintainer: Scott Gigante <scott.gigante@yale.edu>
-Description: MAGIC (Markov affinity-based graph imputation of
-    cells) is a method for addressing technical noise in single-cell data,
-    including under-sampling of mRNA molecules, often termed "dropout"
-    which can severely obscure important gene-gene relationships. MAGIC
-    shares information across similar cells, via data diffusion, to
-    denoise the cell count matrix and fill in missing transcripts. Read
-    more: van Dijk et al. (2018) <DOI:10.1016/j.cell.2018.05.061>.
+Description: MAGIC (Markov affinity-based graph imputation of cells) is a
+    method for addressing technical noise in single-cell data, including
+    under-sampling of mRNA molecules, often termed "dropout" which can
+    severely obscure important gene-gene relationships. MAGIC shares
+    information across similar cells, via data diffusion, to denoise the
+    cell count matrix and fill in missing transcripts. Read more: van Dijk
+    et al. (2018) <DOI:10.1016/j.cell.2018.05.061>.
 License: GPL-2 | file LICENSE
 Depends:
     Matrix (>= 1.2-0),

From dca7c6613bf6ff8086d302d50fb181d17ff379bb Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Wed, 10 Mar 2021 17:12:00 -0500
Subject: [PATCH 27/33] install Rmagic for precommit roxygenize

---
 .github/workflows/pre-commit.yml | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/pre-commit.yml b/.github/workflows/pre-commit.yml
index 7aa6e8f..ad5b983 100644
--- a/.github/workflows/pre-commit.yml
+++ b/.github/workflows/pre-commit.yml
@@ -49,8 +49,9 @@ jobs:
         if: startsWith(runner.os, 'Linux')
         with:
           path: ${{env.R_LIBS_USER}}
-          key: precommit-${{env.UBUNTU_VERSION}}-renv-${{ hashFiles('Rmagic/.pre-commit.r_requirements.txt') }}-
+          key: precommit-${{env.UBUNTU_VERSION}}-renv-${{ hashFiles('Rmagic/.pre-commit.r_requirements.txt') }}-${{ hashFiles('Rmagic/DESCRIPTION') }}-
           restore-keys: |
+            precommit-${{env.UBUNTU_VERSION}}-renv-${{ hashFiles('Rmagic/.pre-commit.r_requirements.txt') }}-
             precommit-${{env.UBUNTU_VERSION}}-renv-
 
       - name: Install R packages
@@ -61,6 +62,9 @@ jobs:
             renv::install(pkg)
           }
           close(con)
+          if (!require("devtools")) install.packages("devtools", repos="http://cloud.r-project.org")
+          devtools::install_dev_deps("./Rmagic", upgrade=TRUE)
+          devtools::install("./Rmagic")
         shell: Rscript {0}
 
       - name: Run pre-commit for R

From fec82894154b5142b64ce49b3cce748a5cdb3d01 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Thu, 11 Mar 2021 10:06:13 -0500
Subject: [PATCH 28/33] fix coercian of array to boolean

---
 Rmagic/R/magic.R | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/Rmagic/R/magic.R b/Rmagic/R/magic.R
index 2482510..b14ac88 100644
--- a/Rmagic/R/magic.R
+++ b/Rmagic/R/magic.R
@@ -150,7 +150,9 @@ magic.default <- function(
   if (!methods::is(object = data, "Matrix")) {
     data <- as.matrix(x = data)
   }
-  if (is.null(x = genes) || is.na(x = genes)) {
+  if (is.null(x = genes)) {
+    gene_names <- colnames(x = data)
+  } else if (is.na(x = genes)) {
     genes <- NULL
     gene_names <- colnames(x = data)
   } else if (is.numeric(x = genes)) {

From dd2cef51db47b8a6e2ecc6eab3582c49d18e050b Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Thu, 11 Mar 2021 10:07:29 -0500
Subject: [PATCH 29/33] install pandoc

---
 .github/workflows/run_tests.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index 0585ef0..d92afb4 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -117,7 +117,7 @@ jobs:
       if: runner.os == 'Linux'
       run: |
         sudo apt-get update -qq
-        sudo apt-get install -y libcurl4-openssl-dev
+        sudo apt-get install -y libcurl4-openssl-dev pandoc
 
     - name: Cache Python packages
       uses: actions/cache@v2

From eebe112df39752bce690f9110f09366d66817d90 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Thu, 11 Mar 2021 10:08:14 -0500
Subject: [PATCH 30/33] don't package pre-commit config

---
 Rmagic/.Rbuildignore | 1 +
 1 file changed, 1 insertion(+)

diff --git a/Rmagic/.Rbuildignore b/Rmagic/.Rbuildignore
index b0dc269..685fd5c 100644
--- a/Rmagic/.Rbuildignore
+++ b/Rmagic/.Rbuildignore
@@ -1,3 +1,4 @@
 ^data-raw$
 ^tests$
 ^README\.Rmd$
+^.pre\-commit.*$

From a6454dc9b5946aacd3ce2b816c999076a7c36007 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Thu, 11 Mar 2021 10:17:05 -0500
Subject: [PATCH 31/33] fix null / na check

---
 Rmagic/R/magic.R | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/Rmagic/R/magic.R b/Rmagic/R/magic.R
index b14ac88..03374ca 100644
--- a/Rmagic/R/magic.R
+++ b/Rmagic/R/magic.R
@@ -150,9 +150,7 @@ magic.default <- function(
   if (!methods::is(object = data, "Matrix")) {
     data <- as.matrix(x = data)
   }
-  if (is.null(x = genes)) {
-    gene_names <- colnames(x = data)
-  } else if (is.na(x = genes)) {
+  if (length(genes) <= 1 && (is.null(x = genes) || is.na(x = genes))) {
     genes <- NULL
     gene_names <- colnames(x = data)
   } else if (is.numeric(x = genes)) {

From 1602600a99bfb2cd6fa0fc956de8bb3af8928b34 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Thu, 11 Mar 2021 10:57:25 -0500
Subject: [PATCH 32/33] don't test oldrel

---
 .github/workflows/run_tests.yml | 1 -
 1 file changed, 1 deletion(-)

diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
index d92afb4..9e1bfcc 100644
--- a/.github/workflows/run_tests.yml
+++ b/.github/workflows/run_tests.yml
@@ -92,7 +92,6 @@ jobs:
         config:
         - {name: 'devel', os: ubuntu-latest, r: 'devel' }
         - {name: 'release', os: ubuntu-latest, r: 'release' }
-        - {name: 'oldrel', os: ubuntu-latest, r: 'oldrel' }
 
     steps:
     - name: Cancel Previous Runs

From 3d5c7ba6ac1d16ce974d09f3f7e1c8609bbe9cf1 Mon Sep 17 00:00:00 2001
From: Scott Gigante <scottgigante@gmail.com>
Date: Thu, 11 Mar 2021 11:04:48 -0500
Subject: [PATCH 33/33] update contributing to reference pre-commit, remove
 travis

---
 .travis.yml                 | 68 -------------------------------------
 CONTRIBUTING.md             |  2 +-
 README.md                   |  2 +-
 Rmagic/README.Rmd           |  2 +-
 Rmagic/README.md            |  2 +-
 autoblack.sh                | 13 -------
 python/README.rst           |  6 ++--
 python/doc/source/index.rst |  2 +-
 8 files changed, 8 insertions(+), 89 deletions(-)
 delete mode 100644 .travis.yml
 delete mode 100644 autoblack.sh

diff --git a/.travis.yml b/.travis.yml
deleted file mode 100644
index cfba9b6..0000000
--- a/.travis.yml
+++ /dev/null
@@ -1,68 +0,0 @@
-# R for travis: see documentation at https://docs.travis-ci.com/user/languages/r
-
-language: r
-sudo: required
-
-os:
-  - linux
-
-dist:
-  - xenial
-
-r:
-  - oldrel
-  - release
-  - devel
-
-addons:
-  apt:
-    sources:
-      - deadsnakes
-    packages:
-      - libhdf5-dev
-      - python3.6-dev
-
-cache:
-  - packages
-  - apt
-  - directories:
-    - $HOME/.cache/pip
-
-before_install:
-  - curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py
-  - sudo python3.6 get-pip.py
-  - mkdir -p ~/bin && export PATH=~/bin/:$PATH
-  - ln -s $(which python3.6) ~/bin/python
-  - ln -s $(which pip3.6) ~/bin/pip
-  - sudo pip install --upgrade pip
-  - pip install --user -q phate
-
-install:
-  - cd python; pip install --user -q .
-  - cd ../Rmagic; R -e 'install.packages("devtools", repos="http://cloud.r-project.org")'
-  - R -e 'install.packages("BiocManager", repos="http://cloud.r-project.org"); BiocManager::install("multtest")'
-  - R -e 'devtools::install_deps(dep = T, upgrade="always")'
-  - cd ..
-
-script:
-  - python -c "import magic"
-  - cd Rmagic; R CMD build .
-  - R CMD check *tar.gz
-  - cd ../python; pip install --user -q .[test]
-  - if [ "$TRAVIS_PYTHON_VERSION" != "3.5" ]; then black . --check --diff -t py35; fi
-  - python setup.py test
-  - pip install --user -q .[doc]
-  - cd doc; make html; cd ..
-
-deploy:
-  provider: pypi
-  user: scottgigante
-  password: ${PYPI_PASSWORD}
-  distributions: sdist bdist_wheel
-  skip_existing: true
-  skip_cleanup: true
-  on:
-    tags: true
-    branch: master
-
-warnings_are_errors: true
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 17c75d4..11bfb4a 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -25,7 +25,7 @@ Code Style and Testing
 
 Contributors are encouraged to write tests for their code, but if you do not know how to do so, please do not feel discouraged from contributing code! Others can always help you test your contribution.
 
-Python code style is dictated by [`black`](https://pypi.org/project/black/#installation-and-usage). To automatically reformat your code when you run `git commit`, you can run `./autoblack.sh` in the root directory of this project to add a hook to your `git` repository.
+Code style is dictated by [`black`](https://pypi.org/project/black/#installation-and-usage) and [OpenStack](https://docs.openstack.org/hacking/latest/user/hacking.html#styleguide). Styling is automatically applied by [`pre-commit`](https://github.com/pre-commit/pre-commit).
 
 Code of Conduct
 ---------------
diff --git a/README.md b/README.md
index 77213fb..801c1d6 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,7 @@ Markov Affinity-based Graph Imputation of Cells (MAGIC)
 
 [![Latest PyPI version](https://img.shields.io/pypi/v/magic-impute.svg)](https://pypi.org/project/magic-impute/)
 [![Latest CRAN version](https://img.shields.io/cran/v/Rmagic.svg)](https://cran.r-project.org/package=Rmagic)
-[![Travis CI Build](https://api.travis-ci.com/KrishnaswamyLab/MAGIC.svg?branch=master)](https://travis-ci.com/KrishnaswamyLab/MAGIC)
+[![GitHub Actions Build](https://img.shields.io/github/workflow/status/KrishnaswamyLab/MAGIC/Unit%20Tests/master?label=Github%20Actions)](https://github.com/KrishnaswamyLab/MAGIC/actions)
 [![Read the Docs](https://img.shields.io/readthedocs/magic.svg)](https://magic.readthedocs.io/)
 [![Cell Publication DOI](https://zenodo.org/badge/DOI/10.1016/j.cell.2018.05.061.svg)](https://www.cell.com/cell/abstract/S0092-8674(18)30724-4)
 [![Twitter](https://img.shields.io/twitter/follow/KrishnaswamyLab.svg?style=social&label=Follow)](https://twitter.com/KrishnaswamyLab)
diff --git a/Rmagic/README.Rmd b/Rmagic/README.Rmd
index 46c8f4b..1ab80fe 100644
--- a/Rmagic/README.Rmd
+++ b/Rmagic/README.Rmd
@@ -17,7 +17,7 @@ knitr::opts_chunk$set(
 
 [![Latest PyPI version](https://img.shields.io/pypi/v/magic-impute.svg)](https://pypi.org/project/magic-impute/)
 [![Latest CRAN version](https://img.shields.io/cran/v/Rmagic.svg)](https://cran.r-project.org/package=Rmagic)
-[![Travis CI Build](https://api.travis-ci.com/KrishnaswamyLab/MAGIC.svg?branch=master)](https://travis-ci.com/KrishnaswamyLab/MAGIC)
+[![GitHub Actions Build](https://img.shields.io/github/workflow/status/KrishnaswamyLab/MAGIC/Unit%20Tests/master?label=Github%20Actions)](https://github.com/KrishnaswamyLab/MAGIC/actions)
 [![Read the Docs](https://img.shields.io/readthedocs/magic.svg)](https://magic.readthedocs.io/)
 [![Cell Publication DOI](https://zenodo.org/badge/DOI/10.1016/j.cell.2018.05.061.svg)](https://www.cell.com/cell/abstract/S0092-8674(18)30724-4)
 [![Twitter](https://img.shields.io/twitter/follow/KrishnaswamyLab.svg?style=social&label=Follow)](https://twitter.com/KrishnaswamyLab)
diff --git a/Rmagic/README.md b/Rmagic/README.md
index 1779cbe..69fb231 100644
--- a/Rmagic/README.md
+++ b/Rmagic/README.md
@@ -10,7 +10,7 @@ toc: true
 
 [![Latest PyPI version](https://img.shields.io/pypi/v/magic-impute.svg)](https://pypi.org/project/magic-impute/)
 [![Latest CRAN version](https://img.shields.io/cran/v/Rmagic.svg)](https://cran.r-project.org/package=Rmagic)
-[![Travis CI Build](https://api.travis-ci.com/KrishnaswamyLab/MAGIC.svg?branch=master)](https://travis-ci.com/KrishnaswamyLab/MAGIC)
+[![GitHub Actions Build](https://img.shields.io/github/workflow/status/KrishnaswamyLab/MAGIC/Unit%20Tests/master?label=Github%20Actions)](https://github.com/KrishnaswamyLab/MAGIC/actions)
 [![Read the Docs](https://img.shields.io/readthedocs/magic.svg)](https://magic.readthedocs.io/)
 [![Cell Publication DOI](https://zenodo.org/badge/DOI/10.1016/j.cell.2018.05.061.svg)](https://www.cell.com/cell/abstract/S0092-8674(18)30724-4)
 [![Twitter](https://img.shields.io/twitter/follow/KrishnaswamyLab.svg?style=social&label=Follow)](https://twitter.com/KrishnaswamyLab)
diff --git a/autoblack.sh b/autoblack.sh
deleted file mode 100644
index f8c6210..0000000
--- a/autoblack.sh
+++ /dev/null
@@ -1,13 +0,0 @@
-cat <<EOF >> .git/hooks/pre-commit
-#!/bin/sh
-
-set -e
-
-files=\$(git diff --staged --name-only --diff-filter=d -- "*.py")
-
-for file in \$files; do
-  black -q -t py35 \$file
-  git add \$file
-done
-EOF
-chmod +x .git/hooks/pre-commit
diff --git a/python/README.rst b/python/README.rst
index 11e4f33..40ac954 100644
--- a/python/README.rst
+++ b/python/README.rst
@@ -8,9 +8,9 @@ Markov Affinity-based Graph Imputation of Cells (MAGIC)
 .. image:: https://img.shields.io/cran/v/Rmagic.svg
     :target: https://cran.r-project.org/package=Rmagic
     :alt: Latest CRAN version
-.. image:: https://api.travis-ci.com/KrishnaswamyLab/MAGIC.svg?branch=master
-    :target: https://travis-ci.com/KrishnaswamyLab/MAGIC
-    :alt: Travis CI Build
+.. image:: https://img.shields.io/github/workflow/status/KrishnaswamyLab/MAGIC/Unit%20Tests/master?label=Github%20Actions
+    :target: https://github.com/KrishnaswamyLab/MAGIC/actions
+    :alt: GitHub Actions Build
 .. image:: https://img.shields.io/readthedocs/magic.svg
     :target: https://magic.readthedocs.io/
     :alt: Read the Docs
diff --git a/python/doc/source/index.rst b/python/doc/source/index.rst
index b22df14..51873a7 100644
--- a/python/doc/source/index.rst
+++ b/python/doc/source/index.rst
@@ -12,7 +12,7 @@ MAGIC - Markov Affinity-based Graph Imputation of Cells
 
 .. raw:: html
 
-    <a href="https://travis-ci.com/KrishnaswamyLab/MAGIC"><img src="https://api.travis-ci.com/KrishnaswamyLab/magic.svg?branch=master" alt="Travis CI Build"></a>
+    <a href="https://github.com/KrishnaswamyLab/MAGIC/actions"><img src="https://img.shields.io/github/workflow/status/KrishnaswamyLab/MAGIC/Unit%20Tests/master?label=Github%20Actions" alt="GitHub Actions Build"></a>
 
 .. raw:: html