diff --git a/.github/workflows/build.yaml b/.github/workflows/build.yaml
index fe39f8c..e36c8b0 100644
--- a/.github/workflows/build.yaml
+++ b/.github/workflows/build.yaml
@@ -11,7 +11,7 @@ on:
     branches: [main]
 
 concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
+  group: ${{ github.workflow }}-${{ github.ref || github.run_id }}
   cancel-in-progress: true
 
 permissions:
diff --git a/.github/workflows/changelog.yaml b/.github/workflows/changelog.yaml
index f0324a8..2f1611e 100644
--- a/.github/workflows/changelog.yaml
+++ b/.github/workflows/changelog.yaml
@@ -10,7 +10,7 @@ on:
   workflow_dispatch:
 
 concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
+  group: ${{ github.workflow }}-${{ github.ref || github.run_id }}
   cancel-in-progress: true
 
 permissions:
diff --git a/.github/workflows/release.yaml b/.github/workflows/release.yaml
index dd016da..2c26d1a 100644
--- a/.github/workflows/release.yaml
+++ b/.github/workflows/release.yaml
@@ -5,7 +5,7 @@ on:
     types: [published]
 
 concurrency:
-  group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }}
+  group: ${{ github.workflow }}-${{ github.ref || github.run_id }}
   cancel-in-progress: true
 
 permissions:
diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index 12295df..bed8f8d 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -10,7 +10,7 @@ on:
   workflow_dispatch:
 
 concurrency:
-  group: ${{ github.workflow }}-${{ github.ref }}
+  group: ${{ github.workflow }}-${{ github.ref || github.run_id }}
   cancel-in-progress: true
 
 permissions:
diff --git a/CHANGELOG.md b/CHANGELOG.md
index 8d53e8c..4ce04dd 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,185 +7,216 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## [Unreleased]
 
+### <!-- 2 --> 🐛 Fixes
+
+-   Expr Fixes by [@srivarra](https://github.com/srivarra) in [#32](https://github.com/srivarra/annsel/pull/32)
+
+### <!-- 5 --> 🌀 Miscellaneous
+
+-   💚 Concurrency groups fix, add github.run_id and replace github.head_ref with github.ref
+-   👽️ Add Expr changes to AnnselExpr by [@srivarra](https://github.com/srivarra)
+-   Merge pull request #30 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#30](https://github.com/srivarra/annsel/pull/30)
+-   [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   Merge pull request #29 from srivarra/feature/remove-marimo by [@srivarra](https://github.com/srivarra) in [#29](https://github.com/srivarra/annsel/pull/29)
+-   🧑‍💻 Removed marimo by [@srivarra](https://github.com/srivarra)
+-   ➖ Removed Marimo by [@srivarra](https://github.com/srivarra)
+
+## [0.0.6] - 2025-01-21
+
+### <!-- 1 --> 🚀 Features
+
+-   Merge pull request #28 from srivarra/feature/marimo-dataset by [@srivarra](https://github.com/srivarra) in [#28](https://github.com/srivarra/annsel/pull/28)
+
+### <!-- 5 --> 🌀 Miscellaneous
+
+-   ✅ Add test for marimo dataset by [@srivarra](https://github.com/srivarra)
+-   [pre-commit.ci] auto fixes from pre-commit.com hooks by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   🧐 Remove large dataset from previous commit by [@srivarra](https://github.com/srivarra)
+-   🧐 Generate toy dataset for marimo by [@srivarra](https://github.com/srivarra)
+
+## [0.0.5] - 2025-01-21
+
 ### <!-- 0 --> 🏗️ Github Actions
 
-- Merge pull request #25 from srivarra/feature/type_fixes by [@srivarra](https://github.com/srivarra) in [#25](https://github.com/srivarra/annsel/pull/25)
+-   Merge pull request #25 from srivarra/feature/type_fixes by [@srivarra](https://github.com/srivarra) in [#25](https://github.com/srivarra/annsel/pull/25)
 
 ### <!-- 3 --> 📝 Documentation
 
-- Merge pull request #24 from srivarra/docs/changelog-template-add-gh-account by [@srivarra](https://github.com/srivarra) in [#24](https://github.com/srivarra/annsel/pull/24)
+-   Merge pull request #24 from srivarra/docs/changelog-template-add-gh-account by [@srivarra](https://github.com/srivarra) in [#24](https://github.com/srivarra/annsel/pull/24)
 
 ### <!-- 4 --> 🧪 Dependencies
 
-- Merge pull request #23 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#23](https://github.com/srivarra/annsel/pull/23)
-- Merge pull request #22 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#22](https://github.com/srivarra/annsel/pull/22)
-- Merge pull request #21 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#21](https://github.com/srivarra/annsel/pull/21)
+-   Merge pull request #23 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#23](https://github.com/srivarra/annsel/pull/23)
+-   Merge pull request #22 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#22](https://github.com/srivarra/annsel/pull/22)
+-   Merge pull request #21 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#21](https://github.com/srivarra/annsel/pull/21)
 
 ### <!-- 5 --> 🌀 Miscellaneous
 
-- Merge pull request #27 from srivarra/ci/revert-arm-runner by [@srivarra](https://github.com/srivarra) in [#27](https://github.com/srivarra/annsel/pull/27)
-- 💚 One day I'll get CI right by [@srivarra](https://github.com/srivarra)
-- Merge pull request #26 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#26](https://github.com/srivarra/annsel/pull/26)
-- [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- 💚 Testing arm based ubuntu ci by [@srivarra](https://github.com/srivarra)
-- 🏷️ Update IntoExpr by [@srivarra](https://github.com/srivarra)
-- ⚗️ Marimo testing by [@srivarra](https://github.com/srivarra)
-- [pre-commit.ci] auto fixes from pre-commit.com hooks by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- Added github label commit parser by [@srivarra](https://github.com/srivarra)
-- 📝 Added github pr label commit parser by [@srivarra](https://github.com/srivarra)
-- 📝 Updated changelog template by [@srivarra](https://github.com/srivarra)
-- [pre-commit.ci] auto fixes from pre-commit.com hooks by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- [pre-commit.ci] auto fixes from pre-commit.com hooks by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- 📝 Changelog updates by [@srivarra](https://github.com/srivarra)
-- 📝 Update readme by [@srivarra](https://github.com/srivarra)
-- 📝 Adjusted theme by [@srivarra](https://github.com/srivarra)
-- Update README.md by [@srivarra](https://github.com/srivarra)
+-   Merge pull request #27 from srivarra/ci/revert-arm-runner by [@srivarra](https://github.com/srivarra) in [#27](https://github.com/srivarra/annsel/pull/27)
+-   💚 One day I'll get CI right by [@srivarra](https://github.com/srivarra)
+-   Merge pull request #26 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#26](https://github.com/srivarra/annsel/pull/26)
+-   [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   💚 Testing arm based ubuntu ci by [@srivarra](https://github.com/srivarra)
+-   🏷️ Update IntoExpr by [@srivarra](https://github.com/srivarra)
+-   ⚗️ Marimo testing by [@srivarra](https://github.com/srivarra)
+-   [pre-commit.ci] auto fixes from pre-commit.com hooks by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   Added github label commit parser by [@srivarra](https://github.com/srivarra)
+-   📝 Added github pr label commit parser by [@srivarra](https://github.com/srivarra)
+-   📝 Updated changelog template by [@srivarra](https://github.com/srivarra)
+-   [pre-commit.ci] auto fixes from pre-commit.com hooks by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   [pre-commit.ci] auto fixes from pre-commit.com hooks by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   📝 Changelog updates by [@srivarra](https://github.com/srivarra)
+-   📝 Update readme by [@srivarra](https://github.com/srivarra)
+-   📝 Adjusted theme by [@srivarra](https://github.com/srivarra)
+-   Update README.md by [@srivarra](https://github.com/srivarra)
 
 ## [0.0.4] - 2024-12-21
 
 ### <!-- 5 --> 🌀 Miscellaneous
 
-- 💚 Missed one pypi-publish by [@srivarra](https://github.com/srivarra)
-- 💚 Bump gh-action-pypi-publish to 1.12.3 by [@srivarra](https://github.com/srivarra)
+-   💚 Missed one pypi-publish by [@srivarra](https://github.com/srivarra)
+-   💚 Bump gh-action-pypi-publish to 1.12.3 by [@srivarra](https://github.com/srivarra)
 
 ## [0.0.3] - 2024-12-21
 
 ### <!-- 1 --> 🚀 Features
 
-- Merge pull request #16 from srivarra/ops/groupby by [@srivarra](https://github.com/srivarra) in [#16](https://github.com/srivarra/annsel/pull/16)
-- Merge pull request #15 from srivarra/ops/select by [@srivarra](https://github.com/srivarra) in [#15](https://github.com/srivarra/annsel/pull/15)
+-   Merge pull request #16 from srivarra/ops/groupby by [@srivarra](https://github.com/srivarra) in [#16](https://github.com/srivarra/annsel/pull/16)
+-   Merge pull request #15 from srivarra/ops/select by [@srivarra](https://github.com/srivarra) in [#15](https://github.com/srivarra/annsel/pull/15)
 
 ### <!-- 4 --> 🧪 Dependencies
 
-- Merge pull request #20 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#20](https://github.com/srivarra/annsel/pull/20)
-- Merge pull request #19 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#19](https://github.com/srivarra/annsel/pull/19)
-- Merge pull request #18 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#18](https://github.com/srivarra/annsel/pull/18)
-- Merge pull request #17 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#17](https://github.com/srivarra/annsel/pull/17)
+-   Merge pull request #20 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#20](https://github.com/srivarra/annsel/pull/20)
+-   Merge pull request #19 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#19](https://github.com/srivarra/annsel/pull/19)
+-   Merge pull request #18 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#18](https://github.com/srivarra/annsel/pull/18)
+-   Merge pull request #17 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#17](https://github.com/srivarra/annsel/pull/17)
 
 ### <!-- 5 --> 🌀 Miscellaneous
 
-- Api documentation fix by [@srivarra](https://github.com/srivarra)
-- Update README.md example by [@srivarra](https://github.com/srivarra)
-- 📌 Pin doc deps: scanpy, numba, llvmlite to release canidates by [@srivarra](https://github.com/srivarra)
-- 💚 Update CI actions by [@srivarra](https://github.com/srivarra)
-- ⬆️ Some random numpy 2 with python 3.13 issues by [@srivarra](https://github.com/srivarra)
-- Merge branch 'main' into ops/groupby by [@srivarra](https://github.com/srivarra)
-- [pre-commit.ci] auto fixes from pre-commit.com hooks by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- Update README.md by [@srivarra](https://github.com/srivarra)
-- [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- [pre-commit.ci] auto fixes from pre-commit.com hooks by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- ♻️ Refactor col expressions by [@srivarra](https://github.com/srivarra)
-- 🚸 Updating api by [@srivarra](https://github.com/srivarra)
-- ⬆️ Update tqdm by [@srivarra](https://github.com/srivarra)
-- Merge branch 'main' into ops/groupby by [@srivarra](https://github.com/srivarra)
-- [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- ✨ Added Groupby by [@srivarra](https://github.com/srivarra)
-- ✨ Add select by [@srivarra](https://github.com/srivarra)
-- Update README.md by [@srivarra](https://github.com/srivarra)
-- 💚 Set uv sync --frozen by [@srivarra](https://github.com/srivarra)
+-   Api documentation fix by [@srivarra](https://github.com/srivarra)
+-   Update README.md example by [@srivarra](https://github.com/srivarra)
+-   📌 Pin doc deps: scanpy, numba, llvmlite to release canidates by [@srivarra](https://github.com/srivarra)
+-   💚 Update CI actions by [@srivarra](https://github.com/srivarra)
+-   ⬆️ Some random numpy 2 with python 3.13 issues by [@srivarra](https://github.com/srivarra)
+-   Merge branch 'main' into ops/groupby by [@srivarra](https://github.com/srivarra)
+-   [pre-commit.ci] auto fixes from pre-commit.com hooks by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   Update README.md by [@srivarra](https://github.com/srivarra)
+-   [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   [pre-commit.ci] auto fixes from pre-commit.com hooks by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   ♻️ Refactor col expressions by [@srivarra](https://github.com/srivarra)
+-   🚸 Updating api by [@srivarra](https://github.com/srivarra)
+-   ⬆️ Update tqdm by [@srivarra](https://github.com/srivarra)
+-   Merge branch 'main' into ops/groupby by [@srivarra](https://github.com/srivarra)
+-   [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   ✨ Added Groupby by [@srivarra](https://github.com/srivarra)
+-   ✨ Add select by [@srivarra](https://github.com/srivarra)
+-   Update README.md by [@srivarra](https://github.com/srivarra)
+-   💚 Set uv sync --frozen by [@srivarra](https://github.com/srivarra)
 
 ## [0.0.2] - 2024-11-12
 
 ### <!-- 0 --> 🏗️ Github Actions
 
-- Merge pull request #14 from srivarra/ci/release_workflow by [@srivarra](https://github.com/srivarra) in [#14](https://github.com/srivarra/annsel/pull/14)
+-   Merge pull request #14 from srivarra/ci/release_workflow by [@srivarra](https://github.com/srivarra) in [#14](https://github.com/srivarra/annsel/pull/14)
 
 ### <!-- 3 --> 📝 Documentation
 
-- Merge pull request #12 from srivarra/docs/changelog-release-drafter by [@srivarra](https://github.com/srivarra) in [#12](https://github.com/srivarra/annsel/pull/12)
-- Merge pull request #7 from srivarra/docs/restructure by [@srivarra](https://github.com/srivarra) in [#7](https://github.com/srivarra/annsel/pull/7)
+-   Merge pull request #12 from srivarra/docs/changelog-release-drafter by [@srivarra](https://github.com/srivarra) in [#12](https://github.com/srivarra/annsel/pull/12)
+-   Merge pull request #7 from srivarra/docs/restructure by [@srivarra](https://github.com/srivarra) in [#7](https://github.com/srivarra/annsel/pull/7)
 
 ### <!-- 4 --> 🧪 Dependencies
 
-- Merge pull request #8 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#8](https://github.com/srivarra/annsel/pull/8)
+-   Merge pull request #8 from srivarra/pre-commit-ci-update-config by [@srivarra](https://github.com/srivarra) in [#8](https://github.com/srivarra/annsel/pull/8)
 
 ### <!-- 5 --> 🌀 Miscellaneous
 
-- 📝 Added pre-commit readme badge by [@srivarra](https://github.com/srivarra)
-- 🔧 Add **version** to **init** by [@srivarra](https://github.com/srivarra)
-- ➕ Add typing-extensions by [@srivarra](https://github.com/srivarra)
-- 📝 Added citation.cff by [@srivarra](https://github.com/srivarra)
-- 🙈 .python-version by [@srivarra](https://github.com/srivarra)
-- 🔧 Remove .python-version by [@srivarra](https://github.com/srivarra)
-- 💚 Ciremove version in **init**.py by [@srivarra](https://github.com/srivarra)
-- 💚 Fetch-depth: 0 by [@srivarra](https://github.com/srivarra)
-- 🔧 Update pyproject, add hatch-vcs dynamic version by [@srivarra](https://github.com/srivarra)
-- 💚 What's going on with ci by [@srivarra](https://github.com/srivarra)
-- 💚 Fix incorrect name for ci by [@srivarra](https://github.com/srivarra)
-- 👷 Remove font by [@srivarra](https://github.com/srivarra)
-- 👷 Use uv, remove pip by [@srivarra](https://github.com/srivarra)
-- 👷 Uv for rtd by [@srivarra](https://github.com/srivarra)
-- ⏪️ Remove changelog ci update by [@srivarra](https://github.com/srivarra)
-- 💚 Changelog 3 by [@srivarra](https://github.com/srivarra)
-- 💚 Changelog testing 2 by [@srivarra](https://github.com/srivarra)
-- 💚 Changelog testing by [@srivarra](https://github.com/srivarra)
-- 💚 Change commit changelog author to github_actions by [@srivarra](https://github.com/srivarra)
-- 💚 Yaml or yml by [@srivarra](https://github.com/srivarra)
-- 👷 Add release drafter by [@srivarra](https://github.com/srivarra)
-- ✅ Added sparsity X tests by [@srivarra](https://github.com/srivarra)
-- ♻️ Refactor \_extract_X by [@srivarra](https://github.com/srivarra)
-- 📝 Clean notebook by [@srivarra](https://github.com/srivarra)
-- ✅ Updated x tests by [@srivarra](https://github.com/srivarra)
-- Merge branch 'main' into docs/restructure by [@srivarra](https://github.com/srivarra)
-- [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
-- ✅ Add pipe tests by [@srivarra](https://github.com/srivarra)
-- 📝 Added scanpy plot with pipe by [@srivarra](https://github.com/srivarra)
-- 🎨 Format pyproject.toml by [@srivarra](https://github.com/srivarra)
-- 📝 Updated landing page by [@srivarra](https://github.com/srivarra)
-- 📝 Updated documentation structure by [@srivarra](https://github.com/srivarra)
+-   📝 Added pre-commit readme badge by [@srivarra](https://github.com/srivarra)
+-   🔧 Add **version** to **init** by [@srivarra](https://github.com/srivarra)
+-   ➕ Add typing-extensions by [@srivarra](https://github.com/srivarra)
+-   📝 Added citation.cff by [@srivarra](https://github.com/srivarra)
+-   🙈 .python-version by [@srivarra](https://github.com/srivarra)
+-   🔧 Remove .python-version by [@srivarra](https://github.com/srivarra)
+-   💚 Ciremove version in **init**.py by [@srivarra](https://github.com/srivarra)
+-   💚 Fetch-depth: 0 by [@srivarra](https://github.com/srivarra)
+-   🔧 Update pyproject, add hatch-vcs dynamic version by [@srivarra](https://github.com/srivarra)
+-   💚 What's going on with ci by [@srivarra](https://github.com/srivarra)
+-   💚 Fix incorrect name for ci by [@srivarra](https://github.com/srivarra)
+-   👷 Remove font by [@srivarra](https://github.com/srivarra)
+-   👷 Use uv, remove pip by [@srivarra](https://github.com/srivarra)
+-   👷 Uv for rtd by [@srivarra](https://github.com/srivarra)
+-   ⏪️ Remove changelog ci update by [@srivarra](https://github.com/srivarra)
+-   💚 Changelog 3 by [@srivarra](https://github.com/srivarra)
+-   💚 Changelog testing 2 by [@srivarra](https://github.com/srivarra)
+-   💚 Changelog testing by [@srivarra](https://github.com/srivarra)
+-   💚 Change commit changelog author to github_actions by [@srivarra](https://github.com/srivarra)
+-   💚 Yaml or yml by [@srivarra](https://github.com/srivarra)
+-   👷 Add release drafter by [@srivarra](https://github.com/srivarra)
+-   ✅ Added sparsity X tests by [@srivarra](https://github.com/srivarra)
+-   ♻️ Refactor \_extract_X by [@srivarra](https://github.com/srivarra)
+-   📝 Clean notebook by [@srivarra](https://github.com/srivarra)
+-   ✅ Updated x tests by [@srivarra](https://github.com/srivarra)
+-   Merge branch 'main' into docs/restructure by [@srivarra](https://github.com/srivarra)
+-   [pre-commit.ci] pre-commit autoupdate by [@pre-commit-ci[bot]](https://github.com/pre-commit-ci[bot])
+-   ✅ Add pipe tests by [@srivarra](https://github.com/srivarra)
+-   📝 Added scanpy plot with pipe by [@srivarra](https://github.com/srivarra)
+-   🎨 Format pyproject.toml by [@srivarra](https://github.com/srivarra)
+-   📝 Updated landing page by [@srivarra](https://github.com/srivarra)
+-   📝 Updated documentation structure by [@srivarra](https://github.com/srivarra)
 
 ## New Contributors
 
-- @pre-commit-ci[bot] made their first contribution
+-   @pre-commit-ci[bot] made their first contribution
 
 ## [0.0.1] - 2024-11-10
 
 ### <!-- 0 --> 🏗️ Github Actions
 
-- Merge pull request #5 from srivarra/ci_release_fix by [@srivarra](https://github.com/srivarra) in [#5](https://github.com/srivarra/annsel/pull/5)
+-   Merge pull request #5 from srivarra/ci_release_fix by [@srivarra](https://github.com/srivarra) in [#5](https://github.com/srivarra/annsel/pull/5)
 
 ### <!-- 1 --> 🚀 Features
 
-- Merge pull request #4 from srivarra/filter by [@srivarra](https://github.com/srivarra) in [#4](https://github.com/srivarra/annsel/pull/4)
+-   Merge pull request #4 from srivarra/filter by [@srivarra](https://github.com/srivarra) in [#4](https://github.com/srivarra/annsel/pull/4)
 
 ### <!-- 4 --> 🧪 Dependencies
 
-- Merge pull request #1 from srivarra/configuration by [@srivarra](https://github.com/srivarra) in [#1](https://github.com/srivarra/annsel/pull/1)
+-   Merge pull request #1 from srivarra/configuration by [@srivarra](https://github.com/srivarra) in [#1](https://github.com/srivarra/annsel/pull/1)
 
 ### <!-- 5 --> 🌀 Miscellaneous
 
-- 💚 Release fixes by [@srivarra](https://github.com/srivarra)
-- 📝 Remove nbsphinx by [@srivarra](https://github.com/srivarra)
-- ➖ Remove pytest rich by [@srivarra](https://github.com/srivarra)
-- ✨ Filter mostly fixed by [@srivarra](https://github.com/srivarra)
-- 📝 Add a link to the discussions. by [@srivarra](https://github.com/srivarra)
-- ✅ Dataclasses from attrs again by [@srivarra](https://github.com/srivarra)
-- 🏷️ Fixed dataclasses by [@srivarra](https://github.com/srivarra)
-- ✨ Fixed up filtering by [@srivarra](https://github.com/srivarra)
-- 📝 Do not fail on warning by [@srivarra](https://github.com/srivarra)
-- 💚 Removed upload test results to codecov by [@srivarra](https://github.com/srivarra)
-- 📝 Added matplotlib to docs by [@srivarra](https://github.com/srivarra)
-- 📝 Update rtd by [@srivarra](https://github.com/srivarra)
-- 📝 Fix rtd by [@srivarra](https://github.com/srivarra)
-- 🧑‍💻 Added gitcliff changelog by [@srivarra](https://github.com/srivarra)
-- 💚 Added python 3.12 to test suite by [@srivarra](https://github.com/srivarra)
-- ♻️ Renamed accessor by [@srivarra](https://github.com/srivarra)
-- ➖ Removed twine by [@srivarra](https://github.com/srivarra)
-- ➕ Added twine by [@srivarra](https://github.com/srivarra)
-- ➕ Added pytest extra deps by [@srivarra](https://github.com/srivarra)
-- 🎉 Begin by [@srivarra](https://github.com/srivarra)
+-   💚 Release fixes by [@srivarra](https://github.com/srivarra)
+-   📝 Remove nbsphinx by [@srivarra](https://github.com/srivarra)
+-   ➖ Remove pytest rich by [@srivarra](https://github.com/srivarra)
+-   ✨ Filter mostly fixed by [@srivarra](https://github.com/srivarra)
+-   📝 Add a link to the discussions. by [@srivarra](https://github.com/srivarra)
+-   ✅ Dataclasses from attrs again by [@srivarra](https://github.com/srivarra)
+-   🏷️ Fixed dataclasses by [@srivarra](https://github.com/srivarra)
+-   ✨ Fixed up filtering by [@srivarra](https://github.com/srivarra)
+-   📝 Do not fail on warning by [@srivarra](https://github.com/srivarra)
+-   💚 Removed upload test results to codecov by [@srivarra](https://github.com/srivarra)
+-   📝 Added matplotlib to docs by [@srivarra](https://github.com/srivarra)
+-   📝 Update rtd by [@srivarra](https://github.com/srivarra)
+-   📝 Fix rtd by [@srivarra](https://github.com/srivarra)
+-   🧑‍💻 Added gitcliff changelog by [@srivarra](https://github.com/srivarra)
+-   💚 Added python 3.12 to test suite by [@srivarra](https://github.com/srivarra)
+-   ♻️ Renamed accessor by [@srivarra](https://github.com/srivarra)
+-   ➖ Removed twine by [@srivarra](https://github.com/srivarra)
+-   ➕ Added twine by [@srivarra](https://github.com/srivarra)
+-   ➕ Added pytest extra deps by [@srivarra](https://github.com/srivarra)
+-   🎉 Begin by [@srivarra](https://github.com/srivarra)
 
 ## New Contributors
 
-- @srivarra made their first contribution in [#5](https://github.com/srivarra/annsel/pull/5)
-  [unreleased]: https://github.com/srivarra/annsel/compare/v0.0.4..HEAD
-  [0.0.4]: https://github.com/srivarra/annsel/compare/v0.0.3..v0.0.4
-  [0.0.3]: https://github.com/srivarra/annsel/compare/v0.0.2..v0.0.3
-  [0.0.2]: https://github.com/srivarra/annsel/compare/0.0.1..v0.0.2
+-   @srivarra made their first contribution in [#5](https://github.com/srivarra/annsel/pull/5)
+    [unreleased]: https://github.com/srivarra/annsel/compare/v0.0.6..HEAD
+    [0.0.6]: https://github.com/srivarra/annsel/compare/v0.0.5..v0.0.6
+    [0.0.5]: https://github.com/srivarra/annsel/compare/v0.0.4..v0.0.5
+    [0.0.4]: https://github.com/srivarra/annsel/compare/v0.0.3..v0.0.4
+    [0.0.3]: https://github.com/srivarra/annsel/compare/v0.0.2..v0.0.3
+    [0.0.2]: https://github.com/srivarra/annsel/compare/0.0.1..v0.0.2
 
 <!-- generated by git-cliff -->