Add Plot page and update dask metrics and metric storage, and ppt

.copier-answers.yml

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+# Changes here will be overwritten by Copier
+_commit: v2.2.0
+_src_path: gh:lincc-frameworks/python-project-template
+author_email: lincc-frameworks-team@lists.lsst.org
+author_name: LINCC Frameworks
+create_example_module: false
+custom_install: custom
+enforce_style:
+- black
+failure_notification: []
+include_benchmarks: false
+include_docs: true
+include_notebooks: true
+mypy_type_checking: none
+package_name: lbench
+project_description: Benchmarking tools for LSDB
+project_license: MIT
+project_name: lbench
+project_organization: lincc-frameworks
+python_versions:
+- '3.10'
+- '3.11'
+- '3.12'
+- '3.13'
+test_lowest_version: none

.git_archival.txt

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+node: $Format:%H$
+node-date: $Format:%cI$
+describe-name: $Format:%(describe:tags=true,match=*[0-9]*)$
+ref-names: $Format:%D$

.gitattributes

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+# For explanation of this file and uses see
+# https://git-scm.com/docs/gitattributes
+# https://developer.lsst.io/git/git-lfs.html#using-git-lfs-enabled-repositories
+# https://lincc-ppt.readthedocs.io/en/latest/practices/git-lfs.html
+#
+# Used by https://github.com/lsst/afwdata.git
+# *.boost filter=lfs diff=lfs merge=lfs -text
+# *.dat filter=lfs diff=lfs merge=lfs -text
+# *.fits filter=lfs diff=lfs merge=lfs -text
+# *.gz filter=lfs diff=lfs merge=lfs -text
+#
+# apache parquet files
+# *.parq	filter=lfs diff=lfs merge=lfs -text
+#
+# sqlite files
+# *.sqlite3	filter=lfs diff=lfs merge=lfs -text
+#
+# gzip files
+# *.gz	filter=lfs diff=lfs merge=lfs -text
+#
+# png image files
+# *.png	filter=lfs diff=lfs merge=lfs -text
+
+.git_archival.txt export-subst

.github/ISSUE_TEMPLATE/0-general_issue.md

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+---
+name: General issue
+about: Quickly create a general issue
+title: ''
+labels: ''
+assignees: ''
+
+---

.github/ISSUE_TEMPLATE/1-bug_report.md

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+---
+name: Bug report
+about: Tell us about a problem to fix
+title: 'Short description'
+labels: 'bug'
+assignees: ''
+
+---
+**Bug report**
+
+
+**Environment Information**
+
+
+<details>
+<summary>Traceback</summary>
+
+FILL IN YOUR STACK TRACE HERE
+
+</details>
+
+**Before submitting**
+Please check the following:
+
+- [ ] I have described the situation in which the bug arose, including what code was executed, and any applicable data others will need to reproduce the problem.
+- [ ] I have included information about my environment, including the version of this package (e.g. `lbench.__version__`)
+- [ ] I have included available evidence of the unexpected behavior (including error messages, screenshots, and/or plots) as well as a description of what I expected instead.
+- [ ] If I have a solution in mind, I have provided an explanation and/or pseudocode and/or task list.

.github/ISSUE_TEMPLATE/2-feature_request.md

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+---
+name: Feature request
+about: Suggest an idea for this project
+title: 'Short description'
+labels: 'enhancement'
+assignees: ''
+
+---
+
+**Feature request**
+
+
+**Before submitting**
+Please check the following:
+
+- [ ] I have described the purpose of the suggested change, specifying what I need the enhancement to accomplish, i.e. what problem it solves.
+- [ ] I have included any relevant links, screenshots, environment information, and data relevant to implementing the requested feature, as well as pseudocode for how I want to access the new functionality.
+- [ ] If I have ideas for how the new feature could be implemented, I have provided explanations and/or pseudocode and/or task lists for the steps.

.github/ISSUE_TEMPLATE/README.md

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+# Configurations
+
+Templates for various different issue types are defined in this directory
+and a pull request template is defined as ``../pull_request_template.md``. Adding,
+removing, and modifying these templates to suit the needs of your project is encouraged.
+
+For more information about these templates, look here: https://lincc-ppt.readthedocs.io/en/latest/practices/issue_pr_templating.html
+
+Or if you still have questions contact us: https://lincc-ppt.readthedocs.io/en/latest/source/contact.html

.github/dependabot.yml

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+version: 2
+updates:
+  - package-ecosystem: "github-actions"
+    directory: "/"
+    schedule:
+      interval: "monthly"
+  - package-ecosystem: "pip"
+    directory: "/"
+    schedule:
+      interval: "monthly"

.github/pull_request_template.md

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+## Change Description
+<!--- 
+Closes #???
+-->
+
+## Solution Description
+
+
+## Code Quality
+- [ ] I have read the Contribution Guide and agree to the Code of Conduct
+- [ ] My code follows the code style of this project
+- [ ] My code builds (or compiles) cleanly without any errors or warnings
+- [ ] My code contains relevant comments and necessary documentation

.github/workflows/README.md

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+# Workflows
+
+The .yml files in this directory are used to define the various continuous
+integration scripts that will be run on your behalf e.g. nightly as a smoke check,
+or when you create a new PR.
+
+For more information about CI and workflows, look here: https://lincc-ppt.readthedocs.io/en/latest/practices/ci.html
+
+Or if you still have questions contact us: https://lincc-ppt.readthedocs.io/en/latest/source/contact.html

.github/workflows/build-documentation.yml

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+
+# This workflow will install Python dependencies, build the package and then build the documentation.
+
+name: Build documentation
+
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+
+    steps:
+    - uses: actions/checkout@v6
+    - name: Set up Python 3.11
+      uses: actions/setup-python@v6
+      with:
+        python-version: '3.11'
+    - name: Install uv
+      uses: astral-sh/setup-uv@v7
+    - name: Install dependencies
+      run: |
+        sudo apt-get update
+        uv pip install --system -e .
+        if [ -f docs/requirements.txt ]; then uv pip install --system -r docs/requirements.txt; fi
+        if [ -f requirements.txt ]; then uv pip install --system -r requirements.txt; fi
+    - name: Install notebook requirements
+      run: |
+        sudo apt-get install pandoc
+    - name: Build docs
+      run: |
+        sphinx-build -T -E -b html -d docs/build/doctrees ./docs docs/build/html

.github/workflows/pre-commit-ci.yml

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+
+# This workflow runs pre-commit hooks on pushes and pull requests to main
+# to enforce coding style. To ensure correct configuration, please refer to:
+#  https://lincc-ppt.readthedocs.io/en/latest/practices/ci_precommit.html
+name: Run pre-commit hooks
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  pre-commit-ci:
+    runs-on: ubuntu-latest
+    steps:
+    - uses: actions/checkout@v6
+      with:
+        fetch-depth: 0 
+    - name: Set up Python
+      uses: actions/setup-python@v6
+      with:
+        python-version: '3.11'
+    - name: Install uv
+      uses: astral-sh/setup-uv@v7
+    - name: Install dependencies
+      run: |
+        sudo apt-get update
+        uv pip install --system .[dev]
+        if [ -f requirements.txt ]; then uv pip install --system -r requirements.txt; fi
+    - uses: pre-commit/action@v3.0.1
+      with:
+        extra_args: --all-files --verbose
+      env:
+        SKIP: "check-lincc-frameworks-template-version,no-commit-to-branch,check-added-large-files,validate-pyproject,sphinx-build,pytest-check"
+    - uses: pre-commit-ci/lite-action@v1.1.0
+      if: failure() && github.event_name == 'pull_request' && github.event.pull_request.draft == false

.github/workflows/publish-to-pypi.yml

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+
+# This workflow will upload a Python Package using Twine when a release is created
+# For more information see: https://github.com/pypa/gh-action-pypi-publish#trusted-publishing
+
+# This workflow uses actions that are not certified by GitHub.
+# They are provided by a third-party and are governed by
+# separate terms of service, privacy policy, and support
+# documentation.
+
+name: Upload Python Package
+
+on:
+  release:
+    types: [published]
+
+permissions:
+  contents: read
+
+jobs:
+  deploy:
+
+    runs-on: ubuntu-latest
+    permissions:
+      id-token: write
+    steps:
+    - uses: actions/checkout@v6
+    - name: Set up Python
+      uses: actions/setup-python@v6
+      with:
+        python-version: '3.11'
+    - name: Install dependencies
+      run: |
+        python -m pip install --upgrade pip
+        pip install build
+    - name: Build package
+      run: python -m build
+    - name: Publish package
+      uses: pypa/gh-action-pypi-publish@release/v1

.github/workflows/smoke-test.yml

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+# This workflow will run daily at 06:45.
+# It will install Python dependencies and run tests with a variety of Python versions.
+# See documentation for help debugging smoke test issues:
+#    https://lincc-ppt.readthedocs.io/en/latest/practices/ci_testing.html#version-culprit
+
+name: Unit test smoke test
+
+on:
+
+  # Runs this workflow automatically
+  schedule:
+    - cron: 45 6 * * *
+
+  # Allows you to run this workflow manually from the Actions tab
+  workflow_dispatch:
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ['3.10', '3.11', '3.12', '3.13']
+
+    steps:
+    - uses: actions/checkout@v6
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v6
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install uv
+      uses: astral-sh/setup-uv@v7
+    - name: Install dependencies
+      run: |
+        sudo apt-get update
+        uv pip install --system -e .[dev]
+        if [ -f requirements.txt ]; then uv pip install --system -r requirements.txt; fi
+    - name: List dependencies
+      run: |
+        pip list
+    - name: Run unit tests with pytest
+      run: |
+        python -m pytest

.github/workflows/testing-and-coverage.yml

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+
+# This workflow will install Python dependencies, run tests and report code coverage with a variety of Python versions
+# For more information see: https://help.github.com/actions/language-and-framework-guides/using-python-with-github-actions
+
+name: Unit test and code coverage
+
+on:
+  push:
+    branches: [ main ]
+  pull_request:
+    branches: [ main ]
+
+jobs:
+  build:
+
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ['3.10', '3.11', '3.12', '3.13']
+
+    steps:
+    - uses: actions/checkout@v6
+    - name: Set up Python ${{ matrix.python-version }}
+      uses: actions/setup-python@v6
+      with:
+        python-version: ${{ matrix.python-version }}
+    - name: Install uv
+      uses: astral-sh/setup-uv@v7
+    - name: Install dependencies
+      run: |
+        sudo apt-get update
+        uv pip install --system -e .[dev]
+        if [ -f requirements.txt ]; then uv pip install --system -r requirements.txt; fi
+    - name: Run unit tests with pytest
+      run: |
+        python -m pytest --cov=lbench --cov-report=xml
+    - name: Upload coverage report to codecov
+      uses: codecov/codecov-action@v5
+      with:
+        token: ${{ secrets.CODECOV_TOKEN }}