diff --git a/.badgery.yaml b/.badgery.yaml
index f0fc4e74..f22752fa 100644
--- a/.badgery.yaml
+++ b/.badgery.yaml
@@ -52,6 +52,7 @@ cards:
   - group: Coverage
     type: codecov
     title: Unit test coverage (Codecov)
+    flag: unittests
     enabled: true
 
   - group: Coverage
diff --git a/.github/workflows/dashboard.yaml b/.github/workflows/dashboard.yaml
index 733fac98..1076f349 100644
--- a/.github/workflows/dashboard.yaml
+++ b/.github/workflows/dashboard.yaml
@@ -41,33 +41,34 @@ jobs:
 
       - name: Install and setup development dependencies
         shell: bash
-        run: pixi run dev
+        run: |
+          pixi run dev
+          pixi add --pypi --git https://github.com/enhantica/badgery badgery
 
       - name: Run docstring coverage and code complexity/maintainability checks
         run: |
           for BRANCH in ${{ env.DEFAULT_BRANCH }} ${{ env.DEVELOP_BRANCH }} ${{ env.CI_BRANCH }}; do
             echo "=== Processing branch $BRANCH ==="
-            if [ -d "../worktree-$BRANCH" ]; then
+            if [ -d "../$BRANCH" ]; then
               echo "Branch $BRANCH already processed, skipping"
               continue
             fi
-            git worktree add ../worktree-$BRANCH origin/$BRANCH
+            git worktree add ../$BRANCH origin/$BRANCH
             mkdir -p reports/$BRANCH
             echo "Docstring coverage for branch $BRANCH"
-            pixi run interrogate -c pyproject.toml --fail-under=0 ../worktree-$BRANCH/src > reports/$BRANCH/coverage-docstring.txt
+            pixi run interrogate -c pyproject.toml --fail-under=0 ../$BRANCH/src > reports/$BRANCH/coverage-docstring.txt
             echo "Cyclomatic complexity for branch $BRANCH"
-            pixi run radon cc -s -j ../worktree-$BRANCH/src --exclude ../worktree-$BRANCH/src/easydiffraction/crystallography/space_group_lookup_table.py > reports/$BRANCH/cyclomatic-complexity.json
+            pixi run radon cc -s -j ../$BRANCH/src > reports/$BRANCH/cyclomatic-complexity.json
             echo "Maintainability index for branch $BRANCH"
-            pixi run radon mi -j ../worktree-$BRANCH/src --exclude ../worktree-$BRANCH/src/easydiffraction/crystallography/space_group_lookup_table.py > reports/$BRANCH/maintainability-index.json
+            pixi run radon mi -j ../$BRANCH/src > reports/$BRANCH/maintainability-index.json
             echo "Raw metrics for branch $BRANCH"
-            pixi run radon raw -s -j ../worktree-$BRANCH/src --exclude ../worktree-$BRANCH/src/easydiffraction/crystallography/space_group_lookup_table.py > reports/$BRANCH/raw-metrics.json
+            pixi run radon raw -s -j ../$BRANCH/src > reports/$BRANCH/raw-metrics.json
           done
 
       - name: Generate dashboard HTML
-        run: |
-          pixi add --pypi --git https://github.com/enhantica/badgery badgery
-          pixi run pip show badgery
-          pixi run python -m badgery --config .badgery.yaml --repo ${{ github.repository }} --branch ${{ env.CI_BRANCH }} --output index.html
+        run: >
+          pixi run python -m badgery --config .badgery.yaml --repo ${{
+          github.repository }} --branch ${{ env.CI_BRANCH }} --output index.html
 
       - name: Prepare publish directory
         run: |
diff --git a/.github/workflows/pypi-test.yaml b/.github/workflows/pypi-test.yaml
index f7f25213..8cb5323c 100644
--- a/.github/workflows/pypi-test.yaml
+++ b/.github/workflows/pypi-test.yaml
@@ -20,6 +20,7 @@ env:
   DEFAULT_BRANCH: ${{ github.event.repository.default_branch }}
 
 jobs:
+  # Job 1: Test installation from PyPI on multiple OS
   pypi-package-tests:
     strategy:
       matrix:
@@ -54,10 +55,8 @@ jobs:
       - name: Create the environment and install dependencies
         run: pixi install
 
-      - name: Install package from PyPI with dev and visualization extras
-        run: |
-          pixi add --pypi "easydiffraction[dev,visualization]"
-          pixi run easydiffraction --version
+      - name: Install package from PyPI with all extras
+        run: pixi add --pypi "easydiffraction[all]"
 
       - name: Run unit tests to verify the installation
         run: pixi run unit-tests
@@ -70,8 +69,31 @@ jobs:
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
         run: |
-          pixi run tutorials-list
-          pixi run tutorials-fetch
+          pixi run easydiffraction --version
+          pixi run easydiffraction list-tutorials
+          pixi run easydiffraction fetch-tutorials
 
       - name: Test tutorials as notebooks
         run: pixi run notebook-tests
+
+  # Job 2: Trigger dashboard build
+  dashboard-build-trigger:
+    needs: pypi-package-tests
+
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Check-out repository
+        uses: actions/checkout@v5
+
+      - name: Trigger dashboard build
+        uses: actions/github-script@v7
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            await github.rest.actions.createWorkflowDispatch({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              workflow_id: "dashboard.yaml",
+              ref: "${{ env.CI_BRANCH }}"
+            });
diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml
index 7868d738..ec185ee8 100644
--- a/.github/workflows/test.yaml
+++ b/.github/workflows/test.yaml
@@ -147,6 +147,10 @@ jobs:
         shell: bash
         run: pixi remove --pypi easydiffraction
 
+      - name: Remove Python cache files before uploading
+        shell: bash
+        run: pixi run clean-pycache
+
       # More than one file/dir need to be specified in 'path', to preserve the
       # structure of the dist/ directory, not only its contents.
       - name: Upload Python package for the next job
@@ -156,6 +160,7 @@ jobs:
           path: |
             dist/
             tests/
+            pytest.ini
             pixi.toml
             pixi.lock
           if-no-files-found: 'error'
diff --git a/.github/workflows/tutorial-tests.yaml b/.github/workflows/tutorial-tests.yaml
index f5d4af8d..c8fc6448 100644
--- a/.github/workflows/tutorial-tests.yaml
+++ b/.github/workflows/tutorial-tests.yaml
@@ -22,7 +22,12 @@ concurrency:
     ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
   cancel-in-progress: true
 
+# Set the environment variables to be used in all jobs defined in this workflow
+env:
+  CI_BRANCH: ${{ github.head_ref || github.ref_name }}
+
 jobs:
+  # Job 1: Test tutorials as scripts and notebooks on multiple OS
   tutorial-tests:
     strategy:
       fail-fast: false
@@ -60,3 +65,25 @@ jobs:
       - name: Test tutorials as notebooks
         shell: bash
         run: pixi run notebook-tests
+
+  # Job 2: Trigger dashboard build
+  dashboard-build-trigger:
+    needs: tutorial-tests
+
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Check-out repository
+        uses: actions/checkout@v5
+
+      - name: Trigger dashboard build
+        uses: actions/github-script@v7
+        with:
+          github-token: ${{ secrets.GITHUB_TOKEN }}
+          script: |
+            await github.rest.actions.createWorkflowDispatch({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              workflow_id: "dashboard.yaml",
+              ref: "${{ env.CI_BRANCH }}"
+            });
diff --git a/.gitignore b/.gitignore
index 02bb32e1..2c43d2b8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -4,9 +4,18 @@ __pycache__
 .coverage
 .pyc
 
+# PyTest
+.pytest_cache
+
+# MyPy
+.mypy_cache
+
 # Pixi
 .pixi
 
+# Ruff
+.ruff_cache
+
 # Jupyter Notebooks
 .ipynb_checkpoints
 
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index c3d471cd..87117c70 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -49,9 +49,9 @@ repos:
         pass_filenames: false
         stages: [pre-push]
 
-      - id: pixi-unit-tests
-        name: pixi run unit-tests
-        entry: pixi run unit-tests
-        language: system
-        pass_filenames: false
-        stages: [pre-push]
+      #- id: pixi-unit-tests
+      #  name: pixi run unit-tests
+      #  entry: pixi run unit-tests
+      #  language: system
+      #  pass_filenames: false
+      #  stages: [pre-push]
diff --git a/.prettierignore b/.prettierignore
index f599168f..4bd61611 100644
--- a/.prettierignore
+++ b/.prettierignore
@@ -1,2 +1,6 @@
 # Pixi
+.pixi
 pixi.lock
+
+# MyPy
+.mypy_cache
diff --git a/docs/architecture/package-structure-full.md b/docs/architecture/package-structure-full.md
new file mode 100644
index 00000000..312b6c18
--- /dev/null
+++ b/docs/architecture/package-structure-full.md
@@ -0,0 +1,245 @@
+# Package Structure (full)
+
+```
+📦 easydiffraction
+├── 📁 analysis
+│   ├── 📁 calculators
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 base.py
+│   │   │   └── 🏷️ class CalculatorBase
+│   │   ├── 📄 crysfml.py
+│   │   │   └── 🏷️ class CrysfmlCalculator
+│   │   ├── 📄 cryspy.py
+│   │   │   └── 🏷️ class CryspyCalculator
+│   │   ├── 📄 factory.py
+│   │   │   └── 🏷️ class CalculatorFactory
+│   │   └── 📄 pdffit.py
+│   │       └── 🏷️ class PdffitCalculator
+│   ├── 📁 categories
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 aliases.py
+│   │   │   ├── 🏷️ class Alias
+│   │   │   └── 🏷️ class Aliases
+│   │   ├── 📄 constraints.py
+│   │   │   ├── 🏷️ class Constraint
+│   │   │   └── 🏷️ class Constraints
+│   │   └── 📄 joint_fit_experiments.py
+│   │       ├── 🏷️ class JointFitExperiment
+│   │       └── 🏷️ class JointFitExperiments
+│   ├── 📁 fit_helpers
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 metrics.py
+│   │   ├── 📄 reporting.py
+│   │   │   └── 🏷️ class FitResults
+│   │   └── 📄 tracking.py
+│   │       └── 🏷️ class FitProgressTracker
+│   ├── 📁 minimizers
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 base.py
+│   │   │   └── 🏷️ class MinimizerBase
+│   │   ├── 📄 dfols.py
+│   │   │   └── 🏷️ class DfolsMinimizer
+│   │   ├── 📄 factory.py
+│   │   │   └── 🏷️ class MinimizerFactory
+│   │   └── 📄 lmfit.py
+│   │       └── 🏷️ class LmfitMinimizer
+│   ├── 📄 __init__.py
+│   ├── 📄 analysis.py
+│   │   └── 🏷️ class Analysis
+│   ├── 📄 calculation.py
+│   │   └── 🏷️ class Calculator
+│   └── 📄 fitting.py
+│       └── 🏷️ class Fitter
+├── 📁 core
+│   ├── 📄 __init__.py
+│   ├── 📄 category.py
+│   │   ├── 🏷️ class CategoryItem
+│   │   └── 🏷️ class CategoryCollection
+│   ├── 📄 collection.py
+│   │   └── 🏷️ class CollectionBase
+│   ├── 📄 datablock.py
+│   │   ├── 🏷️ class DatablockItem
+│   │   └── 🏷️ class DatablockCollection
+│   ├── 📄 diagnostic.py
+│   │   └── 🏷️ class Diagnostics
+│   ├── 📄 factory.py
+│   │   └── 🏷️ class FactoryBase
+│   ├── 📄 guard.py
+│   │   └── 🏷️ class GuardedBase
+│   ├── 📄 identity.py
+│   │   └── 🏷️ class Identity
+│   ├── 📄 parameters.py
+│   │   ├── 🏷️ class GenericDescriptorBase
+│   │   ├── 🏷️ class GenericStringDescriptor
+│   │   ├── 🏷️ class GenericNumericDescriptor
+│   │   ├── 🏷️ class GenericParameter
+│   │   ├── 🏷️ class StringDescriptor
+│   │   ├── 🏷️ class NumericDescriptor
+│   │   └── 🏷️ class Parameter
+│   ├── 📄 singletons.py
+│   │   ├── 🏷️ class SingletonBase
+│   │   ├── 🏷️ class UidMapHandler
+│   │   └── 🏷️ class ConstraintsHandler
+│   └── 📄 validation.py
+│       ├── 🏷️ class DataTypes
+│       ├── 🏷️ class ValidationStage
+│       ├── 🏷️ class ValidatorBase
+│       ├── 🏷️ class TypeValidator
+│       ├── 🏷️ class RangeValidator
+│       ├── 🏷️ class MembershipValidator
+│       ├── 🏷️ class RegexValidator
+│       └── 🏷️ class AttributeSpec
+├── 📁 crystallography
+│   ├── 📄 __init__.py
+│   ├── 📄 crystallography.py
+│   └── 📄 space_groups.py
+├── 📁 experiments
+│   ├── 📁 categories
+│   │   ├── 📁 background
+│   │   │   ├── 📄 __init__.py
+│   │   │   ├── 📄 base.py
+│   │   │   │   └── 🏷️ class BackgroundBase
+│   │   │   ├── 📄 chebyshev.py
+│   │   │   │   ├── 🏷️ class PolynomialTerm
+│   │   │   │   └── 🏷️ class ChebyshevPolynomialBackground
+│   │   │   ├── 📄 enums.py
+│   │   │   │   └── 🏷️ class BackgroundTypeEnum
+│   │   │   ├── 📄 factory.py
+│   │   │   │   └── 🏷️ class BackgroundFactory
+│   │   │   └── 📄 line_segment.py
+│   │   │       ├── 🏷️ class LineSegment
+│   │   │       └── 🏷️ class LineSegmentBackground
+│   │   ├── 📁 instrument
+│   │   │   ├── 📄 __init__.py
+│   │   │   ├── 📄 base.py
+│   │   │   │   └── 🏷️ class InstrumentBase
+│   │   │   ├── 📄 cwl.py
+│   │   │   │   └── 🏷️ class CwlInstrument
+│   │   │   ├── 📄 factory.py
+│   │   │   │   └── 🏷️ class InstrumentFactory
+│   │   │   └── 📄 tof.py
+│   │   │       └── 🏷️ class TofInstrument
+│   │   ├── 📁 peak
+│   │   │   ├── 📄 __init__.py
+│   │   │   ├── 📄 base.py
+│   │   │   │   └── 🏷️ class PeakBase
+│   │   │   ├── 📄 cwl.py
+│   │   │   │   ├── 🏷️ class CwlPseudoVoigt
+│   │   │   │   ├── 🏷️ class CwlSplitPseudoVoigt
+│   │   │   │   └── 🏷️ class CwlThompsonCoxHastings
+│   │   │   ├── 📄 cwl_mixins.py
+│   │   │   │   ├── 🏷️ class CwlBroadeningMixin
+│   │   │   │   ├── 🏷️ class EmpiricalAsymmetryMixin
+│   │   │   │   └── 🏷️ class FcjAsymmetryMixin
+│   │   │   ├── 📄 factory.py
+│   │   │   │   └── 🏷️ class PeakFactory
+│   │   │   ├── 📄 tof.py
+│   │   │   │   ├── 🏷️ class TofPseudoVoigt
+│   │   │   │   ├── 🏷️ class TofPseudoVoigtIkedaCarpenter
+│   │   │   │   └── 🏷️ class TofPseudoVoigtBackToBack
+│   │   │   ├── 📄 tof_mixins.py
+│   │   │   │   ├── 🏷️ class TofBroadeningMixin
+│   │   │   │   └── 🏷️ class IkedaCarpenterAsymmetryMixin
+│   │   │   ├── 📄 total.py
+│   │   │   │   └── 🏷️ class TotalGaussianDampedSinc
+│   │   │   └── 📄 total_mixins.py
+│   │   │       └── 🏷️ class TotalBroadeningMixin
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 excluded_regions.py
+│   │   │   ├── 🏷️ class ExcludedRegion
+│   │   │   └── 🏷️ class ExcludedRegions
+│   │   ├── 📄 experiment_type.py
+│   │   │   └── 🏷️ class ExperimentType
+│   │   └── 📄 linked_phases.py
+│   │       ├── 🏷️ class LinkedPhase
+│   │       └── 🏷️ class LinkedPhases
+│   ├── 📁 datastore
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 base.py
+│   │   │   └── 🏷️ class DatastoreBase
+│   │   ├── 📄 factory.py
+│   │   │   └── 🏷️ class DatastoreFactory
+│   │   ├── 📄 pd.py
+│   │   │   └── 🏷️ class PdDatastore
+│   │   └── 📄 sc.py
+│   │       └── 🏷️ class ScDatastore
+│   ├── 📁 experiment
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 base.py
+│   │   │   ├── 🏷️ class ExperimentBase
+│   │   │   └── 🏷️ class PdExperimentBase
+│   │   ├── 📄 bragg_pd.py
+│   │   │   └── 🏷️ class BraggPdExperiment
+│   │   ├── 📄 bragg_sc.py
+│   │   │   └── 🏷️ class BraggScExperiment
+│   │   ├── 📄 enums.py
+│   │   │   ├── 🏷️ class SampleFormEnum
+│   │   │   ├── 🏷️ class ScatteringTypeEnum
+│   │   │   ├── 🏷️ class RadiationProbeEnum
+│   │   │   ├── 🏷️ class BeamModeEnum
+│   │   │   └── 🏷️ class PeakProfileTypeEnum
+│   │   ├── 📄 factory.py
+│   │   │   └── 🏷️ class ExperimentFactory
+│   │   ├── 📄 instrument_mixin.py
+│   │   │   └── 🏷️ class InstrumentMixin
+│   │   └── 📄 total_pd.py
+│   │       └── 🏷️ class TotalPdExperiment
+│   ├── 📄 __init__.py
+│   └── 📄 experiments.py
+│       └── 🏷️ class Experiments
+├── 📁 io
+│   └── 📁 cif
+│       ├── 📄 handler.py
+│       │   └── 🏷️ class CifHandler
+│       └── 📄 serialize.py
+├── 📁 plotting
+│   ├── 📁 plotters
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 plotter_ascii.py
+│   │   │   └── 🏷️ class AsciiPlotter
+│   │   ├── 📄 plotter_base.py
+│   │   │   └── 🏷️ class PlotterBase
+│   │   └── 📄 plotter_plotly.py
+│   │       └── 🏷️ class PlotlyPlotter
+│   ├── 📄 __init__.py
+│   └── 📄 plotting.py
+│       ├── 🏷️ class Plotter
+│       └── 🏷️ class PlotterFactory
+├── 📁 project
+│   ├── 📄 __init__.py
+│   ├── 📄 project.py
+│   │   └── 🏷️ class Project
+│   └── 📄 project_info.py
+│       └── 🏷️ class ProjectInfo
+├── 📁 sample_models
+│   ├── 📁 categories
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 atom_sites.py
+│   │   │   ├── 🏷️ class AtomSite
+│   │   │   └── 🏷️ class AtomSites
+│   │   ├── 📄 cell.py
+│   │   │   └── 🏷️ class Cell
+│   │   └── 📄 space_group.py
+│   │       └── 🏷️ class SpaceGroup
+│   ├── 📁 sample_model
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 base.py
+│   │   │   └── 🏷️ class SampleModelBase
+│   │   └── 📄 factory.py
+│   │       └── 🏷️ class SampleModelFactory
+│   ├── 📄 __init__.py
+│   └── 📄 sample_models.py
+│       └── 🏷️ class SampleModels
+├── 📁 summary
+│   ├── 📄 __init__.py
+│   └── 📄 summary.py
+│       └── 🏷️ class Summary
+├── 📁 utils
+│   ├── 📄 __init__.py
+│   ├── 📄 formatting.py
+│   ├── 📄 logging.py
+│   │   └── 🏷️ class Logger
+│   └── 📄 utils.py
+├── 📄 __init__.py
+└── 📄 __main__.py
+```
diff --git a/docs/architecture/package-structure-short.md b/docs/architecture/package-structure-short.md
new file mode 100644
index 00000000..d664e1b4
--- /dev/null
+++ b/docs/architecture/package-structure-short.md
@@ -0,0 +1,133 @@
+# Package Structure (short)
+
+```
+📦 easydiffraction
+├── 📁 analysis
+│   ├── 📁 calculators
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 base.py
+│   │   ├── 📄 crysfml.py
+│   │   ├── 📄 cryspy.py
+│   │   ├── 📄 factory.py
+│   │   └── 📄 pdffit.py
+│   ├── 📁 categories
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 aliases.py
+│   │   ├── 📄 constraints.py
+│   │   └── 📄 joint_fit_experiments.py
+│   ├── 📁 fit_helpers
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 metrics.py
+│   │   ├── 📄 reporting.py
+│   │   └── 📄 tracking.py
+│   ├── 📁 minimizers
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 base.py
+│   │   ├── 📄 dfols.py
+│   │   ├── 📄 factory.py
+│   │   └── 📄 lmfit.py
+│   ├── 📄 __init__.py
+│   ├── 📄 analysis.py
+│   ├── 📄 calculation.py
+│   └── 📄 fitting.py
+├── 📁 core
+│   ├── 📄 __init__.py
+│   ├── 📄 category.py
+│   ├── 📄 collection.py
+│   ├── 📄 datablock.py
+│   ├── 📄 diagnostic.py
+│   ├── 📄 factory.py
+│   ├── 📄 guard.py
+│   ├── 📄 identity.py
+│   ├── 📄 parameters.py
+│   ├── 📄 singletons.py
+│   └── 📄 validation.py
+├── 📁 crystallography
+│   ├── 📄 __init__.py
+│   ├── 📄 crystallography.py
+│   └── 📄 space_groups.py
+├── 📁 experiments
+│   ├── 📁 categories
+│   │   ├── 📁 background
+│   │   │   ├── 📄 __init__.py
+│   │   │   ├── 📄 base.py
+│   │   │   ├── 📄 chebyshev.py
+│   │   │   ├── 📄 enums.py
+│   │   │   ├── 📄 factory.py
+│   │   │   └── 📄 line_segment.py
+│   │   ├── 📁 instrument
+│   │   │   ├── 📄 __init__.py
+│   │   │   ├── 📄 base.py
+│   │   │   ├── 📄 cwl.py
+│   │   │   ├── 📄 factory.py
+│   │   │   └── 📄 tof.py
+│   │   ├── 📁 peak
+│   │   │   ├── 📄 __init__.py
+│   │   │   ├── 📄 base.py
+│   │   │   ├── 📄 cwl.py
+│   │   │   ├── 📄 cwl_mixins.py
+│   │   │   ├── 📄 factory.py
+│   │   │   ├── 📄 tof.py
+│   │   │   ├── 📄 tof_mixins.py
+│   │   │   ├── 📄 total.py
+│   │   │   └── 📄 total_mixins.py
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 excluded_regions.py
+│   │   ├── 📄 experiment_type.py
+│   │   └── 📄 linked_phases.py
+│   ├── 📁 datastore
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 base.py
+│   │   ├── 📄 factory.py
+│   │   ├── 📄 pd.py
+│   │   └── 📄 sc.py
+│   ├── 📁 experiment
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 base.py
+│   │   ├── 📄 bragg_pd.py
+│   │   ├── 📄 bragg_sc.py
+│   │   ├── 📄 enums.py
+│   │   ├── 📄 factory.py
+│   │   ├── 📄 instrument_mixin.py
+│   │   └── 📄 total_pd.py
+│   ├── 📄 __init__.py
+│   └── 📄 experiments.py
+├── 📁 io
+│   └── 📁 cif
+│       ├── 📄 handler.py
+│       └── 📄 serialize.py
+├── 📁 plotting
+│   ├── 📁 plotters
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 plotter_ascii.py
+│   │   ├── 📄 plotter_base.py
+│   │   └── 📄 plotter_plotly.py
+│   ├── 📄 __init__.py
+│   └── 📄 plotting.py
+├── 📁 project
+│   ├── 📄 __init__.py
+│   ├── 📄 project.py
+│   └── 📄 project_info.py
+├── 📁 sample_models
+│   ├── 📁 categories
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 atom_sites.py
+│   │   ├── 📄 cell.py
+│   │   └── 📄 space_group.py
+│   ├── 📁 sample_model
+│   │   ├── 📄 __init__.py
+│   │   ├── 📄 base.py
+│   │   └── 📄 factory.py
+│   ├── 📄 __init__.py
+│   └── 📄 sample_models.py
+├── 📁 summary
+│   ├── 📄 __init__.py
+│   └── 📄 summary.py
+├── 📁 utils
+│   ├── 📄 __init__.py
+│   ├── 📄 formatting.py
+│   ├── 📄 logging.py
+│   └── 📄 utils.py
+├── 📄 __init__.py
+└── 📄 __main__.py
+```
diff --git a/pixi.lock b/pixi.lock
index cdbb77db..0b02e764 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -9,699 +9,730 @@ environments:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py313h07c4f96_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py313h7033f15_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py313hf01b4d8_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.7-py313hd8ed1ab_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.16-py313h5d5ffb9_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-75.1-he02047a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh82676e8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyhfa0c392_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/jsonpointer-3.0.0-py313h78bf25f_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh31011fe_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-hb9d3cd8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.3-h659f571_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.44-h1423503_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20250104-pl5321h7949ede_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.44-ha97dd6f_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.7.1-hecca717_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.6-h2dba641_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.1.0-h767d61c_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.1.0-h69a702a_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.1.0-h767d61c_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.2.0-h767d61c_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.2.0-h69a702a_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.2.0-h767d61c_7.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.1-hb9d3cd8_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb9d3cd8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.20-h4ab18f5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.50.4-h0c1763c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.1.0-h8f9b012_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.1.0-h4852527_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.1-he9a06e4_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h8f9b012_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.2.0-h4852527_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.2-he9a06e4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libuv-1.51.0-hb03c661_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.2-py313h8060acc_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-24.4.1-heeeca48_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.2-h26f9b46_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-24.9.0-heeeca48_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.4-h26f9b46_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh145f28c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/psutil-7.0.0-py313h07c4f96_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.7-h2b335a9_100_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.7-h4df99d1_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.8-h2b335a9_101_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.2-py313h8060acc_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.1.0-py312hfb55c3c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8c095d6_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.27.1-py313h843e2db_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh0d859eb_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh0d859eb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_hd72426e_102.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.5.2-py313h07c4f96_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h280c20c_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h387f397_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.25.0-py313h54dd161_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb8e6e7a_2.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/b8/9e7175e1fa0ac8e56baa83bf3c214823ce250d0028955dfb23f43d5e61fd/aiohttp-3.12.15-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/02/45b388b49e37933f316e1fb39c0de6fb1d77384b0c8f4cf6af5f2cbe3ea6/aiohttp-3.13.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/09/52/94108adfdd6e2ddf58be64f959a0b9c7d4ef2fa71086c38356d22dc501ea/argon2_cffi_bindings-25.1.0-cp39-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/98/df/0a1755e750013a2081e863e7cd37e0cdd02664372c754e5560099eb7aa44/cffi-2.0.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f5/83/6ab5883f57c9c801ce5e5677242328aa45592be8a00644310a008d04f922/charset_normalizer-3.4.4-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/4b/32/e0f13a1c5b0f8572d0ec6ae2f6c677b7991fafd95da523159c19eff0696a/contourpy-1.3.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/65/6c/f7f59c342359a235559d2bc76b0c73cfc4bac7d61bb0df210965cb1ecffd/coverage-7.11.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b0/d0/89247ec250369fc76db477720a26b2fce7ba079ff1380e4ab4529d2fe233/debugpy-1.8.17-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/dc/47/807e225343ee50f71132bc6185d62230c8f6950e3e6a6e161ae11eed9495/diffpy.pdffit2-1.5.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/f2/9f/bf231c2a3fac99d1d7f1d89c76594f158693f981a4aa02be406e9f036832/fonttools-4.59.2-cp313-cp313-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/72/31/bc8c5c99c7818293458fe745dab4fd5730ff49697ccc82b554eb69f16a24/frozenlist-1.7.0-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2d/8b/371ab3cec97ee3fe1126b3406b7abd60c8fec8975fd79a3c75cdea0c3d83/fonttools-4.60.1-cp313-cp313-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d5/4e/e4691508f9477ce67da2015d8c00acd751e6287739123113a9fca6f1604e/frozenlist-1.8.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/db/9e/024450978a674b2f021aa1f46b6fa73823713c7fe8b5d713fbd6defdb157/gemmi-0.7.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/ee/43/3cecdc0349359e1a527cbf2e3e28e5f8f06d3343aaf82ca13437a9aa290f/greenlet-3.2.4-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/e7/ec/86f59025306dcc6deee5fda54d980d077075b8d9889aac80f158bd585f1b/h5py-3.14.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/69/4402ea66272dacc10b298cca18ed73e1c0791ff2ae9ed218d3859f9698ac/h5py-3.15.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e9/e9/f218a2cb3a9ffbe324ca29a9e399fa2d2866d7f348ec3a88df87fc248fc5/kiwisolver-1.4.9-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e5/b8/9eea6630198cb303d131d95d285a024b3b8645b1763a2916fddb44ca8760/matplotlib-3.10.6-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/21/9b05698b46f218fc0e118e1f8168395c65c8a2c750ae2bab54fc4bd4e0e8/markupsafe-3.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/22/ff/6425bf5c20d79aa5b959d1ce9e65f599632345391381c9a104133fe0b171/matplotlib-3.10.7-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5d/ba/459f18c16f2b3fc1a1ca871f72f07d70c07bf768ad0a507a698b8052ac58/msgpack-1.1.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/9d/87/bc14f49bc95c4cb0dd0a8c56028a67c014ee7e6818ccdce74a4862af259b/msgspec-0.19.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/80/e5/5e22c5bf96a64bdd43518b1834c6d95a4922cc2066b7d8e467dae9b6cee6/multidict-6.6.4-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/9a/a5/bf3db6e66c4b160d6ea10b534c381a1955dfab34cb1017ea93aa33c70ed3/numpy-2.3.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/8f/52/0634adaace9be2d8cac9ef78f05c47f3a675882e068438b9d7ec7ef0c13f/pandas-2.3.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/d5/1c/a2a29649c0b1983d3ef57ee87a66487fdeb45132df66ab30dd37f7dbe162/pillow-11.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/2d/f0b184fa88d6630aa267680bdb8623fb69cb0d024b8c6f0d23f9a0f406d3/multidict-6.7.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/7e/7d306ff7cb143e6d975cfa7eb98a93e73495c4deabb7d1b5ecf09ea0fd69/numpy-2.3.4-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/07/284f757f63f8a8d69ed4472bfd85122bd086e637bf4ed09de572d575a693/pandas-2.3.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/38/57/755dbd06530a27a5ed74f8cb0a7a44a21722ebf318edbe67ddbd7fb28f88/pillow-12.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/af/81/b324c44ae60c56ef12007105f1460d5c304b0626ab0cc6b07c8f2a9aa0b8/propcache-0.3.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/8b/544bc867e24e1bd48f3118cecd3b05c694e160a168478fa28770f22fd094/propcache-0.4.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/9d/de/04c8c61232f7244aa0a4b9a9fbd63a89d5aeaf94b2fc9d1d16e2faa5cbb0/psutil-7.1.0-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/a5/a8c7562ec39f2647245b52ea4aeb13b5b125b3f48c0c152e9ebce7047a0a/pycifrw-5.0.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/74/27/e5b8f34d02d9995b80abcef563ea1f8b56d20134d8f4e5e81733b1feceb2/pyyaml-6.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/9b/c108cdb55560eaf253f0cbdb61b29971e9fb34d9c3499b0e96e4e60ed8a5/pyzmq-27.1.0-cp312-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/36/0a14aebbaa26fe7fab4780c76f2239e76cc95a0090bdb25e31d95c492fcd/rpds_py-0.27.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/29/b4/4cd6a4331e999fc05d9d77729c95503f99eae3ba1160469f2b64866964e3/ruff-0.14.0-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/da/6a/1a927b14ddc7714111ea51f4e568203b2bb6ed59bdd036d62127c1a360c8/scipy-1.16.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/dc/29/11ae2c2b981de60187f7cbc84277d9d21f101093d1b2e945c63774477aba/sqlalchemy-2.0.43-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b9/96/c6105ed9a880abe346b64d3b6ddef269ddfcab04f7f3d90a0bf3c5a88e82/sqlalchemy-2.0.44-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d5/f4/0fbd014909748706c01d16824eadb0307115f9562a15cbb012cd9b3512c5/tomli-2.3.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/41/fb15f06e33d7430ca89420283a8762a4e6b8025b800ea51796ab5e6d9559/tornado-6.5.2-cp39-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/8f/35/cb47d2d07a383c07b0e5043c6fe5555f0fd79683c6d7f9760222987c8be9/uv-0.8.17-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/82/45/488417c6c0127c00bcdfac3556ae2ea0597df8245fe5f9bcfda35ebdbe85/uv-0.9.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b5/e8/dbf020b4d98251a9860752a094d09a65e1b436ad181faf929983f697048f/watchdog-6.0.0-py3-none-manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/af/44/46407d7f7a56e9a85a4c207724c9f2c545c060380718eea9088f222ba697/yarl-1.20.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/11/c9/cd8538dc2e7727095e0c1d867bad1e40c98f37763e6d995c1939f5fdc7b1/yarl-1.22.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
       osx-64:
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/appnope-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/argon2-cffi-bindings-25.1.0-py313h585f44e_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py313h253db18_4.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-h500dc9f_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py313he20ea1e_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.7-py313hd8ed1ab_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/debugpy-1.8.16-py313h03db916_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/icu-75.1-h120a0e1_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh92f572d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyhfa0c392_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/jsonpointer-3.0.0-py313habf4b1d_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh31011fe_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/krb5-1.21.3-h37d8d59_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-21.1.1-h3d58e20_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libedit-3.1.20250104-pl5321ha958ccf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-21.1.3-h3d58e20_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libexpat-2.7.1-h21dd04a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libffi-3.4.6-h281671d_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/liblzma-5.8.1-hd471939_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libmpdec-4.0.0-h6e16a3a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libsodium-1.0.20-hfdf4475_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libsqlite-3.50.4-h39a8b3b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libuv-1.51.0-h58003a5_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libzlib-1.3.1-hd23fc13_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/markupsafe-3.0.2-py313h717bdf5_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ncurses-6.5-h0622a9a_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/nodejs-24.4.1-h2e7699b_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.5.2-h6e31bce_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/nodejs-24.9.0-h09bb5a9_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.5.4-h230baf5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh145f28c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/psutil-7.0.0-py313h585f44e_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-core-11.1-py313h6971d95_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-framework-cocoa-11.1-py313h55ae1d7_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.7-h5eba815_100_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.7-h4df99d1_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.8-h2bd861f_101_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyyaml-6.0.2-py313h717bdf5_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyzmq-27.1.0-py312hb7d603e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/readline-8.2-h7cca4af_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/rpds-py-0.27.1-py313h66e1e84_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh31c8845_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh31c8845_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/tk-8.6.13-hf689a15_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/tornado-6.5.2-py313h585f44e_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h4132b18_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h6c33b1e_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.25.0-py313hcb05632_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-h8210216_2.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/b5/2a/7495a81e39a998e400f3ecdd44a62107254803d1681d9189be5c2e4530cd/aiohttp-3.12.15-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/13/18/1ac95683e1c1d48ef4503965c96f5401618a04c139edae12e200392daae8/aiohttp-3.13.0-cp313-cp313-macosx_10_13_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0a/08/a9bebdb2e0e602dde230bdde8021b29f71f7841bd54801bcfd514acb5dcf/argon2_cffi_bindings-25.1.0-cp39-abi3-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4b/8d/a0a47a0c9e413a658623d014e91e74a50cdd2c423f7ccfd44086ef767f90/cffi-2.0.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/97/45/4b3a1239bbacd321068ea6e7ac28875b03ab8bc0aa0966452db17cd36714/charset_normalizer-3.4.4-cp313-cp313-macosx_10_13_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/35/0167aad910bbdb9599272bd96d01a9ec6852f36b9455cf2ca67bd4cc2d23/contourpy-1.3.3-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/7f/85e4dfe65e400645464b25c036a26ac226cf3a69d4a50c3934c532491cdd/coverage-7.11.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b0/d0/89247ec250369fc76db477720a26b2fce7ba079ff1380e4ab4529d2fe233/debugpy-1.8.17-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/ed/a1/1aec6b9c471074a184c93ffe95fa16593ebd96a017b1a08a4aebed5cd6c6/diffpy.pdffit2-1.5.1-cp313-cp313-macosx_13_0_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/76/be/fc5fe58dd76af7127b769b68071dbc32d4b95adc8b58d1d28d42d93c90f2/fonttools-4.59.2-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/83/2e/5b70b6a3325363293fe5fc3ae74cdcbc3e996c2a11dde2fd9f1fb0776d19/frozenlist-1.7.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d6/8a/de9cc0540f542963ba5e8f3a1f6ad48fa211badc3177783b9d5cadf79b5d/fonttools-4.60.1-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/30/ba/b0b3de23f40bc55a7057bd38434e25c34fa48e17f20ee273bbde5e0650f3/frozenlist-1.8.0-cp313-cp313-macosx_10_13_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/93/e2/c45cd48ec7cc0f49e182d8a736355a61edf0fc2ac060b90fc822c4fca067/gemmi-0.7.3-cp313-cp313-macosx_10_14_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/49/e8/58c7f85958bda41dafea50497cbd59738c5c43dbbea5ee83d651234398f4/greenlet-3.2.4-cp313-cp313-macosx_11_0_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/6c/c2/7efe82d09ca10afd77cd7c286e42342d520c049a8c43650194928bcc635c/h5py-3.14.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/ca/f0/f44f50c9f5b1a1860261092e3bc91ecdc9acda848a8b8c6abfda4a24dd5c/kiwisolver-1.4.9-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/a0/db/18380e788bb837e724358287b08e223b32bc8dccb3b0c12fa8ca20bc7f3b/matplotlib-3.10.6-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/38/2f/907b9c7bbba283e68f20259574b13d005c121a0fa4c175f9bed27c4597ff/markupsafe-3.0.3-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/02/9c/207547916a02c78f6bdd83448d9b21afbc42f6379ed887ecf610984f3b4e/matplotlib-3.10.7-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6b/31/b46518ecc604d7edf3a4f94cb3bf021fc62aa301f0cb849936968164ef23/msgpack-1.1.2-cp313-cp313-macosx_10_13_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/3c/cb/2842c312bbe618d8fefc8b9cedce37f773cdc8fa453306546dba2c21fd98/msgspec-0.19.0-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/4c/aa/8b6f548d839b6c13887253af4e29c939af22a18591bfb5d0ee6f1931dae8/multidict-6.6.4-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/7d/b9/984c2b1ee61a8b803bf63582b4ac4242cf76e2dbd663efeafcb620cc0ccb/numpy-2.3.3-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/27/64/a2f7bf678af502e16b472527735d168b22b7824e45a4d7e96a4fbb634b59/pandas-2.3.2-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/01/f4/91d5b3ffa718df2f53b0dc109877993e511f4fd055d7e9508682e8aba092/pillow-11.3.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/1c/eb97db117a1ebe46d457a3d235a7b9d2e6dcab174f42d1b67663dd9e5371/multidict-6.7.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/57/7e/b72610cc91edf138bc588df5150957a4937221ca6058b825b4725c27be62/numpy-2.3.4-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/4b/18b035ee18f97c1040d94debd8f2e737000ad70ccc8f5513f4eefad75f4b/pandas-2.3.3-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/a4/a0a31467e3f83b94d37568294b01d22b43ae3c5d85f2811769b9c66389dd/pillow-12.0.0-cp313-cp313-macosx_10_13_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/61/99/d606cb7986b60d89c36de8a85d58764323b3a5ff07770a99d8e993b3fa73/propcache-0.3.2-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8b/e8/677a0025e8a2acf07d3418a2e7ba529c9c33caf09d3c1f25513023c1db56/propcache-0.4.1-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/46/62/ce4051019ee20ce0ed74432dd73a5bb087a6704284a470bb8adff69a0932/psutil-7.1.0-cp36-abi3-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/87/0d/6af0bb9a45c771ffccd5c4c035c57ac9005e711b1191ddad1dd954187cfe/pycifrw-5.0.1-cp313-cp313-macosx_10_13_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d1/11/0fd08f8192109f7169db964b5707a2f1e8b745d4e239b784a5a1dd80d1db/pyyaml-6.0.3-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/e7/038aab64a946d535901103da16b953c8c9cc9c961dadcbf3609ed6428d23/pyzmq-27.1.0-cp312-abi3-macosx_10_15_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/77/610aeee8d41e39080c7e14afa5387138e3c9fa9756ab893d09d99e7d8e98/rpds_py-0.27.1-cp313-cp313-macosx_10_12_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/40/e2392f445ed8e02aa6105d49db4bfff01957379064c30f4811c3bf38aece/ruff-0.14.0-py3-none-macosx_10_12_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/c1/27/c5b52f1ee81727a9fc457f5ac1e9bf3d6eab311805ea615c83c27ba06400/scipy-1.16.2-cp313-cp313-macosx_10_14_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/41/1c/a7260bd47a6fae7e03768bf66451437b36451143f36b285522b865987ced/sqlalchemy-2.0.43-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/45/d3/c67077a2249fdb455246e6853166360054c331db4613cda3e31ab1cadbef/sqlalchemy-2.0.44-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/89/48/06ee6eabe4fdd9ecd48bf488f4ac783844fd777f547b8d1b61c11939974e/tomli-2.3.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f2/b5/9b575a0ed3e50b00c40b08cbce82eb618229091d09f6d14bce80fc01cb0b/tornado-6.5.2-cp39-abi3-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/65/34/609b72034df0c62bcfb0c0ad4b11e2b55e537c0f0817588b5337d3dcca71/uv-0.8.17-py3-none-macosx_10_12_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d0/1a/8e68d0020c29f6f329a265773c23b0c01e002794ea884b8bdbd594c7ea97/uv-0.9.3-py3-none-macosx_10_12_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/83/cdf13902c626b28eedef7ec4f10745c52aad8a8fe7eb04ed7b1f111ca20e/watchdog-6.0.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/b2/27/584394e1cb76fb771371770eccad35de400e7b434ce3142c2dd27392c968/yarl-1.20.1-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/01/88/04d98af0b47e0ef42597b9b28863b9060bb515524da0a65d5f4db160b2d5/yarl-1.22.0-cp313-cp313-macosx_10_13_x86_64.whl
       osx-arm64:
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/appnope-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/argon2-cffi-bindings-25.1.0-py313hcdf3177_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py313hb4b7877_4.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-hd037594_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/cffi-1.17.1-py313h755b2b2_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.7-py313hd8ed1ab_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/debugpy-1.8.16-py313hab38a8b_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/icu-75.1-hfee45f7_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh92f572d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyhfa0c392_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/jsonpointer-3.0.0-py313h8f79df9_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh31011fe_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/krb5-1.21.3-h237132a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-21.1.1-hf598326_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libedit-3.1.20250104-pl5321hafb1f1b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-21.1.3-hf598326_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.7.1-hec049ff_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.4.6-h1da3d7d_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblzma-5.8.1-h39f12f2_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libmpdec-4.0.0-h5505292_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsodium-1.0.20-h99b78c6_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsqlite-3.50.4-h4237e3c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libuv-1.51.0-h6caf38d_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libzlib-1.3.1-h8359307_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/markupsafe-3.0.2-py313ha9b7d5b_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ncurses-6.5-h5e97a16_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/nodejs-24.4.1-hab9d20b_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.5.2-he92f556_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.5.4-h5503f6c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh145f28c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/psutil-7.0.0-py313hcdf3177_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-core-11.1-py313had225c5_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-framework-cocoa-11.1-py313h4e140e3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.7-h5c937ed_100_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.7-h4df99d1_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.8-h09175d0_101_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyyaml-6.0.2-py313ha9b7d5b_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyzmq-27.1.0-py312hd65ceae_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/readline-8.2-h1d1bf99_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/rpds-py-0.27.1-py313h80e0809_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh31c8845_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh31c8845_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-h892fb3f_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tornado-6.5.2-py313hcdf3177_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h925e9cb_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-h888dc83_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.25.0-py313h9734d34_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-h6491c7d_2.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/49/fc/a9576ab4be2dcbd0f73ee8675d16c707cfc12d5ee80ccf4015ba543480c9/aiohttp-3.12.15-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/fd/79/ef0d477c771a642d1a881b92d226314c43d3c74bc674c93e12e679397a97/aiohttp-3.13.0-cp313-cp313-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b6/02/d297943bcacf05e4f2a94ab6f462831dc20158614e5d067c35d4e63b9acb/argon2_cffi_bindings-25.1.0-cp39-abi3-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4a/d2/a6c0296814556c68ee32009d9c2ad4f85f2707cdecfd7727951ec228005d/cffi-2.0.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/97/45/4b3a1239bbacd321068ea6e7ac28875b03ab8bc0aa0966452db17cd36714/charset_normalizer-3.4.4-cp313-cp313-macosx_10_13_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/96/e4/7adcd9c8362745b2210728f209bfbcf7d91ba868a2c5f40d8b58f54c509b/contourpy-1.3.3-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/96/5d/dc5fa98fea3c175caf9d360649cb1aa3715e391ab00dc78c4c66fabd7356/coverage-7.11.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b0/d0/89247ec250369fc76db477720a26b2fce7ba079ff1380e4ab4529d2fe233/debugpy-1.8.17-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/d9/e96af817e50310f9891dd67399e8e9fd651b21a7c8be13ed21d04ceaeb61/diffpy.pdffit2-1.5.1-cp313-cp313-macosx_13_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/13/7b/d0d3b9431642947b5805201fbbbe938a47b70c76685ef1f0cb5f5d7140d6/fonttools-4.59.2-cp313-cp313-macosx_10_13_universal2.whl
-      - pypi: https://files.pythonhosted.org/packages/f4/25/a0895c99270ca6966110f4ad98e87e5662eab416a17e7fd53c364bf8b954/frozenlist-1.7.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7c/5b/cdd2c612277b7ac7ec8c0c9bc41812c43dc7b2d5f2b0897e15fdf5a1f915/fonttools-4.60.1-cp313-cp313-macosx_10_13_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0c/ab/6e5080ee374f875296c4243c381bbdef97a9ac39c6e3ce1d5f7d42cb78d6/frozenlist-1.8.0-cp313-cp313-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/60/06/6e3a083a02d2a1b7da69dce5538d51b4a83dc308e3ea9e21edcf324e10de/gemmi-0.7.3-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/4f/31/f570fab1239b0d9441024b92b6ad03bb414ffa69101a985e4c83d37608bd/h5py-3.14.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/2d/7a/9d90a151f558e29c3936b8a47ac770235f436f2120aca41a6d5f3d62ae8d/kiwisolver-1.4.9-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/d3/0f/38dd49445b297e0d4f12a322c30779df0d43cb5873c7847df8a82e82ec67/matplotlib-3.10.6-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/9c/d9/5f7756922cdd676869eca1c4e3c0cd0df60ed30199ffd775e319089cb3ed/markupsafe-3.0.3-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/bc/d0/b3d3338d467d3fc937f0bb7f256711395cae6f78e22cef0656159950adf0/matplotlib-3.10.7-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/dc/c385f38f2c2433333345a82926c6bfa5ecfff3ef787201614317b58dd8be/msgpack-1.1.2-cp313-cp313-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/58/95/c40b01b93465e1a5f3b6c7d91b10fb574818163740cc3acbe722d1e0e7e4/msgspec-0.19.0-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/eb/c6/f5e97e5d99a729bc2aa58eb3ebfa9f1e56a9b517cc38c60537c81834a73f/multidict-6.6.4-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/a6/e4/07970e3bed0b1384d22af1e9912527ecbeb47d3b26e9b6a3bced068b3bea/numpy-2.3.3-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/54/4c/c3d21b2b7769ef2f4c2b9299fcadd601efa6729f1357a8dbce8dd949ed70/pandas-2.3.2-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/f9/0e/37d7d3eca6c879fbd9dba21268427dffda1ab00d4eb05b32923d4fbe3b12/pillow-11.3.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/d8/6c3442322e41fb1dd4de8bd67bfd11cd72352ac131f6368315617de752f1/multidict-6.7.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3e/46/bdd3370dcea2f95ef14af79dbf81e6927102ddf1cc54adc0024d61252fd9/numpy-2.3.4-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/31/94/72fac03573102779920099bcac1c3b05975c2cb5f01eac609faf34bed1ca/pandas-2.3.3-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/83/06/48eab21dd561de2914242711434c0c0eb992ed08ff3f6107a5f44527f5e9/pillow-12.0.0-cp313-cp313-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/8c/96/ef98f91bbb42b79e9bb82bdd348b255eb9d65f14dbbe3b1594644c4073f7/propcache-0.3.2-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/89/a4/92380f7ca60f99ebae761936bc48a72a639e8a47b29050615eef757cb2a7/propcache-0.4.1-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/38/61/f76959fba841bf5b61123fbf4b650886dc4094c6858008b5bf73d9057216/psutil-7.1.0-cp36-abi3-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/83/81/bdd4bfabe70b7c9a8c0716a722ced4ebd27311afd1f4800cd405d3229c1b/pycifrw-5.0.1-cp313-cp313-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/16/95309993f1d3748cd644e02e38b75d50cbc0d9561d21f390a76242ce073f/pyyaml-6.0.3-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/e7/038aab64a946d535901103da16b953c8c9cc9c961dadcbf3609ed6428d23/pyzmq-27.1.0-cp312-abi3-macosx_10_15_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/fc/c43765f201c6a1c60be2043cbdb664013def52460a4c7adace89d6682bf4/rpds_py-0.27.1-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/75/da/2a656ea7c6b9bd14c7209918268dd40e1e6cea65f4bb9880eaaa43b055cd/ruff-0.14.0-py3-none-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/32/a9/15c20d08e950b540184caa8ced675ba1128accb0e09c653780ba023a4110/scipy-1.16.2-cp313-cp313-macosx_12_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/8e/84/8a337454e82388283830b3586ad7847aa9c76fdd4f1df09cdd1f94591873/sqlalchemy-2.0.43-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2b/91/eabd0688330d6fd114f5f12c4f89b0d02929f525e6bf7ff80aa17ca802af/sqlalchemy-2.0.44-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/01/88793757d54d8937015c75dcdfb673c65471945f6be98e6a0410fba167ed/tomli-2.3.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/48/6a7529df2c9cc12efd2e8f5dd219516184d703b34c06786809670df5b3bd/tornado-6.5.2-cp39-abi3-macosx_10_9_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/b6/bc/9417df48f0c18a9d54c2444096e03f2f56a3534c5b869f50ac620729cbc8/uv-0.8.17-py3-none-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/25/6df8be6cd549200e80d19374579689fda39b18735afde841345284fb113d/uv-0.9.3-py3-none-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fe/c4/225c87bae08c8b9ec99030cd48ae9c4eca050a59bf5c2255853e18c87b50/watchdog-6.0.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/bf/9a/3246ae92d4049099f52d9b0fe3486e3b500e29b7ea872d0f152966fc209d/yarl-1.20.1-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/18/91/3274b215fd8442a03975ce6bee5fe6aa57a8326b29b9d3d56234a1dca244/yarl-1.22.0-cp313-cp313-macosx_11_0_arm64.whl
       win-64:
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/argon2-cffi-bindings-25.1.0-py313h5ea7bf4_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py313hfe59770_4.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h0ad9c76_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-h4c7d964_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/cffi-1.17.1-py313h5ea7bf4_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.7-py313hd8ed1ab_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/debugpy-1.8.16-py313h927ade5_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-h4c7d964_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/icu-75.1-he0c23c2_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh3521513_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyh6be1c34_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/jsonpointer-3.0.0-py313hfa70ccb_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh5737063_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/krb5-1.21.3-hdf4eb48_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libblas-3.9.0-35_h5709861_mkl.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libcblas-3.9.0-35_h2a3cdd5_mkl.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libexpat-2.7.1-hac47afa_0.conda
@@ -710,155 +741,242 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/libiconv-1.18-hc1393d2_2.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/liblzma-5.8.1-h2466b09_2.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libmpdec-4.0.0-h2466b09_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libsodium-1.0.20-hc70643c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libsqlite-3.50.4-hf5d6505_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libwinpthread-12.0.0.r4.gg4f2fc60ca-h57928b3_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-16-2.15.0-h06f855e_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-2.15.0-ha29bfb0_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libwinpthread-12.0.0.r4.gg4f2fc60ca-h57928b3_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-16-2.15.0-h06f855e_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-2.15.0-ha29bfb0_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libzlib-1.3.1-h2466b09_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/llvm-openmp-20.1.8-hfa2b4ca_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/markupsafe-3.0.2-py313hb4c8b1a_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/llvm-openmp-21.1.3-hfa2b4ca_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/mkl-2024.2.2-h57928b3_16.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-24.4.1-he453025_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.5.2-h725018a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-24.9.0-he453025_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.5.4-h725018a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh145f28c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/psutil-7.0.0-py313h5ea7bf4_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyh09c184e_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.7-hdf00ec1_100_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.7-h4df99d1_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.8-hdf00ec1_101_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pywin32-311-py313h40c08fc_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pywinpty-2.0.15-py313h5813708_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pyyaml-6.0.2-py313hb4c8b1a_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pyzmq-27.1.0-py312hbb5da91_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/rpds-py-0.27.1-py313hfbe8231_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh5737063_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/tbb-2021.13.0-h18a62a1_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh5737063_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h2c6b04d_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/tornado-6.5.2-py313h5ea7bf4_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h41ae7f8_31.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.44.35208-h818238b_31.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_31.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/win_inet_pton-1.1.0-pyh7428d3b_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/winpty-0.4.3-4.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h6a83c73_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-h5bddc39_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.25.0-py313h5fd188c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-hbeecb71_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h2b53caa_32.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.44.35208-h818238b_32.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_32.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/1b/8e/78ee35774201f38d5e1ba079c9958f7629b1fd079459aea9467441dbfbf5/aiohttp-3.12.15-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/c9/58/afab7f2b9e7df88c995995172eb78cae8a3d5a62d5681abaade86b3f0089/aiohttp-3.13.0-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/c6/a759ece8f1829d1f162261226fbfd2c6832b3ff7657384045286d2afa384/argon2_cffi_bindings-25.1.0-cp39-abi3-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/37/18/6519e1ee6f5a1e579e04b9ddb6f1676c17368a7aba48299c3759bbc3c8b3/cffi-2.0.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c4/26/b9924fa27db384bdcd97ab83b4f0a8058d96ad9626ead570674d5e737d90/charset_normalizer-3.4.4-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/18/0b/0098c214843213759692cc638fce7de5c289200a830e5035d1791d7a2338/contourpy-1.3.3-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ff/d5/226daadfd1bf8ddbccefbd3aa3547d7b960fb48e1bdac124e2dd13a2b71a/coverage-7.11.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/46/11/18c79a1cee5ff539a94ec4aa290c1c069a5580fd5cfd2fb2e282f8e905da/debugpy-1.8.17-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8e/93/8239b7cd3bb4c134295c1c07318c6fac06fe920b0f615787bb67738e867a/diffpy.pdffit2-1.5.1-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/ea/a9/be7219fc64a6026cc0aded17fa3720f9277001c185434230bd351bf678e6/fonttools-4.59.2-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/35/89/a487a98d94205d85745080a37860ff5744b9820a2c9acbcdd9440bfddf98/frozenlist-1.7.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/75/4d/b022c1577807ce8b31ffe055306ec13a866f2337ecee96e75b24b9b753ea/fonttools-4.60.1-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/cf/174c91dbc9cc49bc7b7aab74d8b734e974d1faa8f191c74af9b7e80848e6/frozenlist-1.8.0-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/28/38/c5c1b52c16ef70b9e7e0392f6298b93dd17783c3c34a92512825b1617841/gemmi-0.7.3-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/0b/55/2321e43595e6801e105fcfdee02b34c0f996eb71e6ddffca6b10b7e1d771/greenlet-3.2.4-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/3f/6d/0084ed0b78d4fd3e7530c32491f2884140d9b06365dac8a08de726421d4a/h5py-3.14.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e5/ea/fbb258a98863f99befb10ed727152b4ae659f322e1d9c0576f8a62754e81/h5py-3.15.1-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/75/bd/f1a5d894000941739f2ae1b65a32892349423ad49c2e6d0771d0bad3fae4/kiwisolver-1.4.9-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/ff/1d/70c28528794f6410ee2856cd729fa1f1756498b8d3126443b0a94e1a8695/matplotlib-3.10.6-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/05/73/c4abe620b841b6b791f2edc248f556900667a5a1cf023a6646967ae98335/markupsafe-3.0.3-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/b6/23064a96308b9aeceeffa65e96bcde459a2ea4934d311dee20afde7407a0/matplotlib-3.10.7-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/74/07/1ed8277f8653c40ebc65985180b007879f6a836c525b3885dcc6448ae6cb/msgpack-1.1.2-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/23/d8/f15b40611c2d5753d1abb0ca0da0c75348daf1252220e5dda2867bd81062/msgspec-0.19.0-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/9d/34/746696dffff742e97cd6a23da953e55d0ea51fa601fa2ff387b3edcfaa2c/multidict-6.6.4-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/1b/b5/263ebbbbcede85028f30047eab3d58028d7ebe389d6493fc95ae66c636ab/numpy-2.3.3-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/22/3c/f2af1ce8840ef648584a6156489636b5692c162771918aa95707c165ad2b/pandas-2.3.2-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/23/85/397c73524e0cd212067e0c969aa245b01d50183439550d24d9f55781b776/pillow-11.3.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/32/31/75c59e7d3b4205075b4c183fa4ca398a2daf2303ddf616b04ae6ef55cffe/multidict-6.7.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/09/97/fd421e8bc50766665ad35536c2bb4ef916533ba1fdd053a62d96cc7c8b95/numpy-2.3.4-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/c7/e54682c96a895d0c808453269e0b5928a07a127a15704fedb643e9b0a4c8/pandas-2.3.3-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6d/2a/dd43dcfd6dae9b6a49ee28a8eedb98c7d5ff2de94a5d834565164667b97b/pillow-12.0.0-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/d3/f5/b369e026b09a26cd77aa88d8fffd69141d2ae00a2abaaf5380d2603f4b7f/propcache-0.3.2-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f5/ab/f76ec3c3627c883215b5c8080debb4394ef5a7a29be811f786415fc1e6fd/propcache-0.4.1-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/e9/b44c4f697276a7a95b8e94d0e320a7bf7f3318521b23de69035540b39838/psutil-7.1.0-cp37-abi3-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/9f/9b/50835e8fd86073fa7aa921df61b4cebc1f0ff400e4338541675cb72b5507/pycifrw-5.0.1-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e3/28/e0a1909523c6890208295a29e05c2adb2126364e289826c0a8bc7297bd5c/pywin32-311-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/19/b757fe28008236a4a713e813283721b8a40aa60cd7d3f83549f2e25a3155/pywinpty-3.0.2-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/97/c9/39d5b874e8b28845e4ec2202b5da735d0199dbe5b8fb85f91398814a9a46/pyyaml-6.0.3-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/7f/a21b20d577e4100c6a41795842028235998a643b1ad406a6d4163ea8f53e/pyzmq-27.1.0-cp312-abi3-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ce/2c/5867b14a81dc217b56d95a9f2a40fdbc56a1ab0181b80132beeecbd4b2d6/rpds_py-0.27.1-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/41/77/56cf9cf01ea0bfcc662de72540812e5ba8e9563f33ef3d37ab2174892c47/ruff-0.14.0-py3-none-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/a1/57/0f38e396ad19e41b4c5db66130167eef8ee620a49bc7d0512e3bb67e0cab/scipy-1.16.2-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/ac/a5/ca2f07a2a201f9497de1928f787926613db6307992fe5cda97624eb07c2f/sqlalchemy-2.0.43-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/51/665617fe4f8c6450f42a6d8d69243f9420f5677395572c2fe9d21b493b7b/sqlalchemy-2.0.44-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b2/b7/718cd1da0884f281f95ccfa3a6cc572d30053cba64603f79d431d3c9b61b/tomli-2.3.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/2a/f609b420c2f564a748a2d80ebfb2ee02a73ca80223af712fca591386cafb/tornado-6.5.2-cp39-abi3-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/1a/c4/0082f437bac162ab95e5a3a389a184c122d45eb5593960aab92fdf80374b/uv-0.8.17-py3-none-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/87/cd/667f6249a9a3a8d2d7ba1aa72db6b1fc6cdaf7b0d7aeda43478702e2a13e/uv-0.9.3-py3-none-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d9/c495884c6e548fce18a8f40568ff120bc3a4b7b99813081c8ac0c936fa64/watchdog-6.0.0-py3-none-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/ba/ba/39b1ecbf51620b40ab402b0fc817f0ff750f6d92712b44689c2c215be89d/yarl-1.20.1-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/9a/ee/450914ae11b419eadd067c6183ae08381cfdfcb9798b90b2b713bbebddda/yarl-1.22.0-cp313-cp313-win_amd64.whl
   py311-dev:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
@@ -868,691 +986,732 @@ environments:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py311h49ec1c0_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py311h1ddb823_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py311h5b438cf_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.16-py311hc665b79_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-75.1-he02047a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh82676e8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyhfa0c392_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/jsonpointer-3.0.0-py311h38be061_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh31011fe_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-hb9d3cd8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.3-h659f571_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.44-h1423503_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20250104-pl5321h7949ede_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.44-ha97dd6f_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.7.1-hecca717_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.6-h2dba641_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.1.0-h767d61c_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.1.0-h69a702a_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.1.0-h767d61c_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.2.0-h767d61c_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.2.0-h69a702a_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.2.0-h767d61c_7.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.1-hb9d3cd8_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libnsl-2.0.1-hb9d3cd8_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.20-h4ab18f5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.50.4-h0c1763c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.1.0-h8f9b012_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.1.0-h4852527_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.1-he9a06e4_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h8f9b012_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.2.0-h4852527_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.2-he9a06e4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libuv-1.51.0-hb03c661_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libxcrypt-4.4.36-hd590300_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.2-py311h2dc5d0c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-24.4.1-heeeca48_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.2-h26f9b46_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-24.9.0-heeeca48_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.4-h26f9b46_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh8b19718_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/psutil-7.0.0-py311h49ec1c0_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.11.13-h9e4cc4f_0_cpython.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.11-8_cp311.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.2-py311h2dc5d0c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.1.0-py311h2315fbb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.11.14-hfe2f287_1_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8c095d6_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.27.1-py311h902ca64_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh0d859eb_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh0d859eb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_hd72426e_102.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.5.2-py311h49ec1c0_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/wheel-0.45.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h280c20c_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h387f397_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.25.0-py311haee01d2_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb8e6e7a_2.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/c6/82/1ddf0ea4f2f3afe79dffed5e8a246737cff6cbe781887a6a170299e33204/aiohttp-3.12.15-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/51/6d/7b1e020fe1d2a2be7cf0ce5e35922f345e3507cf337faa1a6563c42065c1/aiohttp-3.13.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/09/52/94108adfdd6e2ddf58be64f959a0b9c7d4ef2fa71086c38356d22dc501ea/argon2_cffi_bindings-25.1.0-cp39-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/55/07/f0b3375bf0d06014e9787797e6b7cc02b38ac9ff9726ccfe834d94e9991e/backrefs-5.9-py311-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/91/500d892b2bf36529a75b77958edfcd5ad8e2ce4064ce2ecfeab2125d72d1/cffi-2.0.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6d/fc/de9cce525b2c5b94b47c70a4b4fb19f871b24995c728e957ee68ab1671ea/charset_normalizer-3.4.4-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5f/4b/6157f24ca425b89fe2eb7e7be642375711ab671135be21e6faa100f7448c/contourpy-1.3.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b8/7a3f1f33b35cc4a6c37e759137533119560d06c0cc14753d1a803be0cd4a/coverage-7.11.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b0/d0/89247ec250369fc76db477720a26b2fce7ba079ff1380e4ab4529d2fe233/debugpy-1.8.17-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/1f/8a/3308fe30660a0a585b7bc4b68b216ce6dc63d69fe9cbff9bd97ca411a8f9/diffpy.pdffit2-1.5.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/69/95/864726eaa8f9d4e053d0c462e64d5830ec7c599cbdf1db9e40f25ca3972e/fonttools-4.59.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/4d/83/220a374bd7b2aeba9d0725130665afe11de347d95c3620b9b82cc2fcab97/frozenlist-1.7.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/d2/9f4e4c4374dd1daa8367784e1bd910f18ba886db1d6b825b12edf6db3edc/fonttools-4.60.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/b1/71a477adc7c36e5fb628245dfbdea2166feae310757dea848d02bd0689fd/frozenlist-1.8.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/e5/4e/55e3410500c274a15b44997a14c16cc0f11b4793fbd90c7fc8b009f83a9f/gemmi-0.7.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/1f/8e/abdd3f14d735b2929290a018ecf133c901be4874b858dd1c604b9319f064/greenlet-3.2.4-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/21/d4/d461649cafd5137088fb7f8e78fdc6621bb0c4ff2c090a389f68e8edc136/h5py-3.14.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8b/23/4ab1108e87851ccc69694b03b817d92e142966a6c4abd99e17db77f2c066/h5py-3.15.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/66/e1/e533435c0be77c3f64040d68d7a657771194a63c279f55573188161e81ca/kiwisolver-1.4.9-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/d3/29/4a8650a3dcae97fa4f375d46efcb25920d67b512186f8a6788b896062a81/matplotlib-3.10.6-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/30/ac/0273f6fcb5f42e314c6d8cd99effae6a5354604d461b8d392b5ec9530a54/markupsafe-3.0.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/10/b7/4aa196155b4d846bd749cf82aa5a4c300cf55a8b5e0dfa5b722a63c0f8a0/matplotlib-3.10.7-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/e0/6cc2e852837cd6086fe7d8406af4294e66827a60a4cf60b86575a4a65ca8/msgpack-1.1.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/85/2e/db7e189b57901955239f7689b5dcd6ae9458637a9c66747326726c650523/msgspec-0.19.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/00/6e/fac58b1072a6fc59af5e7acb245e8754d3e1f97f4f808a6559951f72a0d4/multidict-6.6.4-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/10/a2/010b0e27ddeacab7839957d7a8f00e91206e0c2c47abbb5f35a2630e5387/numpy-2.3.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/8b/ef/0e2ffb30b1f7fbc9a588bd01e3c14a0d96854d09a887e15e30cc19961227/pandas-2.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/f2/2f/d7675ecae6c43e9f12aa8d58b6012683b20b6edfbdac7abcb4e6af7a3784/pillow-11.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/9f/78f8761c2705d4c6d7516faed63c0ebdac569f6db1bef95e0d5218fdc146/multidict-6.7.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bb/32/67e3b0f07b0aba57a078c4ab777a9e8e6bc62f24fb53a2337f75f9691699/numpy-2.3.4-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/ab/fc8290c6a4c722e5514d80f62b2dc4c4df1a68a41d1364e625c35990fcf3/overrides-7.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/c9/63f8d545568d9ab91476b1818b4741f521646cbdd151c6efebf40d6de6f7/pandas-2.3.3-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/1e/db9470f2d030b4995083044cd8738cdd1bf773106819f6d8ba12597d5352/pillow-12.0.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/5d/e6/116ba39448753b1330f48ab8ba927dcd6cf0baea8a0ccbc512dfb49ba670/propcache-0.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/52/6a/57f43e054fb3d3a56ac9fc532bc684fc6169a26c75c353e65425b3e56eef/propcache-0.4.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/9d/de/04c8c61232f7244aa0a4b9a9fbd63a89d5aeaf94b2fc9d1d16e2faa5cbb0/psutil-7.1.0-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/75/35/a44ce3d7c3f52a2a443cae261a05c2affc52fde7f1643974adbef105785f/pycifrw-5.0.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/60/917329f640924b18ff085ab889a11c763e0b573da888e8404ff486657602/pyyaml-6.0.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/c4/2a6fe5111a01005fc7af3878259ce17684fabb8852815eda6225620f3c59/pyzmq-27.1.0-cp311-cp311-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f5/48/64cabb7daced2968dd08e8a1b7988bf358d7bd5bcd5dc89a652f4668543c/rpds_py-0.27.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/29/b4/4cd6a4331e999fc05d9d77729c95503f99eae3ba1160469f2b64866964e3/ruff-0.14.0-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/1a/bc/a5c75095089b96ea72c1bd37a4497c24b581ec73db4ef58ebee142ad2d14/scipy-1.16.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/03/b5/cacf432e6f1fc9d156eca0560ac61d4355d2181e751ba8c0cd9cb232c8c1/sqlalchemy-2.0.43-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/2d/fdb9246d9d32518bda5d90f4b65030b9bf403a935cfe4c36a474846517cb/sqlalchemy-2.0.44-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/89/da/75dfd804fc11e6612846758a23f13271b76d577e299592b4371a4ca4cd09/tomli-2.3.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/41/fb15f06e33d7430ca89420283a8762a4e6b8025b800ea51796ab5e6d9559/tornado-6.5.2-cp39-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/8f/35/cb47d2d07a383c07b0e5043c6fe5555f0fd79683c6d7f9760222987c8be9/uv-0.8.17-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/82/45/488417c6c0127c00bcdfac3556ae2ea0597df8245fe5f9bcfda35ebdbe85/uv-0.9.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b5/e8/dbf020b4d98251a9860752a094d09a65e1b436ad181faf929983f697048f/watchdog-6.0.0-py3-none-manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/00/70/8f78a95d6935a70263d46caa3dd18e1f223cf2f2ff2037baa01a22bc5b22/yarl-1.20.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/46/00/71b90ed48e895667ecfb1eaab27c1523ee2fa217433ed77a73b13205ca4b/yarl-1.22.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
       osx-64:
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/appnope-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/argon2-cffi-bindings-25.1.0-py311h13e5629_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py311h7b20566_4.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-h500dc9f_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py311he66fa18_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/debugpy-1.8.16-py311hc651eee_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/icu-75.1-h120a0e1_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh92f572d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyhfa0c392_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/jsonpointer-3.0.0-py311h6eed73b_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh31011fe_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/krb5-1.21.3-h37d8d59_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-21.1.1-h3d58e20_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libedit-3.1.20250104-pl5321ha958ccf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-21.1.3-h3d58e20_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libexpat-2.7.1-h21dd04a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libffi-3.4.6-h281671d_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/liblzma-5.8.1-hd471939_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libsodium-1.0.20-hfdf4475_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libsqlite-3.50.4-h39a8b3b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libuv-1.51.0-h58003a5_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libzlib-1.3.1-hd23fc13_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/markupsafe-3.0.2-py311ha3cf9ac_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ncurses-6.5-h0622a9a_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/nodejs-24.4.1-h2e7699b_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.5.2-h6e31bce_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/nodejs-24.9.0-h09bb5a9_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.5.4-h230baf5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh8b19718_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/psutil-7.0.0-py311h13e5629_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-core-11.1-py311h2f44256_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-framework-cocoa-11.1-py311hbc8e8a3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.11.13-h9ccd52b_0_cpython.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.11-8_cp311.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyyaml-6.0.2-py311ha3cf9ac_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyzmq-27.1.0-py311h0ab6910_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.11.14-h3999593_1_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/readline-8.2-h7cca4af_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/rpds-py-0.27.1-py311hd3d88a1_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh31c8845_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh31c8845_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/tk-8.6.13-hf689a15_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/tornado-6.5.2-py311h13e5629_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/wheel-0.45.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h4132b18_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h6c33b1e_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.25.0-py311h62e9434_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-h8210216_2.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/71/f9/0a31fcb1a7d4629ac9d8f01f1cb9242e2f9943f47f5d03215af91c3c1a26/aiohttp-3.12.15-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/ae/f9/2d6d93fd57ab4726e18a7cdab083772eda8302d682620fbf2aef48322351/aiohttp-3.13.0-cp311-cp311-macosx_10_9_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0a/08/a9bebdb2e0e602dde230bdde8021b29f71f7841bd54801bcfd514acb5dcf/argon2_cffi_bindings-25.1.0-cp39-abi3-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/55/07/f0b3375bf0d06014e9787797e6b7cc02b38ac9ff9726ccfe834d94e9991e/backrefs-5.9-py311-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/4a/3dfd5f7850cbf0d06dc84ba9aa00db766b52ca38d8b86e3a38314d52498c/cffi-2.0.0-cp311-cp311-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ed/27/c6491ff4954e58a10f69ad90aca8a1b6fe9c5d3c6f380907af3c37435b59/charset_normalizer-3.4.4-cp311-cp311-macosx_10_9_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/91/2e/c4390a31919d8a78b90e8ecf87cd4b4c4f05a5b48d05ec17db8e5404c6f4/contourpy-1.3.3-cp311-cp311-macosx_10_9_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/49/3a/ee1074c15c408ddddddb1db7dd904f6b81bc524e01f5a1c5920e13dbde23/coverage-7.11.0-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b0/d0/89247ec250369fc76db477720a26b2fce7ba079ff1380e4ab4529d2fe233/debugpy-1.8.17-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/85/c6/5cfa31bb0ac6fd0a1370bdced0640eb8821fe6b10ffd5f00dbe77e4721aa/diffpy.pdffit2-1.5.1-cp311-cp311-macosx_13_0_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/57/2a/976f5f9fa3b4dd911dc58d07358467bec20e813d933bc5d3db1a955dd456/fonttools-4.59.2-cp311-cp311-macosx_10_9_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/75/a9/9c2c5760b6ba45eae11334db454c189d43d34a4c0b489feb2175e5e64277/frozenlist-1.7.0-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6b/47/3c63158459c95093be9618794acb1067b3f4d30dcc5c3e8114b70e67a092/fonttools-4.60.1-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/df/b5/7610b6bd13e4ae77b96ba85abea1c8cb249683217ef09ac9e0ae93f25a91/frozenlist-1.8.0-cp311-cp311-macosx_10_9_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/7c/d1/283c9d103b8b605cc4cdbb8e398d314b01b4bac309be03e19f7cecc5a4d9/gemmi-0.7.3-cp311-cp311-macosx_10_14_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a4/de/f28ced0a67749cac23fecb02b694f6473f47686dff6afaa211d186e2ef9c/greenlet-3.2.4-cp311-cp311-macosx_11_0_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/61/1b/ad24a8ce846cf0519695c10491e99969d9d203b9632c4fcd5004b1641c2e/h5py-3.14.0-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a0/c0/27fe1a68a39cf62472a300e2879ffc13c0538546c359b86f149cc19f6ac3/kiwisolver-1.4.9-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/80/d6/5d3665aa44c49005aaacaa68ddea6fcb27345961cd538a98bb0177934ede/matplotlib-3.10.6-cp311-cp311-macosx_10_12_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/08/db/fefacb2136439fc8dd20e797950e749aa1f4997ed584c62cfb8ef7c2be0e/markupsafe-3.0.3-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/bc/0fb489005669127ec13f51be0c6adc074d7cf191075dab1da9fe3b7a3cfc/matplotlib-3.10.7-cp311-cp311-macosx_10_12_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/97/560d11202bcd537abca693fd85d81cebe2107ba17301de42b01ac1677b69/msgpack-1.1.2-cp311-cp311-macosx_10_9_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/24/d4/2ec2567ac30dab072cce3e91fb17803c52f0a37aab6b0c24375d2b20a581/msgspec-0.19.0-cp311-cp311-macosx_10_9_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/54/a3/bed07bc9e2bb302ce752f1dabc69e884cd6a676da44fb0e501b246031fdd/multidict-6.6.4-cp311-cp311-macosx_10_9_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/7a/45/e80d203ef6b267aa29b22714fb558930b27960a0c5ce3c19c999232bb3eb/numpy-2.3.3-cp311-cp311-macosx_10_9_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/7a/59/f3e010879f118c2d400902d2d871c2226cef29b08c09fb8dc41111730400/pandas-2.3.2-cp311-cp311-macosx_10_9_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/db/26/77f8ed17ca4ffd60e1dcd220a6ec6d71210ba398cfa33a13a1cd614c5613/pillow-11.3.0-cp311-cp311-macosx_10_10_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/17/e4/67b5c27bd17c085a5ea8f1ec05b8a3e5cba0ca734bfcad5560fb129e70ca/multidict-6.7.0-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e7/0e07379944aa8afb49a556a2b54587b828eb41dc9adc56fb7615b678ca53/numpy-2.3.4-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/ab/fc8290c6a4c722e5514d80f62b2dc4c4df1a68a41d1364e625c35990fcf3/overrides-7.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/fa/7ac648108144a095b4fb6aa3de1954689f7af60a14cf25583f4960ecb878/pandas-2.3.3-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/5a/a2f6773b64edb921a756eb0729068acad9fc5208a53f4a349396e9436721/pillow-12.0.0-cp311-cp311-macosx_10_10_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/d6/29/1e34000e9766d112171764b9fa3226fa0153ab565d0c242c70e9945318a7/propcache-0.3.2-cp311-cp311-macosx_10_9_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c2/21/d7b68e911f9c8e18e4ae43bdbc1e1e9bbd971f8866eb81608947b6f585ff/propcache-0.4.1-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/46/62/ce4051019ee20ce0ed74432dd73a5bb087a6704284a470bb8adff69a0932/psutil-7.1.0-cp36-abi3-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/62/b6/84364503e0726da4a263e1736d0e1754526d1b1729d0087c680d96345570/pycifrw-5.0.1-cp311-cp311-macosx_10_9_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6d/16/a95b6757765b7b031c9374925bb718d55e0a9ba8a1b6a12d25962ea44347/pyyaml-6.0.3-cp311-cp311-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/06/5d/305323ba86b284e6fcb0d842d6adaa2999035f70f8c38a9b6d21ad28c3d4/pyzmq-27.1.0-cp311-cp311-macosx_10_15_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b5/c1/7907329fbef97cbd49db6f7303893bd1dd5a4a3eae415839ffdfb0762cae/rpds_py-0.27.1-cp311-cp311-macosx_10_12_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/40/e2392f445ed8e02aa6105d49db4bfff01957379064c30f4811c3bf38aece/ruff-0.14.0-py3-none-macosx_10_12_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/0b/ef/37ed4b213d64b48422df92560af7300e10fe30b5d665dd79932baebee0c6/scipy-1.16.2-cp311-cp311-macosx_10_14_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/9d/77/fa7189fe44114658002566c6fe443d3ed0ec1fa782feb72af6ef7fbe98e7/sqlalchemy-2.0.43-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e3/81/15d7c161c9ddf0900b076b55345872ed04ff1ed6a0666e5e94ab44b0163c/sqlalchemy-2.0.44-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b3/2e/299f62b401438d5fe1624119c723f5d877acc86a4c2492da405626665f12/tomli-2.3.0-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f2/b5/9b575a0ed3e50b00c40b08cbce82eb618229091d09f6d14bce80fc01cb0b/tornado-6.5.2-cp39-abi3-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/65/34/609b72034df0c62bcfb0c0ad4b11e2b55e537c0f0817588b5337d3dcca71/uv-0.8.17-py3-none-macosx_10_12_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d0/1a/8e68d0020c29f6f329a265773c23b0c01e002794ea884b8bdbd594c7ea97/uv-0.9.3-py3-none-macosx_10_12_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/63/7a/6013b0d8dbc56adca7fdd4f0beed381c59f6752341b12fa0886fa7afc78b/watchdog-6.0.0-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/89/ed/b8773448030e6fc47fa797f099ab9eab151a43a25717f9ac043844ad5ea3/yarl-1.20.1-cp311-cp311-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/a1/d065d51d02dc02ce81501d476b9ed2229d9a990818332242a882d5d60340/yarl-1.22.0-cp311-cp311-macosx_10_9_x86_64.whl
       osx-arm64:
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/appnope-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/argon2-cffi-bindings-25.1.0-py311h3696347_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py311hf719da1_4.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-hd037594_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/cffi-1.17.1-py311h146a0b8_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/debugpy-1.8.16-py311ha59bd64_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/icu-75.1-hfee45f7_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh92f572d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyhfa0c392_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/jsonpointer-3.0.0-py311h267d04e_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh31011fe_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/krb5-1.21.3-h237132a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-21.1.1-hf598326_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libedit-3.1.20250104-pl5321hafb1f1b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-21.1.3-hf598326_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.7.1-hec049ff_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.4.6-h1da3d7d_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblzma-5.8.1-h39f12f2_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsodium-1.0.20-h99b78c6_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsqlite-3.50.4-h4237e3c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libuv-1.51.0-h6caf38d_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libzlib-1.3.1-h8359307_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/markupsafe-3.0.2-py311h4921393_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ncurses-6.5-h5e97a16_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/nodejs-24.4.1-hab9d20b_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.5.2-he92f556_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.5.4-h5503f6c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh8b19718_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/psutil-7.0.0-py311h3696347_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-core-11.1-py311hf0763de_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-framework-cocoa-11.1-py311hc5b188e_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.11.13-hc22306f_0_cpython.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.11-8_cp311.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyyaml-6.0.2-py311h4921393_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyzmq-27.1.0-py311h13abfa4_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.11.14-hec0b533_1_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/readline-8.2-h1d1bf99_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/rpds-py-0.27.1-py311h1c3fc1a_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh31c8845_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh31c8845_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-h892fb3f_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tornado-6.5.2-py311h3696347_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/wheel-0.45.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h925e9cb_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-h888dc83_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.25.0-py311h5bb9006_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-h6491c7d_2.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/62/6c/94846f576f1d11df0c2e41d3001000527c0fdf63fce7e69b3927a731325d/aiohttp-3.12.15-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/89/a6/e1c061b079fed04ffd6777950c82f2e8246fd08b7b3c4f56fdd47f697e5a/aiohttp-3.13.0-cp311-cp311-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b6/02/d297943bcacf05e4f2a94ab6f462831dc20158614e5d067c35d4e63b9acb/argon2_cffi_bindings-25.1.0-cp39-abi3-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/55/07/f0b3375bf0d06014e9787797e6b7cc02b38ac9ff9726ccfe834d94e9991e/backrefs-5.9-py311-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/8b/f0e4c441227ba756aafbe78f117485b25bb26b1c059d01f137fa6d14896b/cffi-2.0.0-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ed/27/c6491ff4954e58a10f69ad90aca8a1b6fe9c5d3c6f380907af3c37435b59/charset_normalizer-3.4.4-cp311-cp311-macosx_10_9_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/0d/44/c4b0b6095fef4dc9c420e041799591e3b63e9619e3044f7f4f6c21c0ab24/contourpy-1.3.3-cp311-cp311-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/c4/9f44bebe5cb15f31608597b037d78799cc5f450044465bcd1ae8cb222fe1/coverage-7.11.0-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b0/d0/89247ec250369fc76db477720a26b2fce7ba079ff1380e4ab4529d2fe233/debugpy-1.8.17-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/7c/26/47f142b99ad0e5d0e1e94beb7d05e6bed0cfd84669c263df382f5b6ce99b/diffpy.pdffit2-1.5.1-cp311-cp311-macosx_13_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/53/742fcd750ae0bdc74de4c0ff923111199cc2f90a4ee87aaddad505b6f477/fonttools-4.59.2-cp311-cp311-macosx_10_9_universal2.whl
-      - pypi: https://files.pythonhosted.org/packages/47/be/4038e2d869f8a2da165f35a6befb9158c259819be22eeaf9c9a8f6a87771/frozenlist-1.7.0-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ea/85/639aa9bface1537e0fb0f643690672dde0695a5bbbc90736bc571b0b1941/fonttools-4.60.1-cp311-cp311-macosx_10_9_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6e/ef/0e8f1fe32f8a53dd26bdd1f9347efe0778b0fddf62789ea683f4cc7d787d/frozenlist-1.8.0-cp311-cp311-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/05/78/64628f519ff553a0d8101dd3852b87441caa69c6617250d48b3c6bad9422/gemmi-0.7.3-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/36/5b/a066e459ca48b47cc73a5c668e9924d9619da9e3c500d9fb9c29c03858ec/h5py-3.14.0-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/31/a2/a12a503ac1fd4943c50f9822678e8015a790a13b5490354c68afb8489814/kiwisolver-1.4.9-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/8c/af/30ddefe19ca67eebd70047dabf50f899eaff6f3c5e6a1a7edaecaf63f794/matplotlib-3.10.6-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/2e/5898933336b61975ce9dc04decbc0a7f2fee78c30353c5efba7f2d6ff27a/markupsafe-3.0.3-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/6a/d42588ad895279ff6708924645b5d2ed54a7fb2dc045c8a804e955aeace1/matplotlib-3.10.7-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/83/04/28a41024ccbd67467380b6fb440ae916c1e4f25e2cd4c63abe6835ac566e/msgpack-1.1.2-cp311-cp311-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/2b/c0/18226e4328897f4f19875cb62bb9259fe47e901eade9d9376ab5f251a929/msgspec-0.19.0-cp311-cp311-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/a7/4b/ceeb4f8f33cf81277da464307afeaf164fb0297947642585884f5cad4f28/multidict-6.6.4-cp311-cp311-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/52/18/cf2c648fccf339e59302e00e5f2bc87725a3ce1992f30f3f78c9044d7c43/numpy-2.3.3-cp311-cp311-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/38/18/48f10f1cc5c397af59571d638d211f494dba481f449c19adbd282aa8f4ca/pandas-2.3.2-cp311-cp311-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/cb/39/ee475903197ce709322a17a866892efb560f57900d9af2e55f86db51b0a5/pillow-11.3.0-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/4d/e1/866a5d77be6ea435711bef2a4291eed11032679b6b28b56b4776ab06ba3e/multidict-6.7.0-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d0/cb/5a69293561e8819b09e34ed9e873b9a82b5f2ade23dce4c51dc507f6cfe1/numpy-2.3.4-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/ab/fc8290c6a4c722e5514d80f62b2dc4c4df1a68a41d1364e625c35990fcf3/overrides-7.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9b/35/74442388c6cf008882d4d4bdfc4109be87e9b8b7ccd097ad1e7f006e2e95/pandas-2.3.3-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2e/05/069b1f8a2e4b5a37493da6c5868531c3f77b85e716ad7a590ef87d58730d/pillow-12.0.0-cp311-cp311-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/46/92/1ad5af0df781e76988897da39b5f086c2bf0f028b7f9bd1f409bb05b6874/propcache-0.3.2-cp311-cp311-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d3/1d/11605e99ac8ea9435651ee71ab4cb4bf03f0949586246476a25aadfec54a/propcache-0.4.1-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/38/61/f76959fba841bf5b61123fbf4b650886dc4094c6858008b5bf73d9057216/psutil-7.1.0-cp36-abi3-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/5c/b999ea3e64981018d52846b9b69193fa581a70cd255912cb6962a33a666a/pycifrw-5.0.1-cp311-cp311-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/19/13de8e4377ed53079ee996e1ab0a9c33ec2faf808a4647b7b4c0d46dd239/pyyaml-6.0.3-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/06/5d/305323ba86b284e6fcb0d842d6adaa2999035f70f8c38a9b6d21ad28c3d4/pyzmq-27.1.0-cp311-cp311-macosx_10_15_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/94/2aab4bc86228bcf7c48760990273653a4900de89c7537ffe1b0d6097ed39/rpds_py-0.27.1-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/75/da/2a656ea7c6b9bd14c7209918268dd40e1e6cea65f4bb9880eaaa43b055cd/ruff-0.14.0-py3-none-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/85/ab/5c2eba89b9416961a982346a4d6a647d78c91ec96ab94ed522b3b6baf444/scipy-1.16.2-cp311-cp311-macosx_12_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/99/ea/92ac27f2fbc2e6c1766bb807084ca455265707e041ba027c09c17d697867/sqlalchemy-2.0.43-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d4/d5/4abd13b245c7d91bdf131d4916fd9e96a584dac74215f8b5bc945206a974/sqlalchemy-2.0.44-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/86/7f/d8fffe6a7aefdb61bced88fcb5e280cfd71e08939da5894161bd71bea022/tomli-2.3.0-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/48/6a7529df2c9cc12efd2e8f5dd219516184d703b34c06786809670df5b3bd/tornado-6.5.2-cp39-abi3-macosx_10_9_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/b6/bc/9417df48f0c18a9d54c2444096e03f2f56a3534c5b869f50ac620729cbc8/uv-0.8.17-py3-none-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/25/6df8be6cd549200e80d19374579689fda39b18735afde841345284fb113d/uv-0.9.3-py3-none-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d1/40/b75381494851556de56281e053700e46bff5b37bf4c7267e858640af5a7f/watchdog-6.0.0-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/e3/409bd17b1e42619bf69f60e4f031ce1ccb29bd7380117a55529e76933464/yarl-1.20.1-cp311-cp311-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/da/8da9f6a53f67b5106ffe902c6fa0164e10398d4e150d85838b82f424072a/yarl-1.22.0-cp311-cp311-macosx_11_0_arm64.whl
       win-64:
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/argon2-cffi-bindings-25.1.0-py311h3485c13_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py311h3e6a449_4.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h0ad9c76_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-h4c7d964_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/cffi-1.17.1-py311h3485c13_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.11.13-py311hd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/debugpy-1.8.16-py311h5dfdfe8_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-h4c7d964_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/icu-75.1-he0c23c2_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh3521513_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyh6be1c34_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/jsonpointer-3.0.0-py311h1ea47a8_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh5737063_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/krb5-1.21.3-hdf4eb48_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libblas-3.9.0-35_h5709861_mkl.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libcblas-3.9.0-35_h2a3cdd5_mkl.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libexpat-2.7.1-hac47afa_0.conda
@@ -1560,155 +1719,243 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/libhwloc-2.12.1-default_h64bd3f2_1002.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libiconv-1.18-hc1393d2_2.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/liblzma-5.8.1-h2466b09_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libsodium-1.0.20-hc70643c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libsqlite-3.50.4-hf5d6505_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libwinpthread-12.0.0.r4.gg4f2fc60ca-h57928b3_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-16-2.15.0-h06f855e_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-2.15.0-ha29bfb0_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libwinpthread-12.0.0.r4.gg4f2fc60ca-h57928b3_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-16-2.15.0-h06f855e_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-2.15.0-ha29bfb0_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libzlib-1.3.1-h2466b09_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/llvm-openmp-20.1.8-hfa2b4ca_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/markupsafe-3.0.2-py311h5082efb_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/llvm-openmp-21.1.3-hfa2b4ca_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/mkl-2024.2.2-h57928b3_16.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-24.4.1-he453025_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.5.2-h725018a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-24.9.0-he453025_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.5.4-h725018a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh8b19718_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/psutil-7.0.0-py311h3485c13_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyh09c184e_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.11.13-h3f84c4b_0_cpython.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.11-8_cp311.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pywin32-311-py311hefeebc8_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pywinpty-2.0.15-py311hda3d55a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pyyaml-6.0.2-py311h5082efb_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pyzmq-27.1.0-py311hb77b9c8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/rpds-py-0.27.1-py311hf51aa87_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh5737063_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.11.14-h30ce641_1_cpython.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/tbb-2021.13.0-h18a62a1_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh5737063_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h2c6b04d_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/tornado-6.5.2-py311h3485c13_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h41ae7f8_31.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.44.35208-h818238b_31.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_31.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h2b53caa_32.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.44.35208-h818238b_32.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_32.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/wheel-0.45.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/win_inet_pton-1.1.0-pyh7428d3b_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/winpty-0.4.3-4.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h6a83c73_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-h5bddc39_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.25.0-py311hf893f09_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-hbeecb71_2.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/10/97/ad2b18700708452400278039272032170246a1bf8ec5d832772372c71f1a/aiohttp-3.12.15-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/3e/bd/485d98b372a2cd6998484a93ddd401ec6b6031657661c36846a10e2a1f6e/aiohttp-3.13.0-cp311-cp311-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/c6/a759ece8f1829d1f162261226fbfd2c6832b3ff7657384045286d2afa384/argon2_cffi_bindings-25.1.0-cp39-abi3-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/55/07/f0b3375bf0d06014e9787797e6b7cc02b38ac9ff9726ccfe834d94e9991e/backrefs-5.9-py311-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ae/8f/dc5531155e7070361eb1b7e4c1a9d896d0cb21c49f807a6c03fd63fc877e/cffi-2.0.0-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/65/f6/62fdd5feb60530f50f7e38b4f6a1d5203f4d16ff4f9f0952962c044e919a/charset_normalizer-3.4.4-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/98/4b/9bd370b004b5c9d8045c6c33cf65bae018b27aca550a3f657cdc99acdbd8/contourpy-1.3.3-cp311-cp311-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/29/2ac1dfcdd4ab9a70026edc8d715ece9b4be9a1653075c658ee6f271f394d/coverage-7.11.0-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c2/c5/c012c60a2922cc91caa9675d0ddfbb14ba59e1e36228355f41cab6483469/debugpy-1.8.17-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/59/b7/5464cb1ffcf0cfaf34b8fb1604c23982855d453c987ccb18cb273b547e9f/diffpy.pdffit2-1.5.1-cp311-cp311-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/d7/de/35d839aa69db737a3f9f3a45000ca24721834d40118652a5775d5eca8ebb/fonttools-4.59.2-cp311-cp311-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/58/17/fe61124c5c333ae87f09bb67186d65038834a47d974fc10a5fadb4cc5ae1/frozenlist-1.7.0-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bb/78/0e1a6d22b427579ea5c8273e1c07def2f325b977faaf60bb7ddc01456cb1/fonttools-4.60.1-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0a/f5/603d0d6a02cfd4c8f2a095a54672b3cf967ad688a60fb9faf04fc4887f65/frozenlist-1.8.0-cp311-cp311-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/f4/6d50077a2bf4449fab360e85790db4031be1545de77cce239a215866d34d/gemmi-0.7.3-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d8/0f/30aef242fcab550b0b3520b8e3561156857c94288f0332a79928c31a52cf/greenlet-3.2.4-cp311-cp311-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/db/0c/6c3f879a0f8e891625817637fad902da6e764e36919ed091dc77529004ac/h5py-3.14.0-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/23/95/499b4e56452ef8b6c95a271af0dde08dac4ddb70515a75f346d4f400579b/h5py-3.15.1-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3b/c6/f8df8509fd1eee6c622febe54384a96cfaf4d43bf2ccec7a0cc17e4715c9/kiwisolver-1.4.9-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/8e/0a18d6d7d2d0a2e66585032a760d13662e5250c784d53ad50434e9560991/matplotlib-3.10.6-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/83/8a/4414c03d3f891739326e1783338e48fb49781cc915b2e0ee052aa490d586/markupsafe-3.0.3-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/cd/b145f9797126f3f809d177ca378de57c45413c5099c5990de2658760594a/matplotlib-3.10.7-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/79/309d0e637f6f37e83c711f547308b91af02b72d2326ddd860b966080ef29/msgpack-1.1.2-cp311-cp311-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/ce/3d/71b2dffd3a1c743ffe13296ff701ee503feaebc3f04d0e75613b6563c374/msgspec-0.19.0-cp311-cp311-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/74/7d/36b045c23a1ab98507aefd44fd8b264ee1dd5e5010543c6fccf82141ccef/multidict-6.6.4-cp311-cp311-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0a/a2/a4f78cb2241fe5664a22a10332f2be886dcdea8784c9f6a01c272da9b426/numpy-2.3.3-cp311-cp311-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/a7/e7/ae86261695b6c8a36d6a4c8d5f9b9ede8248510d689a2f379a18354b37d7/pandas-2.3.2-cp311-cp311-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/f1/cc/29c0f5d64ab8eae20f3232da8f8571660aa0ab4b8f1331da5c2f5f9a938e/pillow-11.3.0-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/32/0f/13228f26f8b882c34da36efa776c3b7348455ec383bab4a66390e42963ae/multidict-6.7.0-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7d/10/f8850982021cb90e2ec31990291f9e830ce7d94eef432b15066e7cbe0bec/numpy-2.3.4-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/ab/fc8290c6a4c722e5514d80f62b2dc4c4df1a68a41d1364e625c35990fcf3/overrides-7.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/59/712db1d7040520de7a4965df15b774348980e6df45c129b8c64d0dbe74ef/pandas-2.3.3-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4d/42/aaca386de5cc8bd8a0254516957c1f265e3521c91515b16e286c662854c4/pillow-12.0.0-cp311-cp311-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e1/2d/89fe4489a884bc0da0c3278c552bd4ffe06a1ace559db5ef02ef24ab446b/propcache-0.3.2-cp311-cp311-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/78/6cce448e2098e9f3bfc91bb877f06aa24b6ccace872e39c53b2f707c4648/propcache-0.4.1-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/e9/b44c4f697276a7a95b8e94d0e320a7bf7f3318521b23de69035540b39838/psutil-7.1.0-cp37-abi3-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/7c/58/e60915c59f4adcbd97af30047694978127d63139ae05a0cf987c6f2e90f9/pycifrw-5.0.1-cp311-cp311-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/8f/9bb81dd5bb77d22243d33c8397f09377056d5c687aa6d4042bea7fbf8364/pywin32-311-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/a6/a1/409c1651c9f874d598c10f51ff586c416625601df4bca315d08baec4c3e3/pywinpty-3.0.2-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/da/e3/ea007450a105ae919a72393cb06f122f288ef60bba2dc64b26e2646fa315/pyyaml-6.0.3-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/23/6d/d8d92a0eb270a925c9b4dd039c0b4dc10abc2fcbc48331788824ef113935/pyzmq-27.1.0-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/24/75/3b7ffe0d50dc86a6a964af0d1cc3a4a2cdf437cb7b099a4747bbb96d1819/rpds_py-0.27.1-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/41/77/56cf9cf01ea0bfcc662de72540812e5ba8e9563f33ef3d37ab2174892c47/ruff-0.14.0-py3-none-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/d6/73/c449a7d56ba6e6f874183759f8483cde21f900a8be117d67ffbb670c2958/scipy-1.16.2-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/ee/13/744a32ebe3b4a7a9c7ea4e57babae7aa22070d47acf330d8e5a1359607f1/sqlalchemy-2.0.43-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/23/907193c2f4d680aedbfbdf7bf24c13925e3c7c292e813326c1b84a0b878e/sqlalchemy-2.0.44-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0a/fe/3d3420c4cb1ad9cb462fb52967080575f15898da97e21cb6f1361d505383/tomli-2.3.0-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/2a/f609b420c2f564a748a2d80ebfb2ee02a73ca80223af712fca591386cafb/tornado-6.5.2-cp39-abi3-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/1a/c4/0082f437bac162ab95e5a3a389a184c122d45eb5593960aab92fdf80374b/uv-0.8.17-py3-none-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/87/cd/667f6249a9a3a8d2d7ba1aa72db6b1fc6cdaf7b0d7aeda43478702e2a13e/uv-0.9.3-py3-none-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d9/c495884c6e548fce18a8f40568ff120bc3a4b7b99813081c8ac0c936fa64/watchdog-6.0.0-py3-none-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/f0/09/d9c7942f8f05c32ec72cd5c8e041c8b29b5807328b68b4801ff2511d4d5e/yarl-1.20.1-cp311-cp311-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/b5/f7/149bb6f45f267cb5c074ac40c01c6b3ea6d8a620d34b337f6321928a1b4d/yarl-1.22.0-cp311-cp311-win_amd64.whl
   py313-dev:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
@@ -1718,699 +1965,730 @@ environments:
       linux-64:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-2_gnu.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py313h07c4f96_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py313h7033f15_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py313hf01b4d8_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.7-py313hd8ed1ab_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.16-py313h5d5ffb9_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-75.1-he02047a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh82676e8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyhfa0c392_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/jsonpointer-3.0.0-py313h78bf25f_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh31011fe_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-hb9d3cd8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.3-h659f571_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.44-h1423503_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20250104-pl5321h7949ede_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.44-ha97dd6f_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.7.1-hecca717_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.4.6-h2dba641_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.1.0-h767d61c_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.1.0-h69a702a_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.1.0-h767d61c_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.2.0-h767d61c_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.2.0-h69a702a_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.2.0-h767d61c_7.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.1-hb9d3cd8_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libmpdec-4.0.0-hb9d3cd8_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.20-h4ab18f5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.50.4-h0c1763c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.1.0-h8f9b012_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.1.0-h4852527_5.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.1-he9a06e4_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h8f9b012_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.2.0-h4852527_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.2-he9a06e4_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libuv-1.51.0-hb03c661_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.2-py313h8060acc_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-24.4.1-heeeca48_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.2-h26f9b46_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-24.9.0-heeeca48_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.4-h26f9b46_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh145f28c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/psutil-7.0.0-py313h07c4f96_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.7-h2b335a9_100_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.7-h4df99d1_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.8-h2b335a9_101_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.2-py313h8060acc_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.1.0-py312hfb55c3c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8c095d6_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.27.1-py313h843e2db_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh0d859eb_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh0d859eb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_hd72426e_102.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.5.2-py313h07c4f96_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h280c20c_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h387f397_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.25.0-py313h54dd161_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb8e6e7a_2.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/b8/9e7175e1fa0ac8e56baa83bf3c214823ce250d0028955dfb23f43d5e61fd/aiohttp-3.12.15-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/02/45b388b49e37933f316e1fb39c0de6fb1d77384b0c8f4cf6af5f2cbe3ea6/aiohttp-3.13.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/09/52/94108adfdd6e2ddf58be64f959a0b9c7d4ef2fa71086c38356d22dc501ea/argon2_cffi_bindings-25.1.0-cp39-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/98/df/0a1755e750013a2081e863e7cd37e0cdd02664372c754e5560099eb7aa44/cffi-2.0.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f5/83/6ab5883f57c9c801ce5e5677242328aa45592be8a00644310a008d04f922/charset_normalizer-3.4.4-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/4b/32/e0f13a1c5b0f8572d0ec6ae2f6c677b7991fafd95da523159c19eff0696a/contourpy-1.3.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/65/6c/f7f59c342359a235559d2bc76b0c73cfc4bac7d61bb0df210965cb1ecffd/coverage-7.11.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b0/d0/89247ec250369fc76db477720a26b2fce7ba079ff1380e4ab4529d2fe233/debugpy-1.8.17-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/dc/47/807e225343ee50f71132bc6185d62230c8f6950e3e6a6e161ae11eed9495/diffpy.pdffit2-1.5.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/f2/9f/bf231c2a3fac99d1d7f1d89c76594f158693f981a4aa02be406e9f036832/fonttools-4.59.2-cp313-cp313-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/72/31/bc8c5c99c7818293458fe745dab4fd5730ff49697ccc82b554eb69f16a24/frozenlist-1.7.0-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2d/8b/371ab3cec97ee3fe1126b3406b7abd60c8fec8975fd79a3c75cdea0c3d83/fonttools-4.60.1-cp313-cp313-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d5/4e/e4691508f9477ce67da2015d8c00acd751e6287739123113a9fca6f1604e/frozenlist-1.8.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/db/9e/024450978a674b2f021aa1f46b6fa73823713c7fe8b5d713fbd6defdb157/gemmi-0.7.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/ee/43/3cecdc0349359e1a527cbf2e3e28e5f8f06d3343aaf82ca13437a9aa290f/greenlet-3.2.4-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/e7/ec/86f59025306dcc6deee5fda54d980d077075b8d9889aac80f158bd585f1b/h5py-3.14.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/69/4402ea66272dacc10b298cca18ed73e1c0791ff2ae9ed218d3859f9698ac/h5py-3.15.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e9/e9/f218a2cb3a9ffbe324ca29a9e399fa2d2866d7f348ec3a88df87fc248fc5/kiwisolver-1.4.9-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e5/b8/9eea6630198cb303d131d95d285a024b3b8645b1763a2916fddb44ca8760/matplotlib-3.10.6-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/21/9b05698b46f218fc0e118e1f8168395c65c8a2c750ae2bab54fc4bd4e0e8/markupsafe-3.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/22/ff/6425bf5c20d79aa5b959d1ce9e65f599632345391381c9a104133fe0b171/matplotlib-3.10.7-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5d/ba/459f18c16f2b3fc1a1ca871f72f07d70c07bf768ad0a507a698b8052ac58/msgpack-1.1.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/9d/87/bc14f49bc95c4cb0dd0a8c56028a67c014ee7e6818ccdce74a4862af259b/msgspec-0.19.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/80/e5/5e22c5bf96a64bdd43518b1834c6d95a4922cc2066b7d8e467dae9b6cee6/multidict-6.6.4-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/9a/a5/bf3db6e66c4b160d6ea10b534c381a1955dfab34cb1017ea93aa33c70ed3/numpy-2.3.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/8f/52/0634adaace9be2d8cac9ef78f05c47f3a675882e068438b9d7ec7ef0c13f/pandas-2.3.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/d5/1c/a2a29649c0b1983d3ef57ee87a66487fdeb45132df66ab30dd37f7dbe162/pillow-11.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/2d/f0b184fa88d6630aa267680bdb8623fb69cb0d024b8c6f0d23f9a0f406d3/multidict-6.7.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/7e/7d306ff7cb143e6d975cfa7eb98a93e73495c4deabb7d1b5ecf09ea0fd69/numpy-2.3.4-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/07/284f757f63f8a8d69ed4472bfd85122bd086e637bf4ed09de572d575a693/pandas-2.3.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/38/57/755dbd06530a27a5ed74f8cb0a7a44a21722ebf318edbe67ddbd7fb28f88/pillow-12.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/af/81/b324c44ae60c56ef12007105f1460d5c304b0626ab0cc6b07c8f2a9aa0b8/propcache-0.3.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/8b/544bc867e24e1bd48f3118cecd3b05c694e160a168478fa28770f22fd094/propcache-0.4.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/9d/de/04c8c61232f7244aa0a4b9a9fbd63a89d5aeaf94b2fc9d1d16e2faa5cbb0/psutil-7.1.0-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/a5/a8c7562ec39f2647245b52ea4aeb13b5b125b3f48c0c152e9ebce7047a0a/pycifrw-5.0.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/74/27/e5b8f34d02d9995b80abcef563ea1f8b56d20134d8f4e5e81733b1feceb2/pyyaml-6.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/9b/c108cdb55560eaf253f0cbdb61b29971e9fb34d9c3499b0e96e4e60ed8a5/pyzmq-27.1.0-cp312-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/36/0a14aebbaa26fe7fab4780c76f2239e76cc95a0090bdb25e31d95c492fcd/rpds_py-0.27.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/29/b4/4cd6a4331e999fc05d9d77729c95503f99eae3ba1160469f2b64866964e3/ruff-0.14.0-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/da/6a/1a927b14ddc7714111ea51f4e568203b2bb6ed59bdd036d62127c1a360c8/scipy-1.16.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/dc/29/11ae2c2b981de60187f7cbc84277d9d21f101093d1b2e945c63774477aba/sqlalchemy-2.0.43-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b9/96/c6105ed9a880abe346b64d3b6ddef269ddfcab04f7f3d90a0bf3c5a88e82/sqlalchemy-2.0.44-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d5/f4/0fbd014909748706c01d16824eadb0307115f9562a15cbb012cd9b3512c5/tomli-2.3.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/41/fb15f06e33d7430ca89420283a8762a4e6b8025b800ea51796ab5e6d9559/tornado-6.5.2-cp39-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/8f/35/cb47d2d07a383c07b0e5043c6fe5555f0fd79683c6d7f9760222987c8be9/uv-0.8.17-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/82/45/488417c6c0127c00bcdfac3556ae2ea0597df8245fe5f9bcfda35ebdbe85/uv-0.9.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b5/e8/dbf020b4d98251a9860752a094d09a65e1b436ad181faf929983f697048f/watchdog-6.0.0-py3-none-manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/af/44/46407d7f7a56e9a85a4c207724c9f2c545c060380718eea9088f222ba697/yarl-1.20.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/11/c9/cd8538dc2e7727095e0c1d867bad1e40c98f37763e6d995c1939f5fdc7b1/yarl-1.22.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
       osx-64:
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/appnope-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/argon2-cffi-bindings-25.1.0-py313h585f44e_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py313h253db18_4.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/bzip2-1.0.8-h500dc9f_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py313he20ea1e_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.7-py313hd8ed1ab_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/debugpy-1.8.16-py313h03db916_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/icu-75.1-h120a0e1_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh92f572d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyhfa0c392_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/jsonpointer-3.0.0-py313habf4b1d_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh31011fe_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/krb5-1.21.3-h37d8d59_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-21.1.1-h3d58e20_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libedit-3.1.20250104-pl5321ha958ccf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-21.1.3-h3d58e20_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libexpat-2.7.1-h21dd04a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libffi-3.4.6-h281671d_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/liblzma-5.8.1-hd471939_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libmpdec-4.0.0-h6e16a3a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/libsodium-1.0.20-hfdf4475_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libsqlite-3.50.4-h39a8b3b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libuv-1.51.0-h58003a5_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/libzlib-1.3.1-hd23fc13_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/markupsafe-3.0.2-py313h717bdf5_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/ncurses-6.5-h0622a9a_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/nodejs-24.4.1-h2e7699b_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.5.2-h6e31bce_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/nodejs-24.9.0-h09bb5a9_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.5.4-h230baf5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh145f28c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/psutil-7.0.0-py313h585f44e_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-core-11.1-py313h6971d95_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-framework-cocoa-11.1-py313h55ae1d7_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.7-h5eba815_100_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.7-h4df99d1_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.8-h2bd861f_101_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyyaml-6.0.2-py313h717bdf5_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/pyzmq-27.1.0-py312hb7d603e_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/readline-8.2-h7cca4af_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/rpds-py-0.27.1-py313h66e1e84_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh31c8845_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh31c8845_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-64/tk-8.6.13-hf689a15_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/tornado-6.5.2-py313h585f44e_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h4132b18_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h6c33b1e_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.25.0-py313hcb05632_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-h8210216_2.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/b5/2a/7495a81e39a998e400f3ecdd44a62107254803d1681d9189be5c2e4530cd/aiohttp-3.12.15-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/13/18/1ac95683e1c1d48ef4503965c96f5401618a04c139edae12e200392daae8/aiohttp-3.13.0-cp313-cp313-macosx_10_13_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0a/08/a9bebdb2e0e602dde230bdde8021b29f71f7841bd54801bcfd514acb5dcf/argon2_cffi_bindings-25.1.0-cp39-abi3-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4b/8d/a0a47a0c9e413a658623d014e91e74a50cdd2c423f7ccfd44086ef767f90/cffi-2.0.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/97/45/4b3a1239bbacd321068ea6e7ac28875b03ab8bc0aa0966452db17cd36714/charset_normalizer-3.4.4-cp313-cp313-macosx_10_13_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/35/0167aad910bbdb9599272bd96d01a9ec6852f36b9455cf2ca67bd4cc2d23/contourpy-1.3.3-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/7f/85e4dfe65e400645464b25c036a26ac226cf3a69d4a50c3934c532491cdd/coverage-7.11.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b0/d0/89247ec250369fc76db477720a26b2fce7ba079ff1380e4ab4529d2fe233/debugpy-1.8.17-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/ed/a1/1aec6b9c471074a184c93ffe95fa16593ebd96a017b1a08a4aebed5cd6c6/diffpy.pdffit2-1.5.1-cp313-cp313-macosx_13_0_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/76/be/fc5fe58dd76af7127b769b68071dbc32d4b95adc8b58d1d28d42d93c90f2/fonttools-4.59.2-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/83/2e/5b70b6a3325363293fe5fc3ae74cdcbc3e996c2a11dde2fd9f1fb0776d19/frozenlist-1.7.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d6/8a/de9cc0540f542963ba5e8f3a1f6ad48fa211badc3177783b9d5cadf79b5d/fonttools-4.60.1-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/30/ba/b0b3de23f40bc55a7057bd38434e25c34fa48e17f20ee273bbde5e0650f3/frozenlist-1.8.0-cp313-cp313-macosx_10_13_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/93/e2/c45cd48ec7cc0f49e182d8a736355a61edf0fc2ac060b90fc822c4fca067/gemmi-0.7.3-cp313-cp313-macosx_10_14_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/49/e8/58c7f85958bda41dafea50497cbd59738c5c43dbbea5ee83d651234398f4/greenlet-3.2.4-cp313-cp313-macosx_11_0_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/6c/c2/7efe82d09ca10afd77cd7c286e42342d520c049a8c43650194928bcc635c/h5py-3.14.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/ca/f0/f44f50c9f5b1a1860261092e3bc91ecdc9acda848a8b8c6abfda4a24dd5c/kiwisolver-1.4.9-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/a0/db/18380e788bb837e724358287b08e223b32bc8dccb3b0c12fa8ca20bc7f3b/matplotlib-3.10.6-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/38/2f/907b9c7bbba283e68f20259574b13d005c121a0fa4c175f9bed27c4597ff/markupsafe-3.0.3-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/02/9c/207547916a02c78f6bdd83448d9b21afbc42f6379ed887ecf610984f3b4e/matplotlib-3.10.7-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6b/31/b46518ecc604d7edf3a4f94cb3bf021fc62aa301f0cb849936968164ef23/msgpack-1.1.2-cp313-cp313-macosx_10_13_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/3c/cb/2842c312bbe618d8fefc8b9cedce37f773cdc8fa453306546dba2c21fd98/msgspec-0.19.0-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/4c/aa/8b6f548d839b6c13887253af4e29c939af22a18591bfb5d0ee6f1931dae8/multidict-6.6.4-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/7d/b9/984c2b1ee61a8b803bf63582b4ac4242cf76e2dbd663efeafcb620cc0ccb/numpy-2.3.3-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/27/64/a2f7bf678af502e16b472527735d168b22b7824e45a4d7e96a4fbb634b59/pandas-2.3.2-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/01/f4/91d5b3ffa718df2f53b0dc109877993e511f4fd055d7e9508682e8aba092/pillow-11.3.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/1c/eb97db117a1ebe46d457a3d235a7b9d2e6dcab174f42d1b67663dd9e5371/multidict-6.7.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/57/7e/b72610cc91edf138bc588df5150957a4937221ca6058b825b4725c27be62/numpy-2.3.4-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/4b/18b035ee18f97c1040d94debd8f2e737000ad70ccc8f5513f4eefad75f4b/pandas-2.3.3-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/a4/a0a31467e3f83b94d37568294b01d22b43ae3c5d85f2811769b9c66389dd/pillow-12.0.0-cp313-cp313-macosx_10_13_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/61/99/d606cb7986b60d89c36de8a85d58764323b3a5ff07770a99d8e993b3fa73/propcache-0.3.2-cp313-cp313-macosx_10_13_x86_64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8b/e8/677a0025e8a2acf07d3418a2e7ba529c9c33caf09d3c1f25513023c1db56/propcache-0.4.1-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/46/62/ce4051019ee20ce0ed74432dd73a5bb087a6704284a470bb8adff69a0932/psutil-7.1.0-cp36-abi3-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/87/0d/6af0bb9a45c771ffccd5c4c035c57ac9005e711b1191ddad1dd954187cfe/pycifrw-5.0.1-cp313-cp313-macosx_10_13_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d1/11/0fd08f8192109f7169db964b5707a2f1e8b745d4e239b784a5a1dd80d1db/pyyaml-6.0.3-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/e7/038aab64a946d535901103da16b953c8c9cc9c961dadcbf3609ed6428d23/pyzmq-27.1.0-cp312-abi3-macosx_10_15_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/77/610aeee8d41e39080c7e14afa5387138e3c9fa9756ab893d09d99e7d8e98/rpds_py-0.27.1-cp313-cp313-macosx_10_12_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/40/e2392f445ed8e02aa6105d49db4bfff01957379064c30f4811c3bf38aece/ruff-0.14.0-py3-none-macosx_10_12_x86_64.whl
       - pypi: https://files.pythonhosted.org/packages/c1/27/c5b52f1ee81727a9fc457f5ac1e9bf3d6eab311805ea615c83c27ba06400/scipy-1.16.2-cp313-cp313-macosx_10_14_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/41/1c/a7260bd47a6fae7e03768bf66451437b36451143f36b285522b865987ced/sqlalchemy-2.0.43-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/45/d3/c67077a2249fdb455246e6853166360054c331db4613cda3e31ab1cadbef/sqlalchemy-2.0.44-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/89/48/06ee6eabe4fdd9ecd48bf488f4ac783844fd777f547b8d1b61c11939974e/tomli-2.3.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f2/b5/9b575a0ed3e50b00c40b08cbce82eb618229091d09f6d14bce80fc01cb0b/tornado-6.5.2-cp39-abi3-macosx_10_9_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/65/34/609b72034df0c62bcfb0c0ad4b11e2b55e537c0f0817588b5337d3dcca71/uv-0.8.17-py3-none-macosx_10_12_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d0/1a/8e68d0020c29f6f329a265773c23b0c01e002794ea884b8bdbd594c7ea97/uv-0.9.3-py3-none-macosx_10_12_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/83/cdf13902c626b28eedef7ec4f10745c52aad8a8fe7eb04ed7b1f111ca20e/watchdog-6.0.0-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/b2/27/584394e1cb76fb771371770eccad35de400e7b434ce3142c2dd27392c968/yarl-1.20.1-cp313-cp313-macosx_10_13_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/01/88/04d98af0b47e0ef42597b9b28863b9060bb515524da0a65d5f4db160b2d5/yarl-1.22.0-cp313-cp313-macosx_10_13_x86_64.whl
       osx-arm64:
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/appnope-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/argon2-cffi-bindings-25.1.0-py313hcdf3177_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py313hb4b7877_4.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-hd037594_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-hbd8a1cb_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/cffi-1.17.1-py313h755b2b2_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.7-py313hd8ed1ab_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/debugpy-1.8.16-py313hab38a8b_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/icu-75.1-hfee45f7_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh92f572d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyhfa0c392_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/jsonpointer-3.0.0-py313h8f79df9_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh31011fe_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/krb5-1.21.3-h237132a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-21.1.1-hf598326_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libedit-3.1.20250104-pl5321hafb1f1b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-21.1.3-hf598326_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.7.1-hec049ff_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.4.6-h1da3d7d_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblzma-5.8.1-h39f12f2_2.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libmpdec-4.0.0-h5505292_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsodium-1.0.20-h99b78c6_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsqlite-3.50.4-h4237e3c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libuv-1.51.0-h6caf38d_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libzlib-1.3.1-h8359307_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/markupsafe-3.0.2-py313ha9b7d5b_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ncurses-6.5-h5e97a16_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/nodejs-24.4.1-hab9d20b_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.5.2-he92f556_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.5.4-h5503f6c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh145f28c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/psutil-7.0.0-py313hcdf3177_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-core-11.1-py313had225c5_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-framework-cocoa-11.1-py313h4e140e3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.7-h5c937ed_100_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.7-h4df99d1_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.8-h09175d0_101_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyyaml-6.0.2-py313ha9b7d5b_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyzmq-27.1.0-py312hd65ceae_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/readline-8.2-h1d1bf99_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/rpds-py-0.27.1-py313h80e0809_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh31c8845_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh31c8845_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-h892fb3f_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tornado-6.5.2-py313hcdf3177_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h925e9cb_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-h888dc83_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.25.0-py313h9734d34_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-h6491c7d_2.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/49/fc/a9576ab4be2dcbd0f73ee8675d16c707cfc12d5ee80ccf4015ba543480c9/aiohttp-3.12.15-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/fd/79/ef0d477c771a642d1a881b92d226314c43d3c74bc674c93e12e679397a97/aiohttp-3.13.0-cp313-cp313-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b6/02/d297943bcacf05e4f2a94ab6f462831dc20158614e5d067c35d4e63b9acb/argon2_cffi_bindings-25.1.0-cp39-abi3-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4a/d2/a6c0296814556c68ee32009d9c2ad4f85f2707cdecfd7727951ec228005d/cffi-2.0.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/97/45/4b3a1239bbacd321068ea6e7ac28875b03ab8bc0aa0966452db17cd36714/charset_normalizer-3.4.4-cp313-cp313-macosx_10_13_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/96/e4/7adcd9c8362745b2210728f209bfbcf7d91ba868a2c5f40d8b58f54c509b/contourpy-1.3.3-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/96/5d/dc5fa98fea3c175caf9d360649cb1aa3715e391ab00dc78c4c66fabd7356/coverage-7.11.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b0/d0/89247ec250369fc76db477720a26b2fce7ba079ff1380e4ab4529d2fe233/debugpy-1.8.17-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/d9/e96af817e50310f9891dd67399e8e9fd651b21a7c8be13ed21d04ceaeb61/diffpy.pdffit2-1.5.1-cp313-cp313-macosx_13_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/13/7b/d0d3b9431642947b5805201fbbbe938a47b70c76685ef1f0cb5f5d7140d6/fonttools-4.59.2-cp313-cp313-macosx_10_13_universal2.whl
-      - pypi: https://files.pythonhosted.org/packages/f4/25/a0895c99270ca6966110f4ad98e87e5662eab416a17e7fd53c364bf8b954/frozenlist-1.7.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7c/5b/cdd2c612277b7ac7ec8c0c9bc41812c43dc7b2d5f2b0897e15fdf5a1f915/fonttools-4.60.1-cp313-cp313-macosx_10_13_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0c/ab/6e5080ee374f875296c4243c381bbdef97a9ac39c6e3ce1d5f7d42cb78d6/frozenlist-1.8.0-cp313-cp313-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/60/06/6e3a083a02d2a1b7da69dce5538d51b4a83dc308e3ea9e21edcf324e10de/gemmi-0.7.3-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/4f/31/f570fab1239b0d9441024b92b6ad03bb414ffa69101a985e4c83d37608bd/h5py-3.14.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/2d/7a/9d90a151f558e29c3936b8a47ac770235f436f2120aca41a6d5f3d62ae8d/kiwisolver-1.4.9-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/d3/0f/38dd49445b297e0d4f12a322c30779df0d43cb5873c7847df8a82e82ec67/matplotlib-3.10.6-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/9c/d9/5f7756922cdd676869eca1c4e3c0cd0df60ed30199ffd775e319089cb3ed/markupsafe-3.0.3-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/bc/d0/b3d3338d467d3fc937f0bb7f256711395cae6f78e22cef0656159950adf0/matplotlib-3.10.7-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/dc/c385f38f2c2433333345a82926c6bfa5ecfff3ef787201614317b58dd8be/msgpack-1.1.2-cp313-cp313-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/58/95/c40b01b93465e1a5f3b6c7d91b10fb574818163740cc3acbe722d1e0e7e4/msgspec-0.19.0-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/eb/c6/f5e97e5d99a729bc2aa58eb3ebfa9f1e56a9b517cc38c60537c81834a73f/multidict-6.6.4-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/a6/e4/07970e3bed0b1384d22af1e9912527ecbeb47d3b26e9b6a3bced068b3bea/numpy-2.3.3-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/54/4c/c3d21b2b7769ef2f4c2b9299fcadd601efa6729f1357a8dbce8dd949ed70/pandas-2.3.2-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/f9/0e/37d7d3eca6c879fbd9dba21268427dffda1ab00d4eb05b32923d4fbe3b12/pillow-11.3.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/d8/6c3442322e41fb1dd4de8bd67bfd11cd72352ac131f6368315617de752f1/multidict-6.7.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3e/46/bdd3370dcea2f95ef14af79dbf81e6927102ddf1cc54adc0024d61252fd9/numpy-2.3.4-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/31/94/72fac03573102779920099bcac1c3b05975c2cb5f01eac609faf34bed1ca/pandas-2.3.3-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/83/06/48eab21dd561de2914242711434c0c0eb992ed08ff3f6107a5f44527f5e9/pillow-12.0.0-cp313-cp313-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/8c/96/ef98f91bbb42b79e9bb82bdd348b255eb9d65f14dbbe3b1594644c4073f7/propcache-0.3.2-cp313-cp313-macosx_11_0_arm64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/89/a4/92380f7ca60f99ebae761936bc48a72a639e8a47b29050615eef757cb2a7/propcache-0.4.1-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/38/61/f76959fba841bf5b61123fbf4b650886dc4094c6858008b5bf73d9057216/psutil-7.1.0-cp36-abi3-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/83/81/bdd4bfabe70b7c9a8c0716a722ced4ebd27311afd1f4800cd405d3229c1b/pycifrw-5.0.1-cp313-cp313-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/16/95309993f1d3748cd644e02e38b75d50cbc0d9561d21f390a76242ce073f/pyyaml-6.0.3-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/e7/038aab64a946d535901103da16b953c8c9cc9c961dadcbf3609ed6428d23/pyzmq-27.1.0-cp312-abi3-macosx_10_15_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/fc/c43765f201c6a1c60be2043cbdb664013def52460a4c7adace89d6682bf4/rpds_py-0.27.1-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/75/da/2a656ea7c6b9bd14c7209918268dd40e1e6cea65f4bb9880eaaa43b055cd/ruff-0.14.0-py3-none-macosx_11_0_arm64.whl
       - pypi: https://files.pythonhosted.org/packages/32/a9/15c20d08e950b540184caa8ced675ba1128accb0e09c653780ba023a4110/scipy-1.16.2-cp313-cp313-macosx_12_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/8e/84/8a337454e82388283830b3586ad7847aa9c76fdd4f1df09cdd1f94591873/sqlalchemy-2.0.43-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2b/91/eabd0688330d6fd114f5f12c4f89b0d02929f525e6bf7ff80aa17ca802af/sqlalchemy-2.0.44-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/01/88793757d54d8937015c75dcdfb673c65471945f6be98e6a0410fba167ed/tomli-2.3.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/48/6a7529df2c9cc12efd2e8f5dd219516184d703b34c06786809670df5b3bd/tornado-6.5.2-cp39-abi3-macosx_10_9_universal2.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/b6/bc/9417df48f0c18a9d54c2444096e03f2f56a3534c5b869f50ac620729cbc8/uv-0.8.17-py3-none-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/25/6df8be6cd549200e80d19374579689fda39b18735afde841345284fb113d/uv-0.9.3-py3-none-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fe/c4/225c87bae08c8b9ec99030cd48ae9c4eca050a59bf5c2255853e18c87b50/watchdog-6.0.0-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/bf/9a/3246ae92d4049099f52d9b0fe3486e3b500e29b7ea872d0f152966fc209d/yarl-1.20.1-cp313-cp313-macosx_11_0_arm64.whl
+      - pypi: https://files.pythonhosted.org/packages/18/91/3274b215fd8442a03975ce6bee5fe6aa57a8326b29b9d3d56234a1dca244/yarl-1.22.0-cp313-cp313-macosx_11_0_arm64.whl
       win-64:
-      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/argon2-cffi-bindings-25.1.0-py313h5ea7bf4_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py313hfe59770_4.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h0ad9c76_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-h4c7d964_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/cffi-1.17.1-py313h5ea7bf4_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.7-py313hd8ed1ab_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/debugpy-1.8.16-py313h927ade5_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-h4c7d964_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/icu-75.1-he0c23c2_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh3521513_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyh6be1c34_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/jsonpointer-3.0.0-py313hfa70ccb_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh5737063_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/krb5-1.21.3-hdf4eb48_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libblas-3.9.0-35_h5709861_mkl.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libcblas-3.9.0-35_h2a3cdd5_mkl.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libexpat-2.7.1-hac47afa_0.conda
@@ -2419,155 +2697,242 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/win-64/libiconv-1.18-hc1393d2_2.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/liblzma-5.8.1-h2466b09_2.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libmpdec-4.0.0-h2466b09_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libsodium-1.0.20-hc70643c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libsqlite-3.50.4-hf5d6505_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libwinpthread-12.0.0.r4.gg4f2fc60ca-h57928b3_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-16-2.15.0-h06f855e_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-2.15.0-ha29bfb0_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libwinpthread-12.0.0.r4.gg4f2fc60ca-h57928b3_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-16-2.15.0-h06f855e_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-2.15.0-ha29bfb0_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/libzlib-1.3.1-h2466b09_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/llvm-openmp-20.1.8-hfa2b4ca_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/markupsafe-3.0.2-py313hb4c8b1a_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/llvm-openmp-21.1.3-hfa2b4ca_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/mkl-2024.2.2-h57928b3_16.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-24.4.1-he453025_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.5.2-h725018a_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-24.9.0-he453025_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.5.4-h725018a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh145f28c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/psutil-7.0.0-py313h5ea7bf4_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyh09c184e_7.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.7-hdf00ec1_100_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.7-h4df99d1_100.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.8-hdf00ec1_101_cp313.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pywin32-311-py313h40c08fc_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pywinpty-2.0.15-py313h5813708_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pyyaml-6.0.2-py313hb4c8b1a_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/pyzmq-27.1.0-py312hbb5da91_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/rpds-py-0.27.1-py313hfbe8231_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh5737063_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/tbb-2021.13.0-h18a62a1_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh5737063_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h2c6b04d_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/tornado-6.5.2-py313h5ea7bf4_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h41ae7f8_31.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.44.35208-h818238b_31.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_31.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/win_inet_pton-1.1.0-pyh7428d3b_8.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/winpty-0.4.3-4.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h6a83c73_3.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-h5bddc39_9.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.25.0-py313h5fd188c_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-hbeecb71_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h2b53caa_32.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.44.35208-h818238b_32.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_32.conda
       - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/1b/8e/78ee35774201f38d5e1ba079c9958f7629b1fd079459aea9467441dbfbf5/aiohttp-3.12.15-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/c9/58/afab7f2b9e7df88c995995172eb78cae8a3d5a62d5681abaade86b3f0089/aiohttp-3.13.0-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/c6/a759ece8f1829d1f162261226fbfd2c6832b3ff7657384045286d2afa384/argon2_cffi_bindings-25.1.0-cp39-abi3-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/13/ac/19dbba27e891f39feb4170b884da449ee2699ef4ebb88eefeda364bbbbcf/asteval-1.0.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/37/18/6519e1ee6f5a1e579e04b9ddb6f1676c17368a7aba48299c3759bbc3c8b3/cffi-2.0.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c4/26/b9924fa27db384bdcd97ab83b4f0a8058d96ad9626ead570674d5e737d90/charset_normalizer-3.4.4-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/18/0b/0098c214843213759692cc638fce7de5c289200a830e5035d1791d7a2338/contourpy-1.3.3-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ff/d5/226daadfd1bf8ddbccefbd3aa3547d7b960fb48e1bdac124e2dd13a2b71a/coverage-7.11.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e7/05/c19819d5e3d95294a6f5947fb9b9629efb316b96de511b418c53d245aae6/cycler-0.12.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f2/f2/728f041460f1b9739b85ee23b45fa5a505962ea11fd85bdbe2a02b021373/darkdetect-0.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/46/11/18c79a1cee5ff539a94ec4aa290c1c069a5580fd5cfd2fb2e282f8e905da/debugpy-1.8.17-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8e/93/8239b7cd3bb4c134295c1c07318c6fac06fe920b0f615787bb67738e867a/diffpy.pdffit2-1.5.1-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/8e/52/39914bf42bb01901c91781def35c1aeffa431a59299e9748c0cfae3e5493/diffpy_structure-3.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/79/c8/f0f4ab7fd08950d5358579364a0a9b9198bf03e179a4fcceae4b353be32e/diffpy_utils-3.6.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/ea/a9/be7219fc64a6026cc0aded17fa3720f9277001c185434230bd351bf678e6/fonttools-4.59.2-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/35/89/a487a98d94205d85745080a37860ff5744b9820a2c9acbcdd9440bfddf98/frozenlist-1.7.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/75/4d/b022c1577807ce8b31ffe055306ec13a866f2337ecee96e75b24b9b753ea/fonttools-4.60.1-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/cf/174c91dbc9cc49bc7b7aab74d8b734e974d1faa8f191c74af9b7e80848e6/frozenlist-1.8.0-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/28/38/c5c1b52c16ef70b9e7e0392f6298b93dd17783c3c34a92512825b1617841/gemmi-0.7.3-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/0b/55/2321e43595e6801e105fcfdee02b34c0f996eb71e6ddffca6b10b7e1d771/greenlet-3.2.4-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/3f/6d/0084ed0b78d4fd3e7530c32491f2884140d9b06365dac8a08de726421d4a/h5py-3.14.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e5/ea/fbb258a98863f99befb10ed727152b4ae659f322e1d9c0576f8a62754e81/h5py-3.15.1-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/75/bd/f1a5d894000941739f2ae1b65a32892349423ad49c2e6d0771d0bad3fae4/kiwisolver-1.4.9-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/ff/1d/70c28528794f6410ee2856cd729fa1f1756498b8d3126443b0a94e1a8695/matplotlib-3.10.6-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/05/73/c4abe620b841b6b791f2edc248f556900667a5a1cf023a6646967ae98335/markupsafe-3.0.3-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/b6/23064a96308b9aeceeffa65e96bcde459a2ea4934d311dee20afde7407a0/matplotlib-3.10.7-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/f5/b7/339b9ed180c28418f3c5c425f341759ce3722b61cc54f8c20918a034a1d5/mpld3-0.5.11-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/43/e3/7d92a15f894aa0c9c4b49b8ee9ac9850d6e63b03c9c32c0367a13ae62209/mpmath-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/74/07/1ed8277f8653c40ebc65985180b007879f6a836c525b3885dcc6448ae6cb/msgpack-1.1.2-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/23/d8/f15b40611c2d5753d1abb0ca0da0c75348daf1252220e5dda2867bd81062/msgspec-0.19.0-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/9d/34/746696dffff742e97cd6a23da953e55d0ea51fa601fa2ff387b3edcfaa2c/multidict-6.6.4-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/1b/b5/263ebbbbcede85028f30047eab3d58028d7ebe389d6493fc95ae66c636ab/numpy-2.3.3-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/22/3c/f2af1ce8840ef648584a6156489636b5692c162771918aa95707c165ad2b/pandas-2.3.2-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/23/85/397c73524e0cd212067e0c969aa245b01d50183439550d24d9f55781b776/pillow-11.3.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/32/31/75c59e7d3b4205075b4c183fa4ca398a2daf2303ddf616b04ae6ef55cffe/multidict-6.7.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/09/97/fd421e8bc50766665ad35536c2bb4ef916533ba1fdd053a62d96cc7c8b95/numpy-2.3.4-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/4f/c7/e54682c96a895d0c808453269e0b5928a07a127a15704fedb643e9b0a4c8/pandas-2.3.3-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6d/2a/dd43dcfd6dae9b6a49ee28a8eedb98c7d5ff2de94a5d834565164667b97b/pillow-12.0.0-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/ab/2e/bdaf2039f1bac918d013f560f3dc3ac59974912178b24c8bf94d059fba2e/pixi_kernel-0.6.7-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a8/87/77cc11c7a9ea9fd05503def69e3d18605852cd0d4b0d3b8f15bbeb3ef1d1/pooch-1.8.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/d3/f5/b369e026b09a26cd77aa88d8fffd69141d2ae00a2abaaf5380d2603f4b7f/propcache-0.3.2-cp313-cp313-win_amd64.whl
-      - pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f5/ab/f76ec3c3627c883215b5c8080debb4394ef5a7a29be811f786415fc1e6fd/propcache-0.4.1-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/bf/e9/b44c4f697276a7a95b8e94d0e320a7bf7f3318521b23de69035540b39838/psutil-7.1.0-cp37-abi3-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/9f/9b/50835e8fd86073fa7aa921df61b4cebc1f0ff400e4338541675cb72b5507/pycifrw-5.0.1-cp313-cp313-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-      - pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e3/28/e0a1909523c6890208295a29e05c2adb2126364e289826c0a8bc7297bd5c/pywin32-311-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/19/b757fe28008236a4a713e813283721b8a40aa60cd7d3f83549f2e25a3155/pywinpty-3.0.2-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/97/c9/39d5b874e8b28845e4ec2202b5da735d0199dbe5b8fb85f91398814a9a46/pyyaml-6.0.3-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/fc/7f/a21b20d577e4100c6a41795842028235998a643b1ad406a6d4163ea8f53e/pyzmq-27.1.0-cp312-abi3-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/ce/2c/5867b14a81dc217b56d95a9f2a40fdbc56a1ab0181b80132beeecbd4b2d6/rpds_py-0.27.1-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/41/77/56cf9cf01ea0bfcc662de72540812e5ba8e9563f33ef3d37ab2174892c47/ruff-0.14.0-py3-none-win_amd64.whl
       - pypi: https://files.pythonhosted.org/packages/a1/57/0f38e396ad19e41b4c5db66130167eef8ee620a49bc7d0512e3bb67e0cab/scipy-1.16.2-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/52/59/0782e51887ac6b07ffd1570e0364cf901ebc36345fea669969d2084baebb/simple_websocket-1.1.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/ac/a5/ca2f07a2a201f9497de1928f787926613db6307992fe5cda97624eb07c2f/sqlalchemy-2.0.43-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/03/51/665617fe4f8c6450f42a6d8d69243f9420f5677395572c2fe9d21b493b7b/sqlalchemy-2.0.44-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/40/44/4a5f08c96eb108af5cb50b41f76142f0afa346dfa99d5296fe7202a11854/tabulate-0.9.0-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b2/b7/718cd1da0884f281f95ccfa3a6cc572d30053cba64603f79d431d3c9b61b/tomli-2.3.0-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/c7/2a/f609b420c2f564a748a2d80ebfb2ee02a73ca80223af712fca591386cafb/tornado-6.5.2-cp39-abi3-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/5e/f1e1dd319e35e962a4e00b33150a8868b6329cc1d19fd533436ba5488f09/uncertainties-3.2.3-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/1a/c4/0082f437bac162ab95e5a3a389a184c122d45eb5593960aab92fdf80374b/uv-0.8.17-py3-none-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+      - pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/87/cd/667f6249a9a3a8d2d7ba1aa72db6b1fc6cdaf7b0d7aeda43478702e2a13e/uv-0.9.3-py3-none-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/db/d9/c495884c6e548fce18a8f40568ff120bc3a4b7b99813081c8ac0c936fa64/watchdog-6.0.0-py3-none-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/38/8b/7ec325b4e9e78beefc2d025b01ee8a2fde771ef7c957c3bff99b9e1fbffa/xraydb-4.5.8-py3-none-any.whl
-      - pypi: https://files.pythonhosted.org/packages/ba/ba/39b1ecbf51620b40ab402b0fc817f0ff750f6d92712b44689c2c215be89d/yarl-1.20.1-cp313-cp313-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/9a/ee/450914ae11b419eadd067c6183ae08381cfdfcb9798b90b2b713bbebddda/yarl-1.22.0-cp313-cp313-win_amd64.whl
 packages:
 - conda: https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2
   sha256: fe51de6107f9edc7aa4f786a70f4a883943bc9d39b3bb7307c04c41410990726
@@ -2590,26 +2955,15 @@ packages:
   purls: []
   size: 23621
   timestamp: 1650670423406
-- conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
-  sha256: a3967b937b9abf0f2a99f3173fa4630293979bd1644709d89580e7c62a544661
-  md5: aaa2a381ccc56eac91d63b6c1240312f
-  depends:
-  - cpython
-  - python-gil
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 8191
-  timestamp: 1744137672556
 - pypi: https://files.pythonhosted.org/packages/0f/15/5bf3b99495fb160b63f95972b81750f18f7f4e02ad051373b669d17d44f2/aiohappyeyeballs-2.6.1-py3-none-any.whl
   name: aiohappyeyeballs
   version: 2.6.1
   sha256: f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/10/97/ad2b18700708452400278039272032170246a1bf8ec5d832772372c71f1a/aiohttp-3.12.15-cp311-cp311-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/13/18/1ac95683e1c1d48ef4503965c96f5401618a04c139edae12e200392daae8/aiohttp-3.13.0-cp313-cp313-macosx_10_13_x86_64.whl
   name: aiohttp
-  version: 3.12.15
-  sha256: edd533a07da85baa4b423ee8839e3e91681c7bfa19b04260a469ee94b778bf6d
+  version: 3.13.0
+  sha256: 059978d2fddc462e9211362cbc8446747ecd930537fa559d3d25c256f032ff54
   requires_dist:
   - aiohappyeyeballs>=2.5.0
   - aiosignal>=1.4.0
@@ -2622,11 +2976,12 @@ packages:
   - aiodns>=3.3.0 ; extra == 'speedups'
   - brotli ; platform_python_implementation == 'CPython' and extra == 'speedups'
   - brotlicffi ; platform_python_implementation != 'CPython' and extra == 'speedups'
+  - zstandard ; python_full_version < '3.14' and platform_python_implementation == 'CPython' and extra == 'speedups'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/1b/8e/78ee35774201f38d5e1ba079c9958f7629b1fd079459aea9467441dbfbf5/aiohttp-3.12.15-cp313-cp313-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/1e/02/45b388b49e37933f316e1fb39c0de6fb1d77384b0c8f4cf6af5f2cbe3ea6/aiohttp-3.13.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: aiohttp
-  version: 3.12.15
-  sha256: 1a649001580bdb37c6fdb1bebbd7e3bc688e8ec2b5c6f52edbb664662b17dc84
+  version: 3.13.0
+  sha256: d169c47e40c911f728439da853b6fd06da83761012e6e76f11cb62cddae7282b
   requires_dist:
   - aiohappyeyeballs>=2.5.0
   - aiosignal>=1.4.0
@@ -2639,11 +2994,12 @@ packages:
   - aiodns>=3.3.0 ; extra == 'speedups'
   - brotli ; platform_python_implementation == 'CPython' and extra == 'speedups'
   - brotlicffi ; platform_python_implementation != 'CPython' and extra == 'speedups'
+  - zstandard ; python_full_version < '3.14' and platform_python_implementation == 'CPython' and extra == 'speedups'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/49/fc/a9576ab4be2dcbd0f73ee8675d16c707cfc12d5ee80ccf4015ba543480c9/aiohttp-3.12.15-cp313-cp313-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/3e/bd/485d98b372a2cd6998484a93ddd401ec6b6031657661c36846a10e2a1f6e/aiohttp-3.13.0-cp311-cp311-win_amd64.whl
   name: aiohttp
-  version: 3.12.15
-  sha256: 3eae49032c29d356b94eee45a3f39fdf4b0814b397638c2f718e96cfadf4c4e4
+  version: 3.13.0
+  sha256: 0f19f7798996d4458c669bd770504f710014926e9970f4729cf55853ae200469
   requires_dist:
   - aiohappyeyeballs>=2.5.0
   - aiosignal>=1.4.0
@@ -2656,11 +3012,12 @@ packages:
   - aiodns>=3.3.0 ; extra == 'speedups'
   - brotli ; platform_python_implementation == 'CPython' and extra == 'speedups'
   - brotlicffi ; platform_python_implementation != 'CPython' and extra == 'speedups'
+  - zstandard ; python_full_version < '3.14' and platform_python_implementation == 'CPython' and extra == 'speedups'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/62/6c/94846f576f1d11df0c2e41d3001000527c0fdf63fce7e69b3927a731325d/aiohttp-3.12.15-cp311-cp311-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/51/6d/7b1e020fe1d2a2be7cf0ce5e35922f345e3507cf337faa1a6563c42065c1/aiohttp-3.13.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: aiohttp
-  version: 3.12.15
-  sha256: 3f9d7c55b41ed687b9d7165b17672340187f87a773c98236c987f08c858145a9
+  version: 3.13.0
+  sha256: cc6d5fc5edbfb8041d9607f6a417997fa4d02de78284d386bea7ab767b5ea4f3
   requires_dist:
   - aiohappyeyeballs>=2.5.0
   - aiosignal>=1.4.0
@@ -2673,11 +3030,12 @@ packages:
   - aiodns>=3.3.0 ; extra == 'speedups'
   - brotli ; platform_python_implementation == 'CPython' and extra == 'speedups'
   - brotlicffi ; platform_python_implementation != 'CPython' and extra == 'speedups'
+  - zstandard ; python_full_version < '3.14' and platform_python_implementation == 'CPython' and extra == 'speedups'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/71/f9/0a31fcb1a7d4629ac9d8f01f1cb9242e2f9943f47f5d03215af91c3c1a26/aiohttp-3.12.15-cp311-cp311-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/89/a6/e1c061b079fed04ffd6777950c82f2e8246fd08b7b3c4f56fdd47f697e5a/aiohttp-3.13.0-cp311-cp311-macosx_11_0_arm64.whl
   name: aiohttp
-  version: 3.12.15
-  sha256: 010cc9bbd06db80fe234d9003f67e97a10fe003bfbedb40da7d71c1008eda0fe
+  version: 3.13.0
+  sha256: 3e6a38366f7f0d0f6ed7a1198055150c52fda552b107dad4785c0852ad7685d1
   requires_dist:
   - aiohappyeyeballs>=2.5.0
   - aiosignal>=1.4.0
@@ -2690,11 +3048,12 @@ packages:
   - aiodns>=3.3.0 ; extra == 'speedups'
   - brotli ; platform_python_implementation == 'CPython' and extra == 'speedups'
   - brotlicffi ; platform_python_implementation != 'CPython' and extra == 'speedups'
+  - zstandard ; python_full_version < '3.14' and platform_python_implementation == 'CPython' and extra == 'speedups'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/85/b8/9e7175e1fa0ac8e56baa83bf3c214823ce250d0028955dfb23f43d5e61fd/aiohttp-3.12.15-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/ae/f9/2d6d93fd57ab4726e18a7cdab083772eda8302d682620fbf2aef48322351/aiohttp-3.13.0-cp311-cp311-macosx_10_9_x86_64.whl
   name: aiohttp
-  version: 3.12.15
-  sha256: 5346b93e62ab51ee2a9d68e8f73c7cf96ffb73568a23e683f931e52450e4148d
+  version: 3.13.0
+  sha256: 4696665b2713021c6eba3e2b882a86013763b442577fe5d2056a42111e732eca
   requires_dist:
   - aiohappyeyeballs>=2.5.0
   - aiosignal>=1.4.0
@@ -2707,11 +3066,12 @@ packages:
   - aiodns>=3.3.0 ; extra == 'speedups'
   - brotli ; platform_python_implementation == 'CPython' and extra == 'speedups'
   - brotlicffi ; platform_python_implementation != 'CPython' and extra == 'speedups'
+  - zstandard ; python_full_version < '3.14' and platform_python_implementation == 'CPython' and extra == 'speedups'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/b5/2a/7495a81e39a998e400f3ecdd44a62107254803d1681d9189be5c2e4530cd/aiohttp-3.12.15-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/c9/58/afab7f2b9e7df88c995995172eb78cae8a3d5a62d5681abaade86b3f0089/aiohttp-3.13.0-cp313-cp313-win_amd64.whl
   name: aiohttp
-  version: 3.12.15
-  sha256: 2ee8a8ac39ce45f3e55663891d4b1d15598c157b4d494a4613e704c8b43112cd
+  version: 3.13.0
+  sha256: 7897298b3eedc790257fef8a6ec582ca04e9dbe568ba4a9a890913b925b8ea21
   requires_dist:
   - aiohappyeyeballs>=2.5.0
   - aiosignal>=1.4.0
@@ -2724,11 +3084,12 @@ packages:
   - aiodns>=3.3.0 ; extra == 'speedups'
   - brotli ; platform_python_implementation == 'CPython' and extra == 'speedups'
   - brotlicffi ; platform_python_implementation != 'CPython' and extra == 'speedups'
+  - zstandard ; python_full_version < '3.14' and platform_python_implementation == 'CPython' and extra == 'speedups'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/c6/82/1ddf0ea4f2f3afe79dffed5e8a246737cff6cbe781887a6a170299e33204/aiohttp-3.12.15-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/fd/79/ef0d477c771a642d1a881b92d226314c43d3c74bc674c93e12e679397a97/aiohttp-3.13.0-cp313-cp313-macosx_11_0_arm64.whl
   name: aiohttp
-  version: 3.12.15
-  sha256: b5b7fe4972d48a4da367043b8e023fb70a04d1490aa7d68800e465d1b97e493b
+  version: 3.13.0
+  sha256: 564b36512a7da3b386143c611867e3f7cfb249300a1bf60889bd9985da67ab77
   requires_dist:
   - aiohappyeyeballs>=2.5.0
   - aiosignal>=1.4.0
@@ -2741,6 +3102,7 @@ packages:
   - aiodns>=3.3.0 ; extra == 'speedups'
   - brotli ; platform_python_implementation == 'CPython' and extra == 'speedups'
   - brotlicffi ; platform_python_implementation != 'CPython' and extra == 'speedups'
+  - zstandard ; python_full_version < '3.14' and platform_python_implementation == 'CPython' and extra == 'speedups'
   requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/fb/76/641ae371508676492379f16e2fa48f4e2c11741bd63c48be4b12a6b09cba/aiosignal-1.4.0-py3-none-any.whl
   name: aiosignal
@@ -2750,184 +3112,81 @@ packages:
   - frozenlist>=1.1.0
   - typing-extensions>=4.2 ; python_full_version < '3.13'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.10.0-pyhe01879c_0.conda
-  sha256: d1b50686672ebe7041e44811eda563e45b94a8354db67eca659040392ac74d63
-  md5: cc2613bfa71dec0eb2113ee21ac9ccbf
-  depends:
-  - exceptiongroup >=1.0.2
-  - idna >=2.8
-  - python >=3.9
-  - sniffio >=1.1
-  - typing_extensions >=4.5
-  - python
-  constrains:
-  - trio >=0.26.1
-  - uvloop >=0.21
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/anyio?source=compressed-mapping
-  size: 134857
-  timestamp: 1754315087747
-- conda: https://conda.anaconda.org/conda-forge/noarch/appnope-0.1.4-pyhd8ed1ab_1.conda
-  sha256: 8f032b140ea4159806e4969a68b4a3c0a7cab1ad936eb958a2b5ffe5335e19bf
-  md5: 54898d0f524c9dee622d44bbb081a8ab
-  depends:
-  - python >=3.9
-  license: BSD-2-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/appnope?source=hash-mapping
-  size: 10076
-  timestamp: 1733332433806
-- conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
-  sha256: bea62005badcb98b1ae1796ec5d70ea0fc9539e7d59708ac4e7d41e2f4bb0bad
-  md5: 8ac12aff0860280ee0cff7fa2cf63f3b
-  depends:
+- pypi: https://files.pythonhosted.org/packages/15/b3/9b1a8074496371342ec1e796a96f99c82c945a339cd81a8e73de28b4cf9e/anyio-4.11.0-py3-none-any.whl
+  name: anyio
+  version: 4.11.0
+  sha256: 0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc
+  requires_dist:
+  - exceptiongroup>=1.0.2 ; python_full_version < '3.11'
+  - idna>=2.8
+  - sniffio>=1.1
+  - typing-extensions>=4.5 ; python_full_version < '3.13'
+  - trio>=0.31.0 ; extra == 'trio'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/81/29/5ecc3a15d5a33e31b26c11426c45c501e439cb865d0bff96315d86443b78/appnope-0.1.4-py2.py3-none-any.whl
+  name: appnope
+  version: 0.1.4
+  sha256: 502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c
+  requires_python: '>=3.6'
+- pypi: https://files.pythonhosted.org/packages/4f/d3/a8b22fa575b297cd6e3e3b0155c7e25db170edf1c74783d6a31a2490b8d9/argon2_cffi-25.1.0-py3-none-any.whl
+  name: argon2-cffi
+  version: 25.1.0
+  sha256: fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741
+  requires_dist:
   - argon2-cffi-bindings
-  - python >=3.9
-  - typing-extensions
-  constrains:
-  - argon2_cffi ==999
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/argon2-cffi?source=hash-mapping
-  size: 18715
-  timestamp: 1749017288144
-- conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py311h49ec1c0_0.conda
-  sha256: d6d2f38ece253492a3e00800b5d4a5c2cc4b2de73b2c0fcc580c218f1cf58de6
-  md5: 112c5e2b7fe99e3678bbd64316d38f0c
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - cffi >=1.0.1
-  - libgcc >=14
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/argon2-cffi-bindings?source=hash-mapping
-  size: 35657
-  timestamp: 1753994819264
-- conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py313h07c4f96_0.conda
-  sha256: 659d3876bd07ae8548b9be869708507bf56112ac300e43ca05860d5fbe73072e
-  md5: 99b4a1dea9e1d402c26dbbc0aef4f47c
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - cffi >=1.0.1
-  - libgcc >=14
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/argon2-cffi-bindings?source=hash-mapping
-  size: 35811
-  timestamp: 1753994992173
-- conda: https://conda.anaconda.org/conda-forge/osx-64/argon2-cffi-bindings-25.1.0-py311h13e5629_0.conda
-  sha256: cab14d6bdcaf64f0911dcd994b51ddb753650d041a74c87a2107041763605e66
-  md5: 8051f5bb22c95da482362f7a8c35fd68
-  depends:
-  - __osx >=10.13
-  - cffi >=1.0.1
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/argon2-cffi-bindings?source=hash-mapping
-  size: 33400
-  timestamp: 1753995045262
-- conda: https://conda.anaconda.org/conda-forge/osx-64/argon2-cffi-bindings-25.1.0-py313h585f44e_0.conda
-  sha256: 1ff3a2d7f533aa8b3c3ab1ea812aee4a21584b77c0308a3df5eaf3e7a7f21369
-  md5: aa855240032c28272b48199eda601486
-  depends:
-  - __osx >=10.13
-  - cffi >=1.0.1
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/argon2-cffi-bindings?source=hash-mapping
-  size: 33475
-  timestamp: 1753994999531
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/argon2-cffi-bindings-25.1.0-py311h3696347_0.conda
-  sha256: f5b4102716a568877e212a9d4c677027b887f215d4735acfe4532efb2da59de1
-  md5: 3b4ba20f581ec2268df5a76c64232ae5
-  depends:
-  - __osx >=11.0
-  - cffi >=1.0.1
-  - python >=3.11,<3.12.0a0
-  - python >=3.11,<3.12.0a0 *_cpython
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/argon2-cffi-bindings?source=hash-mapping
-  size: 34325
-  timestamp: 1753995031680
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/argon2-cffi-bindings-25.1.0-py313hcdf3177_0.conda
-  sha256: 4318f43b5a524caf824f65a1ca7428d0a4a659d7c0a27f70adabfc660280fdc6
-  md5: 337c72a8f36fb82bbd21bad12d502909
-  depends:
-  - __osx >=11.0
-  - cffi >=1.0.1
-  - python >=3.13,<3.14.0a0
-  - python >=3.13,<3.14.0a0 *_cp313
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/argon2-cffi-bindings?source=hash-mapping
-  size: 34145
-  timestamp: 1753995019248
-- conda: https://conda.anaconda.org/conda-forge/win-64/argon2-cffi-bindings-25.1.0-py311h3485c13_0.conda
-  sha256: 4bde4487abbca4c8834a582928a80692a32ebba67e906ce676e931035a13d004
-  md5: fdb37c9bd914e2a2c20f204f9cb15e6b
-  depends:
-  - cffi >=1.0.1
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/argon2-cffi-bindings?source=hash-mapping
-  size: 38615
-  timestamp: 1753995128176
-- conda: https://conda.anaconda.org/conda-forge/win-64/argon2-cffi-bindings-25.1.0-py313h5ea7bf4_0.conda
-  sha256: b40e78275538abbf138a1a0233dbdca876bb4c03295a06ea0c475ee846d741c0
-  md5: f68ecfe2b2dcd299454f3e3ee0968e2f
-  depends:
-  - cffi >=1.0.1
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/argon2-cffi-bindings?source=hash-mapping
-  size: 38542
-  timestamp: 1753995252162
-- conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_1.conda
-  sha256: c4b0bdb3d5dee50b60db92f99da3e4c524d5240aafc0a5fcc15e45ae2d1a3cd1
-  md5: 46b53236fdd990271b03c3978d4218a9
-  depends:
-  - python >=3.9
-  - python-dateutil >=2.7.0
-  - types-python-dateutil >=2.8.10
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/arrow?source=hash-mapping
-  size: 99951
-  timestamp: 1733584345583
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/09/52/94108adfdd6e2ddf58be64f959a0b9c7d4ef2fa71086c38356d22dc501ea/argon2_cffi_bindings-25.1.0-cp39-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl
+  name: argon2-cffi-bindings
+  version: 25.1.0
+  sha256: d3e924cfc503018a714f94a49a149fdc0b644eaead5d1f089330399134fa028a
+  requires_dist:
+  - cffi>=1.0.1 ; python_full_version < '3.14'
+  - cffi>=2.0.0b1 ; python_full_version >= '3.14'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/0a/08/a9bebdb2e0e602dde230bdde8021b29f71f7841bd54801bcfd514acb5dcf/argon2_cffi_bindings-25.1.0-cp39-abi3-macosx_10_9_x86_64.whl
+  name: argon2-cffi-bindings
+  version: 25.1.0
+  sha256: 2630b6240b495dfab90aebe159ff784d08ea999aa4b0d17efa734055a07d2f44
+  requires_dist:
+  - cffi>=1.0.1 ; python_full_version < '3.14'
+  - cffi>=2.0.0b1 ; python_full_version >= '3.14'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/b6/02/d297943bcacf05e4f2a94ab6f462831dc20158614e5d067c35d4e63b9acb/argon2_cffi_bindings-25.1.0-cp39-abi3-macosx_11_0_arm64.whl
+  name: argon2-cffi-bindings
+  version: 25.1.0
+  sha256: 7aef0c91e2c0fbca6fc68e7555aa60ef7008a739cbe045541e438373bc54d2b0
+  requires_dist:
+  - cffi>=1.0.1 ; python_full_version < '3.14'
+  - cffi>=2.0.0b1 ; python_full_version >= '3.14'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/e2/c6/a759ece8f1829d1f162261226fbfd2c6832b3ff7657384045286d2afa384/argon2_cffi_bindings-25.1.0-cp39-abi3-win_amd64.whl
+  name: argon2-cffi-bindings
+  version: 25.1.0
+  sha256: a98cd7d17e9f7ce244c0803cad3c23a7d379c301ba618a5fa76a67d116618b98
+  requires_dist:
+  - cffi>=1.0.1 ; python_full_version < '3.14'
+  - cffi>=2.0.0b1 ; python_full_version >= '3.14'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/f8/ed/e97229a566617f2ae958a6b13e7cc0f585470eac730a73e9e82c32a3cdd2/arrow-1.3.0-py3-none-any.whl
+  name: arrow
+  version: 1.3.0
+  sha256: c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80
+  requires_dist:
+  - python-dateutil>=2.7.0
+  - types-python-dateutil>=2.8.10
+  - doc8 ; extra == 'doc'
+  - sphinx>=7.0.0 ; extra == 'doc'
+  - sphinx-autobuild ; extra == 'doc'
+  - sphinx-autodoc-typehints ; extra == 'doc'
+  - sphinx-rtd-theme>=1.3.0 ; extra == 'doc'
+  - dateparser==1.* ; extra == 'test'
+  - pre-commit ; extra == 'test'
+  - pytest ; extra == 'test'
+  - pytest-cov ; extra == 'test'
+  - pytest-mock ; extra == 'test'
+  - pytz==2021.1 ; extra == 'test'
+  - simplejson==3.* ; extra == 'test'
+  requires_python: '>=3.8'
 - pypi: https://files.pythonhosted.org/packages/3f/d0/7b958df957e4827837b590944008f0b28078f552b451f7407b4b3d54f574/asciichartpy-1.5.25-py2.py3-none-any.whl
   name: asciichartpy
   version: 1.5.25
@@ -2948,251 +3207,129 @@ packages:
   - coverage ; extra == 'test'
   - asteval[dev,doc,test] ; extra == 'all'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.0-pyhd8ed1ab_1.conda
-  sha256: 93b14414b3b3ed91e286e1cbe4e7a60c4e1b1c730b0814d1e452a8ac4b9af593
-  md5: 8f587de4bcf981e26228f268df374a9b
-  depends:
-  - python >=3.9
-  constrains:
-  - astroid >=2,<4
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/asttokens?source=hash-mapping
-  size: 28206
-  timestamp: 1733250564754
-- conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.5-pyh29332c3_0.conda
-  sha256: 3b7233041e462d9eeb93ea1dfe7b18aca9c358832517072054bb8761df0c324b
-  md5: d9d0f99095a9bb7e3641bca8c6ad2ac7
-  depends:
-  - python >=3.9
-  - typing_extensions >=4.0.0
-  - python
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/async-lru?source=hash-mapping
-  size: 17335
-  timestamp: 1742153708859
-- conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.3.0-pyh71513ae_0.conda
-  sha256: 99c53ffbcb5dc58084faf18587b215f9ac8ced36bbfb55fa807c00967e419019
-  md5: a10d11958cadc13fdb43df75f8b1903f
-  depends:
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/attrs?source=hash-mapping
-  size: 57181
-  timestamp: 1741918625732
-- conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.17.0-pyhd8ed1ab_0.conda
-  sha256: 1c656a35800b7f57f7371605bc6507c8d3ad60fbaaec65876fce7f73df1fc8ac
-  md5: 0a01c169f0ab0f91b26e77a3301fbfe4
-  depends:
-  - python >=3.9
-  - pytz >=2015.7
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/babel?source=hash-mapping
-  size: 6938256
-  timestamp: 1738490268466
-- conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.13.5-pyha770c72_0.conda
-  sha256: d2124c0ea13527c7f54582269b3ae19541141a3740d6d779e7aa95aa82eaf561
-  md5: de0fd9702fd4c1186e930b8c35af6b6b
-  depends:
-  - python >=3.10
-  - soupsieve >=1.2
-  - typing-extensions
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/beautifulsoup4?source=compressed-mapping
-  size: 88278
-  timestamp: 1756094375546
+- pypi: https://files.pythonhosted.org/packages/25/8a/c46dcc25341b5bce5472c718902eb3d38600a903b14fa6aeecef3f21a46f/asttokens-3.0.0-py3-none-any.whl
+  name: asttokens
+  version: 3.0.0
+  sha256: e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2
+  requires_dist:
+  - astroid>=2,<4 ; extra == 'astroid'
+  - astroid>=2,<4 ; extra == 'test'
+  - pytest ; extra == 'test'
+  - pytest-cov ; extra == 'test'
+  - pytest-xdist ; extra == 'test'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/03/49/d10027df9fce941cb8184e78a02857af36360d33e1721df81c5ed2179a1a/async_lru-2.0.5-py3-none-any.whl
+  name: async-lru
+  version: 2.0.5
+  sha256: ab95404d8d2605310d345932697371a5f40def0487c03d6d0ad9138de52c9943
+  requires_dist:
+  - typing-extensions>=4.0.0 ; python_full_version < '3.11'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/3a/2a/7cc015f5b9f5db42b7d48157e23356022889fc354a2813c15934b7cb5c0e/attrs-25.4.0-py3-none-any.whl
+  name: attrs
+  version: 25.4.0
+  sha256: adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/9e/43/53afb8ba17218f19b77c7834128566c5bbb100a0ad9ba2e8e89d089d7079/autopep8-2.3.2-py2.py3-none-any.whl
+  name: autopep8
+  version: 2.3.2
+  sha256: ce8ad498672c845a0c3de2629c15b635ec2b05ef8177a6e7c91c74f3e9b51128
+  requires_dist:
+  - pycodestyle>=2.12.0
+  - tomli ; python_full_version < '3.11'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl
+  name: babel
+  version: 2.17.0
+  sha256: 4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2
+  requires_dist:
+  - pytz>=2015.7 ; python_full_version < '3.9'
+  - tzdata ; sys_platform == 'win32' and extra == 'dev'
+  - backports-zoneinfo ; python_full_version < '3.9' and extra == 'dev'
+  - freezegun~=1.0 ; extra == 'dev'
+  - jinja2>=3.0 ; extra == 'dev'
+  - pytest-cov ; extra == 'dev'
+  - pytest>=6.0 ; extra == 'dev'
+  - pytz ; extra == 'dev'
+  - setuptools ; extra == 'dev'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/10/bf/fa31834dc27a7f05e5290eae47c82690edc3a7b37d58f7fb35a1bdbf355b/backrefs-5.9-py313-none-any.whl
+  name: backrefs
+  version: '5.9'
+  sha256: cc37b19fa219e93ff825ed1fed8879e47b4d89aa7a1884860e2db64ccd7c676b
+  requires_dist:
+  - regex ; extra == 'extras'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/55/07/f0b3375bf0d06014e9787797e6b7cc02b38ac9ff9726ccfe834d94e9991e/backrefs-5.9-py311-none-any.whl
+  name: backrefs
+  version: '5.9'
+  sha256: 6907635edebbe9b2dc3de3a2befff44d74f30a4562adbb8b36f21252ea19c5cf
+  requires_dist:
+  - regex ; extra == 'extras'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/94/fe/3aed5d0be4d404d12d36ab97e2f1791424d9ca39c2f754a6285d59a3b01d/beautifulsoup4-4.14.2-py3-none-any.whl
+  name: beautifulsoup4
+  version: 4.14.2
+  sha256: 5ef6fa3a8cbece8488d66985560f97ed091e22bbc4e9c2338508a9d5de6d4515
+  requires_dist:
+  - soupsieve>1.2
+  - typing-extensions>=4.0.0
+  - cchardet ; extra == 'cchardet'
+  - chardet ; extra == 'chardet'
+  - charset-normalizer ; extra == 'charset-normalizer'
+  - html5lib ; extra == 'html5lib'
+  - lxml ; extra == 'lxml'
+  requires_python: '>=3.7.0'
 - pypi: https://files.pythonhosted.org/packages/99/37/e8730c3587a65eb5645d4aba2d27aae48e8003614d6aaf15dda67f702f1f/bidict-0.23.1-py3-none-any.whl
   name: bidict
   version: 0.23.1
   sha256: 5dae8d4d79b552a71cbabc7deb25dfe8ce710b17ff41711e13010ead2abfc3e5
   requires_python: '>=3.8'
-- conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.2.0-pyh29332c3_4.conda
-  sha256: a05971bb80cca50ce9977aad3f7fc053e54ea7d5321523efc7b9a6e12901d3cd
-  md5: f0b4c8e370446ef89797608d60a564b3
-  depends:
-  - python >=3.9
+- pypi: https://files.pythonhosted.org/packages/fc/55/96142937f66150805c25c4d0f31ee4132fd33497753400734f9dfdcbdc66/bleach-6.2.0-py3-none-any.whl
+  name: bleach
+  version: 6.2.0
+  sha256: 117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e
+  requires_dist:
   - webencodings
-  - python
-  constrains:
-  - tinycss >=1.1.0,<1.5
-  license: Apache-2.0 AND MIT
-  purls:
-  - pkg:pypi/bleach?source=hash-mapping
-  size: 141405
-  timestamp: 1737382993425
-- conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.2.0-h82add2a_4.conda
-  sha256: 0aba699344275b3972bd751f9403316edea2ceb942db12f9f493b63c74774a46
-  md5: a30e9406c873940383555af4c873220d
-  depends:
-  - bleach ==6.2.0 pyh29332c3_4
-  - tinycss2
-  license: Apache-2.0 AND MIT
-  purls: []
-  size: 4213
-  timestamp: 1737382993425
+  - tinycss2>=1.1.0,<1.5 ; extra == 'css'
+  requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/10/cb/f2ad4230dc2eb1a74edf38f1a38b9b52277f75bef262d8908e60d957e13c/blinker-1.9.0-py3-none-any.whl
   name: blinker
   version: 1.9.0
   sha256: ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py311h1ddb823_4.conda
-  sha256: 318d4985acbf46457d254fbd6f0df80cc069890b5fc0013b3546d88eee1b1a1f
-  md5: 7138a06a7b0d11a23cfae323e6010a08
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - libstdcxx >=14
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  constrains:
-  - libbrotlicommon 1.1.0 hb03c661_4
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=compressed-mapping
-  size: 354304
-  timestamp: 1756599521587
-- conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py313h7033f15_4.conda
-  sha256: b1941426e564d326097ded7af8b525540be219be7a88ca961d58a8d4fc116db2
-  md5: bc8624c405856b1d047dd0a81829b08c
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - libstdcxx >=14
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - libbrotlicommon 1.1.0 hb03c661_4
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=compressed-mapping
-  size: 353639
-  timestamp: 1756599425945
-- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py311h7b20566_4.conda
-  sha256: 10afc3a0df8e7447c56b0753848336eeeeea04be9bf1817569c45755392de14b
-  md5: 13de3b969fd0ba12c4f6f9513f486f16
-  depends:
-  - __osx >=10.13
-  - libcxx >=19
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  constrains:
-  - libbrotlicommon 1.1.0 h1c43f85_4
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=hash-mapping
-  size: 368751
-  timestamp: 1756600247737
-- conda: https://conda.anaconda.org/conda-forge/osx-64/brotli-python-1.1.0-py313h253db18_4.conda
-  sha256: fc4db6916598d1c634de85337db6d351d6f1cb8a93679715e0ee572777a5007e
-  md5: 8643345f12d0db3096a8aa0abd74f6e9
-  depends:
-  - __osx >=10.13
-  - libcxx >=19
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - libbrotlicommon 1.1.0 h1c43f85_4
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=compressed-mapping
-  size: 369082
-  timestamp: 1756600456664
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py311hf719da1_4.conda
-  sha256: 64645da991de052f0e522486cf97f8457fb37ed5c30d67655d3a32d2b9f56167
-  md5: 4cd43bb7ba1a3cb4cd7a2e335f6d3c32
-  depends:
-  - __osx >=11.0
-  - libcxx >=19
-  - python >=3.11,<3.12.0a0
-  - python >=3.11,<3.12.0a0 *_cpython
-  - python_abi 3.11.* *_cp311
-  constrains:
-  - libbrotlicommon 1.1.0 h6caf38d_4
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=compressed-mapping
-  size: 340889
-  timestamp: 1756599941690
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.1.0-py313hb4b7877_4.conda
-  sha256: a6402a7186ace5c3eb21ed4ce50eda3592c44ce38ab4e9a7ddd57d72b1e61fb3
-  md5: 9518cd948fc334d66119c16a2106a959
-  depends:
-  - __osx >=11.0
-  - libcxx >=19
-  - python >=3.13,<3.14.0a0
-  - python >=3.13,<3.14.0a0 *_cp313
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - libbrotlicommon 1.1.0 h6caf38d_4
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=compressed-mapping
-  size: 341104
-  timestamp: 1756600117644
-- conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py311h3e6a449_4.conda
-  sha256: d524edc172239fec70ad946e3b2fa1b9d7eea145ad80e9e66da25a4d815770ea
-  md5: 21d3a7fa95d27938158009cd08e461f2
-  depends:
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  constrains:
-  - libbrotlicommon 1.1.0 hfd05255_4
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=hash-mapping
-  size: 323289
-  timestamp: 1756600106141
-- conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.1.0-py313hfe59770_4.conda
-  sha256: 0e98ebafd586c4da7d848f9de94770cb27653ba9232a2badb28f8a01f6e48fb5
-  md5: 477bf04a8a3030368068ccd39b8c5532
-  depends:
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  constrains:
-  - libbrotlicommon 1.1.0 hfd05255_4
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/brotli?source=compressed-mapping
-  size: 323459
-  timestamp: 1756600051044
-- pypi: https://files.pythonhosted.org/packages/91/3e/f7329f3beb975edf740f6112f72b5e32933bffb7011c96f68cc3c92934c3/bumps-1.0.2-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/cb/8c/2b30c12155ad8de0cf641d76a8b396a16d2c36bc6d50b621a62b7c4567c1/build-1.3.0-py3-none-any.whl
+  name: build
+  version: 1.3.0
+  sha256: 7145f0b5061ba90a1500d60bd1b13ca0a8a4cebdd0cc16ed8adf1c0e739f43b4
+  requires_dist:
+  - packaging>=19.1
+  - pyproject-hooks
+  - colorama ; os_name == 'nt'
+  - importlib-metadata>=4.6 ; python_full_version < '3.10.2'
+  - tomli>=1.1.0 ; python_full_version < '3.11'
+  - uv>=0.1.18 ; extra == 'uv'
+  - virtualenv>=20.11 ; python_full_version < '3.10' and extra == 'virtualenv'
+  - virtualenv>=20.17 ; python_full_version >= '3.10' and python_full_version < '3.14' and extra == 'virtualenv'
+  - virtualenv>=20.31 ; python_full_version >= '3.14' and extra == 'virtualenv'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/43/8e/278ea79cf8ee0c395a5ad74625b3465c2fc234bb277f171dd59dd203820d/bumps-1.0.3-py3-none-any.whl
   name: bumps
-  version: 1.0.2
-  sha256: 5bdd117c0afc85caea0444daa3571a24f84eb68ce4f1a5f5574b9cdb03cd8fce
+  version: 1.0.3
+  sha256: 4f503c814b9ddd2cda760b2e35aaa6285651434fc2e64ccac55b1a666bca17f6
   requires_dist:
   - numpy
   - scipy
   - h5py
   - dill
+  - cloudpickle
   - matplotlib
   - blinker
   - aiohttp
   - python-socketio
   - plotly
   - mpld3
+  - msgpack
   - graphlib-backport ; python_full_version < '3.9'
   - build ; extra == 'dev'
   - pre-commit ; extra == 'dev'
@@ -3203,7 +3340,7 @@ packages:
   - setuptools ; extra == 'dev'
   - sphinx ; extra == 'dev'
   - versioningit ; extra == 'dev'
-  requires_python: '>=3.8'
+  requires_python: '>=3.9'
 - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_8.conda
   sha256: c30daba32ddebbb7ded490f0e371eae90f51e72db620554089103b4a6934b0d5
   md5: 51a19bba1b8ebfb60df25cde030b7ebc
@@ -3247,228 +3384,144 @@ packages:
   purls: []
   size: 55977
   timestamp: 1757437738856
-- conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-h4c7d964_0.conda
-  sha256: 3b82f62baad3fd33827b01b0426e8203a2786c8f452f633740868296bcbe8485
-  md5: c9e0c0f82f6e63323827db462b40ede8
+- conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-h4c7d964_0.conda
+  sha256: bfb7f9f242f441fdcd80f1199edd2ecf09acea0f2bcef6f07d7cbb1a8131a345
+  md5: e54200a1cd1fe33d61c9df8d3b00b743
   depends:
   - __win
   license: ISC
   purls: []
-  size: 154489
-  timestamp: 1754210967212
-- conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.8.3-hbd8a1cb_0.conda
-  sha256: 837b795a2bb39b75694ba910c13c15fa4998d4bb2a622c214a6a5174b2ae53d1
-  md5: 74784ee3d225fc3dca89edb635b4e5cc
+  size: 156354
+  timestamp: 1759649104842
+- conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2025.10.5-hbd8a1cb_0.conda
+  sha256: 3b5ad78b8bb61b6cdc0978a6a99f8dfb2cc789a451378d054698441005ecbdb6
+  md5: f9e5fbc24009179e8b0409624691758a
   depends:
   - __unix
   license: ISC
   purls: []
-  size: 154402
-  timestamp: 1754210968730
-- conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
-  noarch: python
-  sha256: 561e6660f26c35d137ee150187d89767c988413c978e1b712d53f27ddf70ea17
-  md5: 9b347a7ec10940d3f7941ff6c460b551
-  depends:
-  - cached_property >=1.5.2,<1.5.3.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 4134
-  timestamp: 1615209571450
-- conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
-  sha256: 6dbf7a5070cc43d90a1e4c2ec0c541c69d8e30a0e25f50ce9f6e4a432e42c5d7
-  md5: 576d629e47797577ab0f1b351297ef4a
-  depends:
-  - python >=3.6
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/cached-property?source=hash-mapping
-  size: 11065
-  timestamp: 1615209567874
-- conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2025.8.3-pyhd8ed1ab_0.conda
-  sha256: a1ad5b0a2a242f439608f22a538d2175cac4444b7b3f4e2b8c090ac337aaea40
-  md5: 11f59985f49df4620890f3e746ed7102
-  depends:
-  - python >=3.9
-  license: ISC
-  purls:
-  - pkg:pypi/certifi?source=compressed-mapping
-  size: 158692
-  timestamp: 1754231530168
-- conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py311h5b438cf_1.conda
-  sha256: bbd04c8729e6400fa358536b1007c1376cc396d569b71de10f1df7669d44170e
-  md5: 82e0123a459d095ac99c76d150ccdacf
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libffi >=3.4.6,<3.5.0a0
-  - libgcc >=14
-  - pycparser
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/cffi?source=compressed-mapping
-  size: 303055
-  timestamp: 1756808613387
-- conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.17.1-py313hf01b4d8_1.conda
-  sha256: 2c2d68ef3480c22e0d5837b9314579b4a8484ccfed264b8b7d5da70f695afdd9
-  md5: c4a0f01c46bc155d205694bec57bd709
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libffi >=3.4.6,<3.5.0a0
-  - libgcc >=14
-  - pycparser
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/cffi?source=hash-mapping
-  size: 297231
-  timestamp: 1756808418076
-- conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py311he66fa18_1.conda
-  sha256: f5c6c73e0a389d2c89e10b36883e18cd3abd14756d9d01d53856aaae3131f219
-  md5: 70cd671f73c5c08899d5c43366d37787
-  depends:
-  - __osx >=10.13
-  - libffi >=3.4.6,<3.5.0a0
-  - pycparser
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/cffi?source=hash-mapping
-  size: 294021
-  timestamp: 1756808523082
-- conda: https://conda.anaconda.org/conda-forge/osx-64/cffi-1.17.1-py313he20ea1e_1.conda
-  sha256: be88bd2cbb3f1f4e16326affc22b2c26f926dd18e03defc24df1fe6c80e7ce18
-  md5: fc55afa9103145b51e5227a4ef0b8bad
-  depends:
-  - __osx >=10.13
-  - libffi >=3.4.6,<3.5.0a0
-  - pycparser
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/cffi?source=hash-mapping
-  size: 289490
-  timestamp: 1756808563
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/cffi-1.17.1-py311h146a0b8_1.conda
-  sha256: 97635f50d473eae17e11b954570efdc66b615dfa6321dd069742d6df4c14a8ba
-  md5: 1c72ccc307e7681c34e1c06c1711ee33
-  depends:
-  - __osx >=11.0
-  - libffi >=3.4.6,<3.5.0a0
-  - pycparser
-  - python >=3.11,<3.12.0a0
-  - python >=3.11,<3.12.0a0 *_cpython
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/cffi?source=compressed-mapping
-  size: 293204
-  timestamp: 1756808628759
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/cffi-1.17.1-py313h755b2b2_1.conda
-  sha256: 6dd0ba5c68f59eb4039399d0c51d060b89f2028acd5c2f7f6879476ab108d797
-  md5: a9024b1e15f59ce83654d542f83c23be
-  depends:
-  - __osx >=11.0
-  - libffi >=3.4.6,<3.5.0a0
-  - pycparser
-  - python >=3.13,<3.14.0a0
-  - python >=3.13,<3.14.0a0 *_cp313
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/cffi?source=hash-mapping
-  size: 289263
-  timestamp: 1756808593662
-- conda: https://conda.anaconda.org/conda-forge/win-64/cffi-1.17.1-py311h3485c13_1.conda
-  sha256: 46baee342b50ce7fbf4c52267f73327cb0512b970332037c8911afee1e54f063
-  md5: 553a1836df919ca232b80ce1324fa5bb
-  depends:
-  - pycparser
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/cffi?source=hash-mapping
-  size: 296743
-  timestamp: 1756808544874
-- conda: https://conda.anaconda.org/conda-forge/win-64/cffi-1.17.1-py313h5ea7bf4_1.conda
-  sha256: 8e2cd5b827a717d4a9f14594404a7d3693a5a7b7a9a181409ca1bd24a995d78c
-  md5: 69a537fed13191160f1a139b6d42f6c1
-  depends:
-  - pycparser
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/cffi?source=hash-mapping
-  size: 290632
-  timestamp: 1756808584791
-- conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.3-pyhd8ed1ab_0.conda
-  sha256: 838d5a011f0e7422be6427becba3de743c78f3874ad2743c341accbba9bb2624
-  md5: 7e7d5ef1b9ed630e4a1c358d6bc62284
-  depends:
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/charset-normalizer?source=hash-mapping
-  size: 51033
-  timestamp: 1754767444665
-- pypi: https://files.pythonhosted.org/packages/85/32/10bb5764d90a8eee674e9dc6f4db6a0ab47c8c4d0d83c27f7c39ac415a4d/click-8.2.1-py3-none-any.whl
+  size: 155907
+  timestamp: 1759649036195
+- pypi: https://files.pythonhosted.org/packages/e4/37/af0d2ef3967ac0d6113837b44a4f0bfe1328c2b9763bd5b1744520e5cfed/certifi-2025.10.5-py3-none-any.whl
+  name: certifi
+  version: 2025.10.5
+  sha256: 0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/12/4a/3dfd5f7850cbf0d06dc84ba9aa00db766b52ca38d8b86e3a38314d52498c/cffi-2.0.0-cp311-cp311-macosx_10_13_x86_64.whl
+  name: cffi
+  version: 2.0.0
+  sha256: b4c854ef3adc177950a8dfc81a86f5115d2abd545751a304c5bcf2c2c7283cfe
+  requires_dist:
+  - pycparser ; implementation_name != 'PyPy'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/37/18/6519e1ee6f5a1e579e04b9ddb6f1676c17368a7aba48299c3759bbc3c8b3/cffi-2.0.0-cp313-cp313-win_amd64.whl
+  name: cffi
+  version: 2.0.0
+  sha256: 19f705ada2530c1167abacb171925dd886168931e0a7b78f5bffcae5c6b5be75
+  requires_dist:
+  - pycparser ; implementation_name != 'PyPy'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/4a/d2/a6c0296814556c68ee32009d9c2ad4f85f2707cdecfd7727951ec228005d/cffi-2.0.0-cp313-cp313-macosx_11_0_arm64.whl
+  name: cffi
+  version: 2.0.0
+  sha256: 45d5e886156860dc35862657e1494b9bae8dfa63bf56796f2fb56e1679fc0bca
+  requires_dist:
+  - pycparser ; implementation_name != 'PyPy'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/4b/8d/a0a47a0c9e413a658623d014e91e74a50cdd2c423f7ccfd44086ef767f90/cffi-2.0.0-cp313-cp313-macosx_10_13_x86_64.whl
+  name: cffi
+  version: 2.0.0
+  sha256: 00bdf7acc5f795150faa6957054fbbca2439db2f775ce831222b66f192f03beb
+  requires_dist:
+  - pycparser ; implementation_name != 'PyPy'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/4f/8b/f0e4c441227ba756aafbe78f117485b25bb26b1c059d01f137fa6d14896b/cffi-2.0.0-cp311-cp311-macosx_11_0_arm64.whl
+  name: cffi
+  version: 2.0.0
+  sha256: 2de9a304e27f7596cd03d16f1b7c72219bd944e99cc52b84d0145aefb07cbd3c
+  requires_dist:
+  - pycparser ; implementation_name != 'PyPy'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/98/df/0a1755e750013a2081e863e7cd37e0cdd02664372c754e5560099eb7aa44/cffi-2.0.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+  name: cffi
+  version: 2.0.0
+  sha256: c8d3b5532fc71b7a77c09192b4a5a200ea992702734a2e9279a37f2478236f26
+  requires_dist:
+  - pycparser ; implementation_name != 'PyPy'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/ae/8f/dc5531155e7070361eb1b7e4c1a9d896d0cb21c49f807a6c03fd63fc877e/cffi-2.0.0-cp311-cp311-win_amd64.whl
+  name: cffi
+  version: 2.0.0
+  sha256: 66f011380d0e49ed280c789fbd08ff0d40968ee7b665575489afa95c98196ab5
+  requires_dist:
+  - pycparser ; implementation_name != 'PyPy'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/d7/91/500d892b2bf36529a75b77958edfcd5ad8e2ce4064ce2ecfeab2125d72d1/cffi-2.0.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+  name: cffi
+  version: 2.0.0
+  sha256: 8941aaadaf67246224cee8c3803777eed332a19d909b47e29c9842ef1e79ac26
+  requires_dist:
+  - pycparser ; implementation_name != 'PyPy'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/c5/55/51844dd50c4fc7a33b653bfaba4c2456f06955289ca770a5dbd5fd267374/cfgv-3.4.0-py2.py3-none-any.whl
+  name: cfgv
+  version: 3.4.0
+  sha256: b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/65/f6/62fdd5feb60530f50f7e38b4f6a1d5203f4d16ff4f9f0952962c044e919a/charset_normalizer-3.4.4-cp311-cp311-win_amd64.whl
+  name: charset-normalizer
+  version: 3.4.4
+  sha256: 5ae497466c7901d54b639cf42d5b8c1b6a4fead55215500d2f486d34db48d016
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/6d/fc/de9cce525b2c5b94b47c70a4b4fb19f871b24995c728e957ee68ab1671ea/charset_normalizer-3.4.4-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: charset-normalizer
+  version: 3.4.4
+  sha256: 840c25fb618a231545cbab0564a799f101b63b9901f2569faecd6b222ac72381
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/97/45/4b3a1239bbacd321068ea6e7ac28875b03ab8bc0aa0966452db17cd36714/charset_normalizer-3.4.4-cp313-cp313-macosx_10_13_universal2.whl
+  name: charset-normalizer
+  version: 3.4.4
+  sha256: e1f185f86a6f3403aa2420e815904c67b2f9ebc443f045edd0de921108345794
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/c4/26/b9924fa27db384bdcd97ab83b4f0a8058d96ad9626ead570674d5e737d90/charset_normalizer-3.4.4-cp313-cp313-win_amd64.whl
+  name: charset-normalizer
+  version: 3.4.4
+  sha256: b435cba5f4f750aa6c0a0d92c541fb79f69a387c91e61f1795227e4ed9cece14
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/ed/27/c6491ff4954e58a10f69ad90aca8a1b6fe9c5d3c6f380907af3c37435b59/charset_normalizer-3.4.4-cp311-cp311-macosx_10_9_universal2.whl
+  name: charset-normalizer
+  version: 3.4.4
+  sha256: 6e1fcf0720908f200cd21aa4e6750a48ff6ce4afe7ff5a79a90d5ed8a08296f8
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/f5/83/6ab5883f57c9c801ce5e5677242328aa45592be8a00644310a008d04f922/charset_normalizer-3.4.4-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: charset-normalizer
+  version: 3.4.4
+  sha256: a8a8b89589086a25749f471e6a900d3f662d1d3b6e2e59dcecf787b1cc3a1894
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl
   name: click
-  version: 8.2.1
-  sha256: 61a3265b914e850b85317d0b3109c7f8cd35a670f963866005d6ef1d5175a12b
+  version: 8.3.0
+  sha256: 9b9f285302c6e3064f4330c05f05b81945b2a39544279343e6e7c5f27a9baddc
   requires_dist:
   - colorama ; sys_platform == 'win32'
   requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/7e/e8/64c37fadfc2816a7701fa8a6ed8d87327c7d54eacfbfb6edab14a2f2be75/cloudpickle-3.1.1-py3-none-any.whl
+  name: cloudpickle
+  version: 3.1.1
+  sha256: c8c5a44295039331ee9dad40ba100a9c7297b6f988e50e87ccdf3765a668350e
+  requires_python: '>=3.8'
 - pypi: https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl
   name: colorama
   version: 0.4.6
   sha256: 4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
   requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*'
-- conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
-  sha256: ab29d57dc70786c1269633ba3dff20288b81664d3ff8d21af995742e2bb03287
-  md5: 962b9857ee8e7018c22f2776ffa0b2d7
-  depends:
-  - python >=3.9
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/colorama?source=hash-mapping
-  size: 27011
-  timestamp: 1733218222191
-- conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
-  sha256: 576a44729314ad9e4e5ebe055fbf48beb8116b60e58f9070278985b2b634f212
-  md5: 2da13f2b299d8e1995bafbbe9689a2f7
-  depends:
-  - python >=3.9
-  - python
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/comm?source=hash-mapping
-  size: 14690
-  timestamp: 1753453984907
+- pypi: https://files.pythonhosted.org/packages/60/97/891a0971e1e4a8c5d2b20bbe0e524dc04548d2307fee33cdeba148fd4fc7/comm-0.2.3-py3-none-any.whl
+  name: comm
+  version: 0.2.3
+  sha256: c615d91d75f7f04f095b30d1c1711babd43bdc6419c1be9886a85f2f4e489417
+  requires_dist:
+  - pytest ; extra == 'test'
+  requires_python: '>=3.8'
 - pypi: https://files.pythonhosted.org/packages/0d/44/c4b0b6095fef4dc9c420e041799591e3b63e9619e3044f7f4f6c21c0ab24/contourpy-1.3.3-cp311-cp311-macosx_11_0_arm64.whl
   name: contourpy
   version: 1.3.3
@@ -3669,32 +3722,66 @@ packages:
   - pytest-xdist ; extra == 'test-no-images'
   - wurlitzer ; extra == 'test-no-images'
   requires_python: '>=3.11'
-- conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.11.13-py311hd8ed1ab_0.conda
-  noarch: generic
-  sha256: ab70477f5cfb60961ba27d84a4c933a24705ac4b1736d8f3da14858e95bbfa7a
-  md5: 4666fd336f6d48d866a58490684704cd
-  depends:
-  - python >=3.11,<3.12.0a0
-  - python_abi * *_cp311
-  license: Python-2.0
-  purls: []
-  size: 47495
-  timestamp: 1749048148121
-- conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.13.7-py313hd8ed1ab_100.conda
-  noarch: generic
-  sha256: e9ac20662d1c97ef96e44751a78c0057ec308f7cc208ef1fbdc868993c9f5eb3
-  md5: c5623ddbd37c5dafa7754a83f97de01e
-  depends:
-  - python >=3.13,<3.14.0a0
-  - python_abi * *_cp313
-  license: Python-2.0
-  purls: []
-  size: 48174
-  timestamp: 1756909387263
-- pypi: https://files.pythonhosted.org/packages/fc/2f/27f1f4b79d968bb6d3a3b61e0679ddfb7c583c7654e14ddfa2ec9e07ddcf/cryspy-0.7.8-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/2a/29/2ac1dfcdd4ab9a70026edc8d715ece9b4be9a1653075c658ee6f271f394d/coverage-7.11.0-cp311-cp311-win_amd64.whl
+  name: coverage
+  version: 7.11.0
+  sha256: 865965bf955d92790f1facd64fe7ff73551bd2c1e7e6b26443934e9701ba30b9
+  requires_dist:
+  - tomli ; python_full_version <= '3.11' and extra == 'toml'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/40/b8/7a3f1f33b35cc4a6c37e759137533119560d06c0cc14753d1a803be0cd4a/coverage-7.11.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
+  name: coverage
+  version: 7.11.0
+  sha256: aef1747ede4bd8ca9cfc04cc3011516500c6891f1b33a94add3253f6f876b7b7
+  requires_dist:
+  - tomli ; python_full_version <= '3.11' and extra == 'toml'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/49/3a/ee1074c15c408ddddddb1db7dd904f6b81bc524e01f5a1c5920e13dbde23/coverage-7.11.0-cp311-cp311-macosx_10_9_x86_64.whl
+  name: coverage
+  version: 7.11.0
+  sha256: 3d58ecaa865c5b9fa56e35efc51d1014d4c0d22838815b9fce57a27dd9576847
+  requires_dist:
+  - tomli ; python_full_version <= '3.11' and extra == 'toml'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/60/7f/85e4dfe65e400645464b25c036a26ac226cf3a69d4a50c3934c532491cdd/coverage-7.11.0-cp313-cp313-macosx_10_13_x86_64.whl
+  name: coverage
+  version: 7.11.0
+  sha256: cc3f49e65ea6e0d5d9bd60368684fe52a704d46f9e7fc413918f18d046ec40e1
+  requires_dist:
+  - tomli ; python_full_version <= '3.11' and extra == 'toml'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/65/6c/f7f59c342359a235559d2bc76b0c73cfc4bac7d61bb0df210965cb1ecffd/coverage-7.11.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
+  name: coverage
+  version: 7.11.0
+  sha256: 10ad04ac3a122048688387828b4537bc9cf60c0bf4869c1e9989c46e45690b82
+  requires_dist:
+  - tomli ; python_full_version <= '3.11' and extra == 'toml'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/70/c4/9f44bebe5cb15f31608597b037d78799cc5f450044465bcd1ae8cb222fe1/coverage-7.11.0-cp311-cp311-macosx_11_0_arm64.whl
+  name: coverage
+  version: 7.11.0
+  sha256: b679e171f1c104a5668550ada700e3c4937110dbdd153b7ef9055c4f1a1ee3cc
+  requires_dist:
+  - tomli ; python_full_version <= '3.11' and extra == 'toml'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/96/5d/dc5fa98fea3c175caf9d360649cb1aa3715e391ab00dc78c4c66fabd7356/coverage-7.11.0-cp313-cp313-macosx_11_0_arm64.whl
+  name: coverage
+  version: 7.11.0
+  sha256: f39ae2f63f37472c17b4990f794035c9890418b1b8cca75c01193f3c8d3e01be
+  requires_dist:
+  - tomli ; python_full_version <= '3.11' and extra == 'toml'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/ff/d5/226daadfd1bf8ddbccefbd3aa3547d7b960fb48e1bdac124e2dd13a2b71a/coverage-7.11.0-cp313-cp313-win_amd64.whl
+  name: coverage
+  version: 7.11.0
+  sha256: 2727d47fce3ee2bac648528e41455d1b0c46395a087a229deac75e9f88ba5a05
+  requires_dist:
+  - tomli ; python_full_version <= '3.11' and extra == 'toml'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/91/de/dbade7ef5c9a0ba4b8179f78e3ed5b3aa09fd7fef63b47ba428c2ec9b4ca/cryspy-0.8.0-py3-none-any.whl
   name: cryspy
-  version: 0.7.8
-  sha256: 5d389d7b932317ca6ab60996883aefacc9df94ac6f74b9cc080600304e298577
+  version: 0.8.0
+  sha256: be7f08232e583f57d455aaa3de57a3b50411172b77d67d69d58d6fc4efda1a19
   requires_dist:
   - numpy
   - scipy
@@ -3720,154 +3807,31 @@ packages:
   requires_dist:
   - pyobjc-framework-cocoa ; sys_platform == 'darwin' and extra == 'macos-listener'
   requires_python: '>=3.6'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.16-py311hc665b79_1.conda
-  sha256: 19b0d1d9b0459db1466ad5846f6a30408ca9bbe244dcbbf32708116b564ceb11
-  md5: 06e8c743932cc7788624128d08bc8806
-  depends:
-  - python
-  - libgcc >=14
-  - libstdcxx >=14
-  - libgcc >=14
-  - __glibc >=2.17,<3.0.a0
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/debugpy?source=hash-mapping
-  size: 2729957
-  timestamp: 1756742061937
-- conda: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.16-py313h5d5ffb9_1.conda
-  sha256: a5cefff8a7ef8a0ede9af01247bcebbc6222bc95a8e7eeeb0495765e22fc3f1c
-  md5: 17e1e8f60454cf198f17234ccbb2fa8d
-  depends:
-  - python
-  - libstdcxx >=14
-  - libgcc >=14
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/debugpy?source=hash-mapping
-  size: 2868399
-  timestamp: 1756742083538
-- conda: https://conda.anaconda.org/conda-forge/osx-64/debugpy-1.8.16-py311hc651eee_1.conda
-  sha256: 7f7300ee62b58658813e99a08f4a6f8daf585420cab6330f083ae697f569e66a
-  md5: 32c16e5c0e427989aff77ead02bf7f88
-  depends:
-  - python
-  - __osx >=10.13
-  - libcxx >=19
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/debugpy?source=hash-mapping
-  size: 2665552
-  timestamp: 1756742018979
-- conda: https://conda.anaconda.org/conda-forge/osx-64/debugpy-1.8.16-py313h03db916_1.conda
-  sha256: e57e4f91b2433d5726430cfe0a1b60cebb9743a18114614e7953ee726ff743d3
-  md5: 35b920d8af8948d80dcbc01fe2d88467
-  depends:
-  - python
-  - __osx >=10.13
-  - libcxx >=19
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/debugpy?source=hash-mapping
-  size: 2769428
-  timestamp: 1756742032895
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/debugpy-1.8.16-py311ha59bd64_1.conda
-  sha256: eea58c83203a96c1967574d495860bab109c52e10b41c5ac12daad7b66b81e70
-  md5: 9d7f1641fc7385ed8dfc337d35ad4008
-  depends:
-  - python
-  - libcxx >=19
-  - python 3.11.* *_cpython
-  - __osx >=11.0
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/debugpy?source=hash-mapping
-  size: 2666633
-  timestamp: 1756742041729
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/debugpy-1.8.16-py313hab38a8b_1.conda
-  sha256: 25062aad4e332f5f083584b13f4e1e06748ad8e53779482fa62c036c761bddbd
-  md5: ceea9fb6d7a6205ad329692ae053736e
-  depends:
-  - python
-  - libcxx >=19
-  - __osx >=11.0
-  - python 3.13.* *_cp313
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/debugpy?source=hash-mapping
-  size: 2755888
-  timestamp: 1756742003334
-- conda: https://conda.anaconda.org/conda-forge/win-64/debugpy-1.8.16-py311h5dfdfe8_1.conda
-  sha256: 810fa69eca6adfbf707e2e31e26f24842ab313d2efbfdb8e73c15c164a8010d9
-  md5: 5996fd469da1e196fd42c72a7b7a65ca
-  depends:
-  - python
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/debugpy?source=hash-mapping
-  size: 3933261
-  timestamp: 1756742011482
-- conda: https://conda.anaconda.org/conda-forge/win-64/debugpy-1.8.16-py313h927ade5_1.conda
-  sha256: 89e86812b7163820e7316971e7b4cfcc32db9e043cf4698b7793207c3ef2592a
-  md5: f8323ed8df3c1a137fd0ef88cdaec20d
-  depends:
-  - python
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/debugpy?source=hash-mapping
-  size: 4000266
-  timestamp: 1756742028369
-- conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
-  sha256: c17c6b9937c08ad63cb20a26f403a3234088e57d4455600974a0ce865cb14017
-  md5: 9ce473d1d1be1cc3810856a48b3fab32
-  depends:
-  - python >=3.9
-  license: BSD-2-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/decorator?source=hash-mapping
-  size: 14129
-  timestamp: 1740385067843
-- conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-  sha256: 9717a059677553562a8f38ff07f3b9f61727bd614f505658b0a5ecbcf8df89be
-  md5: 961b3a227b437d82ad7054484cfa71b2
-  depends:
-  - python >=3.6
-  license: PSF-2.0
-  license_family: PSF
-  purls:
-  - pkg:pypi/defusedxml?source=hash-mapping
-  size: 24062
-  timestamp: 1615232388757
+- pypi: https://files.pythonhosted.org/packages/46/11/18c79a1cee5ff539a94ec4aa290c1c069a5580fd5cfd2fb2e282f8e905da/debugpy-1.8.17-cp313-cp313-win_amd64.whl
+  name: debugpy
+  version: 1.8.17
+  sha256: 6c5cd6f009ad4fca8e33e5238210dc1e5f42db07d4b6ab21ac7ffa904a196420
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/b0/d0/89247ec250369fc76db477720a26b2fce7ba079ff1380e4ab4529d2fe233/debugpy-1.8.17-py2.py3-none-any.whl
+  name: debugpy
+  version: 1.8.17
+  sha256: 60c7dca6571efe660ccb7a9508d73ca14b8796c4ed484c2002abba714226cfef
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/c2/c5/c012c60a2922cc91caa9675d0ddfbb14ba59e1e36228355f41cab6483469/debugpy-1.8.17-cp311-cp311-win_amd64.whl
+  name: debugpy
+  version: 1.8.17
+  sha256: b532282ad4eca958b1b2d7dbcb2b7218e02cb934165859b918e3b6ba7772d3f4
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl
+  name: decorator
+  version: 5.2.1
+  sha256: d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/07/6c/aa3f2f849e01cb6a001cd8554a88d4c77c5c1a31c95bdf1cf9301e6d9ef4/defusedxml-0.7.1-py2.py3-none-any.whl
+  name: defusedxml
+  version: 0.7.1
+  sha256: a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61
+  requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*'
 - pypi: https://files.pythonhosted.org/packages/68/49/869b49db0bad6fba7c7471d612c356e745929d14e0de63acbc53e88f2a50/dfo_ls-1.6-py3-none-any.whl
   name: dfo-ls
   version: '1.6'
@@ -3963,10 +3927,23 @@ packages:
   - objgraph>=1.7.2 ; extra == 'graph'
   - gprof2dot>=2022.7.29 ; extra == 'profile'
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/50/0f/79f2e671695d2cb2d59537ec769cbd97e88b1c233a5023e7f4b94484ecef/easydiffraction-0.7.2-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/33/6b/e0547afaf41bf2c42e52430072fa5658766e3d65bd4b03a563d1b6336f57/distlib-0.4.0-py2.py3-none-any.whl
+  name: distlib
+  version: 0.4.0
+  sha256: 9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16
+- pypi: https://files.pythonhosted.org/packages/dc/b4/a7ec1eaee86761a9dbfd339732b4706db3c6b65e970c12f0f56cfcce3dcf/docformatter-1.7.7-py3-none-any.whl
+  name: docformatter
+  version: 1.7.7
+  sha256: 7af49f8a46346a77858f6651f431b882c503c2f4442c8b4524b920c863277834
+  requires_dist:
+  - charset-normalizer>=3.0.0,<4.0.0
+  - tomli>=2.0.0,<3.0.0 ; python_full_version < '3.11' and extra == 'tomli'
+  - untokenize>=0.1.1,<0.2.0
+  requires_python: '>=3.9,<4.0'
+- pypi: https://files.pythonhosted.org/packages/a2/04/6326293093ad64756f2a1a2d3a002ed4799404e27d7eba00f649620f0755/easydiffraction-0.7.3-py3-none-any.whl
   name: easydiffraction
-  version: 0.7.2
-  sha256: 0a76e0a22e85bc8c9267293b53c935d3b3d3b240e6c1d3741ac32b5091a5bd5d
+  version: 0.7.3
+  sha256: f43ea86fb9492d182033653ff5ad082740d61cbb0233f676e7876deaf90d0ae9
   requires_dist:
   - asciichartpy
   - asteval
@@ -3985,16 +3962,49 @@ packages:
   - tabulate
   - typer
   - varname
+  - build ; extra == 'all'
+  - darkdetect ; extra == 'all'
+  - docformatter ; extra == 'all'
+  - interrogate ; extra == 'all'
+  - jinja2 ; extra == 'all'
+  - jupyterquiz ; extra == 'all'
+  - jupytext ; extra == 'all'
+  - mkdocs ; extra == 'all'
+  - mkdocs-autorefs<1.3.0 ; extra == 'all'
+  - mkdocs-jupyter ; extra == 'all'
+  - mkdocs-markdownextradata-plugin ; extra == 'all'
+  - mkdocs-material ; extra == 'all'
+  - mkdocs-plugin-inline-svg ; extra == 'all'
+  - mkdocstrings-python ; extra == 'all'
+  - nbmake ; extra == 'all'
+  - nbqa ; extra == 'all'
+  - nbstripout ; extra == 'all'
+  - pandas ; extra == 'all'
+  - plotly ; extra == 'all'
+  - pre-commit ; extra == 'all'
+  - py3dmol ; extra == 'all'
+  - pytest ; extra == 'all'
+  - pytest-cov ; extra == 'all'
+  - pytest-xdist ; extra == 'all'
+  - pyyaml ; extra == 'all'
+  - radon ; extra == 'all'
+  - ruff ; extra == 'all'
+  - validate-pyproject[all] ; extra == 'all'
+  - versioningit ; extra == 'all'
   - build ; extra == 'dev'
+  - docformatter ; extra == 'dev'
+  - interrogate ; extra == 'dev'
   - jinja2 ; extra == 'dev'
   - jupyterquiz ; extra == 'dev'
   - jupytext ; extra == 'dev'
   - nbmake ; extra == 'dev'
   - nbqa ; extra == 'dev'
   - nbstripout ; extra == 'dev'
+  - pre-commit ; extra == 'dev'
   - pytest ; extra == 'dev'
   - pytest-cov ; extra == 'dev'
   - pytest-xdist ; extra == 'dev'
+  - radon ; extra == 'dev'
   - ruff ; extra == 'dev'
   - validate-pyproject[all] ; extra == 'dev'
   - versioningit ; extra == 'dev'
@@ -4011,32 +4021,51 @@ packages:
   - plotly ; extra == 'visualization'
   - py3dmol ; extra == 'visualization'
   requires_python: '>=3.11,<3.14'
-- conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.0-pyhd8ed1ab_0.conda
-  sha256: ce61f4f99401a4bd455b89909153b40b9c823276aefcbb06f2044618696009ca
-  md5: 72e42d28960d875c7654614f8b50939a
-  depends:
-  - python >=3.9
-  - typing_extensions >=4.6.0
-  license: MIT and PSF-2.0
-  purls:
-  - pkg:pypi/exceptiongroup?source=hash-mapping
-  size: 21284
-  timestamp: 1746947398083
-- conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
-  sha256: 210c8165a58fdbf16e626aac93cc4c14dbd551a01d1516be5ecad795d2422cad
-  md5: ff9efb7f7469aed3c4a8106ffa29593c
-  depends:
-  - python >=3.10
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/executing?source=compressed-mapping
-  size: 30753
-  timestamp: 1756729456476
-- pypi: https://files.pythonhosted.org/packages/13/7b/d0d3b9431642947b5805201fbbbe938a47b70c76685ef1f0cb5f5d7140d6/fonttools-4.59.2-cp313-cp313-macosx_10_13_universal2.whl
+- pypi: https://files.pythonhosted.org/packages/43/09/2aea36ff60d16dd8879bdb2f5b3ee0ba8d08cbbdcdfe870e695ce3784385/execnet-2.1.1-py3-none-any.whl
+  name: execnet
+  version: 2.1.1
+  sha256: 26dee51f1b80cebd6d0ca8e74dd8745419761d3bef34163928cbebbdc4749fdc
+  requires_dist:
+  - hatch ; extra == 'testing'
+  - pre-commit ; extra == 'testing'
+  - pytest ; extra == 'testing'
+  - tox ; extra == 'testing'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl
+  name: executing
+  version: 2.2.1
+  sha256: 760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017
+  requires_dist:
+  - asttokens>=2.1.0 ; extra == 'tests'
+  - ipython ; extra == 'tests'
+  - pytest ; extra == 'tests'
+  - coverage ; extra == 'tests'
+  - coverage-enable-subprocess ; extra == 'tests'
+  - littleutils ; extra == 'tests'
+  - rich ; python_full_version >= '3.11' and extra == 'tests'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/cb/a8/20d0723294217e47de6d9e2e40fd4a9d2f7c4b6ef974babd482a59743694/fastjsonschema-2.21.2-py3-none-any.whl
+  name: fastjsonschema
+  version: 2.21.2
+  sha256: 1c797122d0a86c5cace2e54bf4e819c36223b552017172f32c5c024a6b77e463
+  requires_dist:
+  - colorama ; extra == 'devel'
+  - jsonschema ; extra == 'devel'
+  - json-spec ; extra == 'devel'
+  - pylint ; extra == 'devel'
+  - pytest ; extra == 'devel'
+  - pytest-benchmark ; extra == 'devel'
+  - pytest-cache ; extra == 'devel'
+  - validictory ; extra == 'devel'
+- pypi: https://files.pythonhosted.org/packages/76/91/7216b27286936c16f5b4d0c530087e4a54eead683e6b0b73dd0c64844af6/filelock-3.20.0-py3-none-any.whl
+  name: filelock
+  version: 3.20.0
+  sha256: 339b4732ffda5cd79b13f4e2711a31b0365ce445d95d243bb996273d072546a2
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/2d/8b/371ab3cec97ee3fe1126b3406b7abd60c8fec8975fd79a3c75cdea0c3d83/fonttools-4.60.1-cp313-cp313-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl
   name: fonttools
-  version: 4.59.2
-  sha256: 381bde13216ba09489864467f6bc0c57997bd729abfbb1ce6f807ba42c06cceb
+  version: 4.60.1
+  sha256: b33a7884fabd72bdf5f910d0cf46be50dce86a0362a65cfc746a4168c67eb96c
   requires_dist:
   - lxml>=4.0 ; extra == 'lxml'
   - brotli>=1.0.1 ; platform_python_implementation == 'CPython' and extra == 'woff'
@@ -4067,10 +4096,10 @@ packages:
   - skia-pathops>=0.5.0 ; extra == 'all'
   - uharfbuzz>=0.23.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/57/2a/976f5f9fa3b4dd911dc58d07358467bec20e813d933bc5d3db1a955dd456/fonttools-4.59.2-cp311-cp311-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/6b/47/3c63158459c95093be9618794acb1067b3f4d30dcc5c3e8114b70e67a092/fonttools-4.60.1-cp311-cp311-macosx_10_9_x86_64.whl
   name: fonttools
-  version: 4.59.2
-  sha256: 8e5e2682cf7be766d84f462ba8828d01e00c8751a8e8e7ce12d7784ccb69a30d
+  version: 4.60.1
+  sha256: 3630e86c484263eaac71d117085d509cbcf7b18f677906824e4bace598fb70d2
   requires_dist:
   - lxml>=4.0 ; extra == 'lxml'
   - brotli>=1.0.1 ; platform_python_implementation == 'CPython' and extra == 'woff'
@@ -4101,10 +4130,10 @@ packages:
   - skia-pathops>=0.5.0 ; extra == 'all'
   - uharfbuzz>=0.23.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/69/95/864726eaa8f9d4e053d0c462e64d5830ec7c599cbdf1db9e40f25ca3972e/fonttools-4.59.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/75/4d/b022c1577807ce8b31ffe055306ec13a866f2337ecee96e75b24b9b753ea/fonttools-4.60.1-cp313-cp313-win_amd64.whl
   name: fonttools
-  version: 4.59.2
-  sha256: c52694eae5d652361d59ecdb5a2246bff7cff13b6367a12da8499e9df56d148d
+  version: 4.60.1
+  sha256: a3db56f153bd4c5c2b619ab02c5db5192e222150ce5a1bc10f16164714bc39ac
   requires_dist:
   - lxml>=4.0 ; extra == 'lxml'
   - brotli>=1.0.1 ; platform_python_implementation == 'CPython' and extra == 'woff'
@@ -4135,10 +4164,10 @@ packages:
   - skia-pathops>=0.5.0 ; extra == 'all'
   - uharfbuzz>=0.23.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/76/be/fc5fe58dd76af7127b769b68071dbc32d4b95adc8b58d1d28d42d93c90f2/fonttools-4.59.2-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/7c/5b/cdd2c612277b7ac7ec8c0c9bc41812c43dc7b2d5f2b0897e15fdf5a1f915/fonttools-4.60.1-cp313-cp313-macosx_10_13_universal2.whl
   name: fonttools
-  version: 4.59.2
-  sha256: f33839aa091f7eef4e9078f5b7ab1b8ea4b1d8a50aeaef9fdb3611bba80869ec
+  version: 4.60.1
+  sha256: 6f68576bb4bbf6060c7ab047b1574a1ebe5c50a17de62830079967b211059ebb
   requires_dist:
   - lxml>=4.0 ; extra == 'lxml'
   - brotli>=1.0.1 ; platform_python_implementation == 'CPython' and extra == 'woff'
@@ -4169,10 +4198,10 @@ packages:
   - skia-pathops>=0.5.0 ; extra == 'all'
   - uharfbuzz>=0.23.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/d7/de/35d839aa69db737a3f9f3a45000ca24721834d40118652a5775d5eca8ebb/fonttools-4.59.2-cp311-cp311-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/bb/78/0e1a6d22b427579ea5c8273e1c07def2f325b977faaf60bb7ddc01456cb1/fonttools-4.60.1-cp311-cp311-win_amd64.whl
   name: fonttools
-  version: 4.59.2
-  sha256: 9836394e2f4ce5f9c0a7690ee93bd90aa1adc6b054f1a57b562c5d242c903104
+  version: 4.60.1
+  sha256: d066ea419f719ed87bc2c99a4a4bfd77c2e5949cb724588b9dd58f3fd90b92bf
   requires_dist:
   - lxml>=4.0 ; extra == 'lxml'
   - brotli>=1.0.1 ; platform_python_implementation == 'CPython' and extra == 'woff'
@@ -4203,10 +4232,10 @@ packages:
   - skia-pathops>=0.5.0 ; extra == 'all'
   - uharfbuzz>=0.23.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/ea/a9/be7219fc64a6026cc0aded17fa3720f9277001c185434230bd351bf678e6/fonttools-4.59.2-cp313-cp313-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/d2/d2/9f4e4c4374dd1daa8367784e1bd910f18ba886db1d6b825b12edf6db3edc/fonttools-4.60.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
   name: fonttools
-  version: 4.59.2
-  sha256: a72155928d7053bbde499d32a9c77d3f0f3d29ae72b5a121752481bcbd71e50f
+  version: 4.60.1
+  sha256: e6c58beb17380f7c2ea181ea11e7db8c0ceb474c9dd45f48e71e2cb577d146a1
   requires_dist:
   - lxml>=4.0 ; extra == 'lxml'
   - brotli>=1.0.1 ; platform_python_implementation == 'CPython' and extra == 'woff'
@@ -4237,10 +4266,10 @@ packages:
   - skia-pathops>=0.5.0 ; extra == 'all'
   - uharfbuzz>=0.23.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/f2/9f/bf231c2a3fac99d1d7f1d89c76594f158693f981a4aa02be406e9f036832/fonttools-4.59.2-cp313-cp313-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/d6/8a/de9cc0540f542963ba5e8f3a1f6ad48fa211badc3177783b9d5cadf79b5d/fonttools-4.60.1-cp313-cp313-macosx_10_13_x86_64.whl
   name: fonttools
-  version: 4.59.2
-  sha256: 6235fc06bcbdb40186f483ba9d5d68f888ea68aa3c8dac347e05a7c54346fbc8
+  version: 4.60.1
+  sha256: eedacb5c5d22b7097482fa834bda0dafa3d914a4e829ec83cdea2a01f8c813c4
   requires_dist:
   - lxml>=4.0 ; extra == 'lxml'
   - brotli>=1.0.1 ; platform_python_implementation == 'CPython' and extra == 'woff'
@@ -4271,10 +4300,10 @@ packages:
   - skia-pathops>=0.5.0 ; extra == 'all'
   - uharfbuzz>=0.23.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/f8/53/742fcd750ae0bdc74de4c0ff923111199cc2f90a4ee87aaddad505b6f477/fonttools-4.59.2-cp311-cp311-macosx_10_9_universal2.whl
+- pypi: https://files.pythonhosted.org/packages/ea/85/639aa9bface1537e0fb0f643690672dde0695a5bbbc90736bc571b0b1941/fonttools-4.60.1-cp311-cp311-macosx_10_9_universal2.whl
   name: fonttools
-  version: 4.59.2
-  sha256: 511946e8d7ea5c0d6c7a53c4cb3ee48eda9ab9797cd9bf5d95829a398400354f
+  version: 4.60.1
+  sha256: 7b4c32e232a71f63a5d00259ca3d88345ce2a43295bb049d21061f338124246f
   requires_dist:
   - lxml>=4.0 ; extra == 'lxml'
   - brotli>=1.0.1 ; platform_python_implementation == 'CPython' and extra == 'woff'
@@ -4305,57 +4334,52 @@ packages:
   - skia-pathops>=0.5.0 ; extra == 'all'
   - uharfbuzz>=0.23.0 ; extra == 'all'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
-  sha256: 2509992ec2fd38ab27c7cdb42cf6cadc566a1cc0d1021a2673475d9fa87c6276
-  md5: d3549fd50d450b6d9e7dddff25dd2110
-  depends:
-  - cached-property >=1.3.0
-  - python >=3.9,<4
-  license: MPL-2.0
-  license_family: MOZILLA
-  purls:
-  - pkg:pypi/fqdn?source=hash-mapping
-  size: 16705
-  timestamp: 1733327494780
-- pypi: https://files.pythonhosted.org/packages/35/89/a487a98d94205d85745080a37860ff5744b9820a2c9acbcdd9440bfddf98/frozenlist-1.7.0-cp313-cp313-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/cf/58/8acf1b3e91c58313ce5cb67df61001fc9dcd21be4fadb76c1a2d540e09ed/fqdn-1.5.1-py3-none-any.whl
+  name: fqdn
+  version: 1.5.1
+  sha256: 3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014
+  requires_dist:
+  - cached-property>=1.3.0 ; python_full_version < '3.8'
+  requires_python: '>=2.7,!=3.0,!=3.1,!=3.2,!=3.3,!=3.4,<4'
+- pypi: https://files.pythonhosted.org/packages/0a/f5/603d0d6a02cfd4c8f2a095a54672b3cf967ad688a60fb9faf04fc4887f65/frozenlist-1.8.0-cp311-cp311-win_amd64.whl
   name: frozenlist
-  version: 1.7.0
-  sha256: 52109052b9791a3e6b5d1b65f4b909703984b770694d3eb64fad124c835d7cba
+  version: 1.8.0
+  sha256: ac913f8403b36a2c8610bbfd25b8013488533e71e62b4b4adce9c86c8cea905b
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/47/be/4038e2d869f8a2da165f35a6befb9158c259819be22eeaf9c9a8f6a87771/frozenlist-1.7.0-cp311-cp311-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/0c/ab/6e5080ee374f875296c4243c381bbdef97a9ac39c6e3ce1d5f7d42cb78d6/frozenlist-1.8.0-cp313-cp313-macosx_11_0_arm64.whl
   name: frozenlist
-  version: 1.7.0
-  sha256: 34a69a85e34ff37791e94542065c8416c1afbf820b68f720452f636d5fb990cd
+  version: 1.8.0
+  sha256: f21f00a91358803399890ab167098c131ec2ddd5f8f5fd5fe9c9f2c6fcd91e40
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/4d/83/220a374bd7b2aeba9d0725130665afe11de347d95c3620b9b82cc2fcab97/frozenlist-1.7.0-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/11/b1/71a477adc7c36e5fb628245dfbdea2166feae310757dea848d02bd0689fd/frozenlist-1.8.0-cp311-cp311-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
   name: frozenlist
-  version: 1.7.0
-  sha256: 61d1a5baeaac6c0798ff6edfaeaa00e0e412d49946c53fae8d4b8e8b3566c4ae
+  version: 1.8.0
+  sha256: 2552f44204b744fba866e573be4c1f9048d6a324dfe14475103fd51613eb1d1f
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/58/17/fe61124c5c333ae87f09bb67186d65038834a47d974fc10a5fadb4cc5ae1/frozenlist-1.7.0-cp311-cp311-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/30/ba/b0b3de23f40bc55a7057bd38434e25c34fa48e17f20ee273bbde5e0650f3/frozenlist-1.8.0-cp313-cp313-macosx_10_13_x86_64.whl
   name: frozenlist
-  version: 1.7.0
-  sha256: 387cbfdcde2f2353f19c2f66bbb52406d06ed77519ac7ee21be0232147c2592d
+  version: 1.8.0
+  sha256: 96153e77a591c8adc2ee805756c61f59fef4cf4073a9275ee86fe8cba41241f7
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/72/31/bc8c5c99c7818293458fe745dab4fd5730ff49697ccc82b554eb69f16a24/frozenlist-1.7.0-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/6e/ef/0e8f1fe32f8a53dd26bdd1f9347efe0778b0fddf62789ea683f4cc7d787d/frozenlist-1.8.0-cp311-cp311-macosx_11_0_arm64.whl
   name: frozenlist
-  version: 1.7.0
-  sha256: 8bd7eb96a675f18aa5c553eb7ddc24a43c8c18f22e1f9925528128c052cdbe00
+  version: 1.8.0
+  sha256: fa47e444b8ba08fffd1c18e8cdb9a75db1b6a27f17507522834ad13ed5922b93
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/75/a9/9c2c5760b6ba45eae11334db454c189d43d34a4c0b489feb2175e5e64277/frozenlist-1.7.0-cp311-cp311-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/d5/4e/e4691508f9477ce67da2015d8c00acd751e6287739123113a9fca6f1604e/frozenlist-1.8.0-cp313-cp313-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl
   name: frozenlist
-  version: 1.7.0
-  sha256: 9b35db7ce1cd71d36ba24f80f0c9e7cff73a28d7a74e91fe83e23d27c7828750
+  version: 1.8.0
+  sha256: fb30f9626572a76dfe4293c7194a09fb1fe93ba94c7d4f720dfae3b646b45027
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/83/2e/5b70b6a3325363293fe5fc3ae74cdcbc3e996c2a11dde2fd9f1fb0776d19/frozenlist-1.7.0-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/d8/cf/174c91dbc9cc49bc7b7aab74d8b734e974d1faa8f191c74af9b7e80848e6/frozenlist-1.8.0-cp313-cp313-win_amd64.whl
   name: frozenlist
-  version: 1.7.0
-  sha256: d1a81c85417b914139e3a9b995d4a1c84559afc839a93cf2cb7f15e6e5f6ed2d
+  version: 1.8.0
+  sha256: 878be833caa6a3821caf85eb39c5ba92d28e85df26d57afb06b35b2efd937231
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/f4/25/a0895c99270ca6966110f4ad98e87e5662eab416a17e7fd53c364bf8b954/frozenlist-1.7.0-cp313-cp313-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/df/b5/7610b6bd13e4ae77b96ba85abea1c8cb249683217ef09ac9e0ae93f25a91/frozenlist-1.8.0-cp311-cp311-macosx_10_9_x86_64.whl
   name: frozenlist
-  version: 1.7.0
-  sha256: cbb65198a9132ebc334f237d7b0df163e4de83fb4f2bdfe46c1e654bdb0c5d43
+  version: 1.8.0
+  sha256: 17c883ab0ab67200b5f964d2b9ed6b00971917d5d8a92df149dc2c9779208ee9
   requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/05/78/64628f519ff553a0d8101dd3852b87441caa69c6617250d48b3c6bad9422/gemmi-0.7.3-cp311-cp311-macosx_11_0_arm64.whl
   name: gemmi
@@ -4397,6 +4421,16 @@ packages:
   version: 0.7.3
   sha256: c0d39acb44c552449a07f1056c7fd370e3781e2b9b0bf55b065df2079935d6ec
   requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/f7/ec/67fbef5d497f86283db54c22eec6f6140243aae73265799baaaa19cd17fb/ghp_import-2.1.0-py3-none-any.whl
+  name: ghp-import
+  version: 2.1.0
+  sha256: 8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619
+  requires_dist:
+  - python-dateutil>=2.8.1
+  - twine ; extra == 'dev'
+  - markdown ; extra == 'dev'
+  - flake8 ; extra == 'dev'
+  - wheel ; extra == 'dev'
 - pypi: https://files.pythonhosted.org/packages/0b/55/2321e43595e6801e105fcfdee02b34c0f996eb71e6ddffca6b10b7e1d771/greenlet-3.2.4-cp313-cp313-win_amd64.whl
   name: greenlet
   version: 3.2.4
@@ -4463,39 +4497,18 @@ packages:
   - psutil ; extra == 'test'
   - setuptools ; extra == 'test'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhd8ed1ab_0.conda
-  sha256: f64b68148c478c3bfc8f8d519541de7d2616bf59d44485a5271041d40c061887
-  md5: 4b69232755285701bc86a5afe4d9933a
-  depends:
-  - python >=3.9
-  - typing_extensions
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/h11?source=hash-mapping
-  size: 37697
-  timestamp: 1745526482242
-- conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
-  sha256: 84c64443368f84b600bfecc529a1194a3b14c3656ee2e832d15a20e0329b6da3
-  md5: 164fc43f0b53b6e3a7bc7dce5e4f1dc9
-  depends:
-  - python >=3.10
-  - hyperframe >=6.1,<7
-  - hpack >=4.1,<5
-  - python
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/h2?source=compressed-mapping
-  size: 95967
-  timestamp: 1756364871835
-- pypi: https://files.pythonhosted.org/packages/21/d4/d461649cafd5137088fb7f8e78fdc6621bb0c4ff2c090a389f68e8edc136/h5py-3.14.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
-  name: h5py
-  version: 3.14.0
-  sha256: 723a40ee6505bd354bfd26385f2dae7bbfa87655f4e61bab175a49d72ebfc06b
+- pypi: https://files.pythonhosted.org/packages/2a/b1/9ff6578d789a89812ff21e4e0f80ffae20a65d5dd84e7a17873fe3b365be/griffe-1.14.0-py3-none-any.whl
+  name: griffe
+  version: 1.14.0
+  sha256: 0e9d52832cccf0f7188cfe585ba962d2674b241c01916d780925df34873bceb0
   requires_dist:
-  - numpy>=1.19.3
+  - colorama>=0.4
   requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/04/4b/29cac41a4d98d144bf5f6d33995617b185d14b22401f75ca86f384e87ff1/h11-0.16.0-py3-none-any.whl
+  name: h11
+  version: 0.16.0
+  sha256: 63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
+  requires_python: '>=3.8'
 - pypi: https://files.pythonhosted.org/packages/36/5b/a066e459ca48b47cc73a5c668e9924d9619da9e3c500d9fb9c29c03858ec/h5py-3.14.0-cp311-cp311-macosx_11_0_arm64.whl
   name: h5py
   version: 3.14.0
@@ -4503,13 +4516,6 @@ packages:
   requires_dist:
   - numpy>=1.19.3
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/3f/6d/0084ed0b78d4fd3e7530c32491f2884140d9b06365dac8a08de726421d4a/h5py-3.14.0-cp313-cp313-win_amd64.whl
-  name: h5py
-  version: 3.14.0
-  sha256: ae18e3de237a7a830adb76aaa68ad438d85fe6e19e0d99944a3ce46b772c69b3
-  requires_dist:
-  - numpy>=1.19.3
-  requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/4f/31/f570fab1239b0d9441024b92b6ad03bb414ffa69101a985e4c83d37608bd/h5py-3.14.0-cp313-cp313-macosx_11_0_arm64.whl
   name: h5py
   version: 3.14.0
@@ -4531,74 +4537,64 @@ packages:
   requires_dist:
   - numpy>=1.19.3
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/db/0c/6c3f879a0f8e891625817637fad902da6e764e36919ed091dc77529004ac/h5py-3.14.0-cp311-cp311-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/23/95/499b4e56452ef8b6c95a271af0dde08dac4ddb70515a75f346d4f400579b/h5py-3.15.1-cp311-cp311-win_amd64.whl
   name: h5py
-  version: 3.14.0
-  sha256: d2744b520440a996f2dae97f901caa8a953afc055db4673a993f2d87d7f38713
+  version: 3.15.1
+  sha256: 550e51131376889656feec4aff2170efc054a7fe79eb1da3bb92e1625d1ac878
   requires_dist:
-  - numpy>=1.19.3
-  requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/e7/ec/86f59025306dcc6deee5fda54d980d077075b8d9889aac80f158bd585f1b/h5py-3.14.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  - numpy>=1.21.2
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/8b/23/4ab1108e87851ccc69694b03b817d92e142966a6c4abd99e17db77f2c066/h5py-3.15.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
   name: h5py
-  version: 3.14.0
-  sha256: d90e6445ab7c146d7f7981b11895d70bc1dd91278a4f9f9028bc0c95e4a53f13
+  version: 3.15.1
+  sha256: 5b849ba619a066196169763c33f9f0f02e381156d61c03e000bb0100f9950faf
+  requires_dist:
+  - numpy>=1.21.2
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/d9/69/4402ea66272dacc10b298cca18ed73e1c0791ff2ae9ed218d3859f9698ac/h5py-3.15.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+  name: h5py
+  version: 3.15.1
+  sha256: 121b2b7a4c1915d63737483b7bff14ef253020f617c2fb2811f67a4bed9ac5e8
+  requires_dist:
+  - numpy>=1.21.2
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/e5/ea/fbb258a98863f99befb10ed727152b4ae659f322e1d9c0576f8a62754e81/h5py-3.15.1-cp313-cp313-win_amd64.whl
+  name: h5py
+  version: 3.15.1
+  sha256: dea78b092fd80a083563ed79a3171258d4a4d307492e7cf8b2313d464c82ba52
+  requires_dist:
+  - numpy>=1.21.2
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/7e/f5/f66802a942d491edb555dd61e3a9961140fd64c90bce1eafd741609d334d/httpcore-1.0.9-py3-none-any.whl
+  name: httpcore
+  version: 1.0.9
+  sha256: 2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55
   requires_dist:
-  - numpy>=1.19.3
-  requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
-  sha256: 6ad78a180576c706aabeb5b4c8ceb97c0cb25f1e112d76495bff23e3779948ba
-  md5: 0a802cb9888dd14eeefc611f05c40b6e
-  depends:
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/hpack?source=hash-mapping
-  size: 30731
-  timestamp: 1737618390337
-- conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
-  sha256: 04d49cb3c42714ce533a8553986e1642d0549a05dc5cc48e0d43ff5be6679a5b
-  md5: 4f14640d58e2cc0aa0819d9d8ba125bb
-  depends:
-  - python >=3.9
-  - h11 >=0.16
-  - h2 >=3,<5
-  - sniffio 1.*
-  - anyio >=4.0,<5.0
   - certifi
-  - python
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/httpcore?source=hash-mapping
-  size: 49483
-  timestamp: 1745602916758
-- conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
-  sha256: cd0f1de3697b252df95f98383e9edb1d00386bfdd03fdf607fa42fe5fcb09950
-  md5: d6989ead454181f4f9bc987d3dc4e285
-  depends:
+  - h11>=0.16
+  - anyio>=4.0,<5.0 ; extra == 'asyncio'
+  - h2>=3,<5 ; extra == 'http2'
+  - socksio==1.* ; extra == 'socks'
+  - trio>=0.22.0,<1.0 ; extra == 'trio'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/2a/39/e50c7c3a983047577ee07d2a9e53faf5a69493943ec3f6a384bdc792deb2/httpx-0.28.1-py3-none-any.whl
+  name: httpx
+  version: 0.28.1
+  sha256: d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
+  requires_dist:
   - anyio
   - certifi
-  - httpcore 1.*
+  - httpcore==1.*
   - idna
-  - python >=3.9
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/httpx?source=hash-mapping
-  size: 63082
-  timestamp: 1733663449209
-- conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
-  sha256: 77af6f5fe8b62ca07d09ac60127a30d9069fdc3c68d6b256754d0ffb1f7779f8
-  md5: 8e6923fc12f1fe8f8c4e5c9f343256ac
-  depends:
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/hyperframe?source=hash-mapping
-  size: 17397
-  timestamp: 1737618427549
+  - brotli ; platform_python_implementation == 'CPython' and extra == 'brotli'
+  - brotlicffi ; platform_python_implementation != 'CPython' and extra == 'brotli'
+  - click==8.* ; extra == 'cli'
+  - pygments==2.* ; extra == 'cli'
+  - rich>=10,<14 ; extra == 'cli'
+  - h2>=3,<5 ; extra == 'http2'
+  - socksio==1.* ; extra == 'socks'
+  - zstandard>=0.18.0 ; extra == 'zstd'
+  requires_python: '>=3.8'
 - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-75.1-he02047a_0.conda
   sha256: 71e750d509f5fa3421087ba88ef9a7b9be11c53174af3aa4d06aff4c18b38e8e
   md5: 8b189310083baabfb622af68fd9d3ae3
@@ -4643,551 +4639,598 @@ packages:
   purls: []
   size: 14544252
   timestamp: 1720853966338
-- conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.10-pyhd8ed1ab_1.conda
-  sha256: d7a472c9fd479e2e8dcb83fb8d433fce971ea369d704ece380e876f9c3494e87
-  md5: 39a4f67be3286c86d696df570b1201b7
-  depends:
-  - python >=3.9
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/idna?source=hash-mapping
-  size: 49765
-  timestamp: 1733211921194
-- conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
-  sha256: c18ab120a0613ada4391b15981d86ff777b5690ca461ea7e9e49531e8f374745
-  md5: 63ccfdc3a3ce25b027b8767eb722fca8
-  depends:
-  - python >=3.9
-  - zipp >=3.20
-  - python
-  license: Apache-2.0
-  license_family: APACHE
-  purls:
-  - pkg:pypi/importlib-metadata?source=hash-mapping
-  size: 34641
-  timestamp: 1747934053147
-- conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh3521513_0.conda
-  sha256: 3dd6fcdde5e40a3088c9ecd72c29c6e5b1429b99e927f41c8cee944a07062046
-  md5: 953007d45edeb098522ac860aade4fcf
-  depends:
-  - __win
-  - comm >=0.1.1
-  - debugpy >=1.6.5
-  - ipython >=7.23.1
-  - jupyter_client >=8.0.0
-  - jupyter_core >=4.12,!=5.0.*
-  - matplotlib-inline >=0.1
-  - nest-asyncio >=1.4
-  - packaging >=22
-  - psutil >=5.7
-  - python >=3.9
-  - pyzmq >=25
-  - tornado >=6.2
-  - traitlets >=5.4.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/ipykernel?source=hash-mapping
-  size: 121976
-  timestamp: 1754353094360
-- conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh82676e8_0.conda
-  sha256: cfc2c4e31dfedbb3d124d0055f55fda4694538fb790d52cd1b37af5312833e36
-  md5: b0cc25825ce9212b8bee37829abad4d6
-  depends:
-  - __linux
-  - comm >=0.1.1
-  - debugpy >=1.6.5
-  - ipython >=7.23.1
-  - jupyter_client >=8.0.0
-  - jupyter_core >=4.12,!=5.0.*
-  - matplotlib-inline >=0.1
-  - nest-asyncio >=1.4
-  - packaging >=22
-  - psutil >=5.7
-  - python >=3.9
-  - pyzmq >=25
-  - tornado >=6.2
-  - traitlets >=5.4.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/ipykernel?source=hash-mapping
-  size: 121367
-  timestamp: 1754352984703
-- conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-6.30.1-pyh92f572d_0.conda
-  sha256: ec80ed5f68c96dd46ff1b533b28d2094b6f07e2ec8115c8c60803920fdd6eb13
-  md5: f208c1a85786e617a91329fa5201168c
-  depends:
-  - __osx
-  - appnope
-  - comm >=0.1.1
-  - debugpy >=1.6.5
-  - ipython >=7.23.1
-  - jupyter_client >=8.0.0
-  - jupyter_core >=4.12,!=5.0.*
-  - matplotlib-inline >=0.1
-  - nest-asyncio >=1.4
-  - packaging >=22
-  - psutil >=5.7
-  - python >=3.9
-  - pyzmq >=25
-  - tornado >=6.2
-  - traitlets >=5.4.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/ipykernel?source=hash-mapping
-  size: 121397
-  timestamp: 1754353050327
-- conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyh6be1c34_0.conda
-  sha256: 658c547dafb10cd0989f2cdf72f8ee9fe8f66240307b64555ee43f6908e9d0ad
-  md5: aec1868dd4cbe028b2c8cb11377895a6
-  depends:
-  - __win
+- pypi: https://files.pythonhosted.org/packages/0f/1c/e5fd8f973d4f375adb21565739498e2e9a1e54c858a97b9a8ccfdc81da9b/identify-2.6.15-py2.py3-none-any.whl
+  name: identify
+  version: 2.6.15
+  sha256: 1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757
+  requires_dist:
+  - ukkonen ; extra == 'license'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/0e/61/66938bbb5fc52dbdf84594873d5b51fb1f7c7794e9c0f5bd885f30bc507b/idna-3.11-py3-none-any.whl
+  name: idna
+  version: '3.11'
+  sha256: 771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea
+  requires_dist:
+  - ruff>=0.6.2 ; extra == 'all'
+  - mypy>=1.11.2 ; extra == 'all'
+  - pytest>=8.3.2 ; extra == 'all'
+  - flake8>=7.1.1 ; extra == 'all'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/2c/e1/e6716421ea10d38022b952c159d5161ca1193197fb744506875fbb87ea7b/iniconfig-2.1.0-py3-none-any.whl
+  name: iniconfig
+  version: 2.1.0
+  sha256: 9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/12/c9/6869a1dcf4aaf309b9543ec070be3ec3adebee7c9bec9af8c230494134b9/interrogate-1.7.0-py3-none-any.whl
+  name: interrogate
+  version: 1.7.0
+  sha256: b13ff4dd8403369670e2efe684066de9fcb868ad9d7f2b4095d8112142dc9d12
+  requires_dist:
+  - attrs
+  - click>=7.1
   - colorama
+  - py
+  - tabulate
+  - tomli ; python_full_version < '3.11'
+  - cairosvg ; extra == 'dev'
+  - sphinx ; extra == 'dev'
+  - sphinx-autobuild ; extra == 'dev'
+  - pytest ; extra == 'dev'
+  - pytest-cov ; extra == 'dev'
+  - pytest-mock ; extra == 'dev'
+  - coverage[toml] ; extra == 'dev'
+  - wheel ; extra == 'dev'
+  - pre-commit ; extra == 'dev'
+  - sphinx ; extra == 'docs'
+  - sphinx-autobuild ; extra == 'docs'
+  - cairosvg ; extra == 'png'
+  - pytest ; extra == 'tests'
+  - pytest-cov ; extra == 'tests'
+  - pytest-mock ; extra == 'tests'
+  - coverage[toml] ; extra == 'tests'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/fc/c7/b445faca8deb954fe536abebff4ece5b097b923de482b26e78448c89d1dd/ipykernel-6.30.1-py3-none-any.whl
+  name: ipykernel
+  version: 6.30.1
+  sha256: aa6b9fb93dca949069d8b85b6c79b2518e32ac583ae9c7d37c51d119e18b3fb4
+  requires_dist:
+  - appnope>=0.1.2 ; sys_platform == 'darwin'
+  - comm>=0.1.1
+  - debugpy>=1.6.5
+  - ipython>=7.23.1
+  - jupyter-client>=8.0.0
+  - jupyter-core>=4.12,!=5.0.*
+  - matplotlib-inline>=0.1
+  - nest-asyncio>=1.4
+  - packaging>=22
+  - psutil>=5.7
+  - pyzmq>=25
+  - tornado>=6.2
+  - traitlets>=5.4.0
+  - coverage[toml] ; extra == 'cov'
+  - matplotlib ; extra == 'cov'
+  - pytest-cov ; extra == 'cov'
+  - trio ; extra == 'cov'
+  - intersphinx-registry ; extra == 'docs'
+  - myst-parser ; extra == 'docs'
+  - pydata-sphinx-theme ; extra == 'docs'
+  - sphinx ; extra == 'docs'
+  - sphinx-autodoc-typehints ; extra == 'docs'
+  - sphinxcontrib-github-alt ; extra == 'docs'
+  - sphinxcontrib-spelling ; extra == 'docs'
+  - trio ; extra == 'docs'
+  - pyqt5 ; extra == 'pyqt5'
+  - pyside6 ; extra == 'pyside6'
+  - flaky ; extra == 'test'
+  - ipyparallel ; extra == 'test'
+  - pre-commit ; extra == 'test'
+  - pytest-asyncio>=0.23.5 ; extra == 'test'
+  - pytest-cov ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest>=7.0,<9 ; extra == 'test'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/48/c5/d5e07995077e48220269c28a221e168c91123ad5ceee44d548f54a057fc0/ipython-9.6.0-py3-none-any.whl
+  name: ipython
+  version: 9.6.0
+  sha256: 5f77efafc886d2f023442479b8149e7d86547ad0a979e9da9f045d252f648196
+  requires_dist:
+  - colorama ; sys_platform == 'win32'
   - decorator
-  - exceptiongroup
-  - ipython_pygments_lexers
-  - jedi >=0.16
-  - matplotlib-inline
-  - pickleshare
-  - prompt-toolkit >=3.0.41,<3.1.0
-  - pygments >=2.4.0
-  - python >=3.11
-  - stack_data
-  - traitlets >=5.13.0
-  - typing_extensions >=4.6
-  - python
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/ipython?source=hash-mapping
-  size: 630157
-  timestamp: 1756474536497
-- conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.5.0-pyhfa0c392_0.conda
-  sha256: e9ca009d3aab9d8a85f0241d6ada2c7fbc84072008e95f803fa59da3294aa863
-  md5: c0916cc4b733577cd41df93884d857b0
-  depends:
-  - __unix
-  - pexpect >4.3
-  - decorator
-  - exceptiongroup
-  - ipython_pygments_lexers
-  - jedi >=0.16
+  - ipython-pygments-lexers
+  - jedi>=0.16
   - matplotlib-inline
-  - pickleshare
-  - prompt-toolkit >=3.0.41,<3.1.0
-  - pygments >=2.4.0
-  - python >=3.11
-  - stack_data
-  - traitlets >=5.13.0
-  - typing_extensions >=4.6
-  - python
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/ipython?source=hash-mapping
-  size: 630826
-  timestamp: 1756474504536
-- conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
-  sha256: 894682a42a7d659ae12878dbcb274516a7031bbea9104e92f8e88c1f2765a104
-  md5: bd80ba060603cc228d9d81c257093119
-  depends:
+  - pexpect>4.3 ; sys_platform != 'emscripten' and sys_platform != 'win32'
+  - prompt-toolkit>=3.0.41,<3.1.0
+  - pygments>=2.4.0
+  - stack-data
+  - traitlets>=5.13.0
+  - typing-extensions>=4.6 ; python_full_version < '3.12'
+  - black ; extra == 'black'
+  - docrepr ; extra == 'doc'
+  - exceptiongroup ; extra == 'doc'
+  - intersphinx-registry ; extra == 'doc'
+  - ipykernel ; extra == 'doc'
+  - ipython[matplotlib,test] ; extra == 'doc'
+  - setuptools>=61.2 ; extra == 'doc'
+  - sphinx-toml==0.0.4 ; extra == 'doc'
+  - sphinx-rtd-theme ; extra == 'doc'
+  - sphinx>=1.3 ; extra == 'doc'
+  - typing-extensions ; extra == 'doc'
+  - pytest ; extra == 'test'
+  - pytest-asyncio ; extra == 'test'
+  - testpath ; extra == 'test'
+  - packaging ; extra == 'test'
+  - ipython[test] ; extra == 'test-extra'
+  - curio ; extra == 'test-extra'
+  - jupyter-ai ; extra == 'test-extra'
+  - ipython[matplotlib] ; extra == 'test-extra'
+  - nbformat ; extra == 'test-extra'
+  - nbclient ; extra == 'test-extra'
+  - ipykernel ; extra == 'test-extra'
+  - numpy>=1.25 ; extra == 'test-extra'
+  - pandas>2.0 ; extra == 'test-extra'
+  - trio ; extra == 'test-extra'
+  - matplotlib>3.7 ; extra == 'matplotlib'
+  - ipython[doc,matplotlib,test,test-extra] ; extra == 'all'
+  requires_python: '>=3.11'
+- pypi: https://files.pythonhosted.org/packages/d9/33/1f075bf72b0b747cb3288d011319aaf64083cf2efef8354174e3ed4540e2/ipython_pygments_lexers-1.1.1-py3-none-any.whl
+  name: ipython-pygments-lexers
+  version: 1.1.1
+  sha256: a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c
+  requires_dist:
   - pygments
-  - python >=3.9
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/ipython-pygments-lexers?source=hash-mapping
-  size: 13993
-  timestamp: 1737123723464
-- conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
-  sha256: 08e838d29c134a7684bca0468401d26840f41c92267c4126d7b43a6b533b0aed
-  md5: 0b0154421989637d424ccf0f104be51a
-  depends:
-  - arrow >=0.15.0
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/isoduration?source=hash-mapping
-  size: 19832
-  timestamp: 1733493720346
-- conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
-  sha256: 92c4d217e2dc68983f724aa983cca5464dcb929c566627b26a2511159667dba8
-  md5: a4f4c5dc9b80bc50e0d3dc4e6e8f1bd9
-  depends:
-  - parso >=0.8.3,<0.9.0
-  - python >=3.9
-  license: Apache-2.0 AND MIT
-  purls:
-  - pkg:pypi/jedi?source=hash-mapping
-  size: 843646
-  timestamp: 1733300981994
-- conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhd8ed1ab_0.conda
-  sha256: f1ac18b11637ddadc05642e8185a851c7fab5998c6f5470d716812fae943b2af
-  md5: 446bd6c8cb26050d528881df495ce646
-  depends:
-  - markupsafe >=2.0
-  - python >=3.9
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jinja2?source=hash-mapping
-  size: 112714
-  timestamp: 1741263433881
-- conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.12.1-pyhd8ed1ab_0.conda
-  sha256: 4e08ccf9fa1103b617a4167a270768de736a36be795c6cd34c2761100d332f74
-  md5: 0fc93f473c31a2f85c0bde213e7c63ca
-  depends:
-  - python >=3.9
-  license: Apache-2.0
-  license_family: APACHE
-  purls:
-  - pkg:pypi/json5?source=hash-mapping
-  size: 34191
-  timestamp: 1755034963991
-- conda: https://conda.anaconda.org/conda-forge/linux-64/jsonpointer-3.0.0-py311h38be061_2.conda
-  sha256: 4e744b30e3002b519c48868b3f5671328274d1d78cc8cbc0cda43057b570c508
-  md5: 5dd29601defbcc14ac6953d9504a80a7
-  depends:
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jsonpointer?source=hash-mapping
-  size: 18368
-  timestamp: 1756754243123
-- conda: https://conda.anaconda.org/conda-forge/linux-64/jsonpointer-3.0.0-py313h78bf25f_2.conda
-  sha256: 9174f5209f835cc8918acddc279be919674d874179197e025181fe2a71cb0bce
-  md5: c1375f38e5f3ee38a9ee0e405a601c35
-  depends:
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jsonpointer?source=hash-mapping
-  size: 18143
-  timestamp: 1756754243113
-- conda: https://conda.anaconda.org/conda-forge/osx-64/jsonpointer-3.0.0-py311h6eed73b_2.conda
-  sha256: 8e0f5af4d5bd59f52d27926750416638e32a65d58a202593fa0e97f312ad78c3
-  md5: 9983b3959da3b695c8da48c93510cbdf
-  depends:
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jsonpointer?source=hash-mapping
-  size: 18407
-  timestamp: 1756754411612
-- conda: https://conda.anaconda.org/conda-forge/osx-64/jsonpointer-3.0.0-py313habf4b1d_2.conda
-  sha256: 444b99db8da2f87910967012bca4767dbc27024604cb11674baf5b33ad05e216
-  md5: 6c9ecc26d54c3b9f9c40a7a21f780243
-  depends:
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jsonpointer?source=hash-mapping
-  size: 18208
-  timestamp: 1756754393540
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/jsonpointer-3.0.0-py311h267d04e_2.conda
-  sha256: 92b998fa9e68b7793b5b15882932f7703cdc1cc6e1348d0a1799567ef6f04428
-  md5: 0edc5f25c32d86d5b4327e0f4de539f9
-  depends:
-  - python >=3.11,<3.12.0a0
-  - python >=3.11,<3.12.0a0 *_cpython
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jsonpointer?source=hash-mapping
-  size: 18716
-  timestamp: 1756754690458
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/jsonpointer-3.0.0-py313h8f79df9_2.conda
-  sha256: 6e6097b156b2c69bcf05842f86a6650eb474477bec5e2233b4b8bcd2936cda5a
-  md5: 51a61cf0de7b177b4c09fa5eb4775c76
-  depends:
-  - python >=3.13,<3.14.0a0
-  - python >=3.13,<3.14.0a0 *_cp313
-  - python_abi 3.13.* *_cp313
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jsonpointer?source=hash-mapping
-  size: 18604
-  timestamp: 1756754452012
-- conda: https://conda.anaconda.org/conda-forge/win-64/jsonpointer-3.0.0-py311h1ea47a8_2.conda
-  sha256: 64bcf78dbbda7ec523672c4b3f085527fd109732518e33907eac6b8049125113
-  md5: c8f80d7bee5c66371969936eba774c45
-  depends:
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jsonpointer?source=hash-mapping
-  size: 43432
-  timestamp: 1756754355044
-- conda: https://conda.anaconda.org/conda-forge/win-64/jsonpointer-3.0.0-py313hfa70ccb_2.conda
-  sha256: dda25a66128a7b883515a659cd53c694e735374ccfbfa87a998160a33679424a
-  md5: 8da802c2a92986f7054f97c45e0f4bee
-  depends:
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jsonpointer?source=hash-mapping
-  size: 43276
-  timestamp: 1756754377785
-- conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.25.1-pyhe01879c_0.conda
-  sha256: ac377ef7762e49cb9c4f985f1281eeff471e9adc3402526eea78e6ac6589cf1d
-  md5: 341fd940c242cf33e832c0402face56f
-  depends:
-  - attrs >=22.2.0
-  - jsonschema-specifications >=2023.3.6
-  - python >=3.9
-  - referencing >=0.28.4
-  - rpds-py >=0.7.1
-  - python
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/jsonschema?source=compressed-mapping
-  size: 81688
-  timestamp: 1755595646123
-- conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
-  sha256: 0a4f3b132f0faca10c89fdf3b60e15abb62ded6fa80aebfc007d05965192aa04
-  md5: 439cd0f567d697b20a8f45cb70a1005a
-  depends:
-  - python >=3.10
-  - referencing >=0.31.0
-  - python
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/jsonschema-specifications?source=compressed-mapping
-  size: 19236
-  timestamp: 1757335715225
-- conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.25.1-he01879c_0.conda
-  sha256: aef6705fe1335e6472e1b6365fcdb586356b18dceff72d8d6a315fc90e900ccf
-  md5: 13e31c573c884962318a738405ca3487
-  depends:
-  - jsonschema >=4.25.1,<4.25.2.0a0
-  - fqdn
-  - idna
-  - isoduration
-  - jsonpointer >1.13
-  - rfc3339-validator
-  - rfc3986-validator >0.1.0
-  - rfc3987-syntax >=1.1.0
-  - uri-template
-  - webcolors >=24.6.0
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 4744
-  timestamp: 1755595646123
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
-  sha256: 897ad2e2c2335ef3c2826d7805e16002a1fd0d509b4ae0bc66617f0e0ff07bc2
-  md5: 62b7c96c6cd77f8173cc5cada6a9acaa
-  depends:
-  - importlib-metadata >=4.8.3
-  - jupyter_server >=1.1.2
-  - python >=3.10
-  - python
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jupyter-lsp?source=hash-mapping
-  size: 60377
-  timestamp: 1756388269267
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.6.3-pyhd8ed1ab_1.conda
-  sha256: 19d8bd5bb2fde910ec59e081eeb59529491995ce0d653a5209366611023a0b3a
-  md5: 4ebae00eae9705b0c3d6d1018a81d047
-  depends:
-  - importlib-metadata >=4.8.3
-  - jupyter_core >=4.12,!=5.0.*
-  - python >=3.9
-  - python-dateutil >=2.8.2
-  - pyzmq >=23.0
-  - tornado >=6.2
-  - traitlets >=5.3
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jupyter-client?source=hash-mapping
-  size: 106342
-  timestamp: 1733441040958
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh31011fe_0.conda
-  sha256: 56a7a7e907f15cca8c4f9b0c99488276d4cb10821d2d15df9245662184872e81
-  md5: b7d89d860ebcda28a5303526cdee68ab
-  depends:
-  - __unix
-  - platformdirs >=2.5
-  - python >=3.8
-  - traitlets >=5.3
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jupyter-core?source=hash-mapping
-  size: 59562
-  timestamp: 1748333186063
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.8.1-pyh5737063_0.conda
-  sha256: 928c2514c2974fda78447903217f01ca89a77eefedd46bf6a2fe97072df57e8d
-  md5: 324e60a0d3f39f268e899709575ea3cd
-  depends:
-  - __win
-  - cpython
-  - platformdirs >=2.5
-  - python >=3.8
-  - pywin32 >=300
-  - traitlets >=5.3
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jupyter-core?source=hash-mapping
-  size: 59972
-  timestamp: 1748333368923
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyh29332c3_0.conda
-  sha256: 37e6ac3ccf7afcc730c3b93cb91a13b9ae827fd306f35dd28f958a74a14878b5
-  md5: f56000b36f09ab7533877e695e4e8cb0
-  depends:
-  - jsonschema-with-format-nongpl >=4.18.0
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/7b/55/e5326141505c5d5e34c5e0935d2908a74e4561eca44108fbfb9c13d2911a/isoduration-20.11.0-py3-none-any.whl
+  name: isoduration
+  version: 20.11.0
+  sha256: b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042
+  requires_dist:
+  - arrow>=0.15.0
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/c0/5a/9cac0c82afec3d09ccd97c8b6502d48f165f9124db81b4bcb90b4af974ee/jedi-0.19.2-py2.py3-none-any.whl
+  name: jedi
+  version: 0.19.2
+  sha256: a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9
+  requires_dist:
+  - parso>=0.8.4,<0.9.0
+  - jinja2==2.11.3 ; extra == 'docs'
+  - markupsafe==1.1.1 ; extra == 'docs'
+  - pygments==2.8.1 ; extra == 'docs'
+  - alabaster==0.7.12 ; extra == 'docs'
+  - babel==2.9.1 ; extra == 'docs'
+  - chardet==4.0.0 ; extra == 'docs'
+  - commonmark==0.8.1 ; extra == 'docs'
+  - docutils==0.17.1 ; extra == 'docs'
+  - future==0.18.2 ; extra == 'docs'
+  - idna==2.10 ; extra == 'docs'
+  - imagesize==1.2.0 ; extra == 'docs'
+  - mock==1.0.1 ; extra == 'docs'
+  - packaging==20.9 ; extra == 'docs'
+  - pyparsing==2.4.7 ; extra == 'docs'
+  - pytz==2021.1 ; extra == 'docs'
+  - readthedocs-sphinx-ext==2.1.4 ; extra == 'docs'
+  - recommonmark==0.5.0 ; extra == 'docs'
+  - requests==2.25.1 ; extra == 'docs'
+  - six==1.15.0 ; extra == 'docs'
+  - snowballstemmer==2.1.0 ; extra == 'docs'
+  - sphinx-rtd-theme==0.4.3 ; extra == 'docs'
+  - sphinx==1.8.5 ; extra == 'docs'
+  - sphinxcontrib-serializinghtml==1.1.4 ; extra == 'docs'
+  - sphinxcontrib-websupport==1.2.4 ; extra == 'docs'
+  - urllib3==1.26.4 ; extra == 'docs'
+  - flake8==5.0.4 ; extra == 'qa'
+  - mypy==0.971 ; extra == 'qa'
+  - types-setuptools==67.2.0.1 ; extra == 'qa'
+  - django ; extra == 'testing'
+  - attrs ; extra == 'testing'
+  - colorama ; extra == 'testing'
+  - docopt ; extra == 'testing'
+  - pytest<9.0.0 ; extra == 'testing'
+  requires_python: '>=3.6'
+- pypi: https://files.pythonhosted.org/packages/62/a1/3d680cbfd5f4b8f15abc1d571870c5fc3e594bb582bc3b64ea099db13e56/jinja2-3.1.6-py3-none-any.whl
+  name: jinja2
+  version: 3.1.6
+  sha256: 85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
+  requires_dist:
+  - markupsafe>=2.0
+  - babel>=2.7 ; extra == 'i18n'
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/85/e2/05328bd2621be49a6fed9e3030b1e51a2d04537d3f816d211b9cc53c5262/json5-0.12.1-py3-none-any.whl
+  name: json5
+  version: 0.12.1
+  sha256: d9c9b3bc34a5f54d43c35e11ef7cb87d8bdd098c6ace87117a7b7e83e705c1d5
+  requires_dist:
+  - build==1.2.2.post1 ; extra == 'dev'
+  - coverage==7.5.4 ; python_full_version < '3.9' and extra == 'dev'
+  - coverage==7.8.0 ; python_full_version >= '3.9' and extra == 'dev'
+  - mypy==1.14.1 ; python_full_version < '3.9' and extra == 'dev'
+  - mypy==1.15.0 ; python_full_version >= '3.9' and extra == 'dev'
+  - pip==25.0.1 ; extra == 'dev'
+  - pylint==3.2.7 ; python_full_version < '3.9' and extra == 'dev'
+  - pylint==3.3.6 ; python_full_version >= '3.9' and extra == 'dev'
+  - ruff==0.11.2 ; extra == 'dev'
+  - twine==6.1.0 ; extra == 'dev'
+  - uv==0.6.11 ; extra == 'dev'
+  requires_python: '>=3.8.0'
+- pypi: https://files.pythonhosted.org/packages/71/92/5e77f98553e9e75130c78900d000368476aed74276eb8ae8796f65f00918/jsonpointer-3.0.0-py2.py3-none-any.whl
+  name: jsonpointer
+  version: 3.0.0
+  sha256: 13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/bf/9c/8c95d856233c1f82500c2450b8c68576b4cf1c871db3afac5c34ff84e6fd/jsonschema-4.25.1-py3-none-any.whl
+  name: jsonschema
+  version: 4.25.1
+  sha256: 3fba0169e345c7175110351d456342c364814cfcf3b964ba4587f22915230a63
+  requires_dist:
+  - attrs>=22.2.0
+  - jsonschema-specifications>=2023.3.6
+  - referencing>=0.28.4
+  - rpds-py>=0.7.1
+  - fqdn ; extra == 'format'
+  - idna ; extra == 'format'
+  - isoduration ; extra == 'format'
+  - jsonpointer>1.13 ; extra == 'format'
+  - rfc3339-validator ; extra == 'format'
+  - rfc3987 ; extra == 'format'
+  - uri-template ; extra == 'format'
+  - webcolors>=1.11 ; extra == 'format'
+  - fqdn ; extra == 'format-nongpl'
+  - idna ; extra == 'format-nongpl'
+  - isoduration ; extra == 'format-nongpl'
+  - jsonpointer>1.13 ; extra == 'format-nongpl'
+  - rfc3339-validator ; extra == 'format-nongpl'
+  - rfc3986-validator>0.1.0 ; extra == 'format-nongpl'
+  - rfc3987-syntax>=1.1.0 ; extra == 'format-nongpl'
+  - uri-template ; extra == 'format-nongpl'
+  - webcolors>=24.6.0 ; extra == 'format-nongpl'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/41/45/1a4ed80516f02155c51f51e8cedb3c1902296743db0bbc66608a0db2814f/jsonschema_specifications-2025.9.1-py3-none-any.whl
+  name: jsonschema-specifications
+  version: 2025.9.1
+  sha256: 98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe
+  requires_dist:
+  - referencing>=0.31.0
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/11/85/b0394e0b6fcccd2c1eeefc230978a6f8cb0c5df1e4cd3e7625735a0d7d1e/jupyter_client-8.6.3-py3-none-any.whl
+  name: jupyter-client
+  version: 8.6.3
+  sha256: e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f
+  requires_dist:
+  - importlib-metadata>=4.8.3 ; python_full_version < '3.10'
+  - jupyter-core>=4.12,!=5.0.*
+  - python-dateutil>=2.8.2
+  - pyzmq>=23.0
+  - tornado>=6.2
+  - traitlets>=5.3
+  - ipykernel ; extra == 'docs'
+  - myst-parser ; extra == 'docs'
+  - pydata-sphinx-theme ; extra == 'docs'
+  - sphinx-autodoc-typehints ; extra == 'docs'
+  - sphinx>=4 ; extra == 'docs'
+  - sphinxcontrib-github-alt ; extra == 'docs'
+  - sphinxcontrib-spelling ; extra == 'docs'
+  - coverage ; extra == 'test'
+  - ipykernel>=6.14 ; extra == 'test'
+  - mypy ; extra == 'test'
+  - paramiko ; sys_platform == 'win32' and extra == 'test'
+  - pre-commit ; extra == 'test'
+  - pytest-cov ; extra == 'test'
+  - pytest-jupyter[client]>=0.4.1 ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest<8.2.0 ; extra == 'test'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/2f/57/6bffd4b20b88da3800c5d691e0337761576ee688eb01299eae865689d2df/jupyter_core-5.8.1-py3-none-any.whl
+  name: jupyter-core
+  version: 5.8.1
+  sha256: c28d268fc90fb53f1338ded2eb410704c5449a358406e8a948b75706e24863d0
+  requires_dist:
+  - platformdirs>=2.5
+  - pywin32>=300 ; platform_python_implementation != 'PyPy' and sys_platform == 'win32'
+  - traitlets>=5.3
+  - intersphinx-registry ; extra == 'docs'
+  - myst-parser ; extra == 'docs'
+  - pydata-sphinx-theme ; extra == 'docs'
+  - sphinx-autodoc-typehints ; extra == 'docs'
+  - sphinxcontrib-spelling ; extra == 'docs'
+  - traitlets ; extra == 'docs'
+  - ipykernel ; extra == 'test'
+  - pre-commit ; extra == 'test'
+  - pytest-cov ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest<9 ; extra == 'test'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/e2/48/577993f1f99c552f18a0428731a755e06171f9902fa118c379eb7c04ea22/jupyter_events-0.12.0-py3-none-any.whl
+  name: jupyter-events
+  version: 0.12.0
+  sha256: 6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb
+  requires_dist:
+  - jsonschema[format-nongpl]>=4.18.0
   - packaging
-  - python >=3.9
-  - python-json-logger >=2.0.4
-  - pyyaml >=5.3
+  - python-json-logger>=2.0.4
+  - pyyaml>=5.3
   - referencing
   - rfc3339-validator
-  - rfc3986-validator >=0.1.1
-  - traitlets >=5.3
-  - python
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jupyter-events?source=hash-mapping
-  size: 23647
-  timestamp: 1738765986736
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
-  sha256: 74c4e642be97c538dae1895f7052599dfd740d8bd251f727bce6453ce8d6cd9a
-  md5: d79a87dcfa726bcea8e61275feed6f83
-  depends:
-  - anyio >=3.1.0
-  - argon2-cffi >=21.1
-  - jinja2 >=3.0.3
-  - jupyter_client >=7.4.4
-  - jupyter_core >=4.12,!=5.0.*
-  - jupyter_events >=0.11.0
-  - jupyter_server_terminals >=0.4.4
-  - nbconvert-core >=6.4.4
-  - nbformat >=5.3.0
-  - overrides >=5.0
-  - packaging >=22.0
-  - prometheus_client >=0.9
-  - python >=3.10
-  - pyzmq >=24
-  - send2trash >=1.8.2
-  - terminado >=0.8.3
-  - tornado >=6.2.0
-  - traitlets >=5.6.0
-  - websocket-client >=1.7
-  - python
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jupyter-server?source=hash-mapping
-  size: 347094
-  timestamp: 1755870522134
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.3-pyhd8ed1ab_1.conda
-  sha256: 0890fc79422191bc29edf17d7b42cff44ba254aa225d31eb30819f8772b775b8
-  md5: 2d983ff1b82a1ccb6f2e9d8784bdd6bd
-  depends:
-  - python >=3.9
-  - terminado >=0.8.3
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jupyter-server-terminals?source=hash-mapping
-  size: 19711
-  timestamp: 1733428049134
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.4.7-pyhd8ed1ab_0.conda
-  sha256: 042bdb981ad5394530bee8329a10c76b9e17c12651d15a885d68e2cbbfef6869
-  md5: 460d51bb21b7a4c4b6e100c824405fbb
-  depends:
-  - async-lru >=1.0.0
-  - httpx >=0.25.0,<1
-  - importlib-metadata >=4.8.3
-  - ipykernel >=6.5.0,!=6.30.0
-  - jinja2 >=3.0.3
-  - jupyter-lsp >=2.0.0
-  - jupyter_core
-  - jupyter_server >=2.4.0,<3
-  - jupyterlab_server >=2.27.1,<3
-  - notebook-shim >=0.2
+  - rfc3986-validator>=0.1.1
+  - traitlets>=5.3
+  - click ; extra == 'cli'
+  - rich ; extra == 'cli'
+  - jupyterlite-sphinx ; extra == 'docs'
+  - myst-parser ; extra == 'docs'
+  - pydata-sphinx-theme>=0.16 ; extra == 'docs'
+  - sphinx>=8 ; extra == 'docs'
+  - sphinxcontrib-spelling ; extra == 'docs'
+  - click ; extra == 'test'
+  - pre-commit ; extra == 'test'
+  - pytest-asyncio>=0.19.0 ; extra == 'test'
+  - pytest-console-scripts ; extra == 'test'
+  - pytest>=7.0 ; extra == 'test'
+  - rich ; extra == 'test'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/1a/60/1f6cee0c46263de1173894f0fafcb3475ded276c472c14d25e0280c18d6d/jupyter_lsp-2.3.0-py3-none-any.whl
+  name: jupyter-lsp
+  version: 2.3.0
+  sha256: e914a3cb2addf48b1c7710914771aaf1819d46b2e5a79b0f917b5478ec93f34f
+  requires_dist:
+  - jupyter-server>=1.1.2
+  - importlib-metadata>=4.8.3 ; python_full_version < '3.10'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/92/80/a24767e6ca280f5a49525d987bf3e4d7552bf67c8be07e8ccf20271f8568/jupyter_server-2.17.0-py3-none-any.whl
+  name: jupyter-server
+  version: 2.17.0
+  sha256: e8cb9c7db4251f51ed307e329b81b72ccf2056ff82d50524debde1ee1870e13f
+  requires_dist:
+  - anyio>=3.1.0
+  - argon2-cffi>=21.1
+  - jinja2>=3.0.3
+  - jupyter-client>=7.4.4
+  - jupyter-core>=4.12,!=5.0.*
+  - jupyter-events>=0.11.0
+  - jupyter-server-terminals>=0.4.4
+  - nbconvert>=6.4.4
+  - nbformat>=5.3.0
+  - overrides>=5.0 ; python_full_version < '3.12'
+  - packaging>=22.0
+  - prometheus-client>=0.9
+  - pywinpty>=2.0.1 ; os_name == 'nt'
+  - pyzmq>=24
+  - send2trash>=1.8.2
+  - terminado>=0.8.3
+  - tornado>=6.2.0
+  - traitlets>=5.6.0
+  - websocket-client>=1.7
+  - ipykernel ; extra == 'docs'
+  - jinja2 ; extra == 'docs'
+  - jupyter-client ; extra == 'docs'
+  - myst-parser ; extra == 'docs'
+  - nbformat ; extra == 'docs'
+  - prometheus-client ; extra == 'docs'
+  - pydata-sphinx-theme ; extra == 'docs'
+  - send2trash ; extra == 'docs'
+  - sphinx-autodoc-typehints ; extra == 'docs'
+  - sphinxcontrib-github-alt ; extra == 'docs'
+  - sphinxcontrib-openapi>=0.8.0 ; extra == 'docs'
+  - sphinxcontrib-spelling ; extra == 'docs'
+  - sphinxemoji ; extra == 'docs'
+  - tornado ; extra == 'docs'
+  - typing-extensions ; extra == 'docs'
+  - flaky ; extra == 'test'
+  - ipykernel ; extra == 'test'
+  - pre-commit ; extra == 'test'
+  - pytest-console-scripts ; extra == 'test'
+  - pytest-jupyter[server]>=0.7 ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest>=7.0,<9 ; extra == 'test'
+  - requests ; extra == 'test'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/07/2d/2b32cdbe8d2a602f697a649798554e4f072115438e92249624e532e8aca6/jupyter_server_terminals-0.5.3-py3-none-any.whl
+  name: jupyter-server-terminals
+  version: 0.5.3
+  sha256: 41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa
+  requires_dist:
+  - pywinpty>=2.0.3 ; os_name == 'nt'
+  - terminado>=0.8.3
+  - jinja2 ; extra == 'docs'
+  - jupyter-server ; extra == 'docs'
+  - mistune<4.0 ; extra == 'docs'
+  - myst-parser ; extra == 'docs'
+  - nbformat ; extra == 'docs'
+  - packaging ; extra == 'docs'
+  - pydata-sphinx-theme ; extra == 'docs'
+  - sphinxcontrib-github-alt ; extra == 'docs'
+  - sphinxcontrib-openapi ; extra == 'docs'
+  - sphinxcontrib-spelling ; extra == 'docs'
+  - sphinxemoji ; extra == 'docs'
+  - tornado ; extra == 'docs'
+  - jupyter-server>=2.0.0 ; extra == 'test'
+  - pytest-jupyter[server]>=0.5.3 ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest>=7.0 ; extra == 'test'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/1f/fd/ac0979ebd1b1975c266c99b96930b0a66609c3f6e5d76979ca6eb3073896/jupyterlab-4.4.9-py3-none-any.whl
+  name: jupyterlab
+  version: 4.4.9
+  sha256: 394c902827350c017430a8370b9f40c03c098773084bc53930145c146d3d2cb2
+  requires_dist:
+  - async-lru>=1.0.0
+  - httpx>=0.25.0,<1
+  - importlib-metadata>=4.8.3 ; python_full_version < '3.10'
+  - ipykernel>=6.5.0,!=6.30.0
+  - jinja2>=3.0.3
+  - jupyter-core
+  - jupyter-lsp>=2.0.0
+  - jupyter-server>=2.4.0,<3
+  - jupyterlab-server>=2.27.1,<3
+  - notebook-shim>=0.2
   - packaging
-  - python >=3.10
-  - setuptools >=41.1.0
-  - tomli >=1.2.2
-  - tornado >=6.2.0
+  - setuptools>=41.1.0
+  - tomli>=1.2.2 ; python_full_version < '3.11'
+  - tornado>=6.2.0
   - traitlets
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jupyterlab?source=compressed-mapping
-  size: 8479512
-  timestamp: 1756911706349
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
-  sha256: dc24b900742fdaf1e077d9a3458fd865711de80bca95fe3c6d46610c532c6ef0
-  md5: fd312693df06da3578383232528c468d
-  depends:
-  - pygments >=2.4.1,<3
-  - python >=3.9
-  constrains:
-  - jupyterlab >=4.0.8,<5.0.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jupyterlab-pygments?source=hash-mapping
-  size: 18711
-  timestamp: 1733328194037
-- conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.27.3-pyhd8ed1ab_1.conda
-  sha256: d03d0b7e23fa56d322993bc9786b3a43b88ccc26e58b77c756619a921ab30e86
-  md5: 9dc4b2b0f41f0de41d27f3293e319357
-  depends:
-  - babel >=2.10
-  - importlib-metadata >=4.8.3
-  - jinja2 >=3.0.3
-  - json5 >=0.9.0
-  - jsonschema >=4.18
-  - jupyter_server >=1.21,<3
-  - packaging >=21.3
-  - python >=3.9
-  - requests >=2.31
-  constrains:
-  - openapi-core >=0.18.0,<0.19.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/jupyterlab-server?source=hash-mapping
-  size: 49449
-  timestamp: 1733599666357
-- conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-hb9d3cd8_0.conda
-  sha256: 0960d06048a7185d3542d850986d807c6e37ca2e644342dd0c72feefcf26c2a4
-  md5: b38117a3c920364aff79f870c984b4a3
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=13
-  license: LGPL-2.1-or-later
-  purls: []
-  size: 134088
-  timestamp: 1754905959823
+  - build ; extra == 'dev'
+  - bump2version ; extra == 'dev'
+  - coverage ; extra == 'dev'
+  - hatch ; extra == 'dev'
+  - pre-commit ; extra == 'dev'
+  - pytest-cov ; extra == 'dev'
+  - ruff==0.11.4 ; extra == 'dev'
+  - jsx-lexer ; extra == 'docs'
+  - myst-parser ; extra == 'docs'
+  - pydata-sphinx-theme>=0.13.0 ; extra == 'docs'
+  - pytest ; extra == 'docs'
+  - pytest-check-links ; extra == 'docs'
+  - pytest-jupyter ; extra == 'docs'
+  - sphinx-copybutton ; extra == 'docs'
+  - sphinx>=1.8,<8.2.0 ; extra == 'docs'
+  - altair==5.5.0 ; extra == 'docs-screenshots'
+  - ipython==8.16.1 ; extra == 'docs-screenshots'
+  - ipywidgets==8.1.5 ; extra == 'docs-screenshots'
+  - jupyterlab-geojson==3.4.0 ; extra == 'docs-screenshots'
+  - jupyterlab-language-pack-zh-cn==4.3.post1 ; extra == 'docs-screenshots'
+  - matplotlib==3.10.0 ; extra == 'docs-screenshots'
+  - nbconvert>=7.0.0 ; extra == 'docs-screenshots'
+  - pandas==2.2.3 ; extra == 'docs-screenshots'
+  - scipy==1.15.1 ; extra == 'docs-screenshots'
+  - vega-datasets==0.9.0 ; extra == 'docs-screenshots'
+  - coverage ; extra == 'test'
+  - pytest-check-links>=0.7 ; extra == 'test'
+  - pytest-console-scripts ; extra == 'test'
+  - pytest-cov ; extra == 'test'
+  - pytest-jupyter>=0.5.3 ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest-tornasync ; extra == 'test'
+  - pytest>=7.0 ; extra == 'test'
+  - requests ; extra == 'test'
+  - requests-cache ; extra == 'test'
+  - virtualenv ; extra == 'test'
+  - copier>=9,<10 ; extra == 'upgrade-extension'
+  - jinja2-time<0.3 ; extra == 'upgrade-extension'
+  - pydantic<3.0 ; extra == 'upgrade-extension'
+  - pyyaml-include<3.0 ; extra == 'upgrade-extension'
+  - tomli-w<2.0 ; extra == 'upgrade-extension'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/b1/dd/ead9d8ea85bf202d90cc513b533f9c363121c7792674f78e0d8a854b63b4/jupyterlab_pygments-0.3.0-py3-none-any.whl
+  name: jupyterlab-pygments
+  version: 0.3.0
+  sha256: 841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/54/09/2032e7d15c544a0e3cd831c51d77a8ca57f7555b2e1b2922142eddb02a84/jupyterlab_server-2.27.3-py3-none-any.whl
+  name: jupyterlab-server
+  version: 2.27.3
+  sha256: e697488f66c3db49df675158a77b3b017520d772c6e1548c7d9bcc5df7944ee4
+  requires_dist:
+  - babel>=2.10
+  - importlib-metadata>=4.8.3 ; python_full_version < '3.10'
+  - jinja2>=3.0.3
+  - json5>=0.9.0
+  - jsonschema>=4.18.0
+  - jupyter-server>=1.21,<3
+  - packaging>=21.3
+  - requests>=2.31
+  - autodoc-traits ; extra == 'docs'
+  - jinja2<3.2.0 ; extra == 'docs'
+  - mistune<4 ; extra == 'docs'
+  - myst-parser ; extra == 'docs'
+  - pydata-sphinx-theme ; extra == 'docs'
+  - sphinx ; extra == 'docs'
+  - sphinx-copybutton ; extra == 'docs'
+  - sphinxcontrib-openapi>0.8 ; extra == 'docs'
+  - openapi-core~=0.18.0 ; extra == 'openapi'
+  - ruamel-yaml ; extra == 'openapi'
+  - hatch ; extra == 'test'
+  - ipykernel ; extra == 'test'
+  - openapi-core~=0.18.0 ; extra == 'test'
+  - openapi-spec-validator>=0.6.0,<0.8.0 ; extra == 'test'
+  - pytest-console-scripts ; extra == 'test'
+  - pytest-cov ; extra == 'test'
+  - pytest-jupyter[server]>=0.6.2 ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest>=7.0,<8 ; extra == 'test'
+  - requests-mock ; extra == 'test'
+  - ruamel-yaml ; extra == 'test'
+  - sphinxcontrib-spelling ; extra == 'test'
+  - strict-rfc3339 ; extra == 'test'
+  - werkzeug ; extra == 'test'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/f7/5a/488f492b49b712ca38326e12c78d0d48ab6be682a2989ce533f0f2c4dfd2/jupyterquiz-2.9.6.2-py2.py3-none-any.whl
+  name: jupyterquiz
+  version: 2.9.6.2
+  sha256: f60f358c809d06a38c423c804740c1113c8840e130227aef50694a9201474bef
+- pypi: https://files.pythonhosted.org/packages/36/86/751ec86adb66104d15e650b704f89dddd64ba29283178b9651b9bc84b624/jupytext-1.17.3-py3-none-any.whl
+  name: jupytext
+  version: 1.17.3
+  sha256: 09b0a94cd904416e823a5ba9f41bd181031215b6fc682d2b5c18e68354feb17c
+  requires_dist:
+  - markdown-it-py>=1.0
+  - mdit-py-plugins
+  - nbformat
+  - packaging
+  - pyyaml
+  - tomli ; python_full_version < '3.11'
+  - autopep8 ; extra == 'dev'
+  - black ; extra == 'dev'
+  - flake8 ; extra == 'dev'
+  - gitpython ; extra == 'dev'
+  - ipykernel ; extra == 'dev'
+  - isort ; extra == 'dev'
+  - jupyter-fs[fs]>=1.0 ; extra == 'dev'
+  - jupyter-server!=2.11 ; extra == 'dev'
+  - nbconvert ; extra == 'dev'
+  - pre-commit ; extra == 'dev'
+  - pytest ; extra == 'dev'
+  - pytest-asyncio ; extra == 'dev'
+  - pytest-cov>=2.6.1 ; extra == 'dev'
+  - pytest-randomly ; extra == 'dev'
+  - pytest-xdist ; extra == 'dev'
+  - sphinx ; extra == 'dev'
+  - sphinx-gallery>=0.8 ; extra == 'dev'
+  - myst-parser ; extra == 'docs'
+  - sphinx ; extra == 'docs'
+  - sphinx-copybutton ; extra == 'docs'
+  - sphinx-rtd-theme ; extra == 'docs'
+  - pytest ; extra == 'test'
+  - pytest-asyncio ; extra == 'test'
+  - pytest-randomly ; extra == 'test'
+  - pytest-xdist ; extra == 'test'
+  - black ; extra == 'test-cov'
+  - ipykernel ; extra == 'test-cov'
+  - jupyter-server!=2.11 ; extra == 'test-cov'
+  - nbconvert ; extra == 'test-cov'
+  - pytest ; extra == 'test-cov'
+  - pytest-asyncio ; extra == 'test-cov'
+  - pytest-cov>=2.6.1 ; extra == 'test-cov'
+  - pytest-randomly ; extra == 'test-cov'
+  - pytest-xdist ; extra == 'test-cov'
+  - autopep8 ; extra == 'test-external'
+  - black ; extra == 'test-external'
+  - flake8 ; extra == 'test-external'
+  - gitpython ; extra == 'test-external'
+  - ipykernel ; extra == 'test-external'
+  - isort ; extra == 'test-external'
+  - jupyter-fs[fs]>=1.0 ; extra == 'test-external'
+  - jupyter-server!=2.11 ; extra == 'test-external'
+  - nbconvert ; extra == 'test-external'
+  - pre-commit ; extra == 'test-external'
+  - pytest ; extra == 'test-external'
+  - pytest-asyncio ; extra == 'test-external'
+  - pytest-randomly ; extra == 'test-external'
+  - pytest-xdist ; extra == 'test-external'
+  - sphinx ; extra == 'test-external'
+  - sphinx-gallery>=0.8 ; extra == 'test-external'
+  - black ; extra == 'test-functional'
+  - pytest ; extra == 'test-functional'
+  - pytest-asyncio ; extra == 'test-functional'
+  - pytest-randomly ; extra == 'test-functional'
+  - pytest-xdist ; extra == 'test-functional'
+  - black ; extra == 'test-integration'
+  - ipykernel ; extra == 'test-integration'
+  - jupyter-server!=2.11 ; extra == 'test-integration'
+  - nbconvert ; extra == 'test-integration'
+  - pytest ; extra == 'test-integration'
+  - pytest-asyncio ; extra == 'test-integration'
+  - pytest-randomly ; extra == 'test-integration'
+  - pytest-xdist ; extra == 'test-integration'
+  - bash-kernel ; extra == 'test-ui'
+  requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/2d/7a/9d90a151f558e29c3936b8a47ac770235f436f2120aca41a6d5f3d62ae8d/kiwisolver-1.4.9-cp313-cp313-macosx_11_0_arm64.whl
   name: kiwisolver
   version: 1.4.9
@@ -5228,76 +5271,19 @@ packages:
   version: 1.4.9
   sha256: b67e6efbf68e077dd71d1a6b37e43e1a99d0bff1a3d51867d45ee8908b931098
   requires_python: '>=3.10'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.21.3-h659f571_0.conda
-  sha256: 99df692f7a8a5c27cd14b5fb1374ee55e756631b9c3d659ed3ee60830249b238
-  md5: 3f43953b7d3fb3aaa1d0d0723d91e368
-  depends:
-  - keyutils >=1.6.1,<2.0a0
-  - libedit >=3.1.20191231,<3.2.0a0
-  - libedit >=3.1.20191231,<4.0a0
-  - libgcc-ng >=12
-  - libstdcxx-ng >=12
-  - openssl >=3.3.1,<4.0a0
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 1370023
-  timestamp: 1719463201255
-- conda: https://conda.anaconda.org/conda-forge/osx-64/krb5-1.21.3-h37d8d59_0.conda
-  sha256: 83b52685a4ce542772f0892a0f05764ac69d57187975579a0835ff255ae3ef9c
-  md5: d4765c524b1d91567886bde656fb514b
-  depends:
-  - __osx >=10.13
-  - libcxx >=16
-  - libedit >=3.1.20191231,<3.2.0a0
-  - libedit >=3.1.20191231,<4.0a0
-  - openssl >=3.3.1,<4.0a0
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 1185323
-  timestamp: 1719463492984
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/krb5-1.21.3-h237132a_0.conda
-  sha256: 4442f957c3c77d69d9da3521268cad5d54c9033f1a73f99cde0a3658937b159b
-  md5: c6dc8a0fdec13a0565936655c33069a1
-  depends:
-  - __osx >=11.0
-  - libcxx >=16
-  - libedit >=3.1.20191231,<3.2.0a0
-  - libedit >=3.1.20191231,<4.0a0
-  - openssl >=3.3.1,<4.0a0
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 1155530
-  timestamp: 1719463474401
-- conda: https://conda.anaconda.org/conda-forge/win-64/krb5-1.21.3-hdf4eb48_0.conda
-  sha256: 18e8b3430d7d232dad132f574268f56b3eb1a19431d6d5de8c53c29e6c18fa81
-  md5: 31aec030344e962fbd7dbbbbd68e60a9
-  depends:
-  - openssl >=3.3.1,<4.0a0
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 712034
-  timestamp: 1719463874284
-- conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.2.2-pyhd8ed1ab_1.conda
-  sha256: 637a9c32e15a4333f1f9c91e0a506dbab4a6dab7ee83e126951159c916c81c99
-  md5: 3a8063b25e603999188ed4bbf3485404
-  depends:
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/lark?source=hash-mapping
-  size: 92093
-  timestamp: 1734709450256
-- conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.44-h1423503_1.conda
-  sha256: 1a620f27d79217c1295049ba214c2f80372062fd251b569e9873d4a953d27554
-  md5: 0be7c6e070c19105f966d3758448d018
+- pypi: https://files.pythonhosted.org/packages/a8/3e/1c6b43277de64fc3c0333b0e72ab7b52ddaaea205210d60d9b9f83c3d0c7/lark-1.3.0-py3-none-any.whl
+  name: lark
+  version: 1.3.0
+  sha256: 80661f261fb2584a9828a097a2432efd575af27d20be0fd35d17f0fe37253831
+  requires_dist:
+  - regex ; extra == 'regex'
+  - js2py ; extra == 'nearley'
+  - atomicwrites ; extra == 'atomic-cache'
+  - interegular>=0.3.1,<0.4.0 ; extra == 'interegular'
+  requires_python: '>=3.8'
+- conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.44-ha97dd6f_2.conda
+  sha256: 707dfb8d55d7a5c6f95c772d778ef07a7ca85417d9971796f7d3daad0b615de8
+  md5: 14bae321b8127b63cba276bd53fac237
   depends:
   - __glibc >=2.17,<3.0.a0
   constrains:
@@ -5305,8 +5291,8 @@ packages:
   license: GPL-3.0-only
   license_family: GPL
   purls: []
-  size: 676044
-  timestamp: 1752032747103
+  size: 747158
+  timestamp: 1758810907507
 - conda: https://conda.anaconda.org/conda-forge/win-64/libblas-3.9.0-35_h5709861_mkl.conda
   build_number: 35
   sha256: 4180e7ab27ed03ddf01d7e599002fcba1b32dcb68214ee25da823bac371ed362
@@ -5338,63 +5324,26 @@ packages:
   purls: []
   size: 66398
   timestamp: 1757003514529
-- conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-21.1.1-h3d58e20_0.conda
-  sha256: dd207d8882854f22072b7fd4f03726e0e182e0666986ec880168f1753f7415dc
-  md5: 7f5b7dfca71a5c165ce57f46e9e48480
+- conda: https://conda.anaconda.org/conda-forge/osx-64/libcxx-21.1.3-h3d58e20_0.conda
+  sha256: 9bba2ce10e1c390a4091ca48fab0c71c010f6526c27ac2da53399940ad4c113f
+  md5: 432d125a340932454d777b66b09c32a1
   depends:
-  - __osx >=10.13
-  license: Apache-2.0 WITH LLVM-exception
-  license_family: Apache
-  purls: []
-  size: 571163
-  timestamp: 1757525814844
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-21.1.1-hf598326_0.conda
-  sha256: 6af03355967b7b097d5820dde05e0c709945fdb01f4bc56d11499d8bf7435239
-  md5: d5790f3769fedeea4e021483272bdc53
-  depends:
-  - __osx >=11.0
-  license: Apache-2.0 WITH LLVM-exception
-  license_family: Apache
-  purls: []
-  size: 568291
-  timestamp: 1757525671408
-- conda: https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20250104-pl5321h7949ede_0.conda
-  sha256: d789471216e7aba3c184cd054ed61ce3f6dac6f87a50ec69291b9297f8c18724
-  md5: c277e0a4d549b03ac1e9d6cbbe3d017b
-  depends:
-  - ncurses
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=13
-  - ncurses >=6.5,<7.0a0
-  license: BSD-2-Clause
-  license_family: BSD
-  purls: []
-  size: 134676
-  timestamp: 1738479519902
-- conda: https://conda.anaconda.org/conda-forge/osx-64/libedit-3.1.20250104-pl5321ha958ccf_0.conda
-  sha256: 6cc49785940a99e6a6b8c6edbb15f44c2dd6c789d9c283e5ee7bdfedd50b4cd6
-  md5: 1f4ed31220402fcddc083b4bff406868
-  depends:
-  - ncurses
-  - __osx >=10.13
-  - ncurses >=6.5,<7.0a0
-  license: BSD-2-Clause
-  license_family: BSD
+  - __osx >=10.13
+  license: Apache-2.0 WITH LLVM-exception
+  license_family: Apache
   purls: []
-  size: 115563
-  timestamp: 1738479554273
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libedit-3.1.20250104-pl5321hafb1f1b_0.conda
-  sha256: 66aa216a403de0bb0c1340a88d1a06adaff66bae2cfd196731aa24db9859d631
-  md5: 44083d2d2c2025afca315c7a172eab2b
+  size: 571632
+  timestamp: 1760166417842
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-21.1.3-hf598326_0.conda
+  sha256: b9bad452e3e1d0cc597d907681461341209cb7576178d5c1933026a650b381d1
+  md5: e976227574dfcd0048324576adf8d60d
   depends:
-  - ncurses
   - __osx >=11.0
-  - ncurses >=6.5,<7.0a0
-  license: BSD-2-Clause
-  license_family: BSD
+  license: Apache-2.0 WITH LLVM-exception
+  license_family: Apache
   purls: []
-  size: 107691
-  timestamp: 1738479560845
+  size: 568715
+  timestamp: 1760166479630
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.7.1-hecca717_0.conda
   sha256: da2080da8f0288b95dd86765c801c6e166c4619b910b11f9a8446fb852438dc2
   md5: 4211416ecba1866fab0c6470986c22d6
@@ -5489,40 +5438,40 @@ packages:
   purls: []
   size: 44978
   timestamp: 1743435053850
-- conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.1.0-h767d61c_5.conda
-  sha256: 0caed73aac3966bfbf5710e06c728a24c6c138605121a3dacb2e03440e8baa6a
-  md5: 264fbfba7fb20acf3b29cde153e345ce
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.2.0-h767d61c_7.conda
+  sha256: 08f9b87578ab981c7713e4e6a7d935e40766e10691732bba376d4964562bcb45
+  md5: c0374badb3a5d4b1372db28d19462c53
   depends:
   - __glibc >=2.17,<3.0.a0
   - _openmp_mutex >=4.5
   constrains:
-  - libgomp 15.1.0 h767d61c_5
-  - libgcc-ng ==15.1.0=*_5
+  - libgomp 15.2.0 h767d61c_7
+  - libgcc-ng ==15.2.0=*_7
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
-  size: 824191
-  timestamp: 1757042543820
-- conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.1.0-h69a702a_5.conda
-  sha256: f54bb9c3be12b24be327f4c1afccc2969712e0b091cdfbd1d763fb3e61cda03f
-  md5: 069afdf8ea72504e48d23ae1171d951c
+  size: 822552
+  timestamp: 1759968052178
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.2.0-h69a702a_7.conda
+  sha256: 2045066dd8e6e58aaf5ae2b722fb6dfdbb57c862b5f34ac7bfb58c40ef39b6ad
+  md5: 280ea6eee9e2ddefde25ff799c4f0363
   depends:
-  - libgcc 15.1.0 h767d61c_5
+  - libgcc 15.2.0 h767d61c_7
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
-  size: 29187
-  timestamp: 1757042549554
-- conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.1.0-h767d61c_5.conda
-  sha256: 125051d51a8c04694d0830f6343af78b556dd88cc249dfec5a97703ebfb1832d
-  md5: dcd5ff1940cd38f6df777cac86819d60
+  size: 29313
+  timestamp: 1759968065504
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.2.0-h767d61c_7.conda
+  sha256: e9fb1c258c8e66ee278397b5822692527c5f5786d372fe7a869b900853f3f5ca
+  md5: f7b4d76975aac7e5d9e6ad13845f92fe
   depends:
   - __glibc >=2.17,<3.0.a0
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
-  size: 447215
-  timestamp: 1757042483384
+  size: 447919
+  timestamp: 1759967942498
 - conda: https://conda.anaconda.org/conda-forge/win-64/libhwloc-2.12.1-default_h64bd3f2_1002.conda
   sha256: 266dfe151066c34695dbdc824ba1246b99f016115ef79339cbcf005ac50527c1
   md5: b0cac6e5b06ca5eeb14b4f7cf908619f
@@ -5534,6 +5483,7 @@ packages:
   - vc >=14.3,<15
   - vc14_runtime >=14.44.35208
   license: BSD-3-Clause
+  license_family: BSD
   purls: []
   size: 2414731
   timestamp: 1757624335056
@@ -5649,44 +5599,6 @@ packages:
   purls: []
   size: 33731
   timestamp: 1750274110928
-- conda: https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.20-h4ab18f5_0.conda
-  sha256: 0105bd108f19ea8e6a78d2d994a6d4a8db16d19a41212070d2d1d48a63c34161
-  md5: a587892d3c13b6621a6091be690dbca2
-  depends:
-  - libgcc-ng >=12
-  license: ISC
-  purls: []
-  size: 205978
-  timestamp: 1716828628198
-- conda: https://conda.anaconda.org/conda-forge/osx-64/libsodium-1.0.20-hfdf4475_0.conda
-  sha256: d3975cfe60e81072666da8c76b993af018cf2e73fe55acba2b5ba0928efaccf5
-  md5: 6af4b059e26492da6013e79cbcb4d069
-  depends:
-  - __osx >=10.13
-  license: ISC
-  purls: []
-  size: 210249
-  timestamp: 1716828641383
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsodium-1.0.20-h99b78c6_0.conda
-  sha256: fade8223e1e1004367d7101dd17261003b60aa576df6d7802191f8972f7470b1
-  md5: a7ce36e284c5faaf93c220dfc39e3abd
-  depends:
-  - __osx >=11.0
-  license: ISC
-  purls: []
-  size: 164972
-  timestamp: 1716828607917
-- conda: https://conda.anaconda.org/conda-forge/win-64/libsodium-1.0.20-hc70643c_0.conda
-  sha256: 7bcb3edccea30f711b6be9601e083ecf4f435b9407d70fc48fbcf9e5d69a0fc6
-  md5: 198bb594f202b205c7d18b936fa4524f
-  depends:
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  license: ISC
-  purls: []
-  size: 202344
-  timestamp: 1716828757533
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.50.4-h0c1763c_0.conda
   sha256: 6d9c32fc369af5a84875725f7ddfbfc2ace795c28f246dc70055a79f9b2003da
   md5: 0b367fad34931cb79e0d6b7e5c06bb1c
@@ -5730,38 +5642,40 @@ packages:
   purls: []
   size: 1288499
   timestamp: 1753948889360
-- conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.1.0-h8f9b012_5.conda
-  sha256: 0f5f61cab229b6043541c13538d75ce11bd96fb2db76f94ecf81997b1fde6408
-  md5: 4e02a49aaa9d5190cb630fa43528fbe6
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h8f9b012_7.conda
+  sha256: 1b981647d9775e1cdeb2fab0a4dd9cd75a6b0de2963f6c3953dbd712f78334b3
+  md5: 5b767048b1b3ee9a954b06f4084f93dc
   depends:
   - __glibc >=2.17,<3.0.a0
-  - libgcc 15.1.0 h767d61c_5
+  - libgcc 15.2.0 h767d61c_7
+  constrains:
+  - libstdcxx-ng ==15.2.0=*_7
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
-  size: 3896432
-  timestamp: 1757042571458
-- conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.1.0-h4852527_5.conda
-  sha256: 7b8cabbf0ab4fe3581ca28fe8ca319f964078578a51dd2ca3f703c1d21ba23ff
-  md5: 8bba50c7f4679f08c861b597ad2bda6b
+  size: 3898269
+  timestamp: 1759968103436
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.2.0-h4852527_7.conda
+  sha256: 024fd46ac3ea8032a5ec3ea7b91c4c235701a8bf0e6520fe5e6539992a6bd05f
+  md5: f627678cf829bd70bccf141a19c3ad3e
   depends:
-  - libstdcxx 15.1.0 h8f9b012_5
+  - libstdcxx 15.2.0 h8f9b012_7
   license: GPL-3.0-only WITH GCC-exception-3.1
   license_family: GPL
   purls: []
-  size: 29233
-  timestamp: 1757042603319
-- conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.1-he9a06e4_0.conda
-  sha256: 776e28735cee84b97e4d05dd5d67b95221a3e2c09b8b13e3d6dbe6494337d527
-  md5: af930c65e9a79a3423d6d36e265cef65
+  size: 29343
+  timestamp: 1759968157195
+- conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.2-he9a06e4_0.conda
+  sha256: e5ec6d2ad7eef538ddcb9ea62ad4346fde70a4736342c4ad87bd713641eb9808
+  md5: 80c07c68d2f6870250959dcc95b209d1
   depends:
   - __glibc >=2.17,<3.0.a0
   - libgcc >=14
   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 37087
-  timestamp: 1757334557450
+  size: 37135
+  timestamp: 1758626800002
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libuv-1.51.0-hb03c661_1.conda
   sha256: c180f4124a889ac343fc59d15558e93667d894a966ec6fdb61da1604481be26b
   md5: 0f03292cc56bf91a077a134ea8747118
@@ -5793,9 +5707,9 @@ packages:
   purls: []
   size: 421195
   timestamp: 1753948426421
-- conda: https://conda.anaconda.org/conda-forge/win-64/libwinpthread-12.0.0.r4.gg4f2fc60ca-h57928b3_9.conda
-  sha256: 373f2973b8a358528b22be5e8d84322c165b4c5577d24d94fd67ad1bb0a0f261
-  md5: 08bfa5da6e242025304b206d152479ef
+- conda: https://conda.anaconda.org/conda-forge/win-64/libwinpthread-12.0.0.r4.gg4f2fc60ca-h57928b3_10.conda
+  sha256: 0fccf2d17026255b6e10ace1f191d0a2a18f2d65088fd02430be17c701f8ffe0
+  md5: 8a86073cf3b343b87d03f41790d8b4e5
   depends:
   - ucrt
   constrains:
@@ -5803,8 +5717,8 @@ packages:
   - msys2-conda-epoch <0.0a0
   license: MIT AND BSD-3-Clause-Clear
   purls: []
-  size: 35794
-  timestamp: 1737099561703
+  size: 36621
+  timestamp: 1759768399557
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libxcrypt-4.4.36-hd590300_1.conda
   sha256: 6ae68e0b86423ef188196fff6207ed0c8195dd84273cb5623b85aa08033a410c
   md5: 5aa797f8787fe7a17d1b0821485b5adc
@@ -5814,14 +5728,14 @@ packages:
   purls: []
   size: 100393
   timestamp: 1702724383534
-- conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-2.15.0-ha29bfb0_0.conda
-  sha256: c3c2c74bd917d83b26c102b18bde97759c23f24e0260beb962acf7385627fc38
-  md5: 5262552eb2f0d0b443adcfa265d97f0a
+- conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-2.15.0-ha29bfb0_1.conda
+  sha256: 8890c03908a407649ac99257b63176b61d10dfa3468aa3db1994ac0973dc2803
+  md5: 1d6e5fbbe84eebcd62e7cdccec799ce8
   depends:
   - icu >=75.1,<76.0a0
   - libiconv >=1.18,<2.0a0
   - liblzma >=5.8.1,<6.0a0
-  - libxml2-16 2.15.0 h06f855e_0
+  - libxml2-16 2.15.0 h06f855e_1
   - libzlib >=1.3.1,<2.0a0
   - ucrt >=10.0.20348.0
   - vc >=14.3,<15
@@ -5829,11 +5743,11 @@ packages:
   license: MIT
   license_family: MIT
   purls: []
-  size: 42985
-  timestamp: 1757953736703
-- conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-16-2.15.0-h06f855e_0.conda
-  sha256: 15337581264464842ff28f616422b786161bee0169610ff292e0ea75fa78dba8
-  md5: a1071825a90769083fce8dbcefcccd65
+  size: 43274
+  timestamp: 1758641414853
+- conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-16-2.15.0-h06f855e_1.conda
+  sha256: f29159eef5af2adffe2fef2d89ff2f6feda07e194883f47a4cf366e9608fb91b
+  md5: a5d1a1f8745fcd93f39a4b80f389962f
   depends:
   - icu >=75.1,<76.0a0
   - libiconv >=1.18,<2.0a0
@@ -5847,8 +5761,8 @@ packages:
   license: MIT
   license_family: MIT
   purls: []
-  size: 512772
-  timestamp: 1757953703099
+  size: 518883
+  timestamp: 1758641386772
 - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.1-hb9d3cd8_2.conda
   sha256: d4bfe88d7cb447768e31650f06257995601f89076080e76df55e3112d4e47dc4
   md5: edb0dca6bc32e4f4789199455a1dbeb8
@@ -5900,21 +5814,21 @@ packages:
   purls: []
   size: 55476
   timestamp: 1727963768015
-- conda: https://conda.anaconda.org/conda-forge/win-64/llvm-openmp-20.1.8-hfa2b4ca_2.conda
-  sha256: 8970b7f9057a1c2c18bfd743c6f5ce73b86197d7724423de4fa3d03911d5874b
-  md5: 2dc2edf349464c8b83a576175fc2ad42
+- conda: https://conda.anaconda.org/conda-forge/win-64/llvm-openmp-21.1.3-hfa2b4ca_0.conda
+  sha256: 54826ea90c80ca04640b0fc1a0b3aabfd0f4e60e03c270b2a919a3655f21bc78
+  md5: b1dd38bdf96540a6dedf0d196108c9a1
   depends:
   - ucrt >=10.0.20348.0
   - vc >=14.3,<15
   - vc14_runtime >=14.44.35208
   constrains:
   - intel-openmp <0.0a0
-  - openmp 20.1.8|20.1.8.*
+  - openmp 21.1.3|21.1.3.*
   license: Apache-2.0 WITH LLVM-exception
   license_family: APACHE
   purls: []
-  size: 344490
-  timestamp: 1756145011384
+  size: 347945
+  timestamp: 1760282911326
 - pypi: https://files.pythonhosted.org/packages/38/7e/7b91c89a4cf0f543a83be978657afb20c86af6d725253e319589dcc4ce52/lmfit-1.3.4-py3-none-any.whl
   name: lmfit
   version: 1.3.4
@@ -5950,6 +5864,31 @@ packages:
   - pytest-cov ; extra == 'test'
   - lmfit[dev,doc,test] ; extra == 'all'
   requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/d2/f0/834e479e47e499b6478e807fb57b31cc2db696c4db30557bb6f5aea4a90b/mando-0.7.1-py2.py3-none-any.whl
+  name: mando
+  version: 0.7.1
+  sha256: 26ef1d70928b6057ee3ca12583d73c63e05c49de8972d620c278a7b206581a8a
+  requires_dist:
+  - six
+  - argparse ; python_full_version < '2.7'
+  - funcsigs ; python_full_version < '3.3'
+  - rst2ansi ; extra == 'restructuredtext'
+- pypi: https://files.pythonhosted.org/packages/70/ae/44c4a6a4cbb496d93c6257954260fe3a6e91b7bed2240e5dad2a717f5111/markdown-3.9-py3-none-any.whl
+  name: markdown
+  version: '3.9'
+  sha256: 9f4d91ed810864ea88a6f32c07ba8bee1346c0cc1f6b1f9f6c822f2a9667d280
+  requires_dist:
+  - importlib-metadata>=4.4 ; python_full_version < '3.10'
+  - coverage ; extra == 'testing'
+  - pyyaml ; extra == 'testing'
+  - mkdocs>=1.6 ; extra == 'docs'
+  - mkdocs-nature>=0.6 ; extra == 'docs'
+  - mdx-gh-links>=0.2 ; extra == 'docs'
+  - mkdocstrings[python] ; extra == 'docs'
+  - mkdocs-gen-files ; extra == 'docs'
+  - mkdocs-section-index ; extra == 'docs'
+  - mkdocs-literate-nav ; extra == 'docs'
+  requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/94/54/e7d793b573f298e1c9013b8c4dade17d481164aa517d1d7148619c2cedbf/markdown_it_py-4.0.0-py3-none-any.whl
   name: markdown-it-py
   version: 4.0.0
@@ -5983,138 +5922,50 @@ packages:
   - pytest-regressions ; extra == 'testing'
   - requests ; extra == 'testing'
   requires_python: '>=3.10'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.2-py311h2dc5d0c_1.conda
-  sha256: 0291d90706ac6d3eea73e66cd290ef6d805da3fad388d1d476b8536ec92ca9a8
-  md5: 6565a715337ae279e351d0abd8ffe88a
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=13
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  constrains:
-  - jinja2 >=3.0.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/markupsafe?source=hash-mapping
-  size: 25354
-  timestamp: 1733219879408
-- conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.2-py313h8060acc_1.conda
-  sha256: d812caf52efcea7c9fd0eafb21d45dadfd0516812f667b928bee50e87634fae5
-  md5: 21b62c55924f01b6eef6827167b46acb
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=13
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - jinja2 >=3.0.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/markupsafe?source=hash-mapping
-  size: 24856
-  timestamp: 1733219782830
-- conda: https://conda.anaconda.org/conda-forge/osx-64/markupsafe-3.0.2-py311ha3cf9ac_1.conda
-  sha256: e9965b5d4c29b17b1512035b24a7c126ed7bdb6b39103b52cae099d5bb4194a9
-  md5: 1d6596ca7c7b66215c5c0d58b3cb0dd3
-  depends:
-  - __osx >=10.13
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  constrains:
-  - jinja2 >=3.0.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/markupsafe?source=hash-mapping
-  size: 24688
-  timestamp: 1733219887972
-- conda: https://conda.anaconda.org/conda-forge/osx-64/markupsafe-3.0.2-py313h717bdf5_1.conda
-  sha256: 297242943522a907c270bc2f191d16142707d970541b9a093640801b767d7aa7
-  md5: a6fbde71416d6eb9898fcabf505a85c5
-  depends:
-  - __osx >=10.13
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - jinja2 >=3.0.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/markupsafe?source=hash-mapping
-  size: 24363
-  timestamp: 1733219815199
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/markupsafe-3.0.2-py311h4921393_1.conda
-  sha256: 4f738a7c80e34e5e5d558e946b06d08e7c40e3cc4bdf08140bf782c359845501
-  md5: 249e2f6f5393bb6b36b3d3a3eebdcdf9
-  depends:
-  - __osx >=11.0
-  - python >=3.11,<3.12.0a0
-  - python >=3.11,<3.12.0a0 *_cpython
-  - python_abi 3.11.* *_cp311
-  constrains:
-  - jinja2 >=3.0.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/markupsafe?source=hash-mapping
-  size: 24976
-  timestamp: 1733219849253
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/markupsafe-3.0.2-py313ha9b7d5b_1.conda
-  sha256: 81759af8a9872c8926af3aa59dc4986eee90a0956d1ec820b42ac4f949a71211
-  md5: 3acf05d8e42ff0d99820d2d889776fff
-  depends:
-  - __osx >=11.0
-  - python >=3.13,<3.14.0a0
-  - python >=3.13,<3.14.0a0 *_cp313
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - jinja2 >=3.0.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/markupsafe?source=hash-mapping
-  size: 24757
-  timestamp: 1733219916634
-- conda: https://conda.anaconda.org/conda-forge/win-64/markupsafe-3.0.2-py311h5082efb_1.conda
-  sha256: 6f756e13ccf1a521d3960bd3cadddf564e013e210eaeced411c5259f070da08e
-  md5: c1f2ddad665323278952a453912dc3bd
-  depends:
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  constrains:
-  - jinja2 >=3.0.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/markupsafe?source=hash-mapping
-  size: 28238
-  timestamp: 1733220208800
-- conda: https://conda.anaconda.org/conda-forge/win-64/markupsafe-3.0.2-py313hb4c8b1a_1.conda
-  sha256: f16cb398915f52d582bcea69a16cf69a56dab6ea2fab6f069da9c2c10f09534c
-  md5: ec9ecf6ee4cceb73a0c9a8cdfdf58bed
-  depends:
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  constrains:
-  - jinja2 >=3.0.0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/markupsafe?source=hash-mapping
-  size: 27930
-  timestamp: 1733220059655
-- pypi: https://files.pythonhosted.org/packages/80/d6/5d3665aa44c49005aaacaa68ddea6fcb27345961cd538a98bb0177934ede/matplotlib-3.10.6-cp311-cp311-macosx_10_12_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/05/73/c4abe620b841b6b791f2edc248f556900667a5a1cf023a6646967ae98335/markupsafe-3.0.3-cp313-cp313-win_amd64.whl
+  name: markupsafe
+  version: 3.0.3
+  sha256: 9a1abfdc021a164803f4d485104931fb8f8c1efd55bc6b748d2f5774e78b62c5
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/08/db/fefacb2136439fc8dd20e797950e749aa1f4997ed584c62cfb8ef7c2be0e/markupsafe-3.0.3-cp311-cp311-macosx_10_9_x86_64.whl
+  name: markupsafe
+  version: 3.0.3
+  sha256: 1cc7ea17a6824959616c525620e387f6dd30fec8cb44f649e31712db02123dad
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/30/ac/0273f6fcb5f42e314c6d8cd99effae6a5354604d461b8d392b5ec9530a54/markupsafe-3.0.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: markupsafe
+  version: 3.0.3
+  sha256: 0bf2a864d67e76e5c9a34dc26ec616a66b9888e25e7b9460e1c76d3293bd9dbf
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/38/2f/907b9c7bbba283e68f20259574b13d005c121a0fa4c175f9bed27c4597ff/markupsafe-3.0.3-cp313-cp313-macosx_10_13_x86_64.whl
+  name: markupsafe
+  version: 3.0.3
+  sha256: e1cf1972137e83c5d4c136c43ced9ac51d0e124706ee1c8aa8532c1287fa8795
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/83/8a/4414c03d3f891739326e1783338e48fb49781cc915b2e0ee052aa490d586/markupsafe-3.0.3-cp311-cp311-win_amd64.whl
+  name: markupsafe
+  version: 3.0.3
+  sha256: de8a88e63464af587c950061a5e6a67d3632e36df62b986892331d4620a35c01
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/9c/d9/5f7756922cdd676869eca1c4e3c0cd0df60ed30199ffd775e319089cb3ed/markupsafe-3.0.3-cp313-cp313-macosx_11_0_arm64.whl
+  name: markupsafe
+  version: 3.0.3
+  sha256: 116bb52f642a37c115f517494ea5feb03889e04df47eeff5b130b1808ce7c219
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/a9/21/9b05698b46f218fc0e118e1f8168395c65c8a2c750ae2bab54fc4bd4e0e8/markupsafe-3.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: markupsafe
+  version: 3.0.3
+  sha256: ccfcd093f13f0f0b7fdd0f198b90053bf7b2f02a3927a30e63f3ccc9df56b676
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/e1/2e/5898933336b61975ce9dc04decbc0a7f2fee78c30353c5efba7f2d6ff27a/markupsafe-3.0.3-cp311-cp311-macosx_11_0_arm64.whl
+  name: markupsafe
+  version: 3.0.3
+  sha256: 4bd4cd07944443f5a265608cc6aab442e4f74dff8088b0dfc8238647b8f6ae9a
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/02/9c/207547916a02c78f6bdd83448d9b21afbc42f6379ed887ecf610984f3b4e/matplotlib-3.10.7-cp313-cp313-macosx_10_13_x86_64.whl
   name: matplotlib
-  version: 3.10.6
-  sha256: 905b60d1cb0ee604ce65b297b61cf8be9f4e6cfecf95a3fe1c388b5266bc8f4f
+  version: 3.10.7
+  sha256: 1d9d3713a237970569156cfb4de7533b7c4eacdd61789726f444f96a0d28f57f
   requires_dist:
   - contourpy>=1.0.1
   - cycler>=0.10
@@ -6123,17 +5974,17 @@ packages:
   - numpy>=1.23
   - packaging>=20.0
   - pillow>=8
-  - pyparsing>=2.3.1
+  - pyparsing>=3
   - python-dateutil>=2.7
   - meson-python>=0.13.1,<0.17.0 ; extra == 'dev'
   - pybind11>=2.13.2,!=2.13.3 ; extra == 'dev'
   - setuptools-scm>=7 ; extra == 'dev'
   - setuptools>=64 ; extra == 'dev'
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/8c/af/30ddefe19ca67eebd70047dabf50f899eaff6f3c5e6a1a7edaecaf63f794/matplotlib-3.10.6-cp311-cp311-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/10/b7/4aa196155b4d846bd749cf82aa5a4c300cf55a8b5e0dfa5b722a63c0f8a0/matplotlib-3.10.7-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
   name: matplotlib
-  version: 3.10.6
-  sha256: 7bac38d816637343e53d7185d0c66677ff30ffb131044a81898b5792c956ba76
+  version: 3.10.7
+  sha256: 2222c7ba2cbde7fe63032769f6eb7e83ab3227f47d997a8453377709b7fe3a5a
   requires_dist:
   - contourpy>=1.0.1
   - cycler>=0.10
@@ -6142,17 +5993,17 @@ packages:
   - numpy>=1.23
   - packaging>=20.0
   - pillow>=8
-  - pyparsing>=2.3.1
+  - pyparsing>=3
   - python-dateutil>=2.7
   - meson-python>=0.13.1,<0.17.0 ; extra == 'dev'
   - pybind11>=2.13.2,!=2.13.3 ; extra == 'dev'
   - setuptools-scm>=7 ; extra == 'dev'
   - setuptools>=64 ; extra == 'dev'
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/a0/db/18380e788bb837e724358287b08e223b32bc8dccb3b0c12fa8ca20bc7f3b/matplotlib-3.10.6-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/22/ff/6425bf5c20d79aa5b959d1ce9e65f599632345391381c9a104133fe0b171/matplotlib-3.10.7-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
   name: matplotlib
-  version: 3.10.6
-  sha256: 819e409653c1106c8deaf62e6de6b8611449c2cd9939acb0d7d4e57a3d95cc7a
+  version: 3.10.7
+  sha256: b3c4ea4948d93c9c29dc01c0c23eef66f2101bf75158c291b88de6525c55c3d1
   requires_dist:
   - contourpy>=1.0.1
   - cycler>=0.10
@@ -6161,17 +6012,17 @@ packages:
   - numpy>=1.23
   - packaging>=20.0
   - pillow>=8
-  - pyparsing>=2.3.1
+  - pyparsing>=3
   - python-dateutil>=2.7
   - meson-python>=0.13.1,<0.17.0 ; extra == 'dev'
   - pybind11>=2.13.2,!=2.13.3 ; extra == 'dev'
   - setuptools-scm>=7 ; extra == 'dev'
   - setuptools>=64 ; extra == 'dev'
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/d3/0f/38dd49445b297e0d4f12a322c30779df0d43cb5873c7847df8a82e82ec67/matplotlib-3.10.6-cp313-cp313-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/33/cd/b145f9797126f3f809d177ca378de57c45413c5099c5990de2658760594a/matplotlib-3.10.7-cp311-cp311-win_amd64.whl
   name: matplotlib
-  version: 3.10.6
-  sha256: 59c8ac8382fefb9cb71308dde16a7c487432f5255d8f1fd32473523abecfecdf
+  version: 3.10.7
+  sha256: 6516ce375109c60ceec579e699524e9d504cd7578506f01150f7a6bc174a775e
   requires_dist:
   - contourpy>=1.0.1
   - cycler>=0.10
@@ -6180,17 +6031,17 @@ packages:
   - numpy>=1.23
   - packaging>=20.0
   - pillow>=8
-  - pyparsing>=2.3.1
+  - pyparsing>=3
   - python-dateutil>=2.7
   - meson-python>=0.13.1,<0.17.0 ; extra == 'dev'
   - pybind11>=2.13.2,!=2.13.3 ; extra == 'dev'
   - setuptools-scm>=7 ; extra == 'dev'
   - setuptools>=64 ; extra == 'dev'
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/d3/29/4a8650a3dcae97fa4f375d46efcb25920d67b512186f8a6788b896062a81/matplotlib-3.10.6-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/bc/d0/b3d3338d467d3fc937f0bb7f256711395cae6f78e22cef0656159950adf0/matplotlib-3.10.7-cp313-cp313-macosx_11_0_arm64.whl
   name: matplotlib
-  version: 3.10.6
-  sha256: 942a8de2b5bfff1de31d95722f702e2966b8a7e31f4e68f7cd963c7cd8861cf6
+  version: 3.10.7
+  sha256: 37a1fea41153dd6ee061d21ab69c9cf2cf543160b1b85d89cd3d2e2a7902ca4c
   requires_dist:
   - contourpy>=1.0.1
   - cycler>=0.10
@@ -6199,17 +6050,17 @@ packages:
   - numpy>=1.23
   - packaging>=20.0
   - pillow>=8
-  - pyparsing>=2.3.1
+  - pyparsing>=3
   - python-dateutil>=2.7
   - meson-python>=0.13.1,<0.17.0 ; extra == 'dev'
   - pybind11>=2.13.2,!=2.13.3 ; extra == 'dev'
   - setuptools-scm>=7 ; extra == 'dev'
   - setuptools>=64 ; extra == 'dev'
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/e5/b8/9eea6630198cb303d131d95d285a024b3b8645b1763a2916fddb44ca8760/matplotlib-3.10.6-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/e1/b6/23064a96308b9aeceeffa65e96bcde459a2ea4934d311dee20afde7407a0/matplotlib-3.10.7-cp313-cp313-win_amd64.whl
   name: matplotlib
-  version: 3.10.6
-  sha256: 84e82d9e0fd70c70bc55739defbd8055c54300750cbacf4740c9673a24d6933a
+  version: 3.10.7
+  sha256: 744991e0cc863dd669c8dc9136ca4e6e0082be2070b9d793cbd64bec872a6815
   requires_dist:
   - contourpy>=1.0.1
   - cycler>=0.10
@@ -6218,17 +6069,17 @@ packages:
   - numpy>=1.23
   - packaging>=20.0
   - pillow>=8
-  - pyparsing>=2.3.1
+  - pyparsing>=3
   - python-dateutil>=2.7
   - meson-python>=0.13.1,<0.17.0 ; extra == 'dev'
   - pybind11>=2.13.2,!=2.13.3 ; extra == 'dev'
   - setuptools-scm>=7 ; extra == 'dev'
   - setuptools>=64 ; extra == 'dev'
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/fc/8e/0a18d6d7d2d0a2e66585032a760d13662e5250c784d53ad50434e9560991/matplotlib-3.10.6-cp311-cp311-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/e2/6a/d42588ad895279ff6708924645b5d2ed54a7fb2dc045c8a804e955aeace1/matplotlib-3.10.7-cp311-cp311-macosx_11_0_arm64.whl
   name: matplotlib
-  version: 3.10.6
-  sha256: abb5d9478625dd9c9eb51a06d39aae71eda749ae9b3138afb23eb38824026c7e
+  version: 3.10.7
+  sha256: d9749313deb729f08207718d29c86246beb2ea3fdba753595b55901dee5d2fd6
   requires_dist:
   - contourpy>=1.0.1
   - cycler>=0.10
@@ -6237,17 +6088,17 @@ packages:
   - numpy>=1.23
   - packaging>=20.0
   - pillow>=8
-  - pyparsing>=2.3.1
+  - pyparsing>=3
   - python-dateutil>=2.7
   - meson-python>=0.13.1,<0.17.0 ; extra == 'dev'
   - pybind11>=2.13.2,!=2.13.3 ; extra == 'dev'
   - setuptools-scm>=7 ; extra == 'dev'
   - setuptools>=64 ; extra == 'dev'
   requires_python: '>=3.10'
-- pypi: https://files.pythonhosted.org/packages/ff/1d/70c28528794f6410ee2856cd729fa1f1756498b8d3126443b0a94e1a8695/matplotlib-3.10.6-cp313-cp313-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/fc/bc/0fb489005669127ec13f51be0c6adc074d7cf191075dab1da9fe3b7a3cfc/matplotlib-3.10.7-cp311-cp311-macosx_10_12_x86_64.whl
   name: matplotlib
-  version: 3.10.6
-  sha256: 1b53bd6337eba483e2e7d29c5ab10eee644bc3a2491ec67cc55f7b44583ffb18
+  version: 3.10.7
+  sha256: 53b492410a6cd66c7a471de6c924f6ede976e963c0f3097a3b7abfadddc67d0a
   requires_dist:
   - contourpy>=1.0.1
   - cycler>=0.10
@@ -6256,43 +6107,190 @@ packages:
   - numpy>=1.23
   - packaging>=20.0
   - pillow>=8
-  - pyparsing>=2.3.1
+  - pyparsing>=3
   - python-dateutil>=2.7
   - meson-python>=0.13.1,<0.17.0 ; extra == 'dev'
   - pybind11>=2.13.2,!=2.13.3 ; extra == 'dev'
   - setuptools-scm>=7 ; extra == 'dev'
   - setuptools>=64 ; extra == 'dev'
   requires_python: '>=3.10'
-- conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.7-pyhd8ed1ab_1.conda
-  sha256: 69b7dc7131703d3d60da9b0faa6dd8acbf6f6c396224cf6aef3e855b8c0c41c6
-  md5: af6ab708897df59bd6e7283ceab1b56b
-  depends:
-  - python >=3.9
+- pypi: https://files.pythonhosted.org/packages/8f/8e/9ad090d3553c280a8060fbf6e24dc1c0c29704ee7d1c372f0c174aa59285/matplotlib_inline-0.1.7-py3-none-any.whl
+  name: matplotlib-inline
+  version: 0.1.7
+  sha256: df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca
+  requires_dist:
   - traitlets
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/matplotlib-inline?source=hash-mapping
-  size: 14467
-  timestamp: 1733417051523
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/fb/86/dd6e5db36df29e76c7a7699123569a4a18c1623ce68d826ed96c62643cae/mdit_py_plugins-0.5.0-py3-none-any.whl
+  name: mdit-py-plugins
+  version: 0.5.0
+  sha256: 07a08422fc1936a5d26d146759e9155ea466e842f5ab2f7d2266dd084c8dab1f
+  requires_dist:
+  - markdown-it-py>=2.0.0,<5.0.0
+  - pre-commit ; extra == 'code-style'
+  - myst-parser ; extra == 'rtd'
+  - sphinx-book-theme ; extra == 'rtd'
+  - coverage ; extra == 'testing'
+  - pytest ; extra == 'testing'
+  - pytest-cov ; extra == 'testing'
+  - pytest-regressions ; extra == 'testing'
+  requires_python: '>=3.10'
 - pypi: https://files.pythonhosted.org/packages/b3/38/89ba8ad64ae25be8de66a6d463314cf1eb366222074cfda9ee839c56a4b4/mdurl-0.1.2-py3-none-any.whl
   name: mdurl
   version: 0.1.2
   sha256: 84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8
   requires_python: '>=3.7'
-- conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.1.4-pyhcf101f3_0.conda
-  sha256: 609ea628ace5c6cdbdce772704e6cb159ead26969bb2f386ca1757632b0f74c6
-  md5: f5a4d548d1d3bdd517260409fc21e205
-  depends:
-  - python >=3.10
-  - typing_extensions
-  - python
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/mistune?source=hash-mapping
-  size: 72996
-  timestamp: 1756495311698
+- pypi: https://files.pythonhosted.org/packages/2c/19/04f9b178c2d8a15b076c8b5140708fa6ffc5601fb6f1e975537072df5b2a/mergedeep-1.3.4-py3-none-any.whl
+  name: mergedeep
+  version: 1.3.4
+  sha256: 70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307
+  requires_python: '>=3.6'
+- pypi: https://files.pythonhosted.org/packages/7a/f0/8282d9641415e9e33df173516226b404d367a0fc55e1a60424a152913abc/mistune-3.1.4-py3-none-any.whl
+  name: mistune
+  version: 3.1.4
+  sha256: 93691da911e5d9d2e23bc54472892aff676df27a75274962ff9edc210364266d
+  requires_dist:
+  - typing-extensions ; python_full_version < '3.11'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/22/5b/dbc6a8cddc9cfa9c4971d59fb12bb8d42e161b7e7f8cc89e49137c5b279c/mkdocs-1.6.1-py3-none-any.whl
+  name: mkdocs
+  version: 1.6.1
+  sha256: db91759624d1647f3f34aa0c3f327dd2601beae39a366d6e064c03468d35c20e
+  requires_dist:
+  - click>=7.0
+  - colorama>=0.4 ; sys_platform == 'win32'
+  - ghp-import>=1.0
+  - importlib-metadata>=4.4 ; python_full_version < '3.10'
+  - jinja2>=2.11.1
+  - markdown>=3.3.6
+  - markupsafe>=2.0.1
+  - mergedeep>=1.3.4
+  - mkdocs-get-deps>=0.2.0
+  - packaging>=20.5
+  - pathspec>=0.11.1
+  - pyyaml-env-tag>=0.1
+  - pyyaml>=5.1
+  - watchdog>=2.0
+  - babel>=2.9.0 ; extra == 'i18n'
+  - babel==2.9.0 ; extra == 'min-versions'
+  - click==7.0 ; extra == 'min-versions'
+  - colorama==0.4 ; sys_platform == 'win32' and extra == 'min-versions'
+  - ghp-import==1.0 ; extra == 'min-versions'
+  - importlib-metadata==4.4 ; python_full_version < '3.10' and extra == 'min-versions'
+  - jinja2==2.11.1 ; extra == 'min-versions'
+  - markdown==3.3.6 ; extra == 'min-versions'
+  - markupsafe==2.0.1 ; extra == 'min-versions'
+  - mergedeep==1.3.4 ; extra == 'min-versions'
+  - mkdocs-get-deps==0.2.0 ; extra == 'min-versions'
+  - packaging==20.5 ; extra == 'min-versions'
+  - pathspec==0.11.1 ; extra == 'min-versions'
+  - pyyaml-env-tag==0.1 ; extra == 'min-versions'
+  - pyyaml==5.1 ; extra == 'min-versions'
+  - watchdog==2.0 ; extra == 'min-versions'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/71/26/4d39d52ea2219604053a4d05b98e90d6a335511cc01806436ec4886b1028/mkdocs_autorefs-1.2.0-py3-none-any.whl
+  name: mkdocs-autorefs
+  version: 1.2.0
+  sha256: d588754ae89bd0ced0c70c06f58566a4ee43471eeeee5202427da7de9ef85a2f
+  requires_dist:
+  - markdown>=3.3
+  - markupsafe>=2.0.1
+  - mkdocs>=1.1
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/9f/d4/029f984e8d3f3b6b726bd33cafc473b75e9e44c0f7e80a5b29abc466bdea/mkdocs_get_deps-0.2.0-py3-none-any.whl
+  name: mkdocs-get-deps
+  version: 0.2.0
+  sha256: 2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134
+  requires_dist:
+  - importlib-metadata>=4.3 ; python_full_version < '3.10'
+  - mergedeep>=1.3.4
+  - platformdirs>=2.2.0
+  - pyyaml>=5.1
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/08/37/5f1fd5c3f6954b3256f8126275e62af493b96fb6aef6c0dbc4ee326032ad/mkdocs_jupyter-0.25.1-py3-none-any.whl
+  name: mkdocs-jupyter
+  version: 0.25.1
+  sha256: 3f679a857609885d322880e72533ef5255561bbfdb13cfee2a1e92ef4d4ad8d8
+  requires_dist:
+  - ipykernel>6.0.0,<7.0.0
+  - jupytext>1.13.8,<2
+  - mkdocs-material>9.0.0
+  - mkdocs>=1.4.0,<2
+  - nbconvert>=7.2.9,<8
+  - pygments>2.12.0
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/a8/4e/c09876f08fa9faaa5e1178f3d77b7af3f343258689bd6f3b72593b2f74e3/mkdocs_markdownextradata_plugin-0.2.6-py3-none-any.whl
+  name: mkdocs-markdownextradata-plugin
+  version: 0.2.6
+  sha256: 34dd40870781784c75809596b2d8d879da783815b075336d541de1f150c94242
+  requires_dist:
+  - mkdocs
+  - pyyaml
+  requires_python: '>=3.6'
+- pypi: https://files.pythonhosted.org/packages/cc/82/6fdb9a7a04fb222f4849ffec1006f891a0280825a20314d11f3ccdee14eb/mkdocs_material-9.6.22-py3-none-any.whl
+  name: mkdocs-material
+  version: 9.6.22
+  sha256: 14ac5f72d38898b2f98ac75a5531aaca9366eaa427b0f49fc2ecf04d99b7ad84
+  requires_dist:
+  - babel~=2.10
+  - backrefs~=5.7.post1
+  - colorama~=0.4
+  - jinja2~=3.1
+  - markdown~=3.2
+  - mkdocs-material-extensions~=1.3
+  - mkdocs~=1.6
+  - paginate~=0.5
+  - pygments~=2.16
+  - pymdown-extensions~=10.2
+  - requests~=2.26
+  - mkdocs-git-committers-plugin-2>=1.1,<3 ; extra == 'git'
+  - mkdocs-git-revision-date-localized-plugin~=1.2,>=1.2.4 ; extra == 'git'
+  - cairosvg~=2.6 ; extra == 'imaging'
+  - pillow>=10.2,<12.0 ; extra == 'imaging'
+  - mkdocs-minify-plugin~=0.7 ; extra == 'recommended'
+  - mkdocs-redirects~=1.2 ; extra == 'recommended'
+  - mkdocs-rss-plugin~=1.6 ; extra == 'recommended'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/5b/54/662a4743aa81d9582ee9339d4ffa3c8fd40a4965e033d77b9da9774d3960/mkdocs_material_extensions-1.3.1-py3-none-any.whl
+  name: mkdocs-material-extensions
+  version: 1.3.1
+  sha256: adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/c6/3d/020a6b6248c3d4a37797db068256f0b3f15b01bc481327ba888c50309aa8/mkdocs_plugin_inline_svg-0.1.0-py3-none-any.whl
+  name: mkdocs-plugin-inline-svg
+  version: 0.1.0
+  sha256: a5aab2d98a19b24019f8e650f54fc647c2f31e7d0e36fc5cf2d2161acc0ea49a
+  requires_dist:
+  - mkdocs
+  requires_python: '>=3.5'
+- pypi: https://files.pythonhosted.org/packages/cd/10/4c27c3063c2b3681a4b7942f8dbdeb4fa34fecb2c19b594e7345ebf4f86f/mkdocstrings-0.27.0-py3-none-any.whl
+  name: mkdocstrings
+  version: 0.27.0
+  sha256: 6ceaa7ea830770959b55a16203ac63da24badd71325b96af950e59fd37366332
+  requires_dist:
+  - click>=7.0
+  - jinja2>=2.11.1
+  - markdown>=3.6
+  - markupsafe>=1.1
+  - mkdocs>=1.4
+  - mkdocs-autorefs>=1.2
+  - platformdirs>=2.2
+  - pymdown-extensions>=6.3
+  - importlib-metadata>=4.6 ; python_full_version < '3.10'
+  - typing-extensions>=4.1 ; python_full_version < '3.10'
+  - mkdocstrings-crystal>=0.3.4 ; extra == 'crystal'
+  - mkdocstrings-python-legacy>=0.2.1 ; extra == 'python-legacy'
+  - mkdocstrings-python>=0.5.2 ; extra == 'python'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/51/23/d02d86553327296c3bf369d444194ea83410cce8f0e690565264f37f3261/mkdocstrings_python-1.13.0-py3-none-any.whl
+  name: mkdocstrings-python
+  version: 1.13.0
+  sha256: b88bbb207bab4086434743849f8e796788b373bd32e7bfefbf8560ac45d88f97
+  requires_dist:
+  - mkdocstrings>=0.26
+  - mkdocs-autorefs>=1.2
+  - griffe>=0.49
+  requires_python: '>=3.9'
 - conda: https://conda.anaconda.org/conda-forge/win-64/mkl-2024.2.2-h57928b3_16.conda
   sha256: ce841e7c3898764154a9293c0f92283c1eb28cdacf7a164c94b632a6af675d91
   md5: 5cddc979c74b90cf5e5cda4f97d5d8bb
@@ -6324,6 +6322,46 @@ packages:
   - sphinx ; extra == 'docs'
   - gmpy2>=2.1.0a4 ; platform_python_implementation != 'PyPy' and extra == 'gmpy'
   - pytest>=4.6 ; extra == 'tests'
+- pypi: https://files.pythonhosted.org/packages/2a/79/309d0e637f6f37e83c711f547308b91af02b72d2326ddd860b966080ef29/msgpack-1.1.2-cp311-cp311-win_amd64.whl
+  name: msgpack
+  version: 1.1.2
+  sha256: d198d275222dc54244bf3327eb8cbe00307d220241d9cec4d306d49a44e85f68
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/2c/97/560d11202bcd537abca693fd85d81cebe2107ba17301de42b01ac1677b69/msgpack-1.1.2-cp311-cp311-macosx_10_9_x86_64.whl
+  name: msgpack
+  version: 1.1.2
+  sha256: 2e86a607e558d22985d856948c12a3fa7b42efad264dca8a3ebbcfa2735d786c
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/5d/ba/459f18c16f2b3fc1a1ca871f72f07d70c07bf768ad0a507a698b8052ac58/msgpack-1.1.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: msgpack
+  version: 1.1.2
+  sha256: fac4be746328f90caa3cd4bc67e6fe36ca2bf61d5c6eb6d895b6527e3f05071e
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/6b/31/b46518ecc604d7edf3a4f94cb3bf021fc62aa301f0cb849936968164ef23/msgpack-1.1.2-cp313-cp313-macosx_10_13_x86_64.whl
+  name: msgpack
+  version: 1.1.2
+  sha256: 4efd7b5979ccb539c221a4c4e16aac1a533efc97f3b759bb5a5ac9f6d10383bf
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/74/07/1ed8277f8653c40ebc65985180b007879f6a836c525b3885dcc6448ae6cb/msgpack-1.1.2-cp313-cp313-win_amd64.whl
+  name: msgpack
+  version: 1.1.2
+  sha256: a465f0dceb8e13a487e54c07d04ae3ba131c7c5b95e2612596eafde1dccf64a9
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/83/04/28a41024ccbd67467380b6fb440ae916c1e4f25e2cd4c63abe6835ac566e/msgpack-1.1.2-cp311-cp311-macosx_11_0_arm64.whl
+  name: msgpack
+  version: 1.1.2
+  sha256: 283ae72fc89da59aa004ba147e8fc2f766647b1251500182fac0350d8af299c0
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/92/dc/c385f38f2c2433333345a82926c6bfa5ecfff3ef787201614317b58dd8be/msgpack-1.1.2-cp313-cp313-macosx_11_0_arm64.whl
+  name: msgpack
+  version: 1.1.2
+  sha256: 42eefe2c3e2af97ed470eec850facbe1b5ad1d6eacdbadc42ec98e7dcf68b4b7
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/da/e0/6cc2e852837cd6086fe7d8406af4294e66827a60a4cf60b86575a4a65ca8/msgpack-1.1.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: msgpack
+  version: 1.1.2
+  sha256: 454e29e186285d2ebe65be34629fa0e8605202c60fbc7c4c650ccd41870896ef
+  requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/23/d8/f15b40611c2d5753d1abb0ca0da0c75348daf1252220e5dda2867bd81062/msgspec-0.19.0-cp313-cp313-win_amd64.whl
   name: msgspec
   version: 0.19.0
@@ -6620,70 +6658,70 @@ packages:
   - tomli ; python_full_version < '3.11' and extra == 'dev'
   - tomli-w ; extra == 'dev'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/00/6e/fac58b1072a6fc59af5e7acb245e8754d3e1f97f4f808a6559951f72a0d4/multidict-6.6.4-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/17/e4/67b5c27bd17c085a5ea8f1ec05b8a3e5cba0ca734bfcad5560fb129e70ca/multidict-6.7.0-cp311-cp311-macosx_10_9_x86_64.whl
   name: multidict
-  version: 6.6.4
-  sha256: e167bf899c3d724f9662ef00b4f7fef87a19c22b2fead198a6f68b263618df52
+  version: 6.7.0
+  sha256: 14c9e076eede3b54c636f8ce1c9c252b5f057c62131211f0ceeec273810c9721
   requires_dist:
   - typing-extensions>=4.1.0 ; python_full_version < '3.11'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/4c/aa/8b6f548d839b6c13887253af4e29c939af22a18591bfb5d0ee6f1931dae8/multidict-6.6.4-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/32/0f/13228f26f8b882c34da36efa776c3b7348455ec383bab4a66390e42963ae/multidict-6.7.0-cp311-cp311-win_amd64.whl
   name: multidict
-  version: 6.6.4
-  sha256: 22e38b2bc176c5eb9c0a0e379f9d188ae4cd8b28c0f53b52bce7ab0a9e534657
+  version: 6.7.0
+  sha256: 95b5ffa4349df2887518bb839409bcf22caa72d82beec453216802f475b23c81
   requires_dist:
   - typing-extensions>=4.1.0 ; python_full_version < '3.11'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/54/a3/bed07bc9e2bb302ce752f1dabc69e884cd6a676da44fb0e501b246031fdd/multidict-6.6.4-cp311-cp311-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/32/31/75c59e7d3b4205075b4c183fa4ca398a2daf2303ddf616b04ae6ef55cffe/multidict-6.7.0-cp313-cp313-win_amd64.whl
   name: multidict
-  version: 6.6.4
-  sha256: 6bf2f10f70acc7a2446965ffbc726e5fc0b272c97a90b485857e5c70022213eb
+  version: 6.7.0
+  sha256: 30d193c6cc6d559db42b6bcec8a5d395d34d60c9877a0b71ecd7c204fcf15390
   requires_dist:
   - typing-extensions>=4.1.0 ; python_full_version < '3.11'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/74/7d/36b045c23a1ab98507aefd44fd8b264ee1dd5e5010543c6fccf82141ccef/multidict-6.6.4-cp311-cp311-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/4d/e1/866a5d77be6ea435711bef2a4291eed11032679b6b28b56b4776ab06ba3e/multidict-6.7.0-cp311-cp311-macosx_11_0_arm64.whl
   name: multidict
-  version: 6.6.4
-  sha256: d8c112f7a90d8ca5d20213aa41eac690bb50a76da153e3afb3886418e61cb22e
+  version: 6.7.0
+  sha256: 4c09703000a9d0fa3c3404b27041e574cc7f4df4c6563873246d0e11812a94b6
   requires_dist:
   - typing-extensions>=4.1.0 ; python_full_version < '3.11'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/80/e5/5e22c5bf96a64bdd43518b1834c6d95a4922cc2066b7d8e467dae9b6cee6/multidict-6.6.4-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/91/1c/eb97db117a1ebe46d457a3d235a7b9d2e6dcab174f42d1b67663dd9e5371/multidict-6.7.0-cp313-cp313-macosx_10_13_x86_64.whl
   name: multidict
-  version: 6.6.4
-  sha256: 497a2954adc25c08daff36f795077f63ad33e13f19bfff7736e72c785391534f
+  version: 6.7.0
+  sha256: 7ef6b61cad77091056ce0e7ce69814ef72afacb150b7ac6a3e9470def2198159
   requires_dist:
   - typing-extensions>=4.1.0 ; python_full_version < '3.11'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/9d/34/746696dffff742e97cd6a23da953e55d0ea51fa601fa2ff387b3edcfaa2c/multidict-6.6.4-cp313-cp313-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/a8/9f/78f8761c2705d4c6d7516faed63c0ebdac569f6db1bef95e0d5218fdc146/multidict-6.7.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: multidict
-  version: 6.6.4
-  sha256: 40cd05eaeb39e2bc8939451f033e57feaa2ac99e07dbca8afe2be450a4a3b6cf
+  version: 6.7.0
+  sha256: 3e56d780c238f9e1ae66a22d2adf8d16f485381878250db8d496623cd38b22bd
   requires_dist:
   - typing-extensions>=4.1.0 ; python_full_version < '3.11'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/a7/4b/ceeb4f8f33cf81277da464307afeaf164fb0297947642585884f5cad4f28/multidict-6.6.4-cp311-cp311-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/c6/2d/f0b184fa88d6630aa267680bdb8623fb69cb0d024b8c6f0d23f9a0f406d3/multidict-6.7.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: multidict
-  version: 6.6.4
-  sha256: 66247d72ed62d5dd29752ffc1d3b88f135c6a8de8b5f63b7c14e973ef5bda19e
+  version: 6.7.0
+  sha256: 9ff96e8815eecacc6645da76c413eb3b3d34cfca256c70b16b286a687d013c32
   requires_dist:
   - typing-extensions>=4.1.0 ; python_full_version < '3.11'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/eb/c6/f5e97e5d99a729bc2aa58eb3ebfa9f1e56a9b517cc38c60537c81834a73f/multidict-6.6.4-cp313-cp313-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/f1/d8/6c3442322e41fb1dd4de8bd67bfd11cd72352ac131f6368315617de752f1/multidict-6.7.0-cp313-cp313-macosx_11_0_arm64.whl
   name: multidict
-  version: 6.6.4
-  sha256: 5df8afd26f162da59e218ac0eefaa01b01b2e6cd606cffa46608f699539246da
+  version: 6.7.0
+  sha256: 9c0359b1ec12b1d6849c59f9d319610b7f20ef990a6d454ab151aa0e3b9f78ca
   requires_dist:
   - typing-extensions>=4.1.0 ; python_full_version < '3.11'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/f8/5a/22741c5c0e5f6e8050242bfc2052ba68bc94b1735ed5bca35404d136d6ec/narwhals-2.5.0-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/1d/86/ac808ecb94322a3f1ea31627d13ab3e50dd4333564d711e0e481ad0f4586/narwhals-2.8.0-py3-none-any.whl
   name: narwhals
-  version: 2.5.0
-  sha256: 7e213f9ca7db3f8bf6f7eff35eaee6a1cf80902997e1b78d49b7755775d8f423
+  version: 2.8.0
+  sha256: 6304856676ba4a79fd34148bda63aed8060dd6edb1227edf3659ce5e091de73c
   requires_dist:
   - cudf>=24.10.0 ; extra == 'cudf'
   - dask[dataframe]>=2024.8 ; extra == 'dask'
-  - duckdb>=1.0 ; extra == 'duckdb'
+  - duckdb>=1.1 ; extra == 'duckdb'
   - ibis-framework>=6.0.0 ; extra == 'ibis'
   - packaging ; extra == 'ibis'
   - pyarrow-hotfix ; extra == 'ibis'
@@ -6696,66 +6734,149 @@ packages:
   - pyspark[connect]>=3.5.0 ; extra == 'pyspark-connect'
   - sqlframe>=3.22.0,!=3.39.3 ; extra == 'sqlframe'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.2-pyhd8ed1ab_0.conda
-  sha256: a20cff739d66c2f89f413e4ba4c6f6b59c50d5c30b5f0d840c13e8c9c2df9135
-  md5: 6bb0d77277061742744176ab555b723c
-  depends:
-  - jupyter_client >=6.1.12
-  - jupyter_core >=4.12,!=5.0.*
-  - nbformat >=5.1
-  - python >=3.8
-  - traitlets >=5.4
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/nbclient?source=hash-mapping
-  size: 28045
-  timestamp: 1734628936013
-- conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.16.6-pyh29332c3_0.conda
-  sha256: dcccb07c5a1acb7dc8be94330e62d54754c0e9c9cb2bb6865c8e3cfe44cf5a58
-  md5: d24beda1d30748afcc87c429454ece1b
-  depends:
+- pypi: https://files.pythonhosted.org/packages/34/6d/e7fa07f03a4a7b221d94b4d586edb754a9b0dc3c9e2c93353e9fa4e0d117/nbclient-0.10.2-py3-none-any.whl
+  name: nbclient
+  version: 0.10.2
+  sha256: 4ffee11e788b4a27fabeb7955547e4318a5298f34342a4bfd01f2e1faaeadc3d
+  requires_dist:
+  - jupyter-client>=6.1.12
+  - jupyter-core>=4.12,!=5.0.*
+  - nbformat>=5.1
+  - traitlets>=5.4
+  - pre-commit ; extra == 'dev'
+  - autodoc-traits ; extra == 'docs'
+  - flaky ; extra == 'docs'
+  - ipykernel>=6.19.3 ; extra == 'docs'
+  - ipython ; extra == 'docs'
+  - ipywidgets ; extra == 'docs'
+  - mock ; extra == 'docs'
+  - moto ; extra == 'docs'
+  - myst-parser ; extra == 'docs'
+  - nbconvert>=7.1.0 ; extra == 'docs'
+  - pytest-asyncio ; extra == 'docs'
+  - pytest-cov>=4.0 ; extra == 'docs'
+  - pytest>=7.0,<8 ; extra == 'docs'
+  - sphinx-book-theme ; extra == 'docs'
+  - sphinx>=1.7 ; extra == 'docs'
+  - sphinxcontrib-spelling ; extra == 'docs'
+  - testpath ; extra == 'docs'
+  - xmltodict ; extra == 'docs'
+  - flaky ; extra == 'test'
+  - ipykernel>=6.19.3 ; extra == 'test'
+  - ipython ; extra == 'test'
+  - ipywidgets ; extra == 'test'
+  - nbconvert>=7.1.0 ; extra == 'test'
+  - pytest-asyncio ; extra == 'test'
+  - pytest-cov>=4.0 ; extra == 'test'
+  - pytest>=7.0,<8 ; extra == 'test'
+  - testpath ; extra == 'test'
+  - xmltodict ; extra == 'test'
+  requires_python: '>=3.9.0'
+- pypi: https://files.pythonhosted.org/packages/cc/9a/cd673b2f773a12c992f41309ef81b99da1690426bd2f96957a7ade0d3ed7/nbconvert-7.16.6-py3-none-any.whl
+  name: nbconvert
+  version: 7.16.6
+  sha256: 1375a7b67e0c2883678c48e506dc320febb57685e5ee67faa51b18a90f3a712b
+  requires_dist:
   - beautifulsoup4
-  - bleach-with-css !=5.0.0
+  - bleach[css]!=5.0.0
   - defusedxml
-  - importlib-metadata >=3.6
-  - jinja2 >=3.0
-  - jupyter_core >=4.7
-  - jupyterlab_pygments
-  - markupsafe >=2.0
-  - mistune >=2.0.3,<4
-  - nbclient >=0.5.0
-  - nbformat >=5.7
+  - importlib-metadata>=3.6 ; python_full_version < '3.10'
+  - jinja2>=3.0
+  - jupyter-core>=4.7
+  - jupyterlab-pygments
+  - markupsafe>=2.0
+  - mistune>=2.0.3,<4
+  - nbclient>=0.5.0
+  - nbformat>=5.7
   - packaging
-  - pandocfilters >=1.4.1
-  - pygments >=2.4.1
-  - python >=3.9
-  - traitlets >=5.1
-  - python
-  constrains:
-  - pandoc >=2.9.2,<4.0.0
-  - nbconvert ==7.16.6 *_0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/nbconvert?source=hash-mapping
-  size: 200601
-  timestamp: 1738067871724
-- conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
-  sha256: 7a5bd30a2e7ddd7b85031a5e2e14f290898098dc85bea5b3a5bf147c25122838
-  md5: bbe1963f1e47f594070ffe87cdf612ea
-  depends:
-  - jsonschema >=2.6
-  - jupyter_core >=4.12,!=5.0.*
-  - python >=3.9
-  - python-fastjsonschema >=2.15
-  - traitlets >=5.1
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/nbformat?source=hash-mapping
-  size: 100945
-  timestamp: 1733402844974
+  - pandocfilters>=1.4.1
+  - pygments>=2.4.1
+  - traitlets>=5.1
+  - flaky ; extra == 'all'
+  - ipykernel ; extra == 'all'
+  - ipython ; extra == 'all'
+  - ipywidgets>=7.5 ; extra == 'all'
+  - myst-parser ; extra == 'all'
+  - nbsphinx>=0.2.12 ; extra == 'all'
+  - playwright ; extra == 'all'
+  - pydata-sphinx-theme ; extra == 'all'
+  - pyqtwebengine>=5.15 ; extra == 'all'
+  - pytest>=7 ; extra == 'all'
+  - sphinx==5.0.2 ; extra == 'all'
+  - sphinxcontrib-spelling ; extra == 'all'
+  - tornado>=6.1 ; extra == 'all'
+  - ipykernel ; extra == 'docs'
+  - ipython ; extra == 'docs'
+  - myst-parser ; extra == 'docs'
+  - nbsphinx>=0.2.12 ; extra == 'docs'
+  - pydata-sphinx-theme ; extra == 'docs'
+  - sphinx==5.0.2 ; extra == 'docs'
+  - sphinxcontrib-spelling ; extra == 'docs'
+  - pyqtwebengine>=5.15 ; extra == 'qtpdf'
+  - pyqtwebengine>=5.15 ; extra == 'qtpng'
+  - tornado>=6.1 ; extra == 'serve'
+  - flaky ; extra == 'test'
+  - ipykernel ; extra == 'test'
+  - ipywidgets>=7.5 ; extra == 'test'
+  - pytest>=7 ; extra == 'test'
+  - playwright ; extra == 'webpdf'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/a9/82/0340caa499416c78e5d8f5f05947ae4bc3cba53c9f038ab6e9ed964e22f1/nbformat-5.10.4-py3-none-any.whl
+  name: nbformat
+  version: 5.10.4
+  sha256: 3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b
+  requires_dist:
+  - fastjsonschema>=2.15
+  - jsonschema>=2.6
+  - jupyter-core>=4.12,!=5.0.*
+  - traitlets>=5.1
+  - myst-parser ; extra == 'docs'
+  - pydata-sphinx-theme ; extra == 'docs'
+  - sphinx ; extra == 'docs'
+  - sphinxcontrib-github-alt ; extra == 'docs'
+  - sphinxcontrib-spelling ; extra == 'docs'
+  - pep440 ; extra == 'test'
+  - pre-commit ; extra == 'test'
+  - pytest ; extra == 'test'
+  - testpath ; extra == 'test'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/eb/be/b257e12f9710819fde40adc972578bee6b72c5992da1bc8369bef2597756/nbmake-1.5.5-py3-none-any.whl
+  name: nbmake
+  version: 1.5.5
+  sha256: c6fbe6e48b60cacac14af40b38bf338a3b88f47f085c54ac5b8639ff0babaf4b
+  requires_dist:
+  - ipykernel>=5.4.0
+  - nbclient>=0.6.6
+  - nbformat>=5.0.4
+  - pygments>=2.7.3
+  - pytest>=6.1.0
+  requires_python: '>=3.8.0'
+- pypi: https://files.pythonhosted.org/packages/28/88/4789719fbbe166d12d345b3ac66b96105f10001b16e00a9765ba29261a21/nbqa-1.9.1-py3-none-any.whl
+  name: nbqa
+  version: 1.9.1
+  sha256: 95552d2f6c2c038136252a805aa78d85018aef922586270c3a074332737282e5
+  requires_dist:
+  - autopep8>=1.5
+  - ipython>=7.8.0
+  - tokenize-rt>=3.2.0
+  - tomli
+  - black ; extra == 'toolchain'
+  - blacken-docs ; extra == 'toolchain'
+  - flake8 ; extra == 'toolchain'
+  - isort ; extra == 'toolchain'
+  - jupytext ; extra == 'toolchain'
+  - mypy ; extra == 'toolchain'
+  - pylint ; extra == 'toolchain'
+  - pyupgrade ; extra == 'toolchain'
+  - ruff ; extra == 'toolchain'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/cf/91/93b459c456b0e4389b2b3ddb3b82cd401d022691334a0f06e92c2046e780/nbstripout-0.8.1-py2.py3-none-any.whl
+  name: nbstripout
+  version: 0.8.1
+  sha256: 79a8c8da488d98c54c112fa87185045f0271a97d84f1d46918d6a3ee561b30e7
+  requires_dist:
+  - nbformat
+  requires_python: '>=3.8'
 - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda
   sha256: 3fde293232fa3fca98635e1167de6b7c7fda83caf24b9d6c91ec9eefb4f4d586
   md5: 47e340acb35de30501a76c7c799c41d7
@@ -6784,49 +6905,47 @@ packages:
   purls: []
   size: 797030
   timestamp: 1738196177597
-- conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
-  sha256: bb7b21d7fd0445ddc0631f64e66d91a179de4ba920b8381f29b9d006a42788c0
-  md5: 598fd7d4d0de2455fb74f56063969a97
-  depends:
-  - python >=3.9
-  license: BSD-2-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/nest-asyncio?source=hash-mapping
-  size: 11543
-  timestamp: 1733325673691
-- conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-24.4.1-heeeca48_0.conda
-  sha256: 1239ba36ea69eefcc55f107fe186810b59488923544667175f6976fa4903c8c9
-  md5: d629b201c3fbc0c203ca0ad7b03f22ce
+- pypi: https://files.pythonhosted.org/packages/a0/c4/c2971a3ba4c6103a3d10c4b0f24f461ddc027f0f09763220cf35ca1401b3/nest_asyncio-1.6.0-py3-none-any.whl
+  name: nest-asyncio
+  version: 1.6.0
+  sha256: 87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c
+  requires_python: '>=3.5'
+- pypi: https://files.pythonhosted.org/packages/d2/1d/1b658dbd2b9fa9c4c9f32accbfc0205d532c8c6194dc0f2a4c0428e7128a/nodeenv-1.9.1-py2.py3-none-any.whl
+  name: nodeenv
+  version: 1.9.1
+  sha256: ba11c9782d29c27c70ffbdda2d7415098754709be8a7056d79a737cd901155c9
+  requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*'
+- conda: https://conda.anaconda.org/conda-forge/linux-64/nodejs-24.9.0-heeeca48_0.conda
+  sha256: 6abb823fd4d28e6474f40dfcf38e772e5869ee755be855cf5d2c0d49f888c75e
+  md5: 8a2a73951c1ea275e76fb1b92d97ff3e
   depends:
-  - libgcc >=14
   - __glibc >=2.28,<3.0.a0
   - libstdcxx >=14
   - libgcc >=14
   - libuv >=1.51.0,<2.0a0
+  - openssl >=3.5.3,<4.0a0
   - icu >=75.1,<76.0a0
-  - openssl >=3.5.1,<4.0a0
   - libzlib >=1.3.1,<2.0a0
   license: MIT
   license_family: MIT
   purls: []
-  size: 25669735
-  timestamp: 1752839464718
-- conda: https://conda.anaconda.org/conda-forge/osx-64/nodejs-24.4.1-h2e7699b_0.conda
-  sha256: 1c9571726b5b5e85acfba50dda7ae9b22d2b29e590159a581bafde5bf2e04621
-  md5: 9993063cfe84cf1fa928c7d021bd01a0
+  size: 25557455
+  timestamp: 1759064044872
+- conda: https://conda.anaconda.org/conda-forge/osx-64/nodejs-24.9.0-h09bb5a9_0.conda
+  sha256: 2819269de6183a7187ba8bb7b56bb3c8d0a5b68a017ba7d1f77aed88eef523f2
+  md5: 6ef8bcc1b996eb3c8a23ef9a808044a3
   depends:
-  - __osx >=10.15
   - libcxx >=19
-  - openssl >=3.5.1,<4.0a0
-  - libuv >=1.51.0,<2.0a0
+  - __osx >=10.15
   - libzlib >=1.3.1,<2.0a0
   - icu >=75.1,<76.0a0
+  - libuv >=1.51.0,<2.0a0
+  - openssl >=3.5.3,<4.0a0
   license: MIT
   license_family: MIT
   purls: []
-  size: 18918546
-  timestamp: 1752839437994
+  size: 18750023
+  timestamp: 1759063982956
 - conda: https://conda.anaconda.org/conda-forge/osx-arm64/nodejs-24.4.1-hab9d20b_0.conda
   sha256: c79d2c81f80a9adedc77362f2e8b10879ed0f9806deb6ba2464c1287a05f0b9b
   md5: 463a537de602f8558604f27395b323d0
@@ -6842,69 +6961,68 @@ packages:
   purls: []
   size: 17949155
   timestamp: 1752839389217
-- conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-24.4.1-he453025_0.conda
-  sha256: 1bb0d9e370bb0ffa2071ccfdd0ef3cb90bd183b07c67b646d1aa5c743004d233
-  md5: cde0d5793a73ab343b5764fa6c002771
+- conda: https://conda.anaconda.org/conda-forge/win-64/nodejs-24.9.0-he453025_0.conda
+  sha256: 8d60a2e7a49cc9db7e8032db60333609ba9e9b8e7081843ea4e6a05d7ef12bdb
+  md5: da14fa3bcb863b34888a9c35991c3c81
   license: MIT
   license_family: MIT
   purls: []
-  size: 29967122
-  timestamp: 1752839409586
-- conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
-  sha256: 7b920e46b9f7a2d2aa6434222e5c8d739021dbc5cc75f32d124a8191d86f9056
-  md5: e7f89ea5f7ea9401642758ff50a2d9c1
-  depends:
-  - jupyter_server >=1.8,<3
-  - python >=3.9
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/notebook-shim?source=hash-mapping
-  size: 16817
-  timestamp: 1733408419340
-- pypi: https://files.pythonhosted.org/packages/0a/a2/a4f78cb2241fe5664a22a10332f2be886dcdea8784c9f6a01c272da9b426/numpy-2.3.3-cp311-cp311-win_amd64.whl
+  size: 30246134
+  timestamp: 1759064073124
+- pypi: https://files.pythonhosted.org/packages/f9/33/bd5b9137445ea4b680023eb0469b2bb969d61303dedb2aac6560ff3d14a1/notebook_shim-0.2.4-py3-none-any.whl
+  name: notebook-shim
+  version: 0.2.4
+  sha256: 411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef
+  requires_dist:
+  - jupyter-server>=1.8,<3
+  - pytest ; extra == 'test'
+  - pytest-console-scripts ; extra == 'test'
+  - pytest-jupyter ; extra == 'test'
+  - pytest-tornasync ; extra == 'test'
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/09/97/fd421e8bc50766665ad35536c2bb4ef916533ba1fdd053a62d96cc7c8b95/numpy-2.3.4-cp313-cp313-win_amd64.whl
   name: numpy
-  version: 2.3.3
-  sha256: ec9d249840f6a565f58d8f913bccac2444235025bbb13e9a4681783572ee3caa
+  version: 2.3.4
+  sha256: 56209416e81a7893036eea03abcb91c130643eb14233b2515c90dcac963fe99d
   requires_python: '>=3.11'
-- pypi: https://files.pythonhosted.org/packages/10/a2/010b0e27ddeacab7839957d7a8f00e91206e0c2c47abbb5f35a2630e5387/numpy-2.3.3-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/3e/46/bdd3370dcea2f95ef14af79dbf81e6927102ddf1cc54adc0024d61252fd9/numpy-2.3.4-cp313-cp313-macosx_11_0_arm64.whl
   name: numpy
-  version: 2.3.3
-  sha256: bc92a5dedcc53857249ca51ef29f5e5f2f8c513e22cfb90faeb20343b8c6f7a6
+  version: 2.3.4
+  sha256: a13fc473b6db0be619e45f11f9e81260f7302f8d180c49a22b6e6120022596b3
   requires_python: '>=3.11'
-- pypi: https://files.pythonhosted.org/packages/1b/b5/263ebbbbcede85028f30047eab3d58028d7ebe389d6493fc95ae66c636ab/numpy-2.3.3-cp313-cp313-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/57/7e/b72610cc91edf138bc588df5150957a4937221ca6058b825b4725c27be62/numpy-2.3.4-cp313-cp313-macosx_10_13_x86_64.whl
   name: numpy
-  version: 2.3.3
-  sha256: f0dadeb302887f07431910f67a14d57209ed91130be0adea2f9793f1a4f817cf
+  version: 2.3.4
+  sha256: c090d4860032b857d94144d1a9976b8e36709e40386db289aaf6672de2a81966
   requires_python: '>=3.11'
-- pypi: https://files.pythonhosted.org/packages/52/18/cf2c648fccf339e59302e00e5f2bc87725a3ce1992f30f3f78c9044d7c43/numpy-2.3.3-cp311-cp311-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/60/e7/0e07379944aa8afb49a556a2b54587b828eb41dc9adc56fb7615b678ca53/numpy-2.3.4-cp311-cp311-macosx_10_9_x86_64.whl
   name: numpy
-  version: 2.3.3
-  sha256: e7e946c7170858a0295f79a60214424caac2ffdb0063d4d79cb681f9aa0aa569
+  version: 2.3.4
+  sha256: e78aecd2800b32e8347ce49316d3eaf04aed849cd5b38e0af39f829a4e59f5eb
   requires_python: '>=3.11'
-- pypi: https://files.pythonhosted.org/packages/7a/45/e80d203ef6b267aa29b22714fb558930b27960a0c5ce3c19c999232bb3eb/numpy-2.3.3-cp311-cp311-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/7d/10/f8850982021cb90e2ec31990291f9e830ce7d94eef432b15066e7cbe0bec/numpy-2.3.4-cp311-cp311-win_amd64.whl
   name: numpy
-  version: 2.3.3
-  sha256: 0ffc4f5caba7dfcbe944ed674b7eef683c7e94874046454bb79ed7ee0236f59d
+  version: 2.3.4
+  sha256: faba246fb30ea2a526c2e9645f61612341de1a83fb1e0c5edf4ddda5a9c10996
   requires_python: '>=3.11'
-- pypi: https://files.pythonhosted.org/packages/7d/b9/984c2b1ee61a8b803bf63582b4ac4242cf76e2dbd663efeafcb620cc0ccb/numpy-2.3.3-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/9e/7e/7d306ff7cb143e6d975cfa7eb98a93e73495c4deabb7d1b5ecf09ea0fd69/numpy-2.3.4-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
   name: numpy
-  version: 2.3.3
-  sha256: f5415fb78995644253370985342cd03572ef8620b934da27d77377a2285955bf
+  version: 2.3.4
+  sha256: fc8a63918b04b8571789688b2780ab2b4a33ab44bfe8ccea36d3eba51228c953
   requires_python: '>=3.11'
-- pypi: https://files.pythonhosted.org/packages/9a/a5/bf3db6e66c4b160d6ea10b534c381a1955dfab34cb1017ea93aa33c70ed3/numpy-2.3.3-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/bb/32/67e3b0f07b0aba57a078c4ab777a9e8e6bc62f24fb53a2337f75f9691699/numpy-2.3.4-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
   name: numpy
-  version: 2.3.3
-  sha256: 5b83648633d46f77039c29078751f80da65aa64d5622a3cd62aaef9d835b6c93
+  version: 2.3.4
+  sha256: a7b2f9a18b5ff9824a6af80de4f37f4ec3c2aab05ef08f51c77a093f5b89adda
   requires_python: '>=3.11'
-- pypi: https://files.pythonhosted.org/packages/a6/e4/07970e3bed0b1384d22af1e9912527ecbeb47d3b26e9b6a3bced068b3bea/numpy-2.3.3-cp313-cp313-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/d0/cb/5a69293561e8819b09e34ed9e873b9a82b5f2ade23dce4c51dc507f6cfe1/numpy-2.3.4-cp311-cp311-macosx_11_0_arm64.whl
   name: numpy
-  version: 2.3.3
-  sha256: d00de139a3324e26ed5b95870ce63be7ec7352171bc69a4cf1f157a48e3eb6b7
+  version: 2.3.4
+  sha256: 7fd09cc5d65bda1e79432859c40978010622112e9194e581e3415a3eccc7f43f
   requires_python: '>=3.11'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.2-h26f9b46_0.conda
-  sha256: c9f54d4e8212f313be7b02eb962d0cb13a8dae015683a403d3accd4add3e520e
-  md5: ffffb341206dd0dab0c36053c048d621
+- conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.5.4-h26f9b46_0.conda
+  sha256: e807f3bad09bdf4075dbb4168619e14b0c0360bacb2e12ef18641a834c8c5549
+  md5: 14edad12b59ccbfa3910d42c72adc2a0
   depends:
   - __glibc >=2.17,<3.0.a0
   - ca-certificates
@@ -6912,33 +7030,33 @@ packages:
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 3128847
-  timestamp: 1754465526100
-- conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.5.2-h6e31bce_0.conda
-  sha256: 8be57a11019666aa481122c54e29afd604405b481330f37f918e9fbcd145ef89
-  md5: 22f5d63e672b7ba467969e9f8b740ecd
+  size: 3119624
+  timestamp: 1759324353651
+- conda: https://conda.anaconda.org/conda-forge/osx-64/openssl-3.5.4-h230baf5_0.conda
+  sha256: 3ce8467773b2472b2919412fd936413f05a9b10c42e52c27bbddc923ef5da78a
+  md5: 075eaad78f96bbf5835952afbe44466e
   depends:
   - __osx >=10.13
   - ca-certificates
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 2743708
-  timestamp: 1754466962243
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.5.2-he92f556_0.conda
-  sha256: f6d1c87dbcf7b39fad24347570166dade1c533ae2d53c60a70fa4dc874ef0056
-  md5: bcb0d87dfbc199d0a461d2c7ca30b3d8
+  size: 2747108
+  timestamp: 1759326402264
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.5.4-h5503f6c_0.conda
+  sha256: f0512629f9589392c2fb9733d11e753d0eab8fc7602f96e4d7f3bd95c783eb07
+  md5: 71118318f37f717eefe55841adb172fd
   depends:
   - __osx >=11.0
   - ca-certificates
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 3074848
-  timestamp: 1754465710470
-- conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.5.2-h725018a_0.conda
-  sha256: 2413f3b4606018aea23acfa2af3c4c46af786739ab4020422e9f0c2aec75321b
-  md5: 150d3920b420a27c0848acca158f94dc
+  size: 3067808
+  timestamp: 1759324763146
+- conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.5.4-h725018a_0.conda
+  sha256: 5ddc1e39e2a8b72db2431620ad1124016f3df135f87ebde450d235c212a61994
+  md5: f28ffa510fe055ab518cbd9d6ddfea23
   depends:
   - ca-certificates
   - ucrt >=10.0.20348.0
@@ -6947,36 +7065,32 @@ packages:
   license: Apache-2.0
   license_family: Apache
   purls: []
-  size: 9275175
-  timestamp: 1754467904482
-- conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
-  sha256: 1840bd90d25d4930d60f57b4f38d4e0ae3f5b8db2819638709c36098c6ba770c
-  md5: e51f1e4089cad105b6cac64bd8166587
-  depends:
-  - python >=3.9
-  - typing_utils
-  license: Apache-2.0
-  license_family: APACHE
-  purls:
-  - pkg:pypi/overrides?source=hash-mapping
-  size: 30139
-  timestamp: 1734587755455
-- conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
-  sha256: 289861ed0c13a15d7bbb408796af4de72c2fe67e2bcb0de98f4c3fce259d7991
-  md5: 58335b26c38bf4a20f399384c33cbcf9
-  depends:
-  - python >=3.8
-  - python
-  license: Apache-2.0
-  license_family: APACHE
-  purls:
-  - pkg:pypi/packaging?source=hash-mapping
-  size: 62477
-  timestamp: 1745345660407
-- pypi: https://files.pythonhosted.org/packages/22/3c/f2af1ce8840ef648584a6156489636b5692c162771918aa95707c165ad2b/pandas-2.3.2-cp313-cp313-win_amd64.whl
+  size: 9218823
+  timestamp: 1759326176247
+- pypi: https://files.pythonhosted.org/packages/2c/ab/fc8290c6a4c722e5514d80f62b2dc4c4df1a68a41d1364e625c35990fcf3/overrides-7.7.0-py3-none-any.whl
+  name: overrides
+  version: 7.7.0
+  sha256: c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49
+  requires_dist:
+  - typing ; python_full_version < '3.5'
+  requires_python: '>=3.6'
+- pypi: https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl
+  name: packaging
+  version: '25.0'
+  sha256: 29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/90/96/04b8e52da071d28f5e21a805b19cb9390aa17a47462ac87f5e2696b9566d/paginate-0.5.7-py2.py3-none-any.whl
+  name: paginate
+  version: 0.5.7
+  sha256: b885e2af73abcf01d9559fd5216b57ef722f8c42affbb63942377668e35c7591
+  requires_dist:
+  - pytest ; extra == 'dev'
+  - tox ; extra == 'dev'
+  - black ; extra == 'lint'
+- pypi: https://files.pythonhosted.org/packages/15/07/284f757f63f8a8d69ed4472bfd85122bd086e637bf4ed09de572d575a693/pandas-2.3.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
   name: pandas
-  version: 2.3.2
-  sha256: 12d039facec710f7ba305786837d0225a3444af7bbd9c15c32ca2d40d157ed8b
+  version: 2.3.3
+  sha256: 318d77e0e42a628c04dc56bcef4b40de67918f7041c2b061af1da41dcff670ac
   requires_dist:
   - numpy>=1.22.4 ; python_full_version < '3.11'
   - numpy>=1.23.2 ; python_full_version == '3.11.*'
@@ -7064,10 +7178,10 @@ packages:
   - xlsxwriter>=3.0.5 ; extra == 'all'
   - zstandard>=0.19.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/27/64/a2f7bf678af502e16b472527735d168b22b7824e45a4d7e96a4fbb634b59/pandas-2.3.2-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/31/94/72fac03573102779920099bcac1c3b05975c2cb5f01eac609faf34bed1ca/pandas-2.3.3-cp313-cp313-macosx_11_0_arm64.whl
   name: pandas
-  version: 2.3.2
-  sha256: 0c6ecbac99a354a051ef21c5307601093cb9e0f4b1855984a084bfec9302699e
+  version: 2.3.3
+  sha256: bdcd9d1167f4885211e401b3036c0c8d9e274eee67ea8d0758a256d60704cfe8
   requires_dist:
   - numpy>=1.22.4 ; python_full_version < '3.11'
   - numpy>=1.23.2 ; python_full_version == '3.11.*'
@@ -7155,10 +7269,10 @@ packages:
   - xlsxwriter>=3.0.5 ; extra == 'all'
   - zstandard>=0.19.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/38/18/48f10f1cc5c397af59571d638d211f494dba481f449c19adbd282aa8f4ca/pandas-2.3.2-cp311-cp311-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/4f/c7/e54682c96a895d0c808453269e0b5928a07a127a15704fedb643e9b0a4c8/pandas-2.3.3-cp313-cp313-win_amd64.whl
   name: pandas
-  version: 2.3.2
-  sha256: 76972bcbd7de8e91ad5f0ca884a9f2c477a2125354af624e022c49e5bd0dfff4
+  version: 2.3.3
+  sha256: f8bfc0e12dc78f777f323f55c58649591b2cd0c43534e8355c51d3fede5f4dee
   requires_dist:
   - numpy>=1.22.4 ; python_full_version < '3.11'
   - numpy>=1.23.2 ; python_full_version == '3.11.*'
@@ -7246,10 +7360,10 @@ packages:
   - xlsxwriter>=3.0.5 ; extra == 'all'
   - zstandard>=0.19.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/54/4c/c3d21b2b7769ef2f4c2b9299fcadd601efa6729f1357a8dbce8dd949ed70/pandas-2.3.2-cp313-cp313-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/8e/59/712db1d7040520de7a4965df15b774348980e6df45c129b8c64d0dbe74ef/pandas-2.3.3-cp311-cp311-win_amd64.whl
   name: pandas
-  version: 2.3.2
-  sha256: c6f048aa0fd080d6a06cc7e7537c09b53be6642d330ac6f54a600c3ace857ee9
+  version: 2.3.3
+  sha256: f086f6fe114e19d92014a1966f43a3e62285109afe874f067f5abbdcbb10e59c
   requires_dist:
   - numpy>=1.22.4 ; python_full_version < '3.11'
   - numpy>=1.23.2 ; python_full_version == '3.11.*'
@@ -7337,10 +7451,10 @@ packages:
   - xlsxwriter>=3.0.5 ; extra == 'all'
   - zstandard>=0.19.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/7a/59/f3e010879f118c2d400902d2d871c2226cef29b08c09fb8dc41111730400/pandas-2.3.2-cp311-cp311-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/9b/35/74442388c6cf008882d4d4bdfc4109be87e9b8b7ccd097ad1e7f006e2e95/pandas-2.3.3-cp311-cp311-macosx_11_0_arm64.whl
   name: pandas
-  version: 2.3.2
-  sha256: 1333e9c299adcbb68ee89a9bb568fc3f20f9cbb419f1dd5225071e6cddb2a743
+  version: 2.3.3
+  sha256: 8fe25fc7b623b0ef6b5009149627e34d2a4657e880948ec3c840e9402e5c1b45
   requires_dist:
   - numpy>=1.22.4 ; python_full_version < '3.11'
   - numpy>=1.23.2 ; python_full_version == '3.11.*'
@@ -7428,10 +7542,10 @@ packages:
   - xlsxwriter>=3.0.5 ; extra == 'all'
   - zstandard>=0.19.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/8b/ef/0e2ffb30b1f7fbc9a588bd01e3c14a0d96854d09a887e15e30cc19961227/pandas-2.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/bf/c9/63f8d545568d9ab91476b1818b4741f521646cbdd151c6efebf40d6de6f7/pandas-2.3.3-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
   name: pandas
-  version: 2.3.2
-  sha256: 1d81573b3f7db40d020983f78721e9bfc425f411e616ef019a10ebf597aedb2e
+  version: 2.3.3
+  sha256: b98560e98cb334799c0b07ca7967ac361a47326e9b4e5a7dfb5ab2b1c9d35a1b
   requires_dist:
   - numpy>=1.22.4 ; python_full_version < '3.11'
   - numpy>=1.23.2 ; python_full_version == '3.11.*'
@@ -7519,10 +7633,10 @@ packages:
   - xlsxwriter>=3.0.5 ; extra == 'all'
   - zstandard>=0.19.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/8f/52/0634adaace9be2d8cac9ef78f05c47f3a675882e068438b9d7ec7ef0c13f/pandas-2.3.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/c1/fa/7ac648108144a095b4fb6aa3de1954689f7af60a14cf25583f4960ecb878/pandas-2.3.3-cp311-cp311-macosx_10_9_x86_64.whl
   name: pandas
-  version: 2.3.2
-  sha256: 4ac8c320bded4718b298281339c1a50fb00a6ba78cb2a63521c39bec95b0209b
+  version: 2.3.3
+  sha256: 602b8615ebcc4a0c1751e71840428ddebeb142ec02c786e8ad6b1ce3c8dec523
   requires_dist:
   - numpy>=1.22.4 ; python_full_version < '3.11'
   - numpy>=1.23.2 ; python_full_version == '3.11.*'
@@ -7610,10 +7724,10 @@ packages:
   - xlsxwriter>=3.0.5 ; extra == 'all'
   - zstandard>=0.19.0 ; extra == 'all'
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/a7/e7/ae86261695b6c8a36d6a4c8d5f9b9ede8248510d689a2f379a18354b37d7/pandas-2.3.2-cp311-cp311-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/cd/4b/18b035ee18f97c1040d94debd8f2e737000ad70ccc8f5513f4eefad75f4b/pandas-2.3.3-cp313-cp313-macosx_10_13_x86_64.whl
   name: pandas
-  version: 2.3.2
-  sha256: 9467697b8083f9667b212633ad6aa4ab32436dcbaf4cd57325debb0ddef2012f
+  version: 2.3.3
+  sha256: 56851a737e3470de7fa88e6131f41281ed440d29a9268dcbf0002da5ac366713
   requires_dist:
   - numpy>=1.22.4 ; python_full_version < '3.11'
   - numpy>=1.23.2 ; python_full_version == '3.11.*'
@@ -7701,55 +7815,37 @@ packages:
   - xlsxwriter>=3.0.5 ; extra == 'all'
   - zstandard>=0.19.0 ; extra == 'all'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
-  sha256: 2bb9ba9857f4774b85900c2562f7e711d08dd48e2add9bee4e1612fbee27e16f
-  md5: 457c2c8c08e54905d6954e79cb5b5db9
-  depends:
-  - python !=3.0,!=3.1,!=3.2,!=3.3
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pandocfilters?source=hash-mapping
-  size: 11627
-  timestamp: 1631603397334
-- conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.5-pyhcf101f3_0.conda
-  sha256: 30de7b4d15fbe53ffe052feccde31223a236dae0495bab54ab2479de30b2990f
-  md5: a110716cdb11cf51482ff4000dc253d7
-  depends:
-  - python >=3.10
-  - python
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/parso?source=hash-mapping
-  size: 81562
-  timestamp: 1755974222274
-- conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
-  sha256: 202af1de83b585d36445dc1fda94266697341994d1a3328fabde4989e1b3d07a
-  md5: d0d408b1f18883a944376da5cf8101ea
-  depends:
-  - ptyprocess >=0.5
-  - python >=3.9
-  license: ISC
-  purls:
-  - pkg:pypi/pexpect?source=hash-mapping
-  size: 53561
-  timestamp: 1733302019362
-- conda: https://conda.anaconda.org/conda-forge/noarch/pickleshare-0.7.5-pyhd8ed1ab_1004.conda
-  sha256: e2ac3d66c367dada209fc6da43e645672364b9fd5f9d28b9f016e24b81af475b
-  md5: 11a9d1d09a3615fc07c3faf79bc0b943
-  depends:
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pickleshare?source=hash-mapping
-  size: 11748
-  timestamp: 1733327448200
-- pypi: https://files.pythonhosted.org/packages/01/f4/91d5b3ffa718df2f53b0dc109877993e511f4fd055d7e9508682e8aba092/pillow-11.3.0-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/ef/af/4fbc8cab944db5d21b7e2a5b8e9211a03a79852b1157e2c102fcc61ac440/pandocfilters-1.5.1-py2.py3-none-any.whl
+  name: pandocfilters
+  version: 1.5.1
+  sha256: 93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc
+  requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*'
+- pypi: https://files.pythonhosted.org/packages/16/32/f8e3c85d1d5250232a5d3477a2a28cc291968ff175caeadaf3cc19ce0e4a/parso-0.8.5-py2.py3-none-any.whl
+  name: parso
+  version: 0.8.5
+  sha256: 646204b5ee239c396d040b90f9e272e9a8017c630092bf59980beb62fd033887
+  requires_dist:
+  - pytest ; extra == 'testing'
+  - docopt ; extra == 'testing'
+  - flake8==5.0.4 ; extra == 'qa'
+  - mypy==0.971 ; extra == 'qa'
+  - types-setuptools==67.2.0.1 ; extra == 'qa'
+  requires_python: '>=3.6'
+- pypi: https://files.pythonhosted.org/packages/cc/20/ff623b09d963f88bfde16306a54e12ee5ea43e9b597108672ff3a408aad6/pathspec-0.12.1-py3-none-any.whl
+  name: pathspec
+  version: 0.12.1
+  sha256: a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/9e/c3/059298687310d527a58bb01f3b1965787ee3b40dce76752eda8b44e9a2c5/pexpect-4.9.0-py2.py3-none-any.whl
+  name: pexpect
+  version: 4.9.0
+  sha256: 7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523
+  requires_dist:
+  - ptyprocess>=0.5
+- pypi: https://files.pythonhosted.org/packages/0e/5a/a2f6773b64edb921a756eb0729068acad9fc5208a53f4a349396e9436721/pillow-12.0.0-cp311-cp311-macosx_10_10_x86_64.whl
   name: pillow
-  version: 11.3.0
-  sha256: ec1ee50470b0d050984394423d96325b744d55c701a439d2bd66089bff963d3c
+  version: 12.0.0
+  sha256: 0fd00cac9c03256c8b2ff58f162ebcd2587ad3e1f2e397eab718c47e24d231cc
   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
@@ -7760,6 +7856,9 @@ packages:
   - sphinxext-opengraph ; extra == 'docs'
   - olefile ; extra == 'fpx'
   - olefile ; extra == 'mic'
+  - arro3-compute ; extra == 'test-arrow'
+  - arro3-core ; extra == 'test-arrow'
+  - nanoarrow ; extra == 'test-arrow'
   - pyarrow ; extra == 'test-arrow'
   - check-manifest ; extra == 'tests'
   - coverage>=7.4.2 ; extra == 'tests'
@@ -7767,19 +7866,18 @@ packages:
   - markdown2 ; extra == 'tests'
   - olefile ; extra == 'tests'
   - packaging ; extra == 'tests'
-  - pyroma ; extra == 'tests'
+  - pyroma>=5 ; extra == 'tests'
   - pytest ; extra == 'tests'
   - pytest-cov ; extra == 'tests'
   - pytest-timeout ; extra == 'tests'
   - pytest-xdist ; extra == 'tests'
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
-  - typing-extensions ; python_full_version < '3.10' and extra == 'typing'
   - defusedxml ; extra == 'xmp'
-  requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/23/85/397c73524e0cd212067e0c969aa245b01d50183439550d24d9f55781b776/pillow-11.3.0-cp313-cp313-win_amd64.whl
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/2e/05/069b1f8a2e4b5a37493da6c5868531c3f77b85e716ad7a590ef87d58730d/pillow-12.0.0-cp311-cp311-macosx_11_0_arm64.whl
   name: pillow
-  version: 11.3.0
-  sha256: 0bce5c4fd0921f99d2e858dc4d4d64193407e1b99478bc5cacecba2311abde51
+  version: 12.0.0
+  sha256: a3475b96f5908b3b16c47533daaa87380c491357d197564e0ba34ae75c0f3257
   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
@@ -7790,6 +7888,9 @@ packages:
   - sphinxext-opengraph ; extra == 'docs'
   - olefile ; extra == 'fpx'
   - olefile ; extra == 'mic'
+  - arro3-compute ; extra == 'test-arrow'
+  - arro3-core ; extra == 'test-arrow'
+  - nanoarrow ; extra == 'test-arrow'
   - pyarrow ; extra == 'test-arrow'
   - check-manifest ; extra == 'tests'
   - coverage>=7.4.2 ; extra == 'tests'
@@ -7797,19 +7898,18 @@ packages:
   - markdown2 ; extra == 'tests'
   - olefile ; extra == 'tests'
   - packaging ; extra == 'tests'
-  - pyroma ; extra == 'tests'
+  - pyroma>=5 ; extra == 'tests'
   - pytest ; extra == 'tests'
   - pytest-cov ; extra == 'tests'
   - pytest-timeout ; extra == 'tests'
   - pytest-xdist ; extra == 'tests'
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
-  - typing-extensions ; python_full_version < '3.10' and extra == 'typing'
   - defusedxml ; extra == 'xmp'
-  requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/cb/39/ee475903197ce709322a17a866892efb560f57900d9af2e55f86db51b0a5/pillow-11.3.0-cp311-cp311-macosx_11_0_arm64.whl
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/38/57/755dbd06530a27a5ed74f8cb0a7a44a21722ebf318edbe67ddbd7fb28f88/pillow-12.0.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
   name: pillow
-  version: 11.3.0
-  sha256: 9c412fddd1b77a75aa904615ebaa6001f169b26fd467b4be93aded278266b288
+  version: 12.0.0
+  sha256: f4f1231b7dec408e8670264ce63e9c71409d9583dd21d32c163e25213ee2a344
   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
@@ -7820,6 +7920,9 @@ packages:
   - sphinxext-opengraph ; extra == 'docs'
   - olefile ; extra == 'fpx'
   - olefile ; extra == 'mic'
+  - arro3-compute ; extra == 'test-arrow'
+  - arro3-core ; extra == 'test-arrow'
+  - nanoarrow ; extra == 'test-arrow'
   - pyarrow ; extra == 'test-arrow'
   - check-manifest ; extra == 'tests'
   - coverage>=7.4.2 ; extra == 'tests'
@@ -7827,19 +7930,18 @@ packages:
   - markdown2 ; extra == 'tests'
   - olefile ; extra == 'tests'
   - packaging ; extra == 'tests'
-  - pyroma ; extra == 'tests'
+  - pyroma>=5 ; extra == 'tests'
   - pytest ; extra == 'tests'
   - pytest-cov ; extra == 'tests'
   - pytest-timeout ; extra == 'tests'
   - pytest-xdist ; extra == 'tests'
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
-  - typing-extensions ; python_full_version < '3.10' and extra == 'typing'
   - defusedxml ; extra == 'xmp'
-  requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/d5/1c/a2a29649c0b1983d3ef57ee87a66487fdeb45132df66ab30dd37f7dbe162/pillow-11.3.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/41/1e/db9470f2d030b4995083044cd8738cdd1bf773106819f6d8ba12597d5352/pillow-12.0.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
   name: pillow
-  version: 11.3.0
-  sha256: 13f87d581e71d9189ab21fe0efb5a23e9f28552d5be6979e84001d3b8505abe8
+  version: 12.0.0
+  sha256: bee2a6db3a7242ea309aa7ee8e2780726fed67ff4e5b40169f2c940e7eb09227
   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
@@ -7850,6 +7952,9 @@ packages:
   - sphinxext-opengraph ; extra == 'docs'
   - olefile ; extra == 'fpx'
   - olefile ; extra == 'mic'
+  - arro3-compute ; extra == 'test-arrow'
+  - arro3-core ; extra == 'test-arrow'
+  - nanoarrow ; extra == 'test-arrow'
   - pyarrow ; extra == 'test-arrow'
   - check-manifest ; extra == 'tests'
   - coverage>=7.4.2 ; extra == 'tests'
@@ -7857,19 +7962,18 @@ packages:
   - markdown2 ; extra == 'tests'
   - olefile ; extra == 'tests'
   - packaging ; extra == 'tests'
-  - pyroma ; extra == 'tests'
+  - pyroma>=5 ; extra == 'tests'
   - pytest ; extra == 'tests'
   - pytest-cov ; extra == 'tests'
   - pytest-timeout ; extra == 'tests'
   - pytest-xdist ; extra == 'tests'
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
-  - typing-extensions ; python_full_version < '3.10' and extra == 'typing'
   - defusedxml ; extra == 'xmp'
-  requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/db/26/77f8ed17ca4ffd60e1dcd220a6ec6d71210ba398cfa33a13a1cd614c5613/pillow-11.3.0-cp311-cp311-macosx_10_10_x86_64.whl
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/4d/42/aaca386de5cc8bd8a0254516957c1f265e3521c91515b16e286c662854c4/pillow-12.0.0-cp311-cp311-win_amd64.whl
   name: pillow
-  version: 11.3.0
-  sha256: 1cd110edf822773368b396281a2293aeb91c90a2db00d78ea43e7e861631b722
+  version: 12.0.0
+  sha256: b583dc9070312190192631373c6c8ed277254aa6e6084b74bdd0a6d3b221608e
   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
@@ -7880,6 +7984,9 @@ packages:
   - sphinxext-opengraph ; extra == 'docs'
   - olefile ; extra == 'fpx'
   - olefile ; extra == 'mic'
+  - arro3-compute ; extra == 'test-arrow'
+  - arro3-core ; extra == 'test-arrow'
+  - nanoarrow ; extra == 'test-arrow'
   - pyarrow ; extra == 'test-arrow'
   - check-manifest ; extra == 'tests'
   - coverage>=7.4.2 ; extra == 'tests'
@@ -7887,19 +7994,18 @@ packages:
   - markdown2 ; extra == 'tests'
   - olefile ; extra == 'tests'
   - packaging ; extra == 'tests'
-  - pyroma ; extra == 'tests'
+  - pyroma>=5 ; extra == 'tests'
   - pytest ; extra == 'tests'
   - pytest-cov ; extra == 'tests'
   - pytest-timeout ; extra == 'tests'
   - pytest-xdist ; extra == 'tests'
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
-  - typing-extensions ; python_full_version < '3.10' and extra == 'typing'
   - defusedxml ; extra == 'xmp'
-  requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/f1/cc/29c0f5d64ab8eae20f3232da8f8571660aa0ab4b8f1331da5c2f5f9a938e/pillow-11.3.0-cp311-cp311-win_amd64.whl
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/6d/2a/dd43dcfd6dae9b6a49ee28a8eedb98c7d5ff2de94a5d834565164667b97b/pillow-12.0.0-cp313-cp313-win_amd64.whl
   name: pillow
-  version: 11.3.0
-  sha256: 1a992e86b0dd7aeb1f053cd506508c0999d710a8f07b4c791c63843fc6a807ac
+  version: 12.0.0
+  sha256: 4cf7fed4b4580601c4345ceb5d4cbf5a980d030fd5ad07c4d2ec589f95f09905
   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
@@ -7910,6 +8016,9 @@ packages:
   - sphinxext-opengraph ; extra == 'docs'
   - olefile ; extra == 'fpx'
   - olefile ; extra == 'mic'
+  - arro3-compute ; extra == 'test-arrow'
+  - arro3-core ; extra == 'test-arrow'
+  - nanoarrow ; extra == 'test-arrow'
   - pyarrow ; extra == 'test-arrow'
   - check-manifest ; extra == 'tests'
   - coverage>=7.4.2 ; extra == 'tests'
@@ -7917,19 +8026,18 @@ packages:
   - markdown2 ; extra == 'tests'
   - olefile ; extra == 'tests'
   - packaging ; extra == 'tests'
-  - pyroma ; extra == 'tests'
+  - pyroma>=5 ; extra == 'tests'
   - pytest ; extra == 'tests'
   - pytest-cov ; extra == 'tests'
   - pytest-timeout ; extra == 'tests'
   - pytest-xdist ; extra == 'tests'
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
-  - typing-extensions ; python_full_version < '3.10' and extra == 'typing'
   - defusedxml ; extra == 'xmp'
-  requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/f2/2f/d7675ecae6c43e9f12aa8d58b6012683b20b6edfbdac7abcb4e6af7a3784/pillow-11.3.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/83/06/48eab21dd561de2914242711434c0c0eb992ed08ff3f6107a5f44527f5e9/pillow-12.0.0-cp313-cp313-macosx_11_0_arm64.whl
   name: pillow
-  version: 11.3.0
-  sha256: 106064daa23a745510dabce1d84f29137a37224831d88eb4ce94bb187b1d7e5f
+  version: 12.0.0
+  sha256: 5193fde9a5f23c331ea26d0cf171fbf67e3f247585f50c08b3e205c7aeb4589b
   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
@@ -7940,6 +8048,9 @@ packages:
   - sphinxext-opengraph ; extra == 'docs'
   - olefile ; extra == 'fpx'
   - olefile ; extra == 'mic'
+  - arro3-compute ; extra == 'test-arrow'
+  - arro3-core ; extra == 'test-arrow'
+  - nanoarrow ; extra == 'test-arrow'
   - pyarrow ; extra == 'test-arrow'
   - check-manifest ; extra == 'tests'
   - coverage>=7.4.2 ; extra == 'tests'
@@ -7947,19 +8058,18 @@ packages:
   - markdown2 ; extra == 'tests'
   - olefile ; extra == 'tests'
   - packaging ; extra == 'tests'
-  - pyroma ; extra == 'tests'
+  - pyroma>=5 ; extra == 'tests'
   - pytest ; extra == 'tests'
   - pytest-cov ; extra == 'tests'
   - pytest-timeout ; extra == 'tests'
   - pytest-xdist ; extra == 'tests'
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
-  - typing-extensions ; python_full_version < '3.10' and extra == 'typing'
   - defusedxml ; extra == 'xmp'
-  requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/f9/0e/37d7d3eca6c879fbd9dba21268427dffda1ab00d4eb05b32923d4fbe3b12/pillow-11.3.0-cp313-cp313-macosx_11_0_arm64.whl
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/a4/a4/a0a31467e3f83b94d37568294b01d22b43ae3c5d85f2811769b9c66389dd/pillow-12.0.0-cp313-cp313-macosx_10_13_x86_64.whl
   name: pillow
-  version: 11.3.0
-  sha256: 7db51d222548ccfd274e4572fdbf3e810a5e66b00608862f947b163e613b67dd
+  version: 12.0.0
+  sha256: c50f36a62a22d350c96e49ad02d0da41dbd17ddc2e29750dbdba4323f85eb4a5
   requires_dist:
   - furo ; extra == 'docs'
   - olefile ; extra == 'docs'
@@ -7970,6 +8080,9 @@ packages:
   - sphinxext-opengraph ; extra == 'docs'
   - olefile ; extra == 'fpx'
   - olefile ; extra == 'mic'
+  - arro3-compute ; extra == 'test-arrow'
+  - arro3-core ; extra == 'test-arrow'
+  - nanoarrow ; extra == 'test-arrow'
   - pyarrow ; extra == 'test-arrow'
   - check-manifest ; extra == 'tests'
   - coverage>=7.4.2 ; extra == 'tests'
@@ -7977,15 +8090,14 @@ packages:
   - markdown2 ; extra == 'tests'
   - olefile ; extra == 'tests'
   - packaging ; extra == 'tests'
-  - pyroma ; extra == 'tests'
+  - pyroma>=5 ; extra == 'tests'
   - pytest ; extra == 'tests'
   - pytest-cov ; extra == 'tests'
   - pytest-timeout ; extra == 'tests'
   - pytest-xdist ; extra == 'tests'
   - trove-classifiers>=2024.10.12 ; extra == 'tests'
-  - typing-extensions ; python_full_version < '3.10' and extra == 'typing'
   - defusedxml ; extra == 'xmp'
-  requires_python: '>=3.9'
+  requires_python: '>=3.10'
 - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh145f28c_0.conda
   sha256: 20fe420bb29c7e655988fd0b654888e6d7755c1d380f82ca2f1bd2493b95d650
   md5: e7ab34d5a93e0819b62563c78635d937
@@ -7994,7 +8106,7 @@ packages:
   license: MIT
   license_family: MIT
   purls:
-  - pkg:pypi/pip?source=compressed-mapping
+  - pkg:pypi/pip?source=hash-mapping
   size: 1179951
   timestamp: 1753925011027
 - conda: https://conda.anaconda.org/conda-forge/noarch/pip-25.2-pyh8b19718_0.conda
@@ -8022,22 +8134,26 @@ packages:
   - returns>=0.23
   - tomli>=2 ; python_full_version < '3.11'
   requires_python: '>=3.9,<4.0'
-- conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.4.0-pyhcf101f3_0.conda
-  sha256: dfe0fa6e351d2b0cef95ac1a1533d4f960d3992f9e0f82aeb5ec3623a699896b
-  md5: cc9d9a3929503785403dbfad9f707145
-  depends:
-  - python >=3.10
-  - python
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/platformdirs?source=compressed-mapping
-  size: 23653
-  timestamp: 1756227402815
-- pypi: https://files.pythonhosted.org/packages/95/a9/12e2dc726ba1ba775a2c6922d5d5b4488ad60bdab0888c337c194c8e6de8/plotly-6.3.0-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/73/cb/ac7874b3e5d58441674fb70742e6c374b28b0c7cb988d37d991cde47166c/platformdirs-4.5.0-py3-none-any.whl
+  name: platformdirs
+  version: 4.5.0
+  sha256: e578a81bb873cbb89a41fcc904c7ef523cc18284b7e3b3ccf06aca1403b7ebd3
+  requires_dist:
+  - furo>=2025.9.25 ; extra == 'docs'
+  - proselint>=0.14 ; extra == 'docs'
+  - sphinx-autodoc-typehints>=3.2 ; extra == 'docs'
+  - sphinx>=8.2.3 ; extra == 'docs'
+  - appdirs==1.4.4 ; extra == 'test'
+  - covdefaults>=2.3 ; extra == 'test'
+  - pytest-cov>=7 ; extra == 'test'
+  - pytest-mock>=3.15.1 ; extra == 'test'
+  - pytest>=8.4.2 ; extra == 'test'
+  - mypy>=1.18.2 ; extra == 'type'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/3f/93/023955c26b0ce614342d11cc0652f1e45e32393b6ab9d11a664a60e9b7b7/plotly-6.3.1-py3-none-any.whl
   name: plotly
-  version: 6.3.0
-  sha256: 7ad806edce9d3cdd882eaebaf97c0c9e252043ed1ed3d382c3e3520ec07806d4
+  version: 6.3.1
+  sha256: 8b4420d1dcf2b040f5983eed433f95732ed24930e496d36eb70d211923532e64
   requires_dist:
   - narwhals>=1.15.1
   - packaging
@@ -8074,6 +8190,17 @@ packages:
   - xarray ; extra == 'dev-optional'
   - plotly[dev-optional] ; extra == 'dev'
   requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/54/20/4d324d65cc6d9205fabedc306948156824eb9f0ee1633355a8f7ec5c66bf/pluggy-1.6.0-py3-none-any.whl
+  name: pluggy
+  version: 1.6.0
+  sha256: e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746
+  requires_dist:
+  - pre-commit ; extra == 'dev'
+  - tox ; extra == 'dev'
+  - pytest ; extra == 'testing'
+  - pytest-benchmark ; extra == 'testing'
+  - coverage ; extra == 'testing'
+  requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/a3/58/35da89ee790598a0700ea49b2a66594140f44dec458c07e8e3d4979137fc/ply-3.11-py2.py3-none-any.whl
   name: ply
   version: '3.11'
@@ -8090,6 +8217,17 @@ packages:
   - paramiko>=2.7.0 ; extra == 'sftp'
   - xxhash>=1.4.3 ; extra == 'xxhash'
   requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/5b/a5/987a405322d78a73b66e39e4a90e4ef156fd7141bf71df987e50717c321b/pre_commit-4.3.0-py2.py3-none-any.whl
+  name: pre-commit
+  version: 4.3.0
+  sha256: 2b0747ad7e6e967169136edffee14c16e148a778a54e4f967921aa1ebf2308d8
+  requires_dist:
+  - cfgv>=2.0.0
+  - identify>=1.0.0
+  - nodeenv>=0.11.1
+  - pyyaml>=5.1
+  - virtualenv>=20.10.0
+  requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/02/c7/5613524e606ea1688b3bdbf48aa64bafb6d0a4ac3750274c43b6158a390f/prettytable-3.16.0-py3-none-any.whl
   name: prettytable
   version: 3.16.0
@@ -8100,208 +8238,247 @@ packages:
   - pytest-cov ; extra == 'tests'
   - pytest-lazy-fixtures ; extra == 'tests'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.22.1-pyhd8ed1ab_0.conda
-  sha256: 454e2c0ef14accc888dd2cd2e8adb8c6a3a607d2d3c2f93962698b5718e6176d
-  md5: c64b77ccab10b822722904d889fa83b5
-  depends:
-  - python >=3.9
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/prometheus-client?source=hash-mapping
-  size: 52641
-  timestamp: 1748896836631
-- conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
-  sha256: 4817651a276016f3838957bfdf963386438c70761e9faec7749d411635979bae
-  md5: edb16f14d920fb3faf17f5ce582942d6
-  depends:
-  - python >=3.10
+- pypi: https://files.pythonhosted.org/packages/b8/db/14bafcb4af2139e046d03fd00dea7873e48eafe18b7d2797e73d6681f210/prometheus_client-0.23.1-py3-none-any.whl
+  name: prometheus-client
+  version: 0.23.1
+  sha256: dd1913e6e76b59cfe44e7a4b83e01afc9873c1bdfd2ed8739f1e76aeca115f99
+  requires_dist:
+  - twisted ; extra == 'twisted'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/84/03/0d3ce49e2505ae70cf43bc5bb3033955d2fc9f932163e84dc0779cc47f48/prompt_toolkit-3.0.52-py3-none-any.whl
+  name: prompt-toolkit
+  version: 3.0.52
+  sha256: 9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955
+  requires_dist:
   - wcwidth
-  constrains:
-  - prompt_toolkit 3.0.52
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/prompt-toolkit?source=hash-mapping
-  size: 273927
-  timestamp: 1756321848365
-- pypi: https://files.pythonhosted.org/packages/46/92/1ad5af0df781e76988897da39b5f086c2bf0f028b7f9bd1f409bb05b6874/propcache-0.3.2-cp311-cp311-macosx_11_0_arm64.whl
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/52/6a/57f43e054fb3d3a56ac9fc532bc684fc6169a26c75c353e65425b3e56eef/propcache-0.4.1-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: propcache
-  version: 0.3.2
-  sha256: a2dc1f4a1df4fecf4e6f68013575ff4af84ef6f478fe5344317a65d38a8e6dc9
+  version: 0.4.1
+  sha256: fd6f30fdcf9ae2a70abd34da54f18da086160e4d7d9251f81f3da0ff84fc5a48
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/5d/e6/116ba39448753b1330f48ab8ba927dcd6cf0baea8a0ccbc512dfb49ba670/propcache-0.3.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/89/a4/92380f7ca60f99ebae761936bc48a72a639e8a47b29050615eef757cb2a7/propcache-0.4.1-cp313-cp313-macosx_11_0_arm64.whl
   name: propcache
-  version: 0.3.2
-  sha256: c144ca294a204c470f18cf4c9d78887810d04a3e2fbb30eea903575a779159df
+  version: 0.4.1
+  sha256: cae65ad55793da34db5f54e4029b89d3b9b9490d8abe1b4c7ab5d4b8ec7ebf74
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/61/99/d606cb7986b60d89c36de8a85d58764323b3a5ff07770a99d8e993b3fa73/propcache-0.3.2-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/8b/e8/677a0025e8a2acf07d3418a2e7ba529c9c33caf09d3c1f25513023c1db56/propcache-0.4.1-cp313-cp313-macosx_10_13_x86_64.whl
   name: propcache
-  version: 0.3.2
-  sha256: 9ecb0aad4020e275652ba3975740f241bd12a61f1a784df044cf7477a02bc252
+  version: 0.4.1
+  sha256: d62cdfcfd89ccb8de04e0eda998535c406bf5e060ffd56be6c586cbcc05b3311
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/8c/96/ef98f91bbb42b79e9bb82bdd348b255eb9d65f14dbbe3b1594644c4073f7/propcache-0.3.2-cp313-cp313-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/c2/21/d7b68e911f9c8e18e4ae43bdbc1e1e9bbd971f8866eb81608947b6f585ff/propcache-0.4.1-cp311-cp311-macosx_10_9_x86_64.whl
   name: propcache
-  version: 0.3.2
-  sha256: 7f08f1cc28bd2eade7a8a3d2954ccc673bb02062e3e7da09bc75d843386b342f
+  version: 0.4.1
+  sha256: c30b53e7e6bda1d547cabb47c825f3843a0a1a42b0496087bb58d8fedf9f41b5
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/af/81/b324c44ae60c56ef12007105f1460d5c304b0626ab0cc6b07c8f2a9aa0b8/propcache-0.3.2-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/d3/1d/11605e99ac8ea9435651ee71ab4cb4bf03f0949586246476a25aadfec54a/propcache-0.4.1-cp311-cp311-macosx_11_0_arm64.whl
   name: propcache
-  version: 0.3.2
-  sha256: 4c1396592321ac83157ac03a2023aa6cc4a3cc3cfdecb71090054c09e5a7cce3
+  version: 0.4.1
+  sha256: 6918ecbd897443087a3b7cd978d56546a812517dcaaca51b49526720571fa93e
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/d3/f5/b369e026b09a26cd77aa88d8fffd69141d2ae00a2abaaf5380d2603f4b7f/propcache-0.3.2-cp313-cp313-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/f1/8b/544bc867e24e1bd48f3118cecd3b05c694e160a168478fa28770f22fd094/propcache-0.4.1-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: propcache
-  version: 0.3.2
-  sha256: e41671f1594fc4ab0a6dec1351864713cb3a279910ae8b58f884a88a0a632c05
+  version: 0.4.1
+  sha256: d472aeb4fbf9865e0c6d622d7f4d54a4e101a89715d8904282bb5f9a2f476c3f
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/d6/29/1e34000e9766d112171764b9fa3226fa0153ab565d0c242c70e9945318a7/propcache-0.3.2-cp311-cp311-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/f4/78/6cce448e2098e9f3bfc91bb877f06aa24b6ccace872e39c53b2f707c4648/propcache-0.4.1-cp311-cp311-win_amd64.whl
   name: propcache
-  version: 0.3.2
-  sha256: 06766d8f34733416e2e34f46fea488ad5d60726bb9481d3cddf89a6fa2d9603f
+  version: 0.4.1
+  sha256: 364426a62660f3f699949ac8c621aad6977be7126c5807ce48c0aeb8e7333ea6
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/e1/2d/89fe4489a884bc0da0c3278c552bd4ffe06a1ace559db5ef02ef24ab446b/propcache-0.3.2-cp311-cp311-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/f5/ab/f76ec3c3627c883215b5c8080debb4394ef5a7a29be811f786415fc1e6fd/propcache-0.4.1-cp313-cp313-win_amd64.whl
   name: propcache
-  version: 0.3.2
-  sha256: e53af8cb6a781b02d2ea079b5b853ba9430fcbe18a8e3ce647d5982a3ff69f39
+  version: 0.4.1
+  sha256: 381914df18634f5494334d201e98245c0596067504b9372d8cf93f4bb23e025e
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/psutil-7.0.0-py311h49ec1c0_1.conda
-  sha256: 729720d777b14329af411220fd305f78e8914356f963af0053420e1cf5e58a53
-  md5: d30c3f3b089100634f93e97e5ee3aa85
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/psutil?source=hash-mapping
-  size: 483612
-  timestamp: 1755851438911
-- conda: https://conda.anaconda.org/conda-forge/linux-64/psutil-7.0.0-py313h07c4f96_1.conda
-  sha256: 9182273778a10b2a82343c5c1c8b57f4551dd07d9a639585d468f4a7fe5ff1e8
-  md5: 5a7c24c9dc49128731ae565cf598cde4
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/psutil?source=hash-mapping
-  size: 474571
-  timestamp: 1755851494108
-- conda: https://conda.anaconda.org/conda-forge/osx-64/psutil-7.0.0-py311h13e5629_1.conda
-  sha256: ce1b788a4bae81bd2246c7284d620152832b899394259f2f938755e13f3afc6c
-  md5: d69888db150233f54b39919c12070de5
-  depends:
-  - __osx >=10.13
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/psutil?source=hash-mapping
-  size: 490770
-  timestamp: 1755851533700
-- conda: https://conda.anaconda.org/conda-forge/osx-64/psutil-7.0.0-py313h585f44e_1.conda
-  sha256: df943fa46f030b043ca28bd939d7e4110273aa41197080a598da467cbd300c6b
-  md5: a1457ea8cfd6104cea63410320772abc
-  depends:
-  - __osx >=10.13
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/psutil?source=hash-mapping
-  size: 480270
-  timestamp: 1755851507696
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/psutil-7.0.0-py311h3696347_1.conda
-  sha256: c21cd67c4037f232ba539f221839d1bcc7dbcc416d51f821fd319d91b5b61c3b
-  md5: c449b450f0c81bc09e6a59a07adf95a1
-  depends:
-  - __osx >=11.0
-  - python >=3.11,<3.12.0a0
-  - python >=3.11,<3.12.0a0 *_cpython
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/psutil?source=hash-mapping
-  size: 493127
-  timestamp: 1755851546773
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/psutil-7.0.0-py313hcdf3177_1.conda
-  sha256: 4964c94067fdf290d4790095ead992b2a3afb438bff8bd9b51c444d97fb63914
-  md5: 1ce8cf644e210b54665d8e46850d7567
-  depends:
-  - __osx >=11.0
-  - python >=3.13,<3.14.0a0
-  - python >=3.13,<3.14.0a0 *_cp313
-  - python_abi 3.13.* *_cp313
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/psutil?source=hash-mapping
-  size: 484934
-  timestamp: 1755851718841
-- conda: https://conda.anaconda.org/conda-forge/win-64/psutil-7.0.0-py311h3485c13_1.conda
-  sha256: f48c2e47fda7259235f8abb55d219c419df3cc52e2e15ee9ee17da20b86393e5
-  md5: cd66a378835a5da422201faac2c114c7
-  depends:
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/psutil?source=hash-mapping
-  size: 499413
-  timestamp: 1755851559633
-- conda: https://conda.anaconda.org/conda-forge/win-64/psutil-7.0.0-py313h5ea7bf4_1.conda
-  sha256: 9e63542ffd8ac4104cff34e722019fc3eb6eef274c77740eef1d73056c56cade
-  md5: 00c2580acce9c51004818c6981c586d9
-  depends:
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/psutil?source=hash-mapping
-  size: 490305
-  timestamp: 1755851561624
-- conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
-  sha256: a7713dfe30faf17508ec359e0bc7e0983f5d94682492469bd462cdaae9c64d83
-  md5: 7d9daffbb8d8e0af0f769dbbcd173a54
-  depends:
-  - python >=3.9
-  license: ISC
-  purls:
-  - pkg:pypi/ptyprocess?source=hash-mapping
-  size: 19457
-  timestamp: 1733302371990
-- conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
-  sha256: 71bd24600d14bb171a6321d523486f6a06f855e75e547fa0cb2a0953b02047f0
-  md5: 3bfdfb8dbcdc4af1ae3f9a8eb3948f04
-  depends:
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pure-eval?source=hash-mapping
-  size: 16668
-  timestamp: 1733569518868
-- pypi: https://files.pythonhosted.org/packages/a3/17/c476487ba903c7d793db633b4e8ca4a420ae272890302189d9402ba8ff85/py3dmol-2.5.2-py2.py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/38/61/f76959fba841bf5b61123fbf4b650886dc4094c6858008b5bf73d9057216/psutil-7.1.0-cp36-abi3-macosx_11_0_arm64.whl
+  name: psutil
+  version: 7.1.0
+  sha256: 5d007560c8c372efdff9e4579c2846d71de737e4605f611437255e81efcca2c5
+  requires_dist:
+  - pytest ; extra == 'dev'
+  - pytest-instafail ; extra == 'dev'
+  - pytest-subtests ; extra == 'dev'
+  - pytest-xdist ; extra == 'dev'
+  - setuptools ; extra == 'dev'
+  - abi3audit ; extra == 'dev'
+  - black ; extra == 'dev'
+  - check-manifest ; extra == 'dev'
+  - coverage ; extra == 'dev'
+  - packaging ; extra == 'dev'
+  - pylint ; extra == 'dev'
+  - pyperf ; extra == 'dev'
+  - pypinfo ; extra == 'dev'
+  - pytest-cov ; extra == 'dev'
+  - requests ; extra == 'dev'
+  - rstcheck ; extra == 'dev'
+  - ruff ; extra == 'dev'
+  - sphinx ; extra == 'dev'
+  - sphinx-rtd-theme ; extra == 'dev'
+  - toml-sort ; extra == 'dev'
+  - twine ; extra == 'dev'
+  - virtualenv ; extra == 'dev'
+  - vulture ; extra == 'dev'
+  - wheel ; extra == 'dev'
+  - pyreadline ; os_name == 'nt' and extra == 'dev'
+  - pywin32 ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - wheel ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - wmi ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - pytest ; extra == 'test'
+  - pytest-instafail ; extra == 'test'
+  - pytest-subtests ; extra == 'test'
+  - pytest-xdist ; extra == 'test'
+  - setuptools ; extra == 'test'
+  - pywin32 ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  - wheel ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  - wmi ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  requires_python: '>=3.6'
+- pypi: https://files.pythonhosted.org/packages/46/62/ce4051019ee20ce0ed74432dd73a5bb087a6704284a470bb8adff69a0932/psutil-7.1.0-cp36-abi3-macosx_10_9_x86_64.whl
+  name: psutil
+  version: 7.1.0
+  sha256: 76168cef4397494250e9f4e73eb3752b146de1dd950040b29186d0cce1d5ca13
+  requires_dist:
+  - pytest ; extra == 'dev'
+  - pytest-instafail ; extra == 'dev'
+  - pytest-subtests ; extra == 'dev'
+  - pytest-xdist ; extra == 'dev'
+  - setuptools ; extra == 'dev'
+  - abi3audit ; extra == 'dev'
+  - black ; extra == 'dev'
+  - check-manifest ; extra == 'dev'
+  - coverage ; extra == 'dev'
+  - packaging ; extra == 'dev'
+  - pylint ; extra == 'dev'
+  - pyperf ; extra == 'dev'
+  - pypinfo ; extra == 'dev'
+  - pytest-cov ; extra == 'dev'
+  - requests ; extra == 'dev'
+  - rstcheck ; extra == 'dev'
+  - ruff ; extra == 'dev'
+  - sphinx ; extra == 'dev'
+  - sphinx-rtd-theme ; extra == 'dev'
+  - toml-sort ; extra == 'dev'
+  - twine ; extra == 'dev'
+  - virtualenv ; extra == 'dev'
+  - vulture ; extra == 'dev'
+  - wheel ; extra == 'dev'
+  - pyreadline ; os_name == 'nt' and extra == 'dev'
+  - pywin32 ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - wheel ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - wmi ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - pytest ; extra == 'test'
+  - pytest-instafail ; extra == 'test'
+  - pytest-subtests ; extra == 'test'
+  - pytest-xdist ; extra == 'test'
+  - setuptools ; extra == 'test'
+  - pywin32 ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  - wheel ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  - wmi ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  requires_python: '>=3.6'
+- pypi: https://files.pythonhosted.org/packages/9d/de/04c8c61232f7244aa0a4b9a9fbd63a89d5aeaf94b2fc9d1d16e2faa5cbb0/psutil-7.1.0-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  name: psutil
+  version: 7.1.0
+  sha256: 8c70e113920d51e89f212dd7be06219a9b88014e63a4cec69b684c327bc474e3
+  requires_dist:
+  - pytest ; extra == 'dev'
+  - pytest-instafail ; extra == 'dev'
+  - pytest-subtests ; extra == 'dev'
+  - pytest-xdist ; extra == 'dev'
+  - setuptools ; extra == 'dev'
+  - abi3audit ; extra == 'dev'
+  - black ; extra == 'dev'
+  - check-manifest ; extra == 'dev'
+  - coverage ; extra == 'dev'
+  - packaging ; extra == 'dev'
+  - pylint ; extra == 'dev'
+  - pyperf ; extra == 'dev'
+  - pypinfo ; extra == 'dev'
+  - pytest-cov ; extra == 'dev'
+  - requests ; extra == 'dev'
+  - rstcheck ; extra == 'dev'
+  - ruff ; extra == 'dev'
+  - sphinx ; extra == 'dev'
+  - sphinx-rtd-theme ; extra == 'dev'
+  - toml-sort ; extra == 'dev'
+  - twine ; extra == 'dev'
+  - virtualenv ; extra == 'dev'
+  - vulture ; extra == 'dev'
+  - wheel ; extra == 'dev'
+  - pyreadline ; os_name == 'nt' and extra == 'dev'
+  - pywin32 ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - wheel ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - wmi ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - pytest ; extra == 'test'
+  - pytest-instafail ; extra == 'test'
+  - pytest-subtests ; extra == 'test'
+  - pytest-xdist ; extra == 'test'
+  - setuptools ; extra == 'test'
+  - pywin32 ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  - wheel ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  - wmi ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  requires_python: '>=3.6'
+- pypi: https://files.pythonhosted.org/packages/bf/e9/b44c4f697276a7a95b8e94d0e320a7bf7f3318521b23de69035540b39838/psutil-7.1.0-cp37-abi3-win_amd64.whl
+  name: psutil
+  version: 7.1.0
+  sha256: 57f5e987c36d3146c0dd2528cd42151cf96cd359b9d67cfff836995cc5df9a3d
+  requires_dist:
+  - pytest ; extra == 'dev'
+  - pytest-instafail ; extra == 'dev'
+  - pytest-subtests ; extra == 'dev'
+  - pytest-xdist ; extra == 'dev'
+  - setuptools ; extra == 'dev'
+  - abi3audit ; extra == 'dev'
+  - black ; extra == 'dev'
+  - check-manifest ; extra == 'dev'
+  - coverage ; extra == 'dev'
+  - packaging ; extra == 'dev'
+  - pylint ; extra == 'dev'
+  - pyperf ; extra == 'dev'
+  - pypinfo ; extra == 'dev'
+  - pytest-cov ; extra == 'dev'
+  - requests ; extra == 'dev'
+  - rstcheck ; extra == 'dev'
+  - ruff ; extra == 'dev'
+  - sphinx ; extra == 'dev'
+  - sphinx-rtd-theme ; extra == 'dev'
+  - toml-sort ; extra == 'dev'
+  - twine ; extra == 'dev'
+  - virtualenv ; extra == 'dev'
+  - vulture ; extra == 'dev'
+  - wheel ; extra == 'dev'
+  - pyreadline ; os_name == 'nt' and extra == 'dev'
+  - pywin32 ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - wheel ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - wmi ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'dev'
+  - pytest ; extra == 'test'
+  - pytest-instafail ; extra == 'test'
+  - pytest-subtests ; extra == 'test'
+  - pytest-xdist ; extra == 'test'
+  - setuptools ; extra == 'test'
+  - pywin32 ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  - wheel ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  - wmi ; os_name == 'nt' and platform_python_implementation != 'PyPy' and extra == 'test'
+  requires_python: '>=3.6'
+- pypi: https://files.pythonhosted.org/packages/22/a6/858897256d0deac81a172289110f31629fc4cee19b6f01283303e18c8db3/ptyprocess-0.7.0-py2.py3-none-any.whl
+  name: ptyprocess
+  version: 0.7.0
+  sha256: 4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35
+- pypi: https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl
+  name: pure-eval
+  version: 0.2.3
+  sha256: 1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0
+  requires_dist:
+  - pytest ; extra == 'tests'
+- pypi: https://files.pythonhosted.org/packages/f6/f0/10642828a8dfb741e5f3fbaac830550a518a775c7fff6f04a007259b0548/py-1.11.0-py2.py3-none-any.whl
+  name: py
+  version: 1.11.0
+  sha256: 607c53218732647dff4acdfcd50cb62615cedf612e72d1724fb1a0cc6405b378
+  requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*'
+- pypi: https://files.pythonhosted.org/packages/0b/a6/e2e8535d8146bce05de6e0ecf1099a7e2887d840ae2a7b3a09385543fd02/py3dmol-2.5.3-py2.py3-none-any.whl
   name: py3dmol
-  version: 2.5.2
-  sha256: b921940ff046cf7ca008a249cbd5debec561dcf337f1e5f3df7ac5d4a1954e8e
+  version: 2.5.3
+  sha256: 5c1c9ee40bda82b91978e75f3c144be5b90cdf472e765bcef4890db76cc8f843
   requires_dist:
   - ipython ; extra == 'ipython'
 - pypi: https://files.pythonhosted.org/packages/5c/a5/a8c7562ec39f2647245b52ea4aeb13b5b125b3f48c0c152e9ebce7047a0a/pycifrw-5.0.1-cp313-cp313-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
@@ -8355,221 +8532,124 @@ packages:
 - pypi: https://files.pythonhosted.org/packages/9f/9b/50835e8fd86073fa7aa921df61b4cebc1f0ff400e4338541675cb72b5507/pycifrw-5.0.1-cp313-cp313-win_amd64.whl
   name: pycifrw
   version: 5.0.1
-  sha256: 8632df76b99932408ab432e09b30aa9a6c390df884a5f34f1e1f76201e625156
-  requires_dist:
-  - prettytable
-  - ply
-  - numpy
-- pypi: https://files.pythonhosted.org/packages/f5/5c/b999ea3e64981018d52846b9b69193fa581a70cd255912cb6962a33a666a/pycifrw-5.0.1-cp311-cp311-macosx_11_0_arm64.whl
-  name: pycifrw
-  version: 5.0.1
-  sha256: 9f200aae9d7cf9c8857326587ee949dad9de8480f38d98ac6d6ee2dff5ab2308
-  requires_dist:
-  - prettytable
-  - ply
-  - numpy
-- pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
-  name: pycifstar
-  version: 0.3.0
-  sha256: 5892fdf16c83372ee5f32557127d5f36e14b0bbe520883a4e2e70365382f70ed
-- conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
-  sha256: 79db7928d13fab2d892592223d7570f5061c192f27b9febd1a418427b719acc6
-  md5: 12c566707c80111f9799308d9e265aef
-  depends:
-  - python >=3.9
-  - python
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pycparser?source=hash-mapping
-  size: 110100
-  timestamp: 1733195786147
-- conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
-  sha256: 5577623b9f6685ece2697c6eb7511b4c9ac5fb607c9babc2646c811b428fd46a
-  md5: 6b6ece66ebcae2d5f326c77ef2c5a066
-  depends:
-  - python >=3.9
-  license: BSD-2-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pygments?source=hash-mapping
-  size: 889287
-  timestamp: 1750615908735
-- conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-core-11.1-py311h2f44256_1.conda
-  sha256: d0800d251981e3d124bd960e799dd0c56e8b16cd1c6fb99a32990d62f492d754
-  md5: 840b246b6b86c37321e79ca56518273f
-  depends:
-  - __osx >=10.13
-  - libffi >=3.4.6,<3.5.0a0
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  - setuptools
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyobjc-core?source=hash-mapping
-  size: 486295
-  timestamp: 1756813198835
-- conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-core-11.1-py313h6971d95_1.conda
-  sha256: b71f6977e3dab2220530b15c8567da173db739be24badc2144d7da4d1755ca9c
-  md5: c6a63b6715af2ba52cc730a77f79e946
-  depends:
-  - __osx >=10.13
-  - libffi >=3.4.6,<3.5.0a0
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - setuptools
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyobjc-core?source=hash-mapping
-  size: 488771
-  timestamp: 1756813420666
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-core-11.1-py311hf0763de_1.conda
-  sha256: c5cbb88710d690ae2f571037708026abb8f15de1a4d764e4b825aaad6c4549c8
-  md5: 8c42827190081e9c29a1007454890067
-  depends:
-  - __osx >=11.0
-  - libffi >=3.4.6,<3.5.0a0
-  - python >=3.11,<3.12.0a0
-  - python >=3.11,<3.12.0a0 *_cpython
-  - python_abi 3.11.* *_cp311
-  - setuptools
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyobjc-core?source=hash-mapping
-  size: 477833
-  timestamp: 1756813465248
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-core-11.1-py313had225c5_1.conda
-  sha256: 9d4d32942bb2b11141836dadcebd7f54b60837447bc7eef3a9ad01a8adc11547
-  md5: 60277e90c6cd9972a9e53f812e5ce83f
-  depends:
-  - __osx >=11.0
-  - libffi >=3.4.6,<3.5.0a0
-  - python >=3.13,<3.14.0a0
-  - python >=3.13,<3.14.0a0 *_cp313
-  - python_abi 3.13.* *_cp313
-  - setuptools
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyobjc-core?source=hash-mapping
-  size: 478509
-  timestamp: 1756813300773
-- conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-framework-cocoa-11.1-py311hbc8e8a3_1.conda
-  sha256: 71394c6e3f77898e856dab863f283e92f65b03e02e12fcf228bd3715a3459431
-  md5: ab2c871073a077d149d6da6d03d10e44
-  depends:
-  - __osx >=10.13
-  - libffi >=3.4.6,<3.5.0a0
-  - pyobjc-core 11.1.*
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyobjc-framework-cocoa?source=hash-mapping
-  size: 385837
-  timestamp: 1756824131805
-- conda: https://conda.anaconda.org/conda-forge/osx-64/pyobjc-framework-cocoa-11.1-py313h55ae1d7_1.conda
-  sha256: 1ae4eb045d62e94e842b803d7d1c1da0ac08cc0b14aeda96196b2f820fcba511
-  md5: 15f9b82c8a6cbbf05e136adca38864b0
-  depends:
-  - __osx >=10.13
-  - libffi >=3.4.6,<3.5.0a0
-  - pyobjc-core 11.1.*
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyobjc-framework-cocoa?source=hash-mapping
-  size: 382649
-  timestamp: 1756824068318
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-framework-cocoa-11.1-py311hc5b188e_1.conda
-  sha256: 62db0aa2d3a23ae2ca2c28f2c462e63c0911903169c72a139a9e659e3ed02b19
-  md5: ee9a511c6ffa04ac806bd2987b2b093d
-  depends:
-  - __osx >=11.0
-  - libffi >=3.4.6,<3.5.0a0
-  - pyobjc-core 11.1.*
-  - python >=3.11,<3.12.0a0
-  - python >=3.11,<3.12.0a0 *_cpython
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyobjc-framework-cocoa?source=hash-mapping
-  size: 387176
-  timestamp: 1756824223349
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyobjc-framework-cocoa-11.1-py313h4e140e3_1.conda
-  sha256: 139322c875d35199836802fc545b814ffb2001af2cee956b9da4d2fc7d3aec45
-  md5: 1057463a9f16501716f978534aa2d838
-  depends:
-  - __osx >=11.0
-  - libffi >=3.4.6,<3.5.0a0
-  - pyobjc-core 11.1.*
-  - python >=3.13,<3.14.0a0
-  - python >=3.13,<3.14.0a0 *_cp313
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyobjc-framework-cocoa?source=hash-mapping
-  size: 381682
-  timestamp: 1756824258635
-- pypi: https://files.pythonhosted.org/packages/53/b8/fbab973592e23ae313042d450fc26fa24282ebffba21ba373786e1ce63b4/pyparsing-3.2.4-py3-none-any.whl
+  sha256: 8632df76b99932408ab432e09b30aa9a6c390df884a5f34f1e1f76201e625156
+  requires_dist:
+  - prettytable
+  - ply
+  - numpy
+- pypi: https://files.pythonhosted.org/packages/f5/5c/b999ea3e64981018d52846b9b69193fa581a70cd255912cb6962a33a666a/pycifrw-5.0.1-cp311-cp311-macosx_11_0_arm64.whl
+  name: pycifrw
+  version: 5.0.1
+  sha256: 9f200aae9d7cf9c8857326587ee949dad9de8480f38d98ac6d6ee2dff5ab2308
+  requires_dist:
+  - prettytable
+  - ply
+  - numpy
+- pypi: https://files.pythonhosted.org/packages/78/3c/2a612b95ddbb9a6bdcb47b7a93c4884f74c6ff22356b2f7b213b16e65c35/pycifstar-0.3.0.tar.gz
+  name: pycifstar
+  version: 0.3.0
+  sha256: 5892fdf16c83372ee5f32557127d5f36e14b0bbe520883a4e2e70365382f70ed
+- pypi: https://files.pythonhosted.org/packages/d7/27/a58ddaf8c588a3ef080db9d0b7e0b97215cee3a45df74f3a94dbbf5c893a/pycodestyle-2.14.0-py2.py3-none-any.whl
+  name: pycodestyle
+  version: 2.14.0
+  sha256: dd6bf7cb4ee77f8e016f9c8e74a35ddd9f67e1d5fd4184d86c3b98e07099f42d
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/a0/e3/59cd50310fc9b59512193629e1984c1f95e5c8ae6e5d8c69532ccc65a7fe/pycparser-2.23-py3-none-any.whl
+  name: pycparser
+  version: '2.23'
+  sha256: e5c6e8d3fbad53479cab09ac03729e0a9faf2bee3db8208a550daf5af81a5934
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl
+  name: pygments
+  version: 2.19.2
+  sha256: 86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b
+  requires_dist:
+  - colorama>=0.4.6 ; extra == 'windows-terminal'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/e4/06/43084e6cbd4b3bc0e80f6be743b2e79fbc6eed8de9ad8c629939fa55d972/pymdown_extensions-10.16.1-py3-none-any.whl
+  name: pymdown-extensions
+  version: 10.16.1
+  sha256: d6ba157a6c03146a7fb122b2b9a121300056384eafeec9c9f9e584adfdb2a32d
+  requires_dist:
+  - markdown>=3.6
+  - pyyaml
+  - pygments>=2.19.1 ; extra == 'extra'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/10/5e/1aa9a93198c6b64513c9d7752de7422c06402de6600a8767da1524f9570b/pyparsing-3.2.5-py3-none-any.whl
   name: pyparsing
-  version: 3.2.4
-  sha256: 91d0fcde680d42cd031daf3a6ba20da3107e08a75de50da58360e7d94ab24d36
+  version: 3.2.5
+  sha256: e38a4f02064cf41fe6593d328d0512495ad1f3d8a91c4f73fc401b3079a59a5e
   requires_dist:
   - railroad-diagrams ; extra == 'diagrams'
   - jinja2 ; extra == 'diagrams'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyh09c184e_7.conda
-  sha256: d016e04b0e12063fbee4a2d5fbb9b39a8d191b5a0042f0b8459188aedeabb0ca
-  md5: e2fd202833c4a981ce8a65974fe4abd1
-  depends:
-  - __win
-  - python >=3.9
-  - win_inet_pton
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pysocks?source=hash-mapping
-  size: 21784
-  timestamp: 1733217448189
-- conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
-  sha256: ba3b032fa52709ce0d9fd388f63d330a026754587a2f461117cac9ab73d8d0d8
-  md5: 461219d1a5bd61342293efa2c0c90eac
-  depends:
-  - __unix
-  - python >=3.9
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pysocks?source=hash-mapping
-  size: 21085
-  timestamp: 1733217331982
-- conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.11.13-h9e4cc4f_0_cpython.conda
-  sha256: 9979a7d4621049388892489267139f1aa629b10c26601ba5dce96afc2b1551d4
-  md5: 8c399445b6dc73eab839659e6c7b5ad1
+- pypi: https://files.pythonhosted.org/packages/bd/24/12818598c362d7f300f18e74db45963dbcb85150324092410c8b49405e42/pyproject_hooks-1.2.0-py3-none-any.whl
+  name: pyproject-hooks
+  version: 1.2.0
+  sha256: 9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/a8/a4/20da314d277121d6534b3a980b29035dcd51e6744bd79075a6ce8fa4eb8d/pytest-8.4.2-py3-none-any.whl
+  name: pytest
+  version: 8.4.2
+  sha256: 872f880de3fc3a5bdc88a11b39c9710c3497a547cfa9320bc3c5e62fbf272e79
+  requires_dist:
+  - colorama>=0.4 ; sys_platform == 'win32'
+  - exceptiongroup>=1 ; python_full_version < '3.11'
+  - iniconfig>=1
+  - packaging>=20
+  - pluggy>=1.5,<2
+  - pygments>=2.7.2
+  - tomli>=1 ; python_full_version < '3.11'
+  - argcomplete ; extra == 'dev'
+  - attrs>=19.2 ; extra == 'dev'
+  - hypothesis>=3.56 ; extra == 'dev'
+  - mock ; extra == 'dev'
+  - requests ; extra == 'dev'
+  - setuptools ; extra == 'dev'
+  - xmlschema ; extra == 'dev'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/ee/49/1377b49de7d0c1ce41292161ea0f721913fa8722c19fb9c1e3aa0367eecb/pytest_cov-7.0.0-py3-none-any.whl
+  name: pytest-cov
+  version: 7.0.0
+  sha256: 3b8e9558b16cc1479da72058bdecf8073661c7f57f7d3c5f22a1c23507f2d861
+  requires_dist:
+  - coverage[toml]>=7.10.6
+  - pluggy>=1.2
+  - pytest>=7
+  - process-tests ; extra == 'testing'
+  - pytest-xdist ; extra == 'testing'
+  - virtualenv ; extra == 'testing'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/ca/31/d4e37e9e550c2b92a9cbc2e4d0b7420a27224968580b5a447f420847c975/pytest_xdist-3.8.0-py3-none-any.whl
+  name: pytest-xdist
+  version: 3.8.0
+  sha256: 202ca578cfeb7370784a8c33d6d05bc6e13b4f25b5053c30a152269fd10f0b88
+  requires_dist:
+  - execnet>=2.1
+  - pytest>=7.0.0
+  - filelock ; extra == 'testing'
+  - psutil>=3.0 ; extra == 'psutil'
+  - setproctitle ; extra == 'setproctitle'
+  requires_python: '>=3.9'
+- conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.11.14-hfe2f287_1_cpython.conda
+  build_number: 1
+  sha256: 6515ef4018fda2826570f6f5c068e26dbd3e41a8b642f052c346812b3af28789
+  md5: e87c753e04bffcda4cbfde7d052c1f7a
   depends:
   - __glibc >=2.17,<3.0.a0
   - bzip2 >=1.0.8,<2.0a0
   - ld_impl_linux-64 >=2.36.1
-  - libexpat >=2.7.0,<3.0a0
+  - libexpat >=2.7.1,<3.0a0
   - libffi >=3.4.6,<3.5.0a0
-  - libgcc >=13
+  - libgcc >=14
   - liblzma >=5.8.1,<6.0a0
   - libnsl >=2.0.1,<2.1.0a0
-  - libsqlite >=3.50.0,<4.0a0
-  - libuuid >=2.38.1,<3.0a0
+  - libsqlite >=3.50.4,<4.0a0
+  - libuuid >=2.41.2,<3.0a0
   - libxcrypt >=4.4.36
   - libzlib >=1.3.1,<2.0a0
   - ncurses >=6.5,<7.0a0
-  - openssl >=3.5.0,<4.0a0
+  - openssl >=3.5.4,<4.0a0
   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
@@ -8577,12 +8657,12 @@ packages:
   - python_abi 3.11.* *_cp311
   license: Python-2.0
   purls: []
-  size: 30629559
-  timestamp: 1749050021812
-- conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.7-h2b335a9_100_cp313.conda
-  build_number: 100
-  sha256: 16cc30a5854f31ca6c3688337d34e37a79cdc518a06375fe3482ea8e2d6b34c8
-  md5: 724dcf9960e933838247971da07fe5cf
+  size: 30812188
+  timestamp: 1760365816536
+- conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.13.8-h2b335a9_101_cp313.conda
+  build_number: 101
+  sha256: b429867f0faf5b9b71e2ebdbe8fedd6f84f4ba53fd2010a1f1458e1e1a038b98
+  md5: ae8cf86b9140c7b6a6593a582a8eab8a
   depends:
   - __glibc >=2.17,<3.0.a0
   - bzip2 >=1.0.8,<2.0a0
@@ -8593,32 +8673,33 @@ packages:
   - liblzma >=5.8.1,<6.0a0
   - libmpdec >=4.0.0,<5.0a0
   - libsqlite >=3.50.4,<4.0a0
-  - libuuid >=2.38.1,<3.0a0
+  - libuuid >=2.41.2,<3.0a0
   - libzlib >=1.3.1,<2.0a0
   - ncurses >=6.5,<7.0a0
-  - openssl >=3.5.2,<4.0a0
+  - openssl >=3.5.4,<4.0a0
   - python_abi 3.13.* *_cp313
   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
   license: Python-2.0
   purls: []
-  size: 33583088
-  timestamp: 1756911465277
+  size: 37149783
+  timestamp: 1760366432739
   python_site_packages_path: lib/python3.13/site-packages
-- conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.11.13-h9ccd52b_0_cpython.conda
-  sha256: d8e15db837c10242658979bc475298059bd6615524f2f71365ab8e54fbfea43c
-  md5: 6e28c31688c6f1fdea3dc3d48d33e1c0
+- conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.11.14-h3999593_1_cpython.conda
+  build_number: 1
+  sha256: 42a5106ae9f2a745f258ca187f811da1736e5d2f39ce33df200b00a34cfb47e6
+  md5: 30383eebcafb2bdb3f1f039f7d79fb6e
   depends:
   - __osx >=10.13
   - bzip2 >=1.0.8,<2.0a0
-  - libexpat >=2.7.0,<3.0a0
+  - libexpat >=2.7.1,<3.0a0
   - libffi >=3.4.6,<3.5.0a0
   - liblzma >=5.8.1,<6.0a0
-  - libsqlite >=3.50.0,<4.0a0
+  - libsqlite >=3.50.4,<4.0a0
   - libzlib >=1.3.1,<2.0a0
   - ncurses >=6.5,<7.0a0
-  - openssl >=3.5.0,<4.0a0
+  - openssl >=3.5.4,<4.0a0
   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
@@ -8626,12 +8707,12 @@ packages:
   - python_abi 3.11.* *_cp311
   license: Python-2.0
   purls: []
-  size: 15423460
-  timestamp: 1749049420299
-- conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.7-h5eba815_100_cp313.conda
-  build_number: 100
-  sha256: 581e4db7462c383fbb64d295a99a3db73217f8c24781cbe7ab583ff9d0305968
-  md5: 1759e1c9591755521bd50489756a599d
+  size: 15565919
+  timestamp: 1760366149530
+- conda: https://conda.anaconda.org/conda-forge/osx-64/python-3.13.8-h2bd861f_101_cp313.conda
+  build_number: 101
+  sha256: 1e127a5a1b35e4f8187d9810f7eaf00993cc6854b7cf6b38245d4f5c63f7522a
+  md5: 90ec169b37f0e65c5ccceeb7a00d5696
   depends:
   - __osx >=10.13
   - bzip2 >=1.0.8,<2.0a0
@@ -8642,29 +8723,30 @@ packages:
   - libsqlite >=3.50.4,<4.0a0
   - libzlib >=1.3.1,<2.0a0
   - ncurses >=6.5,<7.0a0
-  - openssl >=3.5.2,<4.0a0
+  - openssl >=3.5.4,<4.0a0
   - python_abi 3.13.* *_cp313
   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
   license: Python-2.0
   purls: []
-  size: 12575616
-  timestamp: 1756911460182
+  size: 17462902
+  timestamp: 1760366920956
   python_site_packages_path: lib/python3.13/site-packages
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.11.13-hc22306f_0_cpython.conda
-  sha256: 2c966293ef9e97e66b55747c7a97bc95ba0311ac1cf0d04be4a51aafac60dcb1
-  md5: 95facc4683b7b3b9cf8ae0ed10f30dce
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.11.14-hec0b533_1_cpython.conda
+  build_number: 1
+  sha256: f1fc90c0929f744d0db11d1247cd97632134494cea2a99fa24996ad928e904a8
+  md5: 64d46fd57bf5b2793f75fceb6f3b6189
   depends:
   - __osx >=11.0
   - bzip2 >=1.0.8,<2.0a0
-  - libexpat >=2.7.0,<3.0a0
+  - libexpat >=2.7.1,<3.0a0
   - libffi >=3.4.6,<3.5.0a0
   - liblzma >=5.8.1,<6.0a0
-  - libsqlite >=3.50.0,<4.0a0
+  - libsqlite >=3.50.4,<4.0a0
   - libzlib >=1.3.1,<2.0a0
   - ncurses >=6.5,<7.0a0
-  - openssl >=3.5.0,<4.0a0
+  - openssl >=3.5.4,<4.0a0
   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
@@ -8672,12 +8754,12 @@ packages:
   - python_abi 3.11.* *_cp311
   license: Python-2.0
   purls: []
-  size: 14573820
-  timestamp: 1749048947732
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.7-h5c937ed_100_cp313.conda
-  build_number: 100
-  sha256: b9776cc330fa4836171a42e0e9d9d3da145d7702ba6ef9fad45e94f0f016eaef
-  md5: 445d057271904b0e21e14b1fa1d07ba5
+  size: 14794480
+  timestamp: 1760366123572
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.13.8-h09175d0_101_cp313.conda
+  build_number: 101
+  sha256: 5ff88415341058814a035375a6d9a0616769e280eebf72cddf8a8a426f572cec
+  md5: 71824735260cf57df846eb88aeb4fd99
   depends:
   - __osx >=11.0
   - bzip2 >=1.0.8,<2.0a0
@@ -8688,42 +8770,43 @@ packages:
   - libsqlite >=3.50.4,<4.0a0
   - libzlib >=1.3.1,<2.0a0
   - ncurses >=6.5,<7.0a0
-  - openssl >=3.5.2,<4.0a0
+  - openssl >=3.5.4,<4.0a0
   - python_abi 3.13.* *_cp313
   - readline >=8.2,<9.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
   license: Python-2.0
   purls: []
-  size: 11926240
-  timestamp: 1756909724811
+  size: 12026833
+  timestamp: 1760366828517
   python_site_packages_path: lib/python3.13/site-packages
-- conda: https://conda.anaconda.org/conda-forge/win-64/python-3.11.13-h3f84c4b_0_cpython.conda
-  sha256: 723dbca1384f30bd2070f77dd83eefd0e8d7e4dda96ac3332fbf8fe5573a8abb
-  md5: bedbb6f7bb654839719cd528f9b298ad
+- conda: https://conda.anaconda.org/conda-forge/win-64/python-3.11.14-h30ce641_1_cpython.conda
+  build_number: 1
+  sha256: a2e3daeccf06a6271d32d99e851a56fd938d913d2bc7a21eaa8f8219f20cd5a6
+  md5: 0213e004a0cddcdc9618fa141294db39
   depends:
   - bzip2 >=1.0.8,<2.0a0
-  - libexpat >=2.7.0,<3.0a0
+  - libexpat >=2.7.1,<3.0a0
   - libffi >=3.4.6,<3.5.0a0
   - liblzma >=5.8.1,<6.0a0
-  - libsqlite >=3.50.0,<4.0a0
+  - libsqlite >=3.50.4,<4.0a0
   - libzlib >=1.3.1,<2.0a0
-  - openssl >=3.5.0,<4.0a0
+  - openssl >=3.5.4,<4.0a0
   - tk >=8.6.13,<8.7.0a0
   - tzdata
   - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
+  - vc >=14.3,<15
+  - vc14_runtime >=14.44.35208
   constrains:
   - python_abi 3.11.* *_cp311
   license: Python-2.0
   purls: []
-  size: 18242669
-  timestamp: 1749048351218
-- conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.7-hdf00ec1_100_cp313.conda
-  build_number: 100
-  sha256: b86b5b3a960de2fff0bb7e0932b50846b22b75659576a257b1872177aab444cd
-  md5: 7cd6ebd1a32d4a5d99f8f8300c2029d5
+  size: 18568514
+  timestamp: 1760364337404
+- conda: https://conda.anaconda.org/conda-forge/win-64/python-3.13.8-hdf00ec1_101_cp313.conda
+  build_number: 101
+  sha256: 944fcdc88b452972a829a70f115e24c120bc573d6a34810e0a418c1ddcd73553
+  md5: ce6c7617eccf6671a93c867c37cd8fa4
   depends:
   - bzip2 >=1.0.8,<2.0a0
   - libexpat >=2.7.1,<3.0a0
@@ -8732,7 +8815,7 @@ packages:
   - libmpdec >=4.0.0,<5.0a0
   - libsqlite >=3.50.4,<4.0a0
   - libzlib >=1.3.1,<2.0a0
-  - openssl >=3.5.2,<4.0a0
+  - openssl >=3.5.4,<4.0a0
   - python_abi 3.13.* *_cp313
   - tk >=8.6.13,<8.7.0a0
   - tzdata
@@ -8741,26 +8824,20 @@ packages:
   - vc14_runtime >=14.44.35208
   license: Python-2.0
   purls: []
-  size: 16386672
-  timestamp: 1756909324921
+  size: 16639232
+  timestamp: 1760364470278
   python_site_packages_path: Lib/site-packages
-- conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
-  sha256: d6a17ece93bbd5139e02d2bd7dbfa80bee1a4261dced63f65f679121686bf664
-  md5: 5b8d21249ff20967101ffa321cab24e8
-  depends:
-  - python >=3.9
-  - six >=1.5
-  - python
-  license: Apache-2.0
-  license_family: APACHE
-  purls:
-  - pkg:pypi/python-dateutil?source=hash-mapping
-  size: 233310
-  timestamp: 1751104122689
-- pypi: https://files.pythonhosted.org/packages/0c/fa/df59acedf7bbb937f69174d00f921a7b93aa5a5f5c17d05296c814fff6fc/python_engineio-4.12.2-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/ec/57/56b9bcc3c9c6a792fcbaf139543cee77261f3651ca9da0c93f5c1221264b/python_dateutil-2.9.0.post0-py2.py3-none-any.whl
+  name: python-dateutil
+  version: 2.9.0.post0
+  sha256: a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
+  requires_dist:
+  - six>=1.5
+  requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*'
+- pypi: https://files.pythonhosted.org/packages/d8/f0/c5aa0a69fd9326f013110653543f36ece4913c17921f3e1dbd78e1b423ee/python_engineio-4.12.3-py3-none-any.whl
   name: python-engineio
-  version: 4.12.2
-  sha256: 8218ab66950e179dfec4b4bbb30aecf3f5d86f5e58e6fc1aa7fde2c698b2804f
+  version: 4.12.3
+  sha256: 7c099abb2a27ea7ab429c04da86ab2d82698cdd6c52406cb73766fe454feb7e1
   requires_dist:
   - simple-websocket>=0.10.0
   - requests>=2.21.0 ; extra == 'client'
@@ -8768,62 +8845,45 @@ packages:
   - aiohttp>=3.4 ; extra == 'asyncio-client'
   - sphinx ; extra == 'docs'
   requires_python: '>=3.6'
-- conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
-  sha256: df9aa74e9e28e8d1309274648aac08ec447a92512c33f61a8de0afa9ce32ebe8
-  md5: 23029aae904a2ba587daba708208012f
-  depends:
-  - python >=3.9
-  - python
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/fastjsonschema?source=hash-mapping
-  size: 244628
-  timestamp: 1755304154927
-- conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.13.7-h4df99d1_100.conda
-  sha256: 109794a80cf31450903522e2613b6d760ae4655e65d6fff68467934fbe297ea1
-  md5: 47a123ca8e727d886a2c6d0c71658f8c
-  depends:
-  - cpython 3.13.7.*
-  - python_abi * *_cp313
-  license: Python-2.0
-  purls: []
-  size: 48178
-  timestamp: 1756909461701
-- conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
-  sha256: 4790787fe1f4e8da616edca4acf6a4f8ed4e7c6967aa31b920208fc8f95efcca
-  md5: a61bf9ec79426938ff785eb69dbb1960
-  depends:
-  - python >=3.6
-  license: BSD-2-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/python-json-logger?source=hash-mapping
-  size: 13383
-  timestamp: 1677079727691
-- pypi: https://files.pythonhosted.org/packages/3c/32/b4fb8585d1be0f68bde7e110dffbcf354915f77ad8c778563f0ad9655c02/python_socketio-5.13.0-py3-none-any.whl
+- pypi: https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl
+  name: python-json-logger
+  version: 4.0.0
+  sha256: af09c9daf6a813aa4cc7180395f50f2a9e5fa056034c9953aec92e381c5ba1e2
+  requires_dist:
+  - typing-extensions ; python_full_version < '3.10'
+  - orjson ; implementation_name != 'pypy' and extra == 'dev'
+  - msgspec ; implementation_name != 'pypy' and extra == 'dev'
+  - validate-pyproject[all] ; extra == 'dev'
+  - black ; extra == 'dev'
+  - pylint ; extra == 'dev'
+  - mypy ; extra == 'dev'
+  - pytest ; extra == 'dev'
+  - freezegun ; extra == 'dev'
+  - backports-zoneinfo ; python_full_version < '3.9' and extra == 'dev'
+  - tzdata ; extra == 'dev'
+  - build ; extra == 'dev'
+  - mkdocs ; extra == 'dev'
+  - mkdocs-material>=8.5 ; extra == 'dev'
+  - mkdocs-awesome-pages-plugin ; extra == 'dev'
+  - mdx-truly-sane-lists ; extra == 'dev'
+  - mkdocstrings[python] ; extra == 'dev'
+  - mkdocs-gen-files ; extra == 'dev'
+  - mkdocs-literate-nav ; extra == 'dev'
+  - mike ; extra == 'dev'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/d7/5b/821733876bad200638237d1cab671b46cfdafb73c0b4094f59c5947155ae/python_socketio-5.14.2-py3-none-any.whl
   name: python-socketio
-  version: 5.13.0
-  sha256: 51f68d6499f2df8524668c24bcec13ba1414117cfb3a90115c559b601ab10caf
+  version: 5.14.2
+  sha256: d7133f040ac7ba540f9a907cb4c36d6c4d1d54eb35e482aad9d45c22fca10654
   requires_dist:
   - bidict>=0.21.0
   - python-engineio>=4.11.0
   - requests>=2.21.0 ; extra == 'client'
   - websocket-client>=0.54.0 ; extra == 'client'
   - aiohttp>=3.4 ; extra == 'asyncio-client'
+  - tox ; extra == 'dev'
   - sphinx ; extra == 'docs'
   requires_python: '>=3.8'
-- conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.11-8_cp311.conda
-  build_number: 8
-  sha256: fddf123692aa4b1fc48f0471e346400d9852d96eeed77dbfdd746fa50a8ff894
-  md5: 8fcb6b0e2161850556231336dae58358
-  constrains:
-  - python 3.11.* *_cpython
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 7003
-  timestamp: 1752805919375
 - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.13-8_cp313.conda
   build_number: 8
   sha256: 210bffe7b121e651419cb196a2a63687b087497595c9be9d20ebe97dd06060a7
@@ -8835,344 +8895,126 @@ packages:
   purls: []
   size: 7002
   timestamp: 1752805902938
-- conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
-  sha256: 8d2a8bf110cc1fc3df6904091dead158ba3e614d8402a83e51ed3a8aa93cdeb0
-  md5: bc8e3267d44011051f2eb14d22fb0960
-  depends:
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pytz?source=hash-mapping
-  size: 189015
-  timestamp: 1742920947249
-- conda: https://conda.anaconda.org/conda-forge/win-64/pywin32-311-py311hefeebc8_1.conda
-  sha256: e3ef7e0cc53111ab81b8a9dd3eabc1374d7420d4c9fce3c8631e73310203ad55
-  md5: c1cfe9f5d8e278cc4d2d4c7b0126634d
-  depends:
-  - python
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - python_abi 3.11.* *_cp311
-  license: PSF-2.0
-  license_family: PSF
-  purls:
-  - pkg:pypi/pywin32?source=hash-mapping
-  size: 6729388
-  timestamp: 1756487145061
-- conda: https://conda.anaconda.org/conda-forge/win-64/pywin32-311-py313h40c08fc_1.conda
-  sha256: 87eaeb79b5961e0f216aa840bc35d5f0b9b123acffaecc4fda4de48891901f20
-  md5: 1ce4f826332dca56c76a5b0cc89fb19e
-  depends:
-  - python
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - python_abi 3.13.* *_cp313
-  license: PSF-2.0
-  license_family: PSF
-  purls:
-  - pkg:pypi/pywin32?source=hash-mapping
-  size: 6695114
-  timestamp: 1756487139550
-- conda: https://conda.anaconda.org/conda-forge/win-64/pywinpty-2.0.15-py311hda3d55a_0.conda
-  sha256: fbf3e3f2d5596e755bd4b83b5007fa629b184349781f46e137a4e80b6754c7c0
-  md5: 8a142e0fcd43513c2e876d97ba98c0fa
-  depends:
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  - winpty
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pywinpty?source=hash-mapping
-  size: 217009
-  timestamp: 1738661736085
-- conda: https://conda.anaconda.org/conda-forge/win-64/pywinpty-2.0.15-py313h5813708_0.conda
-  sha256: 4210038442e3f34d67de9aeab2691fa2a6f80dc8c16ab77d5ecbb2b756e04ff0
-  md5: cd1fadcdf82a423c2441a95435eeab3c
-  depends:
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  - winpty
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pywinpty?source=hash-mapping
-  size: 217133
-  timestamp: 1738661059040
-- conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.2-py311h2dc5d0c_2.conda
-  sha256: d107ad62ed5c62764fba9400f2c423d89adf917d687c7f2e56c3bfed605fb5b3
-  md5: 014417753f948da1f70d132b2de573be
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=13
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  - yaml >=0.2.5,<0.3.0a0
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyyaml?source=hash-mapping
-  size: 213136
-  timestamp: 1737454846598
-- conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.2-py313h8060acc_2.conda
-  sha256: 6826217690cfe92d6d49cdeedb6d63ab32f51107105d6a459d30052a467037a0
-  md5: 50992ba61a8a1f8c2d346168ae1c86df
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=13
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - yaml >=0.2.5,<0.3.0a0
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyyaml?source=hash-mapping
-  size: 205919
-  timestamp: 1737454783637
-- conda: https://conda.anaconda.org/conda-forge/osx-64/pyyaml-6.0.2-py311ha3cf9ac_2.conda
-  sha256: 4855c51eedcde05f3d9666a0766050c7cbdff29b150d63c1adc4071637ba61d7
-  md5: f49b0da3b1e172263f4f1e2f261a490d
-  depends:
-  - __osx >=10.13
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  - yaml >=0.2.5,<0.3.0a0
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyyaml?source=hash-mapping
-  size: 197287
-  timestamp: 1737454852180
-- conda: https://conda.anaconda.org/conda-forge/osx-64/pyyaml-6.0.2-py313h717bdf5_2.conda
-  sha256: 27501e9b3b5c6bfabb3068189fd40c650356a258e4a82b0cfe31c60f568dcb85
-  md5: b7f2984724531d2233b77c89c54be594
-  depends:
-  - __osx >=10.13
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - yaml >=0.2.5,<0.3.0a0
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyyaml?source=hash-mapping
-  size: 196573
-  timestamp: 1737455046063
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyyaml-6.0.2-py311h4921393_2.conda
-  sha256: 2af6006c9f692742181f4aa2e0656eb112981ccb0b420b899d3dd42c881bd72f
-  md5: 250b2ee8777221153fd2de9c279a7efa
-  depends:
-  - __osx >=11.0
-  - python >=3.11,<3.12.0a0
-  - python >=3.11,<3.12.0a0 *_cpython
-  - python_abi 3.11.* *_cp311
-  - yaml >=0.2.5,<0.3.0a0
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyyaml?source=hash-mapping
-  size: 196951
-  timestamp: 1737454935552
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyyaml-6.0.2-py313ha9b7d5b_2.conda
-  sha256: 58c41b86ff2dabcf9ccd9010973b5763ec28b14030f9e1d9b371d22b538bce73
-  md5: 03a7926e244802f570f25401c25c13bc
-  depends:
-  - __osx >=11.0
-  - python >=3.13,<3.14.0a0
-  - python >=3.13,<3.14.0a0 *_cp313
-  - python_abi 3.13.* *_cp313
-  - yaml >=0.2.5,<0.3.0a0
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyyaml?source=hash-mapping
-  size: 194243
-  timestamp: 1737454911892
-- conda: https://conda.anaconda.org/conda-forge/win-64/pyyaml-6.0.2-py311h5082efb_2.conda
-  sha256: 6095e1d58c666f6a06c55338df09485eac34c76e43d92121d5786794e195aa4d
-  md5: e474ba674d780f0fa3b979ae9e81ba91
-  depends:
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  - yaml >=0.2.5,<0.3.0a0
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyyaml?source=hash-mapping
-  size: 187430
-  timestamp: 1737454904007
-- conda: https://conda.anaconda.org/conda-forge/win-64/pyyaml-6.0.2-py313hb4c8b1a_2.conda
-  sha256: 5b496c96e48f495de41525cb1b603d0147f2079f88a8cf061aaf9e17a2fe1992
-  md5: d14f685b5d204b023c641b188a8d0d7c
-  depends:
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  - yaml >=0.2.5,<0.3.0a0
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/pyyaml?source=hash-mapping
-  size: 182783
-  timestamp: 1737455202579
-- conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.1.0-py311h2315fbb_0.conda
-  sha256: 719104f31c414166a20281c973b6e29d1a2ab35e7930327368949895b8bc5629
-  md5: 6c87a0f4566469af3585b11d89163fd7
-  depends:
-  - python
-  - __glibc >=2.17,<3.0.a0
-  - libstdcxx >=14
-  - libgcc >=14
-  - zeromq >=4.3.5,<4.4.0a0
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pyzmq?source=hash-mapping
-  size: 386618
-  timestamp: 1757387012835
-- conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.1.0-py312hfb55c3c_0.conda
-  noarch: python
-  sha256: a00a41b66c12d9c60e66b391e9a4832b7e28743348cf4b48b410b91927cd7819
-  md5: 3399d43f564c905250c1aea268ebb935
-  depends:
-  - python
-  - __glibc >=2.17,<3.0.a0
-  - libstdcxx >=14
-  - libgcc >=14
-  - _python_abi3_support 1.*
-  - cpython >=3.12
-  - zeromq >=4.3.5,<4.4.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pyzmq?source=compressed-mapping
-  size: 212218
-  timestamp: 1757387023399
-- conda: https://conda.anaconda.org/conda-forge/osx-64/pyzmq-27.1.0-py311h0ab6910_0.conda
-  sha256: a0200b5e781c22a5d7b64fd0edf5e9ab881772f7a15a6bc2359db8d0ac437bb3
-  md5: 840bdfbb93e35d650205af10883ff8a0
-  depends:
-  - python
-  - libcxx >=19
-  - __osx >=10.13
-  - zeromq >=4.3.5,<4.4.0a0
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pyzmq?source=hash-mapping
-  size: 362304
-  timestamp: 1757387126324
-- conda: https://conda.anaconda.org/conda-forge/osx-64/pyzmq-27.1.0-py312hb7d603e_0.conda
-  noarch: python
-  sha256: 4e052fa3c4ed319e7bcc441fca09dee4ee4006ac6eb3d036a8d683fceda9304b
-  md5: 81511d0be03be793c622c408c909d6f9
-  depends:
-  - python
-  - __osx >=10.13
-  - libcxx >=19
-  - _python_abi3_support 1.*
-  - cpython >=3.12
-  - zeromq >=4.3.5,<4.4.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pyzmq?source=hash-mapping
-  size: 191697
-  timestamp: 1757387104297
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyzmq-27.1.0-py311h13abfa4_0.conda
-  sha256: 5a213744d267241e23f849c7671dc97eb98d7789fb559bf5d423ae1884294c7e
-  md5: 0d16883d4ab2d3fcb38460d018d6762f
-  depends:
-  - python
-  - __osx >=11.0
-  - libcxx >=19
-  - python 3.11.* *_cpython
-  - zeromq >=4.3.5,<4.4.0a0
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pyzmq?source=hash-mapping
-  size: 359600
-  timestamp: 1757387159663
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyzmq-27.1.0-py312hd65ceae_0.conda
-  noarch: python
-  sha256: ef33812c71eccf62ea171906c3e7fc1c8921f31e9cc1fbc3f079f3f074702061
-  md5: bbd22b0f0454a5972f68a5f200643050
-  depends:
-  - python
-  - __osx >=11.0
-  - libcxx >=19
-  - _python_abi3_support 1.*
-  - cpython >=3.12
-  - zeromq >=4.3.5,<4.4.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pyzmq?source=hash-mapping
-  size: 191115
-  timestamp: 1757387128258
-- conda: https://conda.anaconda.org/conda-forge/win-64/pyzmq-27.1.0-py311hb77b9c8_0.conda
-  sha256: 1f146a62329093139fbe7fc109b595f19ca2b44beb921d0e1c6e61d2cb5ebef1
-  md5: 96460f14570e237d27b475ef8238fdf3
-  depends:
-  - python
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - zeromq >=4.3.5,<4.3.6.0a0
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pyzmq?source=hash-mapping
-  size: 363690
-  timestamp: 1757387035331
-- conda: https://conda.anaconda.org/conda-forge/win-64/pyzmq-27.1.0-py312hbb5da91_0.conda
-  noarch: python
-  sha256: fd46b30e6a1e4c129045e3174446de3ca90da917a595037d28595532ab915c5d
-  md5: 808d263ec97bbd93b41ca01552b5fbd4
-  depends:
-  - python
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - zeromq >=4.3.5,<4.3.6.0a0
-  - _python_abi3_support 1.*
-  - cpython >=3.12
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/pyzmq?source=hash-mapping
-  size: 185711
-  timestamp: 1757387025899
+- pypi: https://files.pythonhosted.org/packages/81/c4/34e93fe5f5429d7570ec1fa436f1986fb1f00c3e0f43a589fe2bbcd22c3f/pytz-2025.2-py2.py3-none-any.whl
+  name: pytz
+  version: '2025.2'
+  sha256: 5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00
+- pypi: https://files.pythonhosted.org/packages/51/8f/9bb81dd5bb77d22243d33c8397f09377056d5c687aa6d4042bea7fbf8364/pywin32-311-cp311-cp311-win_amd64.whl
+  name: pywin32
+  version: '311'
+  sha256: 3ce80b34b22b17ccbd937a6e78e7225d80c52f5ab9940fe0506a1a16f3dab503
+- pypi: https://files.pythonhosted.org/packages/e3/28/e0a1909523c6890208295a29e05c2adb2126364e289826c0a8bc7297bd5c/pywin32-311-cp313-cp313-win_amd64.whl
+  name: pywin32
+  version: '311'
+  sha256: 718a38f7e5b058e76aee1c56ddd06908116d35147e133427e59a3983f703a20d
+- pypi: https://files.pythonhosted.org/packages/a6/a1/409c1651c9f874d598c10f51ff586c416625601df4bca315d08baec4c3e3/pywinpty-3.0.2-cp311-cp311-win_amd64.whl
+  name: pywinpty
+  version: 3.0.2
+  sha256: 327790d70e4c841ebd9d0f295a780177149aeb405bca44c7115a3de5c2054b23
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/fc/19/b757fe28008236a4a713e813283721b8a40aa60cd7d3f83549f2e25a3155/pywinpty-3.0.2-cp313-cp313-win_amd64.whl
+  name: pywinpty
+  version: 3.0.2
+  sha256: 18f78b81e4cfee6aabe7ea8688441d30247b73e52cd9657138015c5f4ee13a51
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/16/19/13de8e4377ed53079ee996e1ab0a9c33ec2faf808a4647b7b4c0d46dd239/pyyaml-6.0.3-cp311-cp311-macosx_11_0_arm64.whl
+  name: pyyaml
+  version: 6.0.3
+  sha256: 652cb6edd41e718550aad172851962662ff2681490a8a711af6a4d288dd96824
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/6d/16/a95b6757765b7b031c9374925bb718d55e0a9ba8a1b6a12d25962ea44347/pyyaml-6.0.3-cp311-cp311-macosx_10_13_x86_64.whl
+  name: pyyaml
+  version: 6.0.3
+  sha256: 44edc647873928551a01e7a563d7452ccdebee747728c1080d881d68af7b997e
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/71/60/917329f640924b18ff085ab889a11c763e0b573da888e8404ff486657602/pyyaml-6.0.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: pyyaml
+  version: 6.0.3
+  sha256: b8bb0864c5a28024fac8a632c443c87c5aa6f215c0b126c449ae1a150412f31d
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/74/27/e5b8f34d02d9995b80abcef563ea1f8b56d20134d8f4e5e81733b1feceb2/pyyaml-6.0.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: pyyaml
+  version: 6.0.3
+  sha256: 0f29edc409a6392443abf94b9cf89ce99889a1dd5376d94316ae5145dfedd5d6
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/97/c9/39d5b874e8b28845e4ec2202b5da735d0199dbe5b8fb85f91398814a9a46/pyyaml-6.0.3-cp313-cp313-win_amd64.whl
+  name: pyyaml
+  version: 6.0.3
+  sha256: 79005a0d97d5ddabfeeea4cf676af11e647e41d81c9a7722a193022accdb6b7c
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/b1/16/95309993f1d3748cd644e02e38b75d50cbc0d9561d21f390a76242ce073f/pyyaml-6.0.3-cp313-cp313-macosx_11_0_arm64.whl
+  name: pyyaml
+  version: 6.0.3
+  sha256: 2283a07e2c21a2aa78d9c4442724ec1eb15f5e42a723b99cb3d822d48f5f7ad1
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/d1/11/0fd08f8192109f7169db964b5707a2f1e8b745d4e239b784a5a1dd80d1db/pyyaml-6.0.3-cp313-cp313-macosx_10_13_x86_64.whl
+  name: pyyaml
+  version: 6.0.3
+  sha256: 8da9669d359f02c0b91ccc01cac4a67f16afec0dac22c2ad09f46bee0697eba8
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/da/e3/ea007450a105ae919a72393cb06f122f288ef60bba2dc64b26e2646fa315/pyyaml-6.0.3-cp311-cp311-win_amd64.whl
+  name: pyyaml
+  version: 6.0.3
+  sha256: 9f3bfb4965eb874431221a3ff3fdcddc7e74e3b07799e0e84ca4a0f867d449bf
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/04/11/432f32f8097b03e3cd5fe57e88efb685d964e2e5178a48ed61e841f7fdce/pyyaml_env_tag-1.1-py3-none-any.whl
+  name: pyyaml-env-tag
+  version: '1.1'
+  sha256: 17109e1a528561e32f026364712fee1264bc2ea6715120891174ed1b980d2e04
+  requires_dist:
+  - pyyaml
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/06/5d/305323ba86b284e6fcb0d842d6adaa2999035f70f8c38a9b6d21ad28c3d4/pyzmq-27.1.0-cp311-cp311-macosx_10_15_universal2.whl
+  name: pyzmq
+  version: 27.1.0
+  sha256: 226b091818d461a3bef763805e75685e478ac17e9008f49fce2d3e52b3d58b86
+  requires_dist:
+  - cffi ; implementation_name == 'pypy'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/23/6d/d8d92a0eb270a925c9b4dd039c0b4dc10abc2fcbc48331788824ef113935/pyzmq-27.1.0-cp311-cp311-win_amd64.whl
+  name: pyzmq
+  version: 27.1.0
+  sha256: 190cbf120fbc0fc4957b56866830def56628934a9d112aec0e2507aa6a032b97
+  requires_dist:
+  - cffi ; implementation_name == 'pypy'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/92/e7/038aab64a946d535901103da16b953c8c9cc9c961dadcbf3609ed6428d23/pyzmq-27.1.0-cp312-abi3-macosx_10_15_universal2.whl
+  name: pyzmq
+  version: 27.1.0
+  sha256: 452631b640340c928fa343801b0d07eb0c3789a5ffa843f6e1a9cee0ba4eb4fc
+  requires_dist:
+  - cffi ; implementation_name == 'pypy'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/b1/c4/2a6fe5111a01005fc7af3878259ce17684fabb8852815eda6225620f3c59/pyzmq-27.1.0-cp311-cp311-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl
+  name: pyzmq
+  version: 27.1.0
+  sha256: 5bbf8d3630bf96550b3be8e1fc0fea5cbdc8d5466c1192887bd94869da17a63e
+  requires_dist:
+  - cffi ; implementation_name == 'pypy'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/f8/9b/c108cdb55560eaf253f0cbdb61b29971e9fb34d9c3499b0e96e4e60ed8a5/pyzmq-27.1.0-cp312-abi3-manylinux_2_26_x86_64.manylinux_2_28_x86_64.whl
+  name: pyzmq
+  version: 27.1.0
+  sha256: 43ad9a73e3da1fab5b0e7e13402f0b2fb934ae1c876c51d0afff0e7c052eca31
+  requires_dist:
+  - cffi ; implementation_name == 'pypy'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/fc/7f/a21b20d577e4100c6a41795842028235998a643b1ad406a6d4163ea8f53e/pyzmq-27.1.0-cp312-abi3-win_amd64.whl
+  name: pyzmq
+  version: 27.1.0
+  sha256: 9ce490cf1d2ca2ad84733aa1d69ce6855372cb5ce9223802450c9b2a7cba0ccf
+  requires_dist:
+  - cffi ; implementation_name == 'pypy'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/93/f7/d00d9b4a0313a6be3a3e0818e6375e15da6d7076f4ae47d1324e7ca986a1/radon-6.0.1-py2.py3-none-any.whl
+  name: radon
+  version: 6.0.1
+  sha256: 632cc032364a6f8bb1010a2f6a12d0f14bc7e5ede76585ef29dc0cecf4cd8859
+  requires_dist:
+  - mando>=0.6,<0.8
+  - colorama==0.4.1 ; python_full_version < '3.5'
+  - colorama>=0.4.1 ; python_full_version >= '3.5'
+  - tomli>=2.0.1 ; extra == 'toml'
 - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.2-h8c095d6_2.conda
   sha256: 2d6d0c026902561ed77cd646b5021aef2d4db22e57a5b0178dfc669231e06d2c
   md5: 283b96675859b20a825f8fa30f311446
@@ -9204,38 +9046,27 @@ packages:
   purls: []
   size: 252359
   timestamp: 1740379663071
-- conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.36.2-pyh29332c3_0.conda
-  sha256: e20909f474a6cece176dfc0dc1addac265deb5fa92ea90e975fbca48085b20c3
-  md5: 9140f1c09dd5489549c6a33931b943c7
-  depends:
-  - attrs >=22.2.0
-  - python >=3.9
-  - rpds-py >=0.7.0
-  - typing_extensions >=4.4.0
-  - python
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/referencing?source=hash-mapping
-  size: 51668
-  timestamp: 1737836872415
-- conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhd8ed1ab_0.conda
-  sha256: 8dc54e94721e9ab545d7234aa5192b74102263d3e704e6d0c8aa7008f2da2a7b
-  md5: db0c6b99149880c8ba515cf4abe93ee4
-  depends:
-  - certifi >=2017.4.17
-  - charset-normalizer >=2,<4
-  - idna >=2.5,<4
-  - python >=3.9
-  - urllib3 >=1.21.1,<3
-  constrains:
-  - chardet >=3.0.2,<6
-  license: Apache-2.0
-  license_family: APACHE
-  purls:
-  - pkg:pypi/requests?source=compressed-mapping
-  size: 59263
-  timestamp: 1755614348400
+- pypi: https://files.pythonhosted.org/packages/2c/58/ca301544e1fa93ed4f80d724bf5b194f6e4b945841c5bfd555878eea9fcb/referencing-0.37.0-py3-none-any.whl
+  name: referencing
+  version: 0.37.0
+  sha256: 381329a9f99628c9069361716891d34ad94af76e461dcb0335825aecc7692231
+  requires_dist:
+  - attrs>=22.2.0
+  - rpds-py>=0.7.0
+  - typing-extensions>=4.4.0 ; python_full_version < '3.13'
+  requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/1e/db/4254e3eabe8020b458f1a747140d32277ec7a271daf1d235b70dc0b4e6e3/requests-2.32.5-py3-none-any.whl
+  name: requests
+  version: 2.32.5
+  sha256: 2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6
+  requires_dist:
+  - charset-normalizer>=2,<4
+  - idna>=2.5,<4
+  - urllib3>=1.21.1,<3
+  - certifi>=2017.4.17
+  - pysocks>=1.5.6,!=1.5.7 ; extra == 'socks'
+  - chardet>=3.0.2,<6 ; extra == 'use-chardet-on-py3'
+  requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/57/4d/a7545bf6c62b0dbe5795f22ea9e88cc070fdced5c34663ebc5bed2f610c0/returns-0.26.0-py3-none-any.whl
   name: returns
   version: 0.26.0
@@ -9246,181 +9077,95 @@ packages:
   - pytest>=8.0,<9.0 ; extra == 'check-laws'
   - typing-extensions>=4.0,<5.0
   requires_python: '>=3.10,<4.0'
-- conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
-  sha256: 2e4372f600490a6e0b3bac60717278448e323cab1c0fecd5f43f7c56535a99c5
-  md5: 36de09a8d3e5d5e6f4ee63af49e59706
-  depends:
-  - python >=3.9
+- pypi: https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl
+  name: rfc3339-validator
+  version: 0.1.4
+  sha256: 24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa
+  requires_dist:
   - six
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/rfc3339-validator?source=hash-mapping
-  size: 10209
-  timestamp: 1733600040800
-- conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
-  sha256: 2a5b495a1de0f60f24d8a74578ebc23b24aa53279b1ad583755f223097c41c37
-  md5: 912a71cc01012ee38e6b90ddd561e36f
-  depends:
-  - python
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/rfc3986-validator?source=hash-mapping
-  size: 7818
-  timestamp: 1598024297745
-- conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
-  sha256: 70001ac24ee62058557783d9c5a7bbcfd97bd4911ef5440e3f7a576f9e43bc92
-  md5: 7234f99325263a5af6d4cd195035e8f2
-  depends:
-  - python >=3.9
-  - lark >=1.2.2
-  - python
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/rfc3987-syntax?source=hash-mapping
-  size: 22913
-  timestamp: 1752876729969
-- pypi: https://files.pythonhosted.org/packages/e3/30/3c4d035596d3cf444529e0b2953ad0466f6049528a879d27534700580395/rich-14.1.0-py3-none-any.whl
+  requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*'
+- pypi: https://files.pythonhosted.org/packages/9e/51/17023c0f8f1869d8806b979a2bffa3f861f26a3f1a66b094288323fba52f/rfc3986_validator-0.1.1-py2.py3-none-any.whl
+  name: rfc3986-validator
+  version: 0.1.1
+  sha256: 2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9
+  requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*'
+- pypi: https://files.pythonhosted.org/packages/7e/71/44ce230e1b7fadd372515a97e32a83011f906ddded8d03e3c6aafbdedbb7/rfc3987_syntax-1.1.0-py3-none-any.whl
+  name: rfc3987-syntax
+  version: 1.1.0
+  sha256: 6c3d97604e4c5ce9f714898e05401a0445a641cfa276432b0a648c80856f6a3f
+  requires_dist:
+  - lark>=1.2.2
+  - pytest>=8.3.5 ; extra == 'testing'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/25/7a/b0178788f8dc6cafce37a212c99565fa1fe7872c70c6c9c1e1a372d9d88f/rich-14.2.0-py3-none-any.whl
   name: rich
-  version: 14.1.0
-  sha256: 536f5f1785986d6dbdea3c75205c473f970777b4a0d6c6dd1b696aa05a3fa04f
+  version: 14.2.0
+  sha256: 76bc51fe2e57d2b1be1f96c524b890b816e334ab4c1e45888799bfaab0021edd
   requires_dist:
   - ipywidgets>=7.5.1,<9 ; extra == 'jupyter'
   - markdown-it-py>=2.2.0
   - pygments>=2.13.0,<3.0.0
   requires_python: '>=3.8.0'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.27.1-py311h902ca64_1.conda
-  sha256: d9bc1564949ede4abd32aea34cf1997d704b6091e547f255dc0168996f5d5ec8
-  md5: 622c389c080689ba1575a0750eb0209d
-  depends:
-  - python
-  - libgcc >=14
-  - __glibc >=2.17,<3.0.a0
-  - python_abi 3.11.* *_cp311
-  constrains:
-  - __glibc >=2.17
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/rpds-py?source=hash-mapping
-  size: 387057
-  timestamp: 1756737832651
-- conda: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.27.1-py313h843e2db_1.conda
-  sha256: a976e90dbd229f7dcd357b0f9a5b637bf85243f3a3e844c1e266472cae53e359
-  md5: 06c117e49934b564ef9ff6e61f279301
-  depends:
-  - python
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - __glibc >=2.17
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/rpds-py?source=hash-mapping
-  size: 389189
-  timestamp: 1756737629819
-- conda: https://conda.anaconda.org/conda-forge/osx-64/rpds-py-0.27.1-py311hd3d88a1_1.conda
-  sha256: 85357c87af076680c071a8ea843bea554d58694d011104b721cc13bbf9ad0e75
-  md5: 4b9839b15de18289ee5289a6dbcb8a45
-  depends:
-  - python
-  - __osx >=10.13
-  - python_abi 3.11.* *_cp311
-  constrains:
-  - __osx >=10.13
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/rpds-py?source=hash-mapping
-  size: 376118
-  timestamp: 1756737583772
-- conda: https://conda.anaconda.org/conda-forge/osx-64/rpds-py-0.27.1-py313h66e1e84_1.conda
-  sha256: a4f887801670167d92152bfe240e9c5c0ed2431c3576241058bc6724e691c486
-  md5: 5525368b99f51b2593de0f0b335fec8f
-  depends:
-  - python
-  - __osx >=10.13
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - __osx >=10.13
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/rpds-py?source=hash-mapping
-  size: 368896
-  timestamp: 1756737495945
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/rpds-py-0.27.1-py311h1c3fc1a_1.conda
-  sha256: 95714a24265b6b4d4b218e303dcb075ba435826cb1d5927792ec94a8196c3e72
-  md5: 5236ffaff99e6421aa4431b4c00ca47a
-  depends:
-  - python
-  - python 3.11.* *_cpython
-  - __osx >=11.0
-  - python_abi 3.11.* *_cp311
-  constrains:
-  - __osx >=11.0
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/rpds-py?source=hash-mapping
-  size: 362213
-  timestamp: 1756737586989
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/rpds-py-0.27.1-py313h80e0809_1.conda
-  sha256: 26a8e509a1fc87986c24534bc3eddfa25ed3bbcea32ed64663f380b5b28e8c94
-  md5: 22c8096afd85182d01d95f5a411ef804
-  depends:
-  - python
-  - python 3.13.* *_cp313
-  - __osx >=11.0
-  - python_abi 3.13.* *_cp313
-  constrains:
-  - __osx >=11.0
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/rpds-py?source=hash-mapping
-  size: 354648
-  timestamp: 1756737507794
-- conda: https://conda.anaconda.org/conda-forge/win-64/rpds-py-0.27.1-py311hf51aa87_1.conda
-  sha256: e61607627213b70e7be73570e7ef5e2d36b583512def108aaf78a6ab16f0cdd9
-  md5: 3c5b42969dae70e100154750d29d43cc
-  depends:
-  - python
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - python_abi 3.11.* *_cp311
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/rpds-py?source=hash-mapping
-  size: 247101
-  timestamp: 1756737437304
-- conda: https://conda.anaconda.org/conda-forge/win-64/rpds-py-0.27.1-py313hfbe8231_1.conda
-  sha256: 0a300df3466cb98834d60f1863db60fc8d4d0cbbd732b153d3a656654f307fa2
-  md5: 9fbdb4338b80392e5d59529712f30763
-  depends:
-  - python
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - python_abi 3.13.* *_cp313
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/rpds-py?source=hash-mapping
-  size: 250236
-  timestamp: 1756737484957
+- pypi: https://files.pythonhosted.org/packages/03/36/0a14aebbaa26fe7fab4780c76f2239e76cc95a0090bdb25e31d95c492fcd/rpds_py-0.27.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  name: rpds-py
+  version: 0.27.1
+  sha256: 2efe4eb1d01b7f5f1939f4ef30ecea6c6b3521eec451fb93191bf84b2a522418
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/11/94/2aab4bc86228bcf7c48760990273653a4900de89c7537ffe1b0d6097ed39/rpds_py-0.27.1-cp311-cp311-macosx_11_0_arm64.whl
+  name: rpds-py
+  version: 0.27.1
+  sha256: 62ac3d4e3e07b58ee0ddecd71d6ce3b1637de2d373501412df395a0ec5f9beb5
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/24/75/3b7ffe0d50dc86a6a964af0d1cc3a4a2cdf437cb7b099a4747bbb96d1819/rpds_py-0.27.1-cp311-cp311-win_amd64.whl
+  name: rpds-py
+  version: 0.27.1
+  sha256: b4938466c6b257b2f5c4ff98acd8128ec36b5059e5c8f8372d79316b1c36bb15
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/3a/fc/c43765f201c6a1c60be2043cbdb664013def52460a4c7adace89d6682bf4/rpds_py-0.27.1-cp313-cp313-macosx_11_0_arm64.whl
+  name: rpds-py
+  version: 0.27.1
+  sha256: 1441811a96eadca93c517d08df75de45e5ffe68aa3089924f963c782c4b898cf
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/b5/c1/7907329fbef97cbd49db6f7303893bd1dd5a4a3eae415839ffdfb0762cae/rpds_py-0.27.1-cp311-cp311-macosx_10_12_x86_64.whl
+  name: rpds-py
+  version: 0.27.1
+  sha256: be898f271f851f68b318872ce6ebebbc62f303b654e43bf72683dbdc25b7c881
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/cc/77/610aeee8d41e39080c7e14afa5387138e3c9fa9756ab893d09d99e7d8e98/rpds_py-0.27.1-cp313-cp313-macosx_10_12_x86_64.whl
+  name: rpds-py
+  version: 0.27.1
+  sha256: e4b9fcfbc021633863a37e92571d6f91851fa656f0180246e84cbd8b3f6b329b
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/ce/2c/5867b14a81dc217b56d95a9f2a40fdbc56a1ab0181b80132beeecbd4b2d6/rpds_py-0.27.1-cp313-cp313-win_amd64.whl
+  name: rpds-py
+  version: 0.27.1
+  sha256: f9025faafc62ed0b75a53e541895ca272815bec18abe2249ff6501c8f2e12b83
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/f5/48/64cabb7daced2968dd08e8a1b7988bf358d7bd5bcd5dc89a652f4668543c/rpds_py-0.27.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  name: rpds-py
+  version: 0.27.1
+  sha256: cb56c6210ef77caa58e16e8c17d35c63fe3f5b60fd9ba9d424470c3400bcf9ed
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/29/b4/4cd6a4331e999fc05d9d77729c95503f99eae3ba1160469f2b64866964e3/ruff-0.14.0-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  name: ruff
+  version: 0.14.0
+  sha256: eb732d17db2e945cfcbbc52af0143eda1da36ca8ae25083dd4f66f1542fdf82e
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/41/77/56cf9cf01ea0bfcc662de72540812e5ba8e9563f33ef3d37ab2174892c47/ruff-0.14.0-py3-none-win_amd64.whl
+  name: ruff
+  version: 0.14.0
+  sha256: ea95da28cd874c4d9c922b39381cbd69cb7e7b49c21b8152b014bd4f52acddc2
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/75/da/2a656ea7c6b9bd14c7209918268dd40e1e6cea65f4bb9880eaaa43b055cd/ruff-0.14.0-py3-none-macosx_11_0_arm64.whl
+  name: ruff
+  version: 0.14.0
+  sha256: 703799d059ba50f745605b04638fa7e9682cc3da084b2092feee63500ff3d9b8
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/ee/40/e2392f445ed8e02aa6105d49db4bfff01957379064c30f4811c3bf38aece/ruff-0.14.0-py3-none-macosx_10_12_x86_64.whl
+  name: ruff
+  version: 0.14.0
+  sha256: 838d1b065f4df676b7c9957992f2304e41ead7a50a568185efd404297d5701e8
+  requires_python: '>=3.7'
 - pypi: https://files.pythonhosted.org/packages/0b/ef/37ed4b213d64b48422df92560af7300e10fe30b5d665dd79932baebee0c6/scipy-1.16.2-cp311-cp311-macosx_10_14_x86_64.whl
   name: scipy
   version: 1.16.2
@@ -9773,44 +9518,73 @@ packages:
   - doit>=0.36.0 ; extra == 'dev'
   - pydevtool ; extra == 'dev'
   requires_python: '>=3.11'
-- conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh0d859eb_1.conda
-  sha256: 00926652bbb8924e265caefdb1db100f86a479e8f1066efe395d5552dde54d02
-  md5: 938c8de6b9de091997145b3bf25cdbf9
-  depends:
-  - __linux
-  - python >=3.9
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/send2trash?source=hash-mapping
-  size: 22736
-  timestamp: 1733322148326
-- conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh31c8845_1.conda
-  sha256: 5282eb5b462502c38df8cb37cd1542c5bbe26af2453a18a0a0602d084ca39f53
-  md5: e67b1b1fa7a79ff9e8e326d0caf55854
-  depends:
-  - __osx
-  - pyobjc-framework-cocoa
-  - python >=3.9
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/send2trash?source=hash-mapping
-  size: 23100
-  timestamp: 1733322309409
-- conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-1.8.3-pyh5737063_1.conda
-  sha256: ba8b93df52e0d625177907852340d735026c81118ac197f61f1f5baea19071ad
-  md5: e6a4e906051565caf5fdae5b0415b654
-  depends:
-  - __win
-  - python >=3.9
-  - pywin32
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/send2trash?source=hash-mapping
-  size: 23359
-  timestamp: 1733322590167
+- pypi: https://files.pythonhosted.org/packages/40/b0/4562db6223154aa4e22f939003cb92514c79f3d4dccca3444253fd17f902/Send2Trash-1.8.3-py3-none-any.whl
+  name: send2trash
+  version: 1.8.3
+  sha256: 0c31227e0bd08961c7665474a3d1ef7193929fedda4233843689baa056be46c9
+  requires_dist:
+  - pyobjc-framework-cocoa ; sys_platform == 'darwin' and extra == 'nativelib'
+  - pywin32 ; sys_platform == 'win32' and extra == 'nativelib'
+  - pyobjc-framework-cocoa ; sys_platform == 'darwin' and extra == 'objc'
+  - pywin32 ; sys_platform == 'win32' and extra == 'win32'
+  requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*'
+- pypi: https://files.pythonhosted.org/packages/a3/dc/17031897dae0efacfea57dfd3a82fdd2a2aeb58e0ff71b77b87e44edc772/setuptools-80.9.0-py3-none-any.whl
+  name: setuptools
+  version: 80.9.0
+  sha256: 062d34222ad13e0cc312a4c02d73f059e86a4acbfbdea8f8f76b28c99f306922
+  requires_dist:
+  - pytest>=6,!=8.1.* ; extra == 'test'
+  - virtualenv>=13.0.0 ; extra == 'test'
+  - wheel>=0.44.0 ; extra == 'test'
+  - pip>=19.1 ; extra == 'test'
+  - packaging>=24.2 ; extra == 'test'
+  - jaraco-envs>=2.2 ; extra == 'test'
+  - pytest-xdist>=3 ; extra == 'test'
+  - jaraco-path>=3.7.2 ; extra == 'test'
+  - build[virtualenv]>=1.0.3 ; extra == 'test'
+  - filelock>=3.4.0 ; extra == 'test'
+  - ini2toml[lite]>=0.14 ; extra == 'test'
+  - tomli-w>=1.0.0 ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest-perf ; sys_platform != 'cygwin' and extra == 'test'
+  - jaraco-develop>=7.21 ; python_full_version >= '3.9' and sys_platform != 'cygwin' and extra == 'test'
+  - pytest-home>=0.5 ; extra == 'test'
+  - pytest-subprocess ; extra == 'test'
+  - pyproject-hooks!=1.1 ; extra == 'test'
+  - jaraco-test>=5.5 ; extra == 'test'
+  - sphinx>=3.5 ; extra == 'doc'
+  - jaraco-packaging>=9.3 ; extra == 'doc'
+  - rst-linker>=1.9 ; extra == 'doc'
+  - furo ; extra == 'doc'
+  - sphinx-lint ; extra == 'doc'
+  - jaraco-tidelift>=1.4 ; extra == 'doc'
+  - pygments-github-lexers==0.0.5 ; extra == 'doc'
+  - sphinx-favicon ; extra == 'doc'
+  - sphinx-inline-tabs ; extra == 'doc'
+  - sphinx-reredirects ; extra == 'doc'
+  - sphinxcontrib-towncrier ; extra == 'doc'
+  - sphinx-notfound-page>=1,<2 ; extra == 'doc'
+  - pyproject-hooks!=1.1 ; extra == 'doc'
+  - towncrier<24.7 ; extra == 'doc'
+  - packaging>=24.2 ; extra == 'core'
+  - more-itertools>=8.8 ; extra == 'core'
+  - jaraco-text>=3.7 ; extra == 'core'
+  - importlib-metadata>=6 ; python_full_version < '3.10' and extra == 'core'
+  - tomli>=2.0.1 ; python_full_version < '3.11' and extra == 'core'
+  - wheel>=0.43.0 ; extra == 'core'
+  - platformdirs>=4.2.2 ; extra == 'core'
+  - jaraco-functools>=4 ; extra == 'core'
+  - more-itertools ; extra == 'core'
+  - pytest-checkdocs>=2.4 ; extra == 'check'
+  - pytest-ruff>=0.2.1 ; sys_platform != 'cygwin' and extra == 'check'
+  - ruff>=0.8.0 ; sys_platform != 'cygwin' and extra == 'check'
+  - pytest-cov ; extra == 'cover'
+  - pytest-enabler>=2.2 ; extra == 'enabler'
+  - pytest-mypy ; extra == 'type'
+  - mypy==1.14.* ; extra == 'type'
+  - importlib-metadata>=7.0.2 ; python_full_version < '3.10' and extra == 'type'
+  - jaraco-develop>=7.21 ; sys_platform != 'cygwin' and extra == 'type'
+  requires_python: '>=3.9'
 - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-80.9.0-pyhff2d567_0.conda
   sha256: 972560fcf9657058e3e1f97186cc94389144b46dbdf58c807ce62e83f977e863
   md5: 4de79c071274a53dcaf2a8c749d1499e
@@ -9839,47 +9613,28 @@ packages:
   - pytest-cov ; extra == 'dev'
   - sphinx ; extra == 'docs'
   requires_python: '>=3.6'
-- conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
-  sha256: 458227f759d5e3fcec5d9b7acce54e10c9e1f4f4b7ec978f3bfd54ce4ee9853d
-  md5: 3339e3b65d58accf4ca4fb8748ab16b3
-  depends:
-  - python >=3.9
-  - python
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/six?source=hash-mapping
-  size: 18455
-  timestamp: 1753199211006
-- conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_1.conda
-  sha256: c2248418c310bdd1719b186796ae50a8a77ce555228b6acd32768e2543a15012
-  md5: bf7a226e58dfb8346c70df36065d86c9
-  depends:
-  - python >=3.9
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/sniffio?source=hash-mapping
-  size: 15019
-  timestamp: 1733244175724
-- conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8-pyhd8ed1ab_0.conda
-  sha256: c978576cf9366ba576349b93be1cfd9311c00537622a2f9e14ba2b90c97cae9c
-  md5: 18c019ccf43769d211f2cf78e9ad46c2
-  depends:
-  - python >=3.10
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/soupsieve?source=compressed-mapping
-  size: 37803
-  timestamp: 1756330614547
-- pypi: https://files.pythonhosted.org/packages/03/b5/cacf432e6f1fc9d156eca0560ac61d4355d2181e751ba8c0cd9cb232c8c1/sqlalchemy-2.0.43-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/b7/ce/149a00dd41f10bc29e5921b496af8b574d8413afcd5e30dfa0ed46c2cc5e/six-1.17.0-py2.py3-none-any.whl
+  name: six
+  version: 1.17.0
+  sha256: 4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274
+  requires_python: '>=2.7,!=3.0.*,!=3.1.*,!=3.2.*'
+- pypi: https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl
+  name: sniffio
+  version: 1.3.1
+  sha256: 2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/14/a0/bb38d3b76b8cae341dad93a2dd83ab7462e6dbcdd84d43f54ee60a8dc167/soupsieve-2.8-py3-none-any.whl
+  name: soupsieve
+  version: '2.8'
+  sha256: 0cc76456a30e20f5d7f2e14a98a4ae2ee4e5abdc7c5ea0aafe795f344bc7984c
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/03/51/665617fe4f8c6450f42a6d8d69243f9420f5677395572c2fe9d21b493b7b/sqlalchemy-2.0.44-cp313-cp313-win_amd64.whl
   name: sqlalchemy
-  version: 2.0.43
-  sha256: db691fa174e8f7036afefe3061bc40ac2b770718be2862bfb03aabae09051aca
+  version: 2.0.44
+  sha256: c1c80faaee1a6c3428cecf40d16a2365bcf56c424c92c2b6f0f9ad204b899e9e
   requires_dist:
   - importlib-metadata ; python_full_version < '3.8'
-  - greenlet>=1 ; (python_full_version < '3.14' and platform_machine == 'AMD64') or (python_full_version < '3.14' and platform_machine == 'WIN32') or (python_full_version < '3.14' and platform_machine == 'aarch64') or (python_full_version < '3.14' and platform_machine == 'amd64') or (python_full_version < '3.14' and platform_machine == 'ppc64le') or (python_full_version < '3.14' and platform_machine == 'win32') or (python_full_version < '3.14' and platform_machine == 'x86_64')
+  - greenlet>=1 ; platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'
   - typing-extensions>=4.6.0
   - greenlet>=1 ; extra == 'asyncio'
   - mypy>=0.910 ; extra == 'mypy'
@@ -9911,13 +9666,13 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/41/1c/a7260bd47a6fae7e03768bf66451437b36451143f36b285522b865987ced/sqlalchemy-2.0.43-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/2b/91/eabd0688330d6fd114f5f12c4f89b0d02929f525e6bf7ff80aa17ca802af/sqlalchemy-2.0.44-cp313-cp313-macosx_11_0_arm64.whl
   name: sqlalchemy
-  version: 2.0.43
-  sha256: e7c08f57f75a2bb62d7ee80a89686a5e5669f199235c6d1dac75cd59374091c3
+  version: 2.0.44
+  sha256: 0b1af8392eb27b372ddb783b317dea0f650241cea5bd29199b22235299ca2e45
   requires_dist:
   - importlib-metadata ; python_full_version < '3.8'
-  - greenlet>=1 ; (python_full_version < '3.14' and platform_machine == 'AMD64') or (python_full_version < '3.14' and platform_machine == 'WIN32') or (python_full_version < '3.14' and platform_machine == 'aarch64') or (python_full_version < '3.14' and platform_machine == 'amd64') or (python_full_version < '3.14' and platform_machine == 'ppc64le') or (python_full_version < '3.14' and platform_machine == 'win32') or (python_full_version < '3.14' and platform_machine == 'x86_64')
+  - greenlet>=1 ; platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'
   - typing-extensions>=4.6.0
   - greenlet>=1 ; extra == 'asyncio'
   - mypy>=0.910 ; extra == 'mypy'
@@ -9949,13 +9704,13 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/8e/84/8a337454e82388283830b3586ad7847aa9c76fdd4f1df09cdd1f94591873/sqlalchemy-2.0.43-cp313-cp313-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/45/d3/c67077a2249fdb455246e6853166360054c331db4613cda3e31ab1cadbef/sqlalchemy-2.0.44-cp313-cp313-macosx_10_13_x86_64.whl
   name: sqlalchemy
-  version: 2.0.43
-  sha256: 14111d22c29efad445cd5021a70a8b42f7d9152d8ba7f73304c4d82460946aaa
+  version: 2.0.44
+  sha256: ff486e183d151e51b1d694c7aa1695747599bb00b9f5f604092b54b74c64a8e1
   requires_dist:
   - importlib-metadata ; python_full_version < '3.8'
-  - greenlet>=1 ; (python_full_version < '3.14' and platform_machine == 'AMD64') or (python_full_version < '3.14' and platform_machine == 'WIN32') or (python_full_version < '3.14' and platform_machine == 'aarch64') or (python_full_version < '3.14' and platform_machine == 'amd64') or (python_full_version < '3.14' and platform_machine == 'ppc64le') or (python_full_version < '3.14' and platform_machine == 'win32') or (python_full_version < '3.14' and platform_machine == 'x86_64')
+  - greenlet>=1 ; platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'
   - typing-extensions>=4.6.0
   - greenlet>=1 ; extra == 'asyncio'
   - mypy>=0.910 ; extra == 'mypy'
@@ -9987,13 +9742,13 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/99/ea/92ac27f2fbc2e6c1766bb807084ca455265707e041ba027c09c17d697867/sqlalchemy-2.0.43-cp311-cp311-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/94/2d/fdb9246d9d32518bda5d90f4b65030b9bf403a935cfe4c36a474846517cb/sqlalchemy-2.0.44-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
   name: sqlalchemy
-  version: 2.0.43
-  sha256: f42f23e152e4545157fa367b2435a1ace7571cab016ca26038867eb7df2c3631
+  version: 2.0.44
+  sha256: 3cf6872a23601672d61a68f390e44703442639a12ee9dd5a88bbce52a695e46e
   requires_dist:
   - importlib-metadata ; python_full_version < '3.8'
-  - greenlet>=1 ; (python_full_version < '3.14' and platform_machine == 'AMD64') or (python_full_version < '3.14' and platform_machine == 'WIN32') or (python_full_version < '3.14' and platform_machine == 'aarch64') or (python_full_version < '3.14' and platform_machine == 'amd64') or (python_full_version < '3.14' and platform_machine == 'ppc64le') or (python_full_version < '3.14' and platform_machine == 'win32') or (python_full_version < '3.14' and platform_machine == 'x86_64')
+  - greenlet>=1 ; platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'
   - typing-extensions>=4.6.0
   - greenlet>=1 ; extra == 'asyncio'
   - mypy>=0.910 ; extra == 'mypy'
@@ -10025,13 +9780,13 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/9d/77/fa7189fe44114658002566c6fe443d3ed0ec1fa782feb72af6ef7fbe98e7/sqlalchemy-2.0.43-cp311-cp311-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/b9/96/c6105ed9a880abe346b64d3b6ddef269ddfcab04f7f3d90a0bf3c5a88e82/sqlalchemy-2.0.44-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
   name: sqlalchemy
-  version: 2.0.43
-  sha256: 52d9b73b8fb3e9da34c2b31e6d99d60f5f99fd8c1225c9dad24aeb74a91e1d29
+  version: 2.0.44
+  sha256: b87e7b91a5d5973dda5f00cd61ef72ad75a1db73a386b62877d4875a8840959c
   requires_dist:
   - importlib-metadata ; python_full_version < '3.8'
-  - greenlet>=1 ; (python_full_version < '3.14' and platform_machine == 'AMD64') or (python_full_version < '3.14' and platform_machine == 'WIN32') or (python_full_version < '3.14' and platform_machine == 'aarch64') or (python_full_version < '3.14' and platform_machine == 'amd64') or (python_full_version < '3.14' and platform_machine == 'ppc64le') or (python_full_version < '3.14' and platform_machine == 'win32') or (python_full_version < '3.14' and platform_machine == 'x86_64')
+  - greenlet>=1 ; platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'
   - typing-extensions>=4.6.0
   - greenlet>=1 ; extra == 'asyncio'
   - mypy>=0.910 ; extra == 'mypy'
@@ -10063,13 +9818,13 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/ac/a5/ca2f07a2a201f9497de1928f787926613db6307992fe5cda97624eb07c2f/sqlalchemy-2.0.43-cp313-cp313-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/c7/23/907193c2f4d680aedbfbdf7bf24c13925e3c7c292e813326c1b84a0b878e/sqlalchemy-2.0.44-cp311-cp311-win_amd64.whl
   name: sqlalchemy
-  version: 2.0.43
-  sha256: 971ba928fcde01869361f504fcff3b7143b47d30de188b11c6357c0505824197
+  version: 2.0.44
+  sha256: 7a8694107eb4308a13b425ca8c0e67112f8134c846b6e1f722698708741215d5
   requires_dist:
   - importlib-metadata ; python_full_version < '3.8'
-  - greenlet>=1 ; (python_full_version < '3.14' and platform_machine == 'AMD64') or (python_full_version < '3.14' and platform_machine == 'WIN32') or (python_full_version < '3.14' and platform_machine == 'aarch64') or (python_full_version < '3.14' and platform_machine == 'amd64') or (python_full_version < '3.14' and platform_machine == 'ppc64le') or (python_full_version < '3.14' and platform_machine == 'win32') or (python_full_version < '3.14' and platform_machine == 'x86_64')
+  - greenlet>=1 ; platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'
   - typing-extensions>=4.6.0
   - greenlet>=1 ; extra == 'asyncio'
   - mypy>=0.910 ; extra == 'mypy'
@@ -10101,13 +9856,13 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/dc/29/11ae2c2b981de60187f7cbc84277d9d21f101093d1b2e945c63774477aba/sqlalchemy-2.0.43-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/d4/d5/4abd13b245c7d91bdf131d4916fd9e96a584dac74215f8b5bc945206a974/sqlalchemy-2.0.44-cp311-cp311-macosx_11_0_arm64.whl
   name: sqlalchemy
-  version: 2.0.43
-  sha256: 9c5a9da957c56e43d72126a3f5845603da00e0293720b03bde0aacffcf2dc04f
+  version: 2.0.44
+  sha256: de4387a354ff230bc979b46b2207af841dc8bf29847b6c7dbe60af186d97aefa
   requires_dist:
   - importlib-metadata ; python_full_version < '3.8'
-  - greenlet>=1 ; (python_full_version < '3.14' and platform_machine == 'AMD64') or (python_full_version < '3.14' and platform_machine == 'WIN32') or (python_full_version < '3.14' and platform_machine == 'aarch64') or (python_full_version < '3.14' and platform_machine == 'amd64') or (python_full_version < '3.14' and platform_machine == 'ppc64le') or (python_full_version < '3.14' and platform_machine == 'win32') or (python_full_version < '3.14' and platform_machine == 'x86_64')
+  - greenlet>=1 ; platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'
   - typing-extensions>=4.6.0
   - greenlet>=1 ; extra == 'asyncio'
   - mypy>=0.910 ; extra == 'mypy'
@@ -10139,13 +9894,13 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- pypi: https://files.pythonhosted.org/packages/ee/13/744a32ebe3b4a7a9c7ea4e57babae7aa22070d47acf330d8e5a1359607f1/sqlalchemy-2.0.43-cp311-cp311-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/e3/81/15d7c161c9ddf0900b076b55345872ed04ff1ed6a0666e5e94ab44b0163c/sqlalchemy-2.0.44-cp311-cp311-macosx_10_9_x86_64.whl
   name: sqlalchemy
-  version: 2.0.43
-  sha256: c5d1730b25d9a07727d20ad74bc1039bbbb0a6ca24e6769861c1aa5bf2c4c4a8
+  version: 2.0.44
+  sha256: 0fe3917059c7ab2ee3f35e77757062b1bea10a0b6ca633c58391e3f3c6c488dd
   requires_dist:
   - importlib-metadata ; python_full_version < '3.8'
-  - greenlet>=1 ; (python_full_version < '3.14' and platform_machine == 'AMD64') or (python_full_version < '3.14' and platform_machine == 'WIN32') or (python_full_version < '3.14' and platform_machine == 'aarch64') or (python_full_version < '3.14' and platform_machine == 'amd64') or (python_full_version < '3.14' and platform_machine == 'ppc64le') or (python_full_version < '3.14' and platform_machine == 'win32') or (python_full_version < '3.14' and platform_machine == 'x86_64')
+  - greenlet>=1 ; platform_machine == 'AMD64' or platform_machine == 'WIN32' or platform_machine == 'aarch64' or platform_machine == 'amd64' or platform_machine == 'ppc64le' or platform_machine == 'win32' or platform_machine == 'x86_64'
   - typing-extensions>=4.6.0
   - greenlet>=1 ; extra == 'asyncio'
   - mypy>=0.910 ; extra == 'mypy'
@@ -10177,20 +9932,19 @@ packages:
   - typing-extensions!=3.10.0.1 ; extra == 'aiosqlite'
   - sqlcipher3-binary ; extra == 'sqlcipher'
   requires_python: '>=3.7'
-- conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
-  sha256: 570da295d421661af487f1595045760526964f41471021056e993e73089e9c41
-  md5: b1b505328da7a6b246787df4b5a49fbc
-  depends:
-  - asttokens
-  - executing
-  - pure_eval
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/stack-data?source=hash-mapping
-  size: 26988
-  timestamp: 1733569565672
+- pypi: https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl
+  name: stack-data
+  version: 0.6.3
+  sha256: d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695
+  requires_dist:
+  - executing>=1.2.0
+  - asttokens>=2.1.0
+  - pure-eval
+  - pytest ; extra == 'tests'
+  - typeguard ; extra == 'tests'
+  - pygments ; extra == 'tests'
+  - littleutils ; extra == 'tests'
+  - cython ; extra == 'tests'
 - pypi: https://files.pythonhosted.org/packages/a2/09/77d55d46fd61b4a135c444fc97158ef34a095e5681d0a6c10b75bf356191/sympy-1.14.0-py3-none-any.whl
   name: sympy
   version: 1.14.0
@@ -10220,60 +9974,34 @@ packages:
   purls: []
   size: 150266
   timestamp: 1755776172092
-- conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh0d859eb_0.conda
-  sha256: b300557c0382478cf661ddb520263508e4b3b5871b471410450ef2846e8c352c
-  md5: efba281bbdae5f6b0a1d53c6d4a97c93
-  depends:
-  - __linux
-  - ptyprocess
-  - python >=3.8
-  - tornado >=6.1.0
-  license: BSD-2-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/terminado?source=hash-mapping
-  size: 22452
-  timestamp: 1710262728753
-- conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh31c8845_0.conda
-  sha256: 4daae56fc8da17784578fbdd064f17e3b3076b394730a14119e571707568dc8a
-  md5: 00b54981b923f5aefcd5e8547de056d5
-  depends:
-  - __osx
-  - ptyprocess
-  - python >=3.8
-  - tornado >=6.1.0
-  license: BSD-2-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/terminado?source=hash-mapping
-  size: 22717
-  timestamp: 1710265922593
-- conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh5737063_0.conda
-  sha256: 8cb078291fd7882904e3de594d299c8de16dd3af7405787fce6919a385cfc238
-  md5: 4abd500577430a942a995fd0d09b76a2
-  depends:
-  - __win
-  - python >=3.8
-  - pywinpty >=1.1.0
-  - tornado >=6.1.0
-  license: BSD-2-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/terminado?source=hash-mapping
-  size: 22883
-  timestamp: 1710262943966
-- conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
-  sha256: cad582d6f978276522f84bd209a5ddac824742fe2d452af6acf900f8650a73a2
-  md5: f1acf5fdefa8300de697982bcb1761c9
-  depends:
-  - python >=3.5
-  - webencodings >=0.4
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/tinycss2?source=hash-mapping
-  size: 28285
-  timestamp: 1729802975370
+- pypi: https://files.pythonhosted.org/packages/6a/9e/2064975477fdc887e47ad42157e214526dcad8f317a948dee17e1659a62f/terminado-0.18.1-py3-none-any.whl
+  name: terminado
+  version: 0.18.1
+  sha256: a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0
+  requires_dist:
+  - ptyprocess ; os_name != 'nt'
+  - pywinpty>=1.1.0 ; os_name == 'nt'
+  - tornado>=6.1.0
+  - myst-parser ; extra == 'docs'
+  - pydata-sphinx-theme ; extra == 'docs'
+  - sphinx ; extra == 'docs'
+  - pre-commit ; extra == 'test'
+  - pytest-timeout ; extra == 'test'
+  - pytest>=7.0 ; extra == 'test'
+  - mypy~=1.6 ; extra == 'typing'
+  - traitlets>=5.11.1 ; extra == 'typing'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
+  name: tinycss2
+  version: 1.4.0
+  sha256: 3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289
+  requires_dist:
+  - webencodings>=0.4
+  - sphinx ; extra == 'doc'
+  - sphinx-rtd-theme ; extra == 'doc'
+  - pytest ; extra == 'test'
+  - ruff ; extra == 'test'
+  requires_python: '>=3.8'
 - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_hd72426e_102.conda
   sha256: a84ff687119e6d8752346d1d408d5cf360dee0badd487a472aa8ddedfdc219e1
   md5: a0116df4f4ed05c303811a837d5b39d8
@@ -10304,210 +10032,126 @@ packages:
   - __osx >=11.0
   - libzlib >=1.3.1,<2.0a0
   license: TCL
-  license_family: BSD
-  purls: []
-  size: 3125538
-  timestamp: 1748388189063
-- conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h2c6b04d_2.conda
-  sha256: e3614b0eb4abcc70d98eae159db59d9b4059ed743ef402081151a948dce95896
-  md5: ebd0e761de9aa879a51d22cc721bd095
-  depends:
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  license: TCL
-  license_family: BSD
-  purls: []
-  size: 3466348
-  timestamp: 1748388121356
-- conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.2.1-pyhe01879c_2.conda
-  sha256: 040a5a05c487647c089ad5e05ad5aff5942830db2a4e656f1e300d73436436f1
-  md5: 30a0a26c8abccf4b7991d590fe17c699
-  depends:
-  - python >=3.9
-  - python
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/tomli?source=compressed-mapping
-  size: 21238
-  timestamp: 1753796677376
-- conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.5.2-py311h49ec1c0_1.conda
-  sha256: b1d686806d6b913e42aadb052b12d9cc91aae295640df3acfef645142fc33b3d
-  md5: 18a98f4444036100d78b230c94453ff4
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/tornado?source=hash-mapping
-  size: 868049
-  timestamp: 1756855060036
-- conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.5.2-py313h07c4f96_1.conda
-  sha256: c8bfe883aa2d5b59cb1d962729a12b3191518f7decbe9e3505c2aacccb218692
-  md5: 45821154b9cb2fb63c2b354c76086954
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/tornado?source=hash-mapping
-  size: 877215
-  timestamp: 1756855010312
-- conda: https://conda.anaconda.org/conda-forge/osx-64/tornado-6.5.2-py311h13e5629_1.conda
-  sha256: 397226b6314aec2b076294816c941c1e9b7e3bbcf7a2e9dc9ba08f3ac10b0590
-  md5: 06fd6a712ee16b3e7998e8ee2e7fc8b1
-  depends:
-  - __osx >=10.13
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/tornado?source=hash-mapping
-  size: 869912
-  timestamp: 1756855230920
-- conda: https://conda.anaconda.org/conda-forge/osx-64/tornado-6.5.2-py313h585f44e_1.conda
-  sha256: 530ac0f1864dcdb81a3c802d2b01cd83ec9a288f01dc6404b3f538b2ec84c3b6
-  md5: 3fa5548d42d026657a1cd8e4305cee9d
-  depends:
-  - __osx >=10.13
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/tornado?source=hash-mapping
-  size: 873301
-  timestamp: 1756855040989
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/tornado-6.5.2-py311h3696347_1.conda
-  sha256: 4941963a1f0046b2813bfbe4c2ded15cb0b0048436fe62237d69467e8c0e1692
-  md5: 25833dd6cb94341239aec42dd5370c33
-  depends:
-  - __osx >=11.0
-  - python >=3.11,<3.12.0a0
-  - python >=3.11,<3.12.0a0 *_cpython
-  - python_abi 3.11.* *_cp311
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/tornado?source=hash-mapping
-  size: 870380
-  timestamp: 1756855179889
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/tornado-6.5.2-py313hcdf3177_1.conda
-  sha256: 30fbb92cc119595e4ac7691789d45d367f5d6850103b97ca4a130d98e8ec27f0
-  md5: 728311ebaa740a1efa6fab80bbcdf335
-  depends:
-  - __osx >=11.0
-  - python >=3.13,<3.14.0a0
-  - python >=3.13,<3.14.0a0 *_cp313
-  - python_abi 3.13.* *_cp313
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/tornado?source=hash-mapping
-  size: 874955
-  timestamp: 1756855212446
-- conda: https://conda.anaconda.org/conda-forge/win-64/tornado-6.5.2-py311h3485c13_1.conda
-  sha256: 87527996d1297442bbc432369a5791af740762c1dda642d52cd55d32d5577937
-  md5: ec9179a7226659bd15d8085c8de15360
-  depends:
-  - python >=3.11,<3.12.0a0
-  - python_abi 3.11.* *_cp311
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/tornado?source=compressed-mapping
-  size: 871179
-  timestamp: 1756855104869
-- conda: https://conda.anaconda.org/conda-forge/win-64/tornado-6.5.2-py313h5ea7bf4_1.conda
-  sha256: ec4d9ef994018acc59d83e1024f7b08a3e8f2d917ec42d6db873aaf6102fec3c
-  md5: ae40ad307ecb3181694714a40002af6c
+  license_family: BSD
+  purls: []
+  size: 3125538
+  timestamp: 1748388189063
+- conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h2c6b04d_2.conda
+  sha256: e3614b0eb4abcc70d98eae159db59d9b4059ed743ef402081151a948dce95896
+  md5: ebd0e761de9aa879a51d22cc721bd095
   depends:
-  - python >=3.13,<3.14.0a0
-  - python_abi 3.13.* *_cp313
   - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  license: Apache-2.0
-  license_family: Apache
-  purls:
-  - pkg:pypi/tornado?source=compressed-mapping
-  size: 876511
-  timestamp: 1756855260509
-- conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
-  sha256: f39a5620c6e8e9e98357507262a7869de2ae8cc07da8b7f84e517c9fd6c2b959
-  md5: 019a7385be9af33791c989871317e1ed
-  depends:
-  - python >=3.9
-  license: BSD-3-Clause
+  - vc >=14.2,<15
+  - vc14_runtime >=14.29.30139
+  license: TCL
   license_family: BSD
-  purls:
-  - pkg:pypi/traitlets?source=hash-mapping
-  size: 110051
-  timestamp: 1733367480074
-- pypi: https://files.pythonhosted.org/packages/93/72/6b3e70d32e89a5cbb6a4513726c1ae8762165b027af569289e19ec08edd8/typer-0.17.4-py3-none-any.whl
+  purls: []
+  size: 3466348
+  timestamp: 1748388121356
+- pypi: https://files.pythonhosted.org/packages/33/f0/3fe8c6e69135a845f4106f2ff8b6805638d4e85c264e70114e8126689587/tokenize_rt-6.2.0-py2.py3-none-any.whl
+  name: tokenize-rt
+  version: 6.2.0
+  sha256: a152bf4f249c847a66497a4a95f63376ed68ac6abf092a2f7cfb29d044ecff44
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/0a/fe/3d3420c4cb1ad9cb462fb52967080575f15898da97e21cb6f1361d505383/tomli-2.3.0-cp311-cp311-win_amd64.whl
+  name: tomli
+  version: 2.3.0
+  sha256: 4dc4ce8483a5d429ab602f111a93a6ab1ed425eae3122032db7e9acf449451be
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/86/7f/d8fffe6a7aefdb61bced88fcb5e280cfd71e08939da5894161bd71bea022/tomli-2.3.0-cp311-cp311-macosx_11_0_arm64.whl
+  name: tomli
+  version: 2.3.0
+  sha256: 883b1c0d6398a6a9d29b508c331fa56adbcdff647f6ace4dfca0f50e90dfd0ba
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/89/48/06ee6eabe4fdd9ecd48bf488f4ac783844fd777f547b8d1b61c11939974e/tomli-2.3.0-cp313-cp313-macosx_10_13_x86_64.whl
+  name: tomli
+  version: 2.3.0
+  sha256: 5192f562738228945d7b13d4930baffda67b69425a7f0da96d360b0a3888136b
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/89/da/75dfd804fc11e6612846758a23f13271b76d577e299592b4371a4ca4cd09/tomli-2.3.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: tomli
+  version: 2.3.0
+  sha256: a0e285d2649b78c0d9027570d4da3425bdb49830a6156121360b3f8511ea3441
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/b2/b7/718cd1da0884f281f95ccfa3a6cc572d30053cba64603f79d431d3c9b61b/tomli-2.3.0-cp313-cp313-win_amd64.whl
+  name: tomli
+  version: 2.3.0
+  sha256: 0c95ca56fbe89e065c6ead5b593ee64b84a26fca063b5d71a1122bf26e533999
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/b3/2e/299f62b401438d5fe1624119c723f5d877acc86a4c2492da405626665f12/tomli-2.3.0-cp311-cp311-macosx_10_9_x86_64.whl
+  name: tomli
+  version: 2.3.0
+  sha256: 88bd15eb972f3664f5ed4b57c1634a97153b4bac4479dcb6a495f41921eb7f45
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/d5/f4/0fbd014909748706c01d16824eadb0307115f9562a15cbb012cd9b3512c5/tomli-2.3.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+  name: tomli
+  version: 2.3.0
+  sha256: 4021923f97266babc6ccab9f5068642a0095faa0a51a246a6a02fccbb3514eaf
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/f1/01/88793757d54d8937015c75dcdfb673c65471945f6be98e6a0410fba167ed/tomli-2.3.0-cp313-cp313-macosx_11_0_arm64.whl
+  name: tomli
+  version: 2.3.0
+  sha256: be71c93a63d738597996be9528f4abe628d1adf5e6eb11607bc8fe1a510b5dae
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/c7/2a/f609b420c2f564a748a2d80ebfb2ee02a73ca80223af712fca591386cafb/tornado-6.5.2-cp39-abi3-win_amd64.whl
+  name: tornado
+  version: 6.5.2
+  sha256: e56a5af51cc30dd2cae649429af65ca2f6571da29504a07995175df14c18f35f
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/f2/b5/9b575a0ed3e50b00c40b08cbce82eb618229091d09f6d14bce80fc01cb0b/tornado-6.5.2-cp39-abi3-macosx_10_9_x86_64.whl
+  name: tornado
+  version: 6.5.2
+  sha256: 583a52c7aa94ee046854ba81d9ebb6c81ec0fd30386d96f7640c96dad45a03ef
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/f6/48/6a7529df2c9cc12efd2e8f5dd219516184d703b34c06786809670df5b3bd/tornado-6.5.2-cp39-abi3-macosx_10_9_universal2.whl
+  name: tornado
+  version: 6.5.2
+  sha256: 2436822940d37cde62771cff8774f4f00b3c8024fe482e16ca8387b8a2724db6
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/f9/41/fb15f06e33d7430ca89420283a8762a4e6b8025b800ea51796ab5e6d9559/tornado-6.5.2-cp39-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  name: tornado
+  version: 6.5.2
+  sha256: e792706668c87709709c18b353da1f7662317b563ff69f00bab83595940c7108
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/00/c0/8f5d070730d7836adc9c9b6408dec68c6ced86b304a9b26a14df072a6e8c/traitlets-5.14.3-py3-none-any.whl
+  name: traitlets
+  version: 5.14.3
+  sha256: b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f
+  requires_dist:
+  - myst-parser ; extra == 'docs'
+  - pydata-sphinx-theme ; extra == 'docs'
+  - sphinx ; extra == 'docs'
+  - argcomplete>=3.0.3 ; extra == 'test'
+  - mypy>=1.7.0 ; extra == 'test'
+  - pre-commit ; extra == 'test'
+  - pytest-mock ; extra == 'test'
+  - pytest-mypy-testing ; extra == 'test'
+  - pytest>=7.0,<8.2 ; extra == 'test'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/e1/85/a4ff8758c66f1fc32aa5e9a145908394bf9cf1c79ffd1113cfdeb77e74e4/trove_classifiers-2025.9.11.17-py3-none-any.whl
+  name: trove-classifiers
+  version: 2025.9.11.17
+  sha256: 5d392f2d244deb1866556457d6f3516792124a23d1c3a463a2e8668a5d1c15dd
+- pypi: https://files.pythonhosted.org/packages/00/22/35617eee79080a5d071d0f14ad698d325ee6b3bf824fc0467c03b30e7fa8/typer-0.19.2-py3-none-any.whl
   name: typer
-  version: 0.17.4
-  sha256: 015534a6edaa450e7007eba705d5c18c3349dcea50a6ad79a5ed530967575824
+  version: 0.19.2
+  sha256: 755e7e19670ffad8283db353267cb81ef252f595aa6834a0d1ca9312d9326cb9
   requires_dist:
   - click>=8.0.0
   - typing-extensions>=3.7.4.3
   - shellingham>=1.3.0
   - rich>=10.11.0
-  requires_python: '>=3.7'
-- conda: https://conda.anaconda.org/conda-forge/noarch/types-python-dateutil-2.9.0.20250822-pyhd8ed1ab_0.conda
-  sha256: dfdf6e3dea87c873a86cfa47f7cba6ffb500bad576d083b3de6ad1b17e1a59c3
-  md5: 5e9220c892fe069da8de2b9c63663319
-  depends:
-  - python >=3.10
-  license: Apache-2.0 AND MIT
-  purls:
-  - pkg:pypi/types-python-dateutil?source=hash-mapping
-  size: 24939
-  timestamp: 1755865615651
-- conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
-  sha256: 7c2df5721c742c2a47b2c8f960e718c930031663ac1174da67c1ed5999f7938c
-  md5: edd329d7d3a4ab45dcf905899a7a6115
-  depends:
-  - typing_extensions ==4.15.0 pyhcf101f3_0
-  license: PSF-2.0
-  license_family: PSF
-  purls: []
-  size: 91383
-  timestamp: 1756220668932
-- conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
-  sha256: 032271135bca55aeb156cee361c81350c6f3fb203f57d024d7e5a1fc9ef18731
-  md5: 0caa1af407ecff61170c9437a808404d
-  depends:
-  - python >=3.10
-  - python
-  license: PSF-2.0
-  license_family: PSF
-  purls:
-  - pkg:pypi/typing-extensions?source=compressed-mapping
-  size: 51692
-  timestamp: 1756220668932
-- conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
-  sha256: 3088d5d873411a56bf988eee774559335749aed6f6c28e07bf933256afb9eb6c
-  md5: f6d7aa696c67756a650e91e15e88223c
-  depends:
-  - python >=3.9
-  license: Apache-2.0
-  license_family: APACHE
-  purls:
-  - pkg:pypi/typing-utils?source=hash-mapping
-  size: 15183
-  timestamp: 1733331395943
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/da/af/5d24b8d49ef358468ecfdff5c556adf37f4fd28e336b96f923661a808329/types_python_dateutil-2.9.0.20251008-py3-none-any.whl
+  name: types-python-dateutil
+  version: 2.9.0.20251008
+  sha256: b9a5232c8921cf7661b29c163ccc56055c418ab2c6eabe8f917cbcc73a4c4157
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/18/67/36e9267722cc04a6b9f15c7f3441c2363321a3ea07da7ae0c0707beb2a9c/typing_extensions-4.15.0-py3-none-any.whl
+  name: typing-extensions
+  version: 4.15.0
+  sha256: f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
+  requires_python: '>=3.9'
 - pypi: https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl
   name: tzdata
   version: '2025.2'
@@ -10545,51 +10189,77 @@ packages:
   - python-docs-theme ; extra == 'doc'
   - uncertainties[arrays,doc,test] ; extra == 'all'
   requires_python: '>=3.8'
-- conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
-  sha256: e0eb6c8daf892b3056f08416a96d68b0a358b7c46b99c8a50481b22631a4dfc0
-  md5: e7cb0f5745e4c5035a460248334af7eb
-  depends:
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/uri-template?source=hash-mapping
-  size: 23990
-  timestamp: 1733323714454
-- conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.5.0-pyhd8ed1ab_0.conda
-  sha256: 4fb9789154bd666ca74e428d973df81087a697dbb987775bc3198d2215f240f8
-  md5: 436c165519e140cb08d246a4472a9d6a
-  depends:
-  - brotli-python >=1.0.9
-  - h2 >=4,<5
-  - pysocks >=1.5.6,<2.0,!=1.5.7
-  - python >=3.9
-  - zstandard >=0.18.0
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/urllib3?source=hash-mapping
-  size: 101735
-  timestamp: 1750271478254
-- pypi: https://files.pythonhosted.org/packages/1a/c4/0082f437bac162ab95e5a3a389a184c122d45eb5593960aab92fdf80374b/uv-0.8.17-py3-none-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/f7/46/e7cea8159199096e1df52da20a57a6665da80c37fb8aeb848a3e47442c32/untokenize-0.1.1.tar.gz
+  name: untokenize
+  version: 0.1.1
+  sha256: 3865dbbbb8efb4bb5eaa72f1be7f3e0be00ea8b7f125c69cbd1f5fda926f37a2
+- pypi: https://files.pythonhosted.org/packages/e7/00/3fca040d7cf8a32776d3d81a00c8ee7457e00f80c649f1e4a863c8321ae9/uri_template-1.3.0-py3-none-any.whl
+  name: uri-template
+  version: 1.3.0
+  sha256: a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363
+  requires_dist:
+  - types-pyyaml ; extra == 'dev'
+  - mypy ; extra == 'dev'
+  - flake8 ; extra == 'dev'
+  - flake8-annotations ; extra == 'dev'
+  - flake8-bandit ; extra == 'dev'
+  - flake8-bugbear ; extra == 'dev'
+  - flake8-commas ; extra == 'dev'
+  - flake8-comprehensions ; extra == 'dev'
+  - flake8-continuation ; extra == 'dev'
+  - flake8-datetimez ; extra == 'dev'
+  - flake8-docstrings ; extra == 'dev'
+  - flake8-import-order ; extra == 'dev'
+  - flake8-literal ; extra == 'dev'
+  - flake8-modern-annotations ; extra == 'dev'
+  - flake8-noqa ; extra == 'dev'
+  - flake8-pyproject ; extra == 'dev'
+  - flake8-requirements ; extra == 'dev'
+  - flake8-typechecking-import ; extra == 'dev'
+  - flake8-use-fstring ; extra == 'dev'
+  - pep8-naming ; extra == 'dev'
+  requires_python: '>=3.7'
+- pypi: https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl
+  name: urllib3
+  version: 2.5.0
+  sha256: e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc
+  requires_dist:
+  - brotli>=1.0.9 ; platform_python_implementation == 'CPython' and extra == 'brotli'
+  - brotlicffi>=0.8.0 ; platform_python_implementation != 'CPython' and extra == 'brotli'
+  - h2>=4,<5 ; extra == 'h2'
+  - pysocks>=1.5.6,!=1.5.7,<2.0 ; extra == 'socks'
+  - zstandard>=0.18.0 ; extra == 'zstd'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/16/25/6df8be6cd549200e80d19374579689fda39b18735afde841345284fb113d/uv-0.9.3-py3-none-macosx_11_0_arm64.whl
   name: uv
-  version: 0.8.17
-  sha256: cf85b84b81b41d57a9b6eeded8473ec06ace8ee959ad0bb57e102b5ad023bd34
+  version: 0.9.3
+  sha256: 741e80c4230e1b9a5d0869aca2fb082b3832b251ef61537bc9278364b8e74df2
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/65/34/609b72034df0c62bcfb0c0ad4b11e2b55e537c0f0817588b5337d3dcca71/uv-0.8.17-py3-none-macosx_10_12_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/82/45/488417c6c0127c00bcdfac3556ae2ea0597df8245fe5f9bcfda35ebdbe85/uv-0.9.3-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
   name: uv
-  version: 0.8.17
-  sha256: c28fba6d7bb5c34ade2c8da5000faebe8425a287f42a043ca01ceb24ebc81590
+  version: 0.9.3
+  sha256: 73ae4bbc7d555ba1738da08c64b55f21ab0ea0ff85636708cebaf460d98a440d
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/8f/35/cb47d2d07a383c07b0e5043c6fe5555f0fd79683c6d7f9760222987c8be9/uv-0.8.17-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/87/cd/667f6249a9a3a8d2d7ba1aa72db6b1fc6cdaf7b0d7aeda43478702e2a13e/uv-0.9.3-py3-none-win_amd64.whl
   name: uv
-  version: 0.8.17
-  sha256: b6d30d02fb65193309fc12a20f9e1a9fab67f469d3e487a254ca1145fd06788f
+  version: 0.9.3
+  sha256: 55516bf85c44a00b948472ddda80d7c5cd9990e9b5c085dc5005da93f40266a7
   requires_python: '>=3.8'
-- pypi: https://files.pythonhosted.org/packages/b6/bc/9417df48f0c18a9d54c2444096e03f2f56a3534c5b869f50ac620729cbc8/uv-0.8.17-py3-none-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/d0/1a/8e68d0020c29f6f329a265773c23b0c01e002794ea884b8bdbd594c7ea97/uv-0.9.3-py3-none-macosx_10_12_x86_64.whl
   name: uv
-  version: 0.8.17
-  sha256: b009f1ec9e28de00f76814ad66e35aaae82c98a0f24015de51943dcd1c2a1895
+  version: 0.9.3
+  sha256: 596a982c5a061d58412824a2ebe2960b52db23f1b1658083ba9c0e7ae390308a
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/a4/39/6983dd79f01aaa4c75d9ffa550fa393f0c4c28f7ccd6956e4188c62cefbc/validate_pyproject-0.24.1-py3-none-any.whl
+  name: validate-pyproject
+  version: 0.24.1
+  sha256: b7b05fa9117204c9c4606ab317acd095b18d1bfc78fb7dc8cc06f77d0582ca2d
+  requires_dist:
+  - fastjsonschema>=2.16.2,<=3
+  - packaging>=24.2 ; extra == 'all'
+  - trove-classifiers>=2021.10.20 ; extra == 'all'
+  - tomli>=1.2.1 ; python_full_version < '3.11' and extra == 'all'
+  - validate-pyproject-schema-store ; extra == 'store'
   requires_python: '>=3.8'
 - pypi: https://files.pythonhosted.org/packages/29/f9/cc7f78679fdee256e3aaa9e0c431f930142dc0824f999bb7edf4b22387fb/varname-0.15.0-py3-none-any.whl
   name: varname
@@ -10601,87 +10271,151 @@ packages:
   - pure-eval==0.* ; extra == 'all'
   - typing-extensions>=4.13,<5.0 ; python_full_version < '3.10'
   requires_python: '>=3.8,<4.0'
-- conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h41ae7f8_31.conda
-  sha256: cb357591d069a1e6cb74199a8a43a7e3611f72a6caed9faa49dbb3d7a0a98e0b
-  md5: 28f4ca1e0337d0f27afb8602663c5723
+- conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h2b53caa_32.conda
+  sha256: 82250af59af9ff3c6a635dd4c4764c631d854feb334d6747d356d949af44d7cf
+  md5: ef02bbe151253a72b8eda264a935db66
   depends:
-  - vc14_runtime >=14.44.35208
+  - vc14_runtime >=14.42.34433
   track_features:
   - vc14
   license: BSD-3-Clause
   license_family: BSD
   purls: []
-  size: 18249
-  timestamp: 1753739241465
-- conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.44.35208-h818238b_31.conda
-  sha256: af4b4b354b87a9a8d05b8064ff1ea0b47083274f7c30b4eb96bc2312c9b5f08f
-  md5: 603e41da40a765fd47995faa021da946
+  size: 18861
+  timestamp: 1760418772353
+- conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.44.35208-h818238b_32.conda
+  sha256: e3a3656b70d1202e0d042811ceb743bd0d9f7e00e2acdf824d231b044ef6c0fd
+  md5: 378d5dcec45eaea8d303da6f00447ac0
   depends:
   - ucrt >=10.0.20348.0
-  - vcomp14 14.44.35208 h818238b_31
+  - vcomp14 14.44.35208 h818238b_32
   constrains:
-  - vs2015_runtime 14.44.35208.* *_31
+  - vs2015_runtime 14.44.35208.* *_32
   license: LicenseRef-MicrosoftVisualCpp2015-2022Runtime
   license_family: Proprietary
   purls: []
-  size: 682424
-  timestamp: 1753739239305
-- conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_31.conda
-  sha256: 67b317b64f47635415776718d25170a9a6f9a1218c0f5a6202bfd687e07b6ea4
-  md5: a6b1d5c1fc3cb89f88f7179ee6a9afe3
+  size: 682706
+  timestamp: 1760418629729
+- conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_32.conda
+  sha256: f3790c88fbbdc55874f41de81a4237b1b91eab75e05d0e58661518ff04d2a8a1
+  md5: 58f67b437acbf2764317ba273d731f1d
   depends:
   - ucrt >=10.0.20348.0
   constrains:
-  - vs2015_runtime 14.44.35208.* *_31
+  - vs2015_runtime 14.44.35208.* *_32
   license: LicenseRef-MicrosoftVisualCpp2015-2022Runtime
   license_family: Proprietary
   purls: []
-  size: 113963
-  timestamp: 1753739198723
-- conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.13-pyhd8ed1ab_1.conda
-  sha256: f21e63e8f7346f9074fd00ca3b079bd3d2fa4d71f1f89d5b6934bf31446dc2a5
-  md5: b68980f2495d096e71c7fd9d7ccf63e6
-  depends:
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/wcwidth?source=hash-mapping
-  size: 32581
-  timestamp: 1733231433877
-- conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-24.11.1-pyhd8ed1ab_0.conda
-  sha256: 08315dc2e61766a39219b2d82685fc25a56b2817acf84d5b390176080eaacf99
-  md5: b49f7b291e15494aafb0a7d74806f337
-  depends:
-  - python >=3.9
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/webcolors?source=hash-mapping
-  size: 18431
-  timestamp: 1733359823938
-- conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
-  sha256: 19ff205e138bb056a46f9e3839935a2e60bd1cf01c8241a5e172a422fed4f9c6
-  md5: 2841eb5bfc75ce15e9a0054b98dcd64d
-  depends:
-  - python >=3.9
-  license: BSD-3-Clause
-  license_family: BSD
-  purls:
-  - pkg:pypi/webencodings?source=hash-mapping
-  size: 15496
-  timestamp: 1733236131358
-- conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.8.0-pyhd8ed1ab_1.conda
-  sha256: 1dd84764424ffc82030c19ad70607e6f9e3b9cb8e633970766d697185652053e
-  md5: 84f8f77f0a9c6ef401ee96611745da8f
-  depends:
-  - python >=3.9
-  license: Apache-2.0
-  license_family: APACHE
-  purls:
-  - pkg:pypi/websocket-client?source=hash-mapping
-  size: 46718
-  timestamp: 1733157432924
+  size: 114846
+  timestamp: 1760418593847
+- pypi: https://files.pythonhosted.org/packages/1c/59/964ecb8008722d27d8a835baea81f56a91cea8e097b3be992bc6ccde6367/versioningit-3.3.0-py3-none-any.whl
+  name: versioningit
+  version: 3.3.0
+  sha256: 23b1db3c4756cded9bd6b0ddec6643c261e3d0c471707da3e0b230b81ce53e4b
+  requires_dist:
+  - importlib-metadata>=3.6 ; python_full_version < '3.10'
+  - packaging>=17.1
+  - tomli>=1.2,<3.0 ; python_full_version < '3.11'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/27/73/d9a94da0e9d470a543c1b9d3ccbceb0f59455983088e727b8a1824ed90fb/virtualenv-20.35.3-py3-none-any.whl
+  name: virtualenv
+  version: 20.35.3
+  sha256: 63d106565078d8c8d0b206d48080f938a8b25361e19432d2c9db40d2899c810a
+  requires_dist:
+  - distlib>=0.3.7,<1
+  - filelock>=3.12.2,<4
+  - importlib-metadata>=6.6 ; python_full_version < '3.8'
+  - platformdirs>=3.9.1,<5
+  - typing-extensions>=4.13.2 ; python_full_version < '3.11'
+  - furo>=2023.7.26 ; extra == 'docs'
+  - proselint>=0.13 ; extra == 'docs'
+  - sphinx>=7.1.2,!=7.3 ; extra == 'docs'
+  - sphinx-argparse>=0.4 ; extra == 'docs'
+  - sphinxcontrib-towncrier>=0.2.1a0 ; extra == 'docs'
+  - towncrier>=23.6 ; extra == 'docs'
+  - covdefaults>=2.3 ; extra == 'test'
+  - coverage-enable-subprocess>=1 ; extra == 'test'
+  - coverage>=7.2.7 ; extra == 'test'
+  - flaky>=3.7 ; extra == 'test'
+  - packaging>=23.1 ; extra == 'test'
+  - pytest-env>=0.8.2 ; extra == 'test'
+  - pytest-freezer>=0.4.8 ; (python_full_version >= '3.13' and platform_python_implementation == 'CPython' and sys_platform == 'win32' and extra == 'test') or (platform_python_implementation == 'GraalVM' and extra == 'test') or (platform_python_implementation == 'PyPy' and extra == 'test')
+  - pytest-mock>=3.11.1 ; extra == 'test'
+  - pytest-randomly>=3.12 ; extra == 'test'
+  - pytest-timeout>=2.1 ; extra == 'test'
+  - pytest>=7.4 ; extra == 'test'
+  - setuptools>=68 ; extra == 'test'
+  - time-machine>=2.10 ; platform_python_implementation == 'CPython' and extra == 'test'
+  requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/63/7a/6013b0d8dbc56adca7fdd4f0beed381c59f6752341b12fa0886fa7afc78b/watchdog-6.0.0-cp311-cp311-macosx_10_9_x86_64.whl
+  name: watchdog
+  version: 6.0.0
+  sha256: ef810fbf7b781a5a593894e4f439773830bdecb885e6880d957d5b9382a960d2
+  requires_dist:
+  - pyyaml>=3.10 ; extra == 'watchmedo'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/85/83/cdf13902c626b28eedef7ec4f10745c52aad8a8fe7eb04ed7b1f111ca20e/watchdog-6.0.0-cp313-cp313-macosx_10_13_x86_64.whl
+  name: watchdog
+  version: 6.0.0
+  sha256: 76aae96b00ae814b181bb25b1b98076d5fc84e8a53cd8885a318b42b6d3a5134
+  requires_dist:
+  - pyyaml>=3.10 ; extra == 'watchmedo'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/b5/e8/dbf020b4d98251a9860752a094d09a65e1b436ad181faf929983f697048f/watchdog-6.0.0-py3-none-manylinux2014_x86_64.whl
+  name: watchdog
+  version: 6.0.0
+  sha256: 20ffe5b202af80ab4266dcd3e91aae72bf2da48c0d33bdb15c66658e685e94e2
+  requires_dist:
+  - pyyaml>=3.10 ; extra == 'watchmedo'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/d1/40/b75381494851556de56281e053700e46bff5b37bf4c7267e858640af5a7f/watchdog-6.0.0-cp311-cp311-macosx_11_0_arm64.whl
+  name: watchdog
+  version: 6.0.0
+  sha256: afd0fe1b2270917c5e23c2a65ce50c2a4abb63daafb0d419fde368e272a76b7c
+  requires_dist:
+  - pyyaml>=3.10 ; extra == 'watchmedo'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/db/d9/c495884c6e548fce18a8f40568ff120bc3a4b7b99813081c8ac0c936fa64/watchdog-6.0.0-py3-none-win_amd64.whl
+  name: watchdog
+  version: 6.0.0
+  sha256: cbafb470cf848d93b5d013e2ecb245d4aa1c8fd0504e863ccefa32445359d680
+  requires_dist:
+  - pyyaml>=3.10 ; extra == 'watchmedo'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/fe/c4/225c87bae08c8b9ec99030cd48ae9c4eca050a59bf5c2255853e18c87b50/watchdog-6.0.0-cp313-cp313-macosx_11_0_arm64.whl
+  name: watchdog
+  version: 6.0.0
+  sha256: a175f755fc2279e0b7312c0035d52e27211a5bc39719dd529625b1930917345b
+  requires_dist:
+  - pyyaml>=3.10 ; extra == 'watchmedo'
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/af/b5/123f13c975e9f27ab9c0770f514345bd406d0e8d3b7a0723af9d43f710af/wcwidth-0.2.14-py2.py3-none-any.whl
+  name: wcwidth
+  version: 0.2.14
+  sha256: a7bb560c8aee30f9957e5f9895805edd20602f2d7f720186dfd906e82b4982e1
+  requires_python: '>=3.6'
+- pypi: https://files.pythonhosted.org/packages/60/e8/c0e05e4684d13459f93d312077a9a2efbe04d59c393bc2b8802248c908d4/webcolors-24.11.1-py3-none-any.whl
+  name: webcolors
+  version: 24.11.1
+  sha256: 515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9
+  requires_python: '>=3.9'
+- pypi: https://files.pythonhosted.org/packages/f4/24/2a3e3df732393fed8b3ebf2ec078f05546de641fe1b667ee316ec1dcf3b7/webencodings-0.5.1-py2.py3-none-any.whl
+  name: webencodings
+  version: 0.5.1
+  sha256: a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78
+- pypi: https://files.pythonhosted.org/packages/34/db/b10e48aa8fff7407e67470363eac595018441cf32d5e1001567a7aeba5d2/websocket_client-1.9.0-py3-none-any.whl
+  name: websocket-client
+  version: 1.9.0
+  sha256: af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef
+  requires_dist:
+  - pytest ; extra == 'test'
+  - websockets ; extra == 'test'
+  - python-socks ; extra == 'optional'
+  - wsaccel ; extra == 'optional'
+  - sphinx>=6.0 ; extra == 'docs'
+  - sphinx-rtd-theme>=1.1.0 ; extra == 'docs'
+  - myst-parser>=2.0.0 ; extra == 'docs'
+  requires_python: '>=3.9'
 - conda: https://conda.anaconda.org/conda-forge/noarch/wheel-0.45.1-pyhd8ed1ab_1.conda
   sha256: 1b34021e815ff89a4d902d879c3bd2040bc1bd6169b32e9427497fa05c55f1ce
   md5: 75cb7132eb58d97896e173ef12ac9986
@@ -10693,24 +10427,6 @@ packages:
   - pkg:pypi/wheel?source=hash-mapping
   size: 62931
   timestamp: 1733130309598
-- conda: https://conda.anaconda.org/conda-forge/noarch/win_inet_pton-1.1.0-pyh7428d3b_8.conda
-  sha256: 93807369ab91f230cf9e6e2a237eaa812492fe00face5b38068735858fba954f
-  md5: 46e441ba871f524e2b067929da3051c2
-  depends:
-  - __win
-  - python >=3.9
-  license: LicenseRef-Public-Domain
-  purls:
-  - pkg:pypi/win-inet-pton?source=hash-mapping
-  size: 9555
-  timestamp: 1733130678956
-- conda: https://conda.anaconda.org/conda-forge/win-64/winpty-0.4.3-4.tar.bz2
-  sha256: 9df10c5b607dd30e05ba08cbd940009305c75db242476f4e845ea06008b0a283
-  md5: 1cee351bf20b830d991dbe0bc8cd7dfe
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 1176306
 - pypi: https://files.pythonhosted.org/packages/78/58/e860788190eba3bcce367f74d29c4675466ce8dddfba85f7827588416f01/wsproto-1.2.0-py3-none-any.whl
   name: wsproto
   version: 1.2.0
@@ -10735,372 +10451,75 @@ packages:
   - coverage ; extra == 'test'
   - xraydb[dev,doc,test] ; extra == 'all'
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h280c20c_3.conda
-  sha256: 6d9ea2f731e284e9316d95fa61869fe7bbba33df7929f82693c121022810f4ad
-  md5: a77f85f77be52ff59391544bfe73390a
-  depends:
-  - libgcc >=14
-  - __glibc >=2.17,<3.0.a0
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 85189
-  timestamp: 1753484064210
-- conda: https://conda.anaconda.org/conda-forge/osx-64/yaml-0.2.5-h4132b18_3.conda
-  sha256: a335161bfa57b64e6794c3c354e7d49449b28b8d8a7c4ed02bf04c3f009953f9
-  md5: a645bb90997d3fc2aea0adf6517059bd
-  depends:
-  - __osx >=10.13
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 79419
-  timestamp: 1753484072608
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h925e9cb_3.conda
-  sha256: b03433b13d89f5567e828ea9f1a7d5c5d697bf374c28a4168d71e9464f5dafac
-  md5: 78a0fe9e9c50d2c381e8ee47e3ea437d
-  depends:
-  - __osx >=11.0
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 83386
-  timestamp: 1753484079473
-- conda: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h6a83c73_3.conda
-  sha256: 80ee68c1e7683a35295232ea79bcc87279d31ffeda04a1665efdb43cbd50a309
-  md5: 433699cba6602098ae8957a323da2664
-  depends:
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  license: MIT
-  license_family: MIT
-  purls: []
-  size: 63944
-  timestamp: 1753484092156
-- pypi: https://files.pythonhosted.org/packages/00/70/8f78a95d6935a70263d46caa3dd18e1f223cf2f2ff2037baa01a22bc5b22/yarl-1.20.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/01/88/04d98af0b47e0ef42597b9b28863b9060bb515524da0a65d5f4db160b2d5/yarl-1.22.0-cp313-cp313-macosx_10_13_x86_64.whl
   name: yarl
-  version: 1.20.1
-  sha256: 98c4a7d166635147924aa0bf9bfe8d8abad6fffa6102de9c99ea04a1376f91e8
+  version: 1.22.0
+  sha256: 01e73b85a5434f89fc4fe27dcda2aff08ddf35e4d47bbbea3bdcd25321af538a
   requires_dist:
   - idna>=2.0
   - multidict>=4.0
   - propcache>=0.2.1
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/89/ed/b8773448030e6fc47fa797f099ab9eab151a43a25717f9ac043844ad5ea3/yarl-1.20.1-cp311-cp311-macosx_10_9_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/11/c9/cd8538dc2e7727095e0c1d867bad1e40c98f37763e6d995c1939f5fdc7b1/yarl-1.22.0-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: yarl
-  version: 1.20.1
-  sha256: d0f6500f69e8402d513e5eedb77a4e1818691e8f45e6b687147963514d84b44b
+  version: 1.22.0
+  sha256: bec03d0d388060058f5d291a813f21c011041938a441c593374da6077fe21b1b
   requires_dist:
   - idna>=2.0
   - multidict>=4.0
   - propcache>=0.2.1
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/af/44/46407d7f7a56e9a85a4c207724c9f2c545c060380718eea9088f222ba697/yarl-1.20.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/18/91/3274b215fd8442a03975ce6bee5fe6aa57a8326b29b9d3d56234a1dca244/yarl-1.22.0-cp313-cp313-macosx_11_0_arm64.whl
   name: yarl
-  version: 1.20.1
-  sha256: d1a4fbb50e14396ba3d375f68bfe02215d8e7bc3ec49da8341fe3157f59d2ff5
+  version: 1.22.0
+  sha256: 22965c2af250d20c873cdbee8ff958fb809940aeb2e74ba5f20aaf6b7ac8c70c
   requires_dist:
   - idna>=2.0
   - multidict>=4.0
   - propcache>=0.2.1
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/b2/27/584394e1cb76fb771371770eccad35de400e7b434ce3142c2dd27392c968/yarl-1.20.1-cp313-cp313-macosx_10_13_x86_64.whl
+- pypi: https://files.pythonhosted.org/packages/46/00/71b90ed48e895667ecfb1eaab27c1523ee2fa217433ed77a73b13205ca4b/yarl-1.22.0-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
   name: yarl
-  version: 1.20.1
-  sha256: 14f326acd845c2b2e2eb38fb1346c94f7f3b01a4f5c788f8144f9b630bfff9a3
+  version: 1.22.0
+  sha256: 4c52a6e78aef5cf47a98ef8e934755abf53953379b7d53e68b15ff4420e6683d
   requires_dist:
   - idna>=2.0
   - multidict>=4.0
   - propcache>=0.2.1
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/ba/ba/39b1ecbf51620b40ab402b0fc817f0ff750f6d92712b44689c2c215be89d/yarl-1.20.1-cp313-cp313-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/6a/a1/d065d51d02dc02ce81501d476b9ed2229d9a990818332242a882d5d60340/yarl-1.22.0-cp311-cp311-macosx_10_9_x86_64.whl
   name: yarl
-  version: 1.20.1
-  sha256: 495b4ef2fea40596bfc0affe3837411d6aa3371abcf31aac0ccc4bdd64d4ef5c
+  version: 1.22.0
+  sha256: 669930400e375570189492dc8d8341301578e8493aec04aebc20d4717f899dd6
   requires_dist:
   - idna>=2.0
   - multidict>=4.0
   - propcache>=0.2.1
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/bf/9a/3246ae92d4049099f52d9b0fe3486e3b500e29b7ea872d0f152966fc209d/yarl-1.20.1-cp313-cp313-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/9a/ee/450914ae11b419eadd067c6183ae08381cfdfcb9798b90b2b713bbebddda/yarl-1.22.0-cp313-cp313-win_amd64.whl
   name: yarl
-  version: 1.20.1
-  sha256: f60e4ad5db23f0b96e49c018596707c3ae89f5d0bd97f0ad3684bcbad899f1e7
+  version: 1.22.0
+  sha256: 47743b82b76d89a1d20b83e60d5c20314cbd5ba2befc9cda8f28300c4a08ed4d
   requires_dist:
   - idna>=2.0
   - multidict>=4.0
   - propcache>=0.2.1
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/e3/e3/409bd17b1e42619bf69f60e4f031ce1ccb29bd7380117a55529e76933464/yarl-1.20.1-cp311-cp311-macosx_11_0_arm64.whl
+- pypi: https://files.pythonhosted.org/packages/b5/f7/149bb6f45f267cb5c074ac40c01c6b3ea6d8a620d34b337f6321928a1b4d/yarl-1.22.0-cp311-cp311-win_amd64.whl
   name: yarl
-  version: 1.20.1
-  sha256: 7a8900a42fcdaad568de58887c7b2f602962356908eedb7628eaf6021a6e435b
+  version: 1.22.0
+  sha256: 078278b9b0b11568937d9509b589ee83ef98ed6d561dfe2020e24a9fd08eaa2b
   requires_dist:
   - idna>=2.0
   - multidict>=4.0
   - propcache>=0.2.1
   requires_python: '>=3.9'
-- pypi: https://files.pythonhosted.org/packages/f0/09/d9c7942f8f05c32ec72cd5c8e041c8b29b5807328b68b4801ff2511d4d5e/yarl-1.20.1-cp311-cp311-win_amd64.whl
+- pypi: https://files.pythonhosted.org/packages/c1/da/8da9f6a53f67b5106ffe902c6fa0164e10398d4e150d85838b82f424072a/yarl-1.22.0-cp311-cp311-macosx_11_0_arm64.whl
   name: yarl
-  version: 1.20.1
-  sha256: 26ef53a9e726e61e9cd1cda6b478f17e350fb5800b4bd1cd9fe81c4d91cfeb2e
+  version: 1.22.0
+  sha256: 792a2af6d58177ef7c19cbf0097aba92ca1b9cb3ffdd9c7470e156c8f9b5e028
   requires_dist:
   - idna>=2.0
   - multidict>=4.0
   - propcache>=0.2.1
   requires_python: '>=3.9'
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h387f397_9.conda
-  sha256: 47cfe31255b91b4a6fa0e9dbaf26baa60ac97e033402dbc8b90ba5fee5ffe184
-  md5: 8035e5b54c08429354d5d64027041cad
-  depends:
-  - libstdcxx >=14
-  - libgcc >=14
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - libsodium >=1.0.20,<1.0.21.0a0
-  - krb5 >=1.21.3,<1.22.0a0
-  license: MPL-2.0
-  license_family: MOZILLA
-  purls: []
-  size: 310648
-  timestamp: 1757370847287
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zeromq-4.3.5-h6c33b1e_9.conda
-  sha256: 30aa5a2e9c7b8dbf6659a2ccd8b74a9994cdf6f87591fcc592970daa6e7d3f3c
-  md5: d940d809c42fbf85b05814c3290660f5
-  depends:
-  - __osx >=10.13
-  - libcxx >=19
-  - libsodium >=1.0.20,<1.0.21.0a0
-  - krb5 >=1.21.3,<1.22.0a0
-  license: MPL-2.0
-  license_family: MOZILLA
-  purls: []
-  size: 259628
-  timestamp: 1757371000392
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zeromq-4.3.5-h888dc83_9.conda
-  sha256: b6f9c130646e5971f6cad708e1eee278f5c7eea3ca97ec2fdd36e7abb764a7b8
-  md5: 26f39dfe38a2a65437c29d69906a0f68
-  depends:
-  - __osx >=11.0
-  - libcxx >=19
-  - libsodium >=1.0.20,<1.0.21.0a0
-  - krb5 >=1.21.3,<1.22.0a0
-  license: MPL-2.0
-  license_family: MOZILLA
-  purls: []
-  size: 244772
-  timestamp: 1757371008525
-- conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-h5bddc39_9.conda
-  sha256: 690cf749692c8ea556646d1a47b5824ad41b2f6dfd949e4cdb6c44a352fcb1aa
-  md5: a6c8f8ee856f7c3c1576e14b86cd8038
-  depends:
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - libsodium >=1.0.20,<1.0.21.0a0
-  - krb5 >=1.21.3,<1.22.0a0
-  license: MPL-2.0
-  license_family: MOZILLA
-  purls: []
-  size: 265212
-  timestamp: 1757370864284
-- conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhd8ed1ab_0.conda
-  sha256: 7560d21e1b021fd40b65bfb72f67945a3fcb83d78ad7ccf37b8b3165ec3b68ad
-  md5: df5e78d904988eb55042c0c97446079f
-  depends:
-  - python >=3.9
-  license: MIT
-  license_family: MIT
-  purls:
-  - pkg:pypi/zipp?source=hash-mapping
-  size: 22963
-  timestamp: 1749421737203
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.25.0-py311haee01d2_0.conda
-  sha256: ed149760ea78e038e6424d8a327ea95da351727536c0e9abedccf5a61fc19932
-  md5: 0fd242142b0691eb9311dc32c1d4ab76
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=14
-  - python_abi 3.11.* *_cp311
-  - zstd >=1.5.7,<1.6.0a0
-  license: BSD-3-Clause
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 466651
-  timestamp: 1757930101225
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.25.0-py313h54dd161_0.conda
-  sha256: 9d79d176afe50361cc3fd4366bedff20852dbea1e5b03f358b55f12aca22d60d
-  md5: 1fe43bd1fc86e22ad3eb0edec637f8a2
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - libgcc >=14
-  - __glibc >=2.17,<3.0.a0
-  - zstd >=1.5.7,<1.6.0a0
-  - python_abi 3.13.* *_cp313
-  license: BSD-3-Clause
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 471152
-  timestamp: 1757930114245
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.25.0-py311h62e9434_0.conda
-  sha256: be241ea3ca603d68654beeab4c991c225c9361378a107f72c2433ddfdff88132
-  md5: 5425495af6b0b010230320d618022f20
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - __osx >=10.13
-  - python_abi 3.11.* *_cp311
-  - zstd >=1.5.7,<1.6.0a0
-  license: BSD-3-Clause
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 462903
-  timestamp: 1757930157317
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zstandard-0.25.0-py313hcb05632_0.conda
-  sha256: 1df6717571a177a135622399708878c84620be5bd9a72dc67814486595ecb509
-  md5: 7fbc3b11a6c969de321061575594eba7
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - __osx >=10.13
-  - zstd >=1.5.7,<1.6.0a0
-  - python_abi 3.13.* *_cp313
-  license: BSD-3-Clause
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 469089
-  timestamp: 1757930140546
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.25.0-py311h5bb9006_0.conda
-  sha256: fb1443a1479a6d709b4af7a2cdcea3ef2a5e859378de19814086fa86ca6f934e
-  md5: c7e0f1b714bd12d39899a4f0c296dd86
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - __osx >=11.0
-  - python 3.11.* *_cpython
-  - zstd >=1.5.7,<1.6.0a0
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 390089
-  timestamp: 1757930124840
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstandard-0.25.0-py313h9734d34_0.conda
-  sha256: 8a1bf8a66c05f724e8a56cb1918eae70bcb467a7c5d43818e37e04d86332c513
-  md5: ce17795bf104a29a2c7ed0bba7a804cb
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - __osx >=11.0
-  - python 3.13.* *_cp313
-  - zstd >=1.5.7,<1.6.0a0
-  - python_abi 3.13.* *_cp313
-  license: BSD-3-Clause
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 396477
-  timestamp: 1757930170468
-- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.25.0-py311hf893f09_0.conda
-  sha256: 3b66d3cb738a9993e8432d1a03402d207128166c4ef0c928e712958e51aff325
-  md5: d26077d20b4bba54f4c718ed1313805f
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - zstd >=1.5.7,<1.6.0a0
-  - python_abi 3.11.* *_cp311
-  license: BSD-3-Clause
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 375866
-  timestamp: 1757930134099
-- conda: https://conda.anaconda.org/conda-forge/win-64/zstandard-0.25.0-py313h5fd188c_0.conda
-  sha256: d20a163a466621e41c3d06bc5dc3040603b8b0bfa09f493e2bfc0dbd5aa6e911
-  md5: edfe43bb6e955d4d9b5e7470ea92dead
-  depends:
-  - python
-  - cffi >=1.11
-  - zstd >=1.5.7,<1.5.8.0a0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - vc >=14.3,<15
-  - vc14_runtime >=14.44.35208
-  - ucrt >=10.0.20348.0
-  - python_abi 3.13.* *_cp313
-  - zstd >=1.5.7,<1.6.0a0
-  license: BSD-3-Clause
-  purls:
-  - pkg:pypi/zstandard?source=hash-mapping
-  size: 380849
-  timestamp: 1757930139118
-- conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb8e6e7a_2.conda
-  sha256: a4166e3d8ff4e35932510aaff7aa90772f84b4d07e9f6f83c614cba7ceefe0eb
-  md5: 6432cb5d4ac0046c3ac0a8a0f95842f9
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc >=13
-  - libstdcxx >=13
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 567578
-  timestamp: 1742433379869
-- conda: https://conda.anaconda.org/conda-forge/osx-64/zstd-1.5.7-h8210216_2.conda
-  sha256: c171c43d0c47eed45085112cb00c8c7d4f0caa5a32d47f2daca727e45fb98dca
-  md5: cd60a4a5a8d6a476b30d8aa4bb49251a
-  depends:
-  - __osx >=10.13
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 485754
-  timestamp: 1742433356230
-- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-h6491c7d_2.conda
-  sha256: 0d02046f57f7a1a3feae3e9d1aa2113788311f3cf37a3244c71e61a93177ba67
-  md5: e6f69c7bcccdefa417f056fa593b40f0
-  depends:
-  - __osx >=11.0
-  - libzlib >=1.3.1,<2.0a0
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 399979
-  timestamp: 1742433432699
-- conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-hbeecb71_2.conda
-  sha256: bc64864377d809b904e877a98d0584f43836c9f2ef27d3d2a1421fa6eae7ca04
-  md5: 21f56217d6125fb30c3c3f10c786d751
-  depends:
-  - libzlib >=1.3.1,<2.0a0
-  - ucrt >=10.0.20348.0
-  - vc >=14.2,<15
-  - vc14_runtime >=14.29.30139
-  license: BSD-3-Clause
-  license_family: BSD
-  purls: []
-  size: 354697
-  timestamp: 1742433568506
diff --git a/pixi.toml b/pixi.toml
index bcc2feb8..da1fc721 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -2,7 +2,7 @@
 # ENVIRONMENT VARIABLES
 #######################
 
-# Platform-independent 
+# Platform-independent
 
 [activation.env]
 PYTHONIOENCODING = "utf-8"
@@ -16,11 +16,11 @@ PYTHONIOENCODING = "utf-8"
 
 # Unix/macOS
 [target.unix.activation.env]
-PYTHONPATH = "src${PYTHONPATH:+:${PYTHONPATH}}" # remove ":" if needed
+PYTHONPATH = "${PIXI_PROJECT_ROOT}/src${PYTHONPATH:+:${PYTHONPATH}}"
 
 # Windows
 [target.win.activation.env]
-PYTHONPATH = "src;%PYTHONPATH%"
+PYTHONPATH = "${PIXI_PROJECT_ROOT}/src;%PYTHONPATH%"
 
 ###########
 # WORKSPACE
@@ -40,16 +40,19 @@ channels = ['conda-forge']
 # Default feature configuration
 
 [dependencies] # == [feature.default.dependencies]
-pip = '*'        # Required to install from PyPI
-jupyterlab = '*' # JupyterLab for notebooks
+pip = '*' # Required to install from PyPI
 
 [target.win-64.dependencies]
 libcblas = '*' # CBLAS library for linear algebra; required for pdffit2.
 
 [pypi-dependencies] # == [feature.default.pypi-dependencies]
-pixi-kernel = '*'                                               # Pixi Jupyter kernel
-uv = '*'                                                        # Python package manager
-easydiffraction = { version = '*', extras = ['visualization'] } # Main package
+jupyterlab = '*'                                      # JupyterLab for notebooks
+pixi-kernel = '*'                                     # Pixi Jupyter kernel
+uv = '*'                                              # Python package manager
+easydiffraction = { version = '*', extras = ['all'] } # Main package
+
+[target.osx.pypi-dependencies]
+h5py = "==3.14.0" # macOS only: avoid broken 3.15.0 wheel
 
 # Features for specific Python versions
 
@@ -93,6 +96,7 @@ unit-tests = 'python -m pytest tests/unit/ --color=yes -v'
 func-tests = 'python -m pytest tests/functional/ --color=yes -n auto -v'
 notebook-tests = 'python -m pytest --nbmake tutorials/ --nbmake-timeout=600 --color=yes -n auto -v'
 script-tests = 'python -m pytest tools/test_scripts.py --color=yes -n auto -v'
+extra = 'python -m pytest tests/unit/extra.py -q --tb=no --disable-warnings --color=yes'
 
 test = { depends-on = ['unit-tests'] }
 
@@ -125,7 +129,8 @@ check = { depends-on = [
 
 ### 🛠️ Fixes
 py-lint-fix = 'pixi run py-lint-check --fix'
-py-format-fix = "python -m ruff format $(git diff --cached --name-only -- '*.py')"
+#py-format-fix = "python -m ruff format $(git diff --cached --name-only -- '*.py')"
+py-format-fix = "python -m ruff format"
 nonpy-format-fix = 'pixi run nonpy-format-check --write'
 nonpy-format-fix-modified = "pixi run nonpy-format-check-modified --write"
 notebook-format-fix = 'pixi run notebook-format-check --fix'
@@ -184,11 +189,12 @@ docs-setup = { depends-on = [
 dist-build = 'python -m build --wheel --outdir dist'
 spdx-update = 'python tools/update_spdx.py'
 #dev-install = 'uv pip install --requirements pyproject.toml --extra all'
-dev-install = "uv pip install --editable '.[all]'"
+dev-install = "python -m uv pip install --editable '.[all]'"
 npm-config = 'npm config set registry https://registry.npmjs.org/'
 prettier-install = 'npm install --no-save --no-audit --no-fund prettier prettier-plugin-toml'
 pre-commit-setup = 'pre-commit clean && pre-commit uninstall && pre-commit install --hook-type pre-commit --hook-type pre-push --overwrite'
 pre-commit-update = 'pre-commit autoupdate'
+clean-pycache = "find . -type d -name '__pycache__' -prune -exec rm -rf '{}' +"
 
 dev = { depends-on = [
   'dev-install',
@@ -199,7 +205,5 @@ dev = { depends-on = [
 
 wheel = { depends-on = ['npm-config', 'prettier-install'] }
 
-## 🔗 Shortcuts
+## 🔗 Main Package Shortcut
 easydiffraction = 'python -m easydiffraction'
-tutorials-list = 'python -m easydiffraction list-tutorials'
-tutorials-fetch = 'python -m easydiffraction fetch-tutorials'
diff --git a/pyproject.toml b/pyproject.toml
index 45b0beea..bfe639e0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,6 +39,8 @@ dependencies = [
   'cryspy',         # Calculations of diffraction patterns
   'diffpy.pdffit2', # Calculations of Pair Distribution Function (PDF), Python >=3.11,<3.14
   'diffpy.utils',   # Utilities for PDF calculations
+  'uncertainties',  # Propagation of uncertainties
+  'typeguard',      # Runtime type checking
 ]
 
 [project.optional-dependencies]
@@ -65,7 +67,7 @@ docs = [
   'mkdocs',                          # Static site generator
   'mkdocs-material',                 # Documentation framework on top of MkDocs
   'mkdocs-autorefs<1.3.0',           # MkDocs: Auto-references support. 1.3.0 => DeprecationWarning: Setting a fallback anchor function is deprecated and ...
-  'mkdocs-jupyter',                  # MkDocs: Jupyter notebook support
+  'mkdocs-jupyter',                  # MkDocs: Jupyter notebook support.
   'mkdocs-plugin-inline-svg',        # MkDocs: Inline SVG support
   'mkdocs-markdownextradata-plugin', # MkDocs: Markdown extra data support, such as global variables
   'mkdocstrings-python',             # MkDocs: Python docstring support
@@ -78,9 +80,9 @@ visualization = [
   'py3Dmol',    # Visualisation of crystal structures
 ]
 all = [
-  "easydiffraction[dev]",
-  "easydiffraction[docs]",
-  "easydiffraction[visualization]",
+  'easydiffraction[dev]',
+  'easydiffraction[docs]',
+  'easydiffraction[visualization]',
 ]
 
 [project.urls]
@@ -160,8 +162,9 @@ close-quotes-on-newline = true
 # https://interrogate.readthedocs.io/en/latest/
 
 [tool.interrogate]
-fail-under = 35 # Temporarily reduce to allow gradual improvement
+fail-under = 35                  # Temporarily reduce to allow gradual improvement
 verbose = 1
+exclude = ["src/**/__init__.py"]
 
 #######################################
 # Configuration for coverage/pytest-cov
@@ -169,12 +172,12 @@ verbose = 1
 
 [tool.coverage.run]
 branch = true                    # Measure branch coverage as well
-source = ["src/easydiffraction"] # Limit coverage to the source code directory
+source = ['src/easydiffraction'] # Limit coverage to the source code directory
 
 [tool.coverage.report]
 show_missing = true # Show missing lines
 skip_covered = true # Skip files with 100% coverage in the report
-fail_under = 58     # Temporarily reduce to allow gradual improvement
+fail_under = 65     # Temporarily reduce to allow gradual improvement
 
 ########################
 # Configuration for ruff
@@ -185,7 +188,7 @@ fail_under = 58     # Temporarily reduce to allow gradual improvement
 
 [tool.ruff]
 # Temporarily exclude some directories until we have improved the code quality there
-exclude = ['tests', 'tutorials-drafts']
+exclude = ['tests', 'tmp']
 indent-width = 4
 line-length = 99
 # Enable new rules that are not yet stable, like DOC
@@ -247,10 +250,10 @@ ignore = [
   'DTZ005', # Ignore: `datetime.datetime.now()` called without a `tz` argument
 ]
 
-# Temporarily increase McCabe complexity limit to 17 to allow
+# Temporarily increase McCabe complexity limit to 19 to allow
 # refactoring in smaller steps.
 [tool.ruff.lint.mccabe]
-max-complexity = 17 # default is 10
+max-complexity = 19 # default is 10
 
 [tool.ruff.lint.flake8-tidy-imports]
 ban-relative-imports = 'all'
@@ -262,11 +265,11 @@ force-single-line = true
 '*test_*.py' = ['S101'] # allow asserts in test files
 
 [tool.ruff.lint.pycodestyle]
-max-line-length = 99 # https://peps.python.org/pep-0008/#maximum-line-length
-max-doc-length = 72  # https://peps.python.org/pep-0008/#maximum-line-length
+max-line-length = 100 #99# https://peps.python.org/pep-0008/#maximum-line-length
+max-doc-length = 72   # https://peps.python.org/pep-0008/#maximum-line-length
 
 [tool.ruff.lint.pydocstyle]
-convention = "google"
+convention = 'google'
 
 [tool.ruff.format]
 docstring-code-format = true    # Whether to format code snippets in docstrings
diff --git a/pytest.ini b/pytest.ini
index 9aae88b7..bb1f5ba8 100644
--- a/pytest.ini
+++ b/pytest.ini
@@ -1,3 +1,10 @@
 [pytest]
+addopts = --import-mode=importlib
 markers =
     fast: mark test as fast (should be run on every push)
+    functional: mark test as functional (slow/integration; opt-in)
+testpaths =
+    tests
+filterwarnings =
+    ignore::DeprecationWarning:cryspy\.
+    ignore:.*scipy\.misc is deprecated.*:DeprecationWarning
diff --git a/src/easydiffraction/__init__.py b/src/easydiffraction/__init__.py
index c2ace01e..ac7a581c 100644
--- a/src/easydiffraction/__init__.py
+++ b/src/easydiffraction/__init__.py
@@ -1,128 +1,42 @@
 # SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
 # SPDX-License-Identifier: BSD-3-Clause
 
-from typing import TYPE_CHECKING
-
-# This is needed for static type checkers like mypy and IDEs to
-# recognize the imports without actually importing them at runtime,
-# which helps avoid circular dependencies and reduces initial load time.
-if TYPE_CHECKING:
-    # Analysis
-    from easydiffraction.analysis.analysis import Analysis
-
-    # Experiments
-    from easydiffraction.experiments.experiment import Experiment
-    from easydiffraction.experiments.experiments import Experiments
-
-    # Project management
-    from easydiffraction.project import Project
-    from easydiffraction.project import ProjectInfo
-
-    # Sample model
-    from easydiffraction.sample_models.sample_model import SampleModel
-    from easydiffraction.sample_models.sample_models import SampleModels
-
-    # Summary
-    from easydiffraction.summary import Summary
-
-    # Utils
-    from easydiffraction.utils.formatting import chapter
-    from easydiffraction.utils.formatting import paragraph
-    from easydiffraction.utils.formatting import section
-    from easydiffraction.utils.utils import download_from_repository
-    from easydiffraction.utils.utils import fetch_tutorials
-    from easydiffraction.utils.utils import get_value_from_xye_header
-    from easydiffraction.utils.utils import list_tutorials
-    from easydiffraction.utils.utils import show_version
-
-
-# Lazy loading of submodules and classes
-# This improves initial import time and reduces memory usage
-# when only a subset of functionality is needed.
-def __getattr__(name):
-    if name == 'Analysis':
-        from easydiffraction.analysis.analysis import Analysis
-
-        return Analysis
-    elif name == 'Experiment':
-        from easydiffraction.experiments.experiment import Experiment
-
-        return Experiment
-    elif name == 'Experiments':
-        from easydiffraction.experiments.experiments import Experiments
-
-        return Experiments
-    elif name == 'Project':
-        from easydiffraction.project import Project
-
-        return Project
-    elif name == 'ProjectInfo':
-        from easydiffraction.project import ProjectInfo
-
-        return ProjectInfo
-    elif name == 'SampleModel':
-        from easydiffraction.sample_models.sample_model import SampleModel
-
-        return SampleModel
-    elif name == 'SampleModels':
-        from easydiffraction.sample_models.sample_models import SampleModels
-
-        return SampleModels
-    elif name == 'Summary':
-        from easydiffraction.summary import Summary
-
-        return Summary
-    elif name == 'chapter':
-        from easydiffraction.utils.formatting import chapter
-
-        return chapter
-    elif name == 'section':
-        from easydiffraction.utils.formatting import section
-
-        return section
-    elif name == 'paragraph':
-        from easydiffraction.utils.formatting import paragraph
-
-        return paragraph
-    elif name == 'download_from_repository':
-        from easydiffraction.utils.utils import download_from_repository
-
-        return download_from_repository
-    elif name == 'fetch_tutorials':
-        from easydiffraction.utils.utils import fetch_tutorials
-
-        return fetch_tutorials
-    elif name == 'list_tutorials':
-        from easydiffraction.utils.utils import list_tutorials
-
-        return list_tutorials
-    elif name == 'get_value_from_xye_header':
-        from easydiffraction.utils.utils import get_value_from_xye_header
-
-        return get_value_from_xye_header
-    elif name == 'show_version':
-        from easydiffraction.utils.utils import show_version
-
-        return show_version
-    raise AttributeError(f"module 'easydiffraction' has no attribute {name}")
+from importlib import import_module
+
+from easydiffraction.utils.formatting import chapter
+from easydiffraction.utils.formatting import paragraph
+from easydiffraction.utils.formatting import section
+from easydiffraction.utils.logging import Logger
+from easydiffraction.utils.logging import log
+
+Logger.configure()
+
+_LAZY_ENTRIES = [
+    ('easydiffraction.project.project', 'Project'),
+    ('easydiffraction.experiments.experiment.factory', 'ExperimentFactory'),
+    ('easydiffraction.sample_models.sample_model.factory', 'SampleModelFactory'),
+    ('easydiffraction.utils.utils', 'download_from_repository'),
+    ('easydiffraction.utils.utils', 'fetch_tutorials'),
+    ('easydiffraction.utils.utils', 'list_tutorials'),
+    ('easydiffraction.utils.utils', 'get_value_from_xye_header'),
+    ('easydiffraction.utils.utils', 'show_version'),
+]
 
+_LAZY_MAP = {attr_name: module_name for module_name, attr_name in _LAZY_ENTRIES}
 
-# Expose the public API
-__all__ = [
-    'Project',
-    'ProjectInfo',
-    'SampleModel',
-    'SampleModels',
-    'Experiment',
-    'Experiments',
-    'Analysis',
-    'Summary',
+__all__ = list(_LAZY_MAP.keys()) + [
+    'Logger',
+    'log',
     'chapter',
     'section',
     'paragraph',
-    'download_from_repository',
-    'fetch_tutorials',
-    'list_tutorials',
-    'get_value_from_xye_header',
-    'show_version',
 ]
+
+
+def __getattr__(name):
+    if name not in _LAZY_MAP:
+        raise AttributeError()
+    module_name = _LAZY_MAP[name]
+    module = import_module(module_name)
+    attr = getattr(module, name)
+    return attr
diff --git a/src/easydiffraction/analysis/analysis.py b/src/easydiffraction/analysis/analysis.py
index 700f21b6..b0bbc732 100644
--- a/src/easydiffraction/analysis/analysis.py
+++ b/src/easydiffraction/analysis/analysis.py
@@ -7,14 +7,14 @@
 
 import pandas as pd
 
-from easydiffraction.analysis.calculators.calculator_factory import CalculatorFactory
-from easydiffraction.analysis.collections.aliases import Aliases
-from easydiffraction.analysis.collections.constraints import Constraints
-from easydiffraction.analysis.collections.joint_fit_experiments import JointFitExperiments
-from easydiffraction.analysis.minimization import DiffractionMinimizer
-from easydiffraction.analysis.minimizers.minimizer_factory import MinimizerFactory
-from easydiffraction.core.objects import Descriptor
-from easydiffraction.core.objects import Parameter
+from easydiffraction.analysis.calculators.factory import CalculatorFactory
+from easydiffraction.analysis.categories.aliases import Aliases
+from easydiffraction.analysis.categories.constraints import Constraints
+from easydiffraction.analysis.categories.joint_fit_experiments import JointFitExperiments
+from easydiffraction.analysis.fitting import Fitter
+from easydiffraction.analysis.minimizers.factory import MinimizerFactory
+from easydiffraction.core.parameters import NumericDescriptor
+from easydiffraction.core.parameters import Parameter
 from easydiffraction.core.singletons import ConstraintsHandler
 from easydiffraction.experiments.experiments import Experiments
 from easydiffraction.utils.formatting import paragraph
@@ -24,9 +24,34 @@
 
 
 class Analysis:
+    """High-level orchestration of analysis tasks for a Project.
+
+    This class wires calculators and minimizers, exposes a compact
+    interface for parameters, constraints and results, and coordinates
+    computations across the project's sample models and experiments.
+
+    Typical usage:
+
+    - Display or filter parameters to fit.
+    - Select a calculator/minimizer implementation.
+    - Calculate patterns and run single or joint fits.
+
+    Attributes:
+    project: The parent Project object.
+        aliases: A registry of human-friendly aliases for parameters.
+        constraints: Symbolic constraints between parameters.
+    calculator: Active calculator used for computations.
+        fitter: Active fitter/minimizer driver.
+    """
+
     _calculator = CalculatorFactory.create_calculator('cryspy')
 
     def __init__(self, project) -> None:
+        """Create a new Analysis instance bound to a project.
+
+        Args:
+            project: The project that owns models and experiments.
+        """
         self.project = project
         self.aliases = Aliases()
         self.constraints = Constraints()
@@ -34,16 +59,16 @@ def __init__(self, project) -> None:
         self.calculator = Analysis._calculator  # Default calculator shared by project
         self._calculator_key: str = 'cryspy'  # Added to track the current calculator
         self._fit_mode: str = 'single'
-        self.fitter = DiffractionMinimizer('lmfit (leastsq)')
+        self.fitter = Fitter('lmfit (leastsq)')
 
     def _get_params_as_dataframe(
         self,
-        params: List[Union[Descriptor, Parameter]],
+        params: List[Union[NumericDescriptor, Parameter]],
     ) -> pd.DataFrame:
         """Convert a list of parameters to a DataFrame.
 
         Args:
-            params: List of Descriptor or Parameter objects.
+            params: List of DescriptorFloat or Parameter objects.
 
         Returns:
             A pandas DataFrame containing parameter information.
@@ -51,11 +76,11 @@ def _get_params_as_dataframe(
         rows = []
         for param in params:
             common_attrs = {}
-            if isinstance(param, (Descriptor, Parameter)):
+            if isinstance(param, (NumericDescriptor, Parameter)):
                 common_attrs = {
-                    'datablock': param.datablock_id,
-                    'category': param.category_key,
-                    'entry': param.collection_entry_id,
+                    'datablock': param._identity.datablock_entry_name,
+                    'category': param._identity.category_code,
+                    'entry': param._identity.category_entry_name,
                     'parameter': param.name,
                     'value': param.value,
                     'units': param.units,
@@ -66,8 +91,8 @@ def _get_params_as_dataframe(
                 param_attrs = {
                     'fittable': True,
                     'free': param.free,
-                    'min': param.min,
-                    'max': param.max,
+                    'min': param.fit_min,
+                    'max': param.fit_max,
                     'uncertainty': f'{param.uncertainty:.4f}' if param.uncertainty else '',
                     'value': f'{param.value:.4f}',
                     'units': param.units,
@@ -79,8 +104,11 @@ def _get_params_as_dataframe(
         return dataframe
 
     def show_all_params(self) -> None:
-        sample_models_params = self.project.sample_models.get_all_params()
-        experiments_params = self.project.experiments.get_all_params()
+        """Print a table with all parameters for sample models and
+        experiments.
+        """
+        sample_models_params = self.project.sample_models.parameters
+        experiments_params = self.project.experiments.parameters
 
         if not sample_models_params and not experiments_params:
             print(warning('No parameters found.'))
@@ -126,8 +154,11 @@ def show_all_params(self) -> None:
         )
 
     def show_fittable_params(self) -> None:
-        sample_models_params = self.project.sample_models.get_fittable_params()
-        experiments_params = self.project.experiments.get_fittable_params()
+        """Print a table with parameters that can be included in
+        fitting.
+        """
+        sample_models_params = self.project.sample_models.fittable_parameters
+        experiments_params = self.project.experiments.fittable_parameters
 
         if not sample_models_params and not experiments_params:
             print(warning('No fittable parameters found.'))
@@ -177,8 +208,11 @@ def show_fittable_params(self) -> None:
         )
 
     def show_free_params(self) -> None:
-        sample_models_params = self.project.sample_models.get_free_params()
-        experiments_params = self.project.experiments.get_free_params()
+        """Print a table with only currently-free (varying)
+        parameters.
+        """
+        sample_models_params = self.project.sample_models.free_parameters
+        experiments_params = self.project.experiments.free_parameters
         free_params = sample_models_params + experiments_params
 
         if not free_params:
@@ -225,8 +259,15 @@ def show_free_params(self) -> None:
         )
 
     def how_to_access_parameters(self) -> None:
-        sample_models_params = self.project.sample_models.get_all_params()
-        experiments_params = self.project.experiments.get_all_params()
+        """Show Python access paths and CIF unique IDs for all
+        parameters.
+
+        The output explains how to reference specific parameters in code
+        and which unique identifiers are used when creating CIF-based
+        constraints.
+        """
+        sample_models_params = self.project.sample_models.parameters
+        experiments_params = self.project.experiments.parameters
         all_params = {
             'sample_models': sample_models_params,
             'experiments': experiments_params,
@@ -258,22 +299,23 @@ def how_to_access_parameters(self) -> None:
         project_varname = self.project._varname
         for datablock_type, params in all_params.items():
             for param in params:
-                if isinstance(param, (Descriptor, Parameter)):
-                    datablock_id = param.datablock_id
-                    category_key = param.category_key
-                    entry_id = param.collection_entry_id
+                if isinstance(param, (NumericDescriptor, Parameter)):
+                    datablock_entry_name = param._identity.datablock_entry_name
+                    category_code = param._identity.category_code
+                    category_entry_name = param._identity.category_entry_name
                     param_key = param.name
                     code_variable = (
-                        f"{project_varname}.{datablock_type}['{datablock_id}'].{category_key}"
+                        f'{project_varname}.{datablock_type}'
+                        f"['{datablock_entry_name}'].{category_code}"
                     )
-                    if entry_id:
-                        code_variable += f"['{entry_id}']"
+                    if category_entry_name:
+                        code_variable += f"['{category_entry_name}']"
                     code_variable += f'.{param_key}'
-                    cif_uid = param._generate_human_readable_unique_id()
+                    cif_uid = param._cif_handler.uid
                     columns_data.append([
-                        datablock_id,
-                        category_key,
-                        entry_id,
+                        datablock_entry_name,
+                        category_code,
+                        category_entry_name,
                         param_key,
                         code_variable,
                         cif_uid,
@@ -288,19 +330,31 @@ def how_to_access_parameters(self) -> None:
         )
 
     def show_current_calculator(self) -> None:
+        """Print the name of the currently selected calculator
+        engine.
+        """
         print(paragraph('Current calculator'))
         print(self.current_calculator)
 
     @staticmethod
     def show_supported_calculators() -> None:
+        """Print a table of available calculator backends on this
+        system.
+        """
         CalculatorFactory.show_supported_calculators()
 
     @property
     def current_calculator(self) -> str:
+        """The key/name of the active calculator backend."""
         return self._calculator_key
 
     @current_calculator.setter
     def current_calculator(self, calculator_name: str) -> None:
+        """Switch to a different calculator backend.
+
+        Args:
+            calculator_name: Calculator key to use (e.g. 'cryspy').
+        """
         calculator = CalculatorFactory.create_calculator(calculator_name)
         if calculator is None:
             return
@@ -310,41 +364,68 @@ def current_calculator(self, calculator_name: str) -> None:
         print(self.current_calculator)
 
     def show_current_minimizer(self) -> None:
+        """Print the name of the currently selected minimizer."""
         print(paragraph('Current minimizer'))
         print(self.current_minimizer)
 
     @staticmethod
     def show_available_minimizers() -> None:
+        """Print a table of available minimizer drivers on this
+        system.
+        """
         MinimizerFactory.show_available_minimizers()
 
     @property
     def current_minimizer(self) -> Optional[str]:
+        """The identifier of the active minimizer, if any."""
         return self.fitter.selection if self.fitter else None
 
     @current_minimizer.setter
     def current_minimizer(self, selection: str) -> None:
-        self.fitter = DiffractionMinimizer(selection)
+        """Switch to a different minimizer implementation.
+
+        Args:
+            selection: Minimizer selection string, e.g.
+                'lmfit (leastsq)'.
+        """
+        self.fitter = Fitter(selection)
         print(paragraph('Current minimizer changed to'))
         print(self.current_minimizer)
 
     @property
     def fit_mode(self) -> str:
+        """Current fitting strategy: either 'single' or 'joint'."""
         return self._fit_mode
 
     @fit_mode.setter
     def fit_mode(self, strategy: str) -> None:
+        """Set the fitting strategy.
+
+        When set to 'joint', all experiments get default weights and
+        are used together in a single optimization.
+
+        Args:
+                strategy: Either 'single' or 'joint'.
+
+        Raises:
+            ValueError: If an unsupported strategy value is
+                provided.
+        """
         if strategy not in ['single', 'joint']:
             raise ValueError("Fit mode must be either 'single' or 'joint'")
         self._fit_mode = strategy
         if strategy == 'joint' and not hasattr(self, 'joint_fit_experiments'):
             # Pre-populate all experiments with weight 0.5
             self.joint_fit_experiments = JointFitExperiments()
-            for id in self.project.experiments.ids:
-                self.joint_fit_experiments.add(id, weight=0.5)
+            for id in self.project.experiments.names:
+                self.joint_fit_experiments.add_from_args(id=id, weight=0.5)
         print(paragraph('Current fit mode changed to'))
         print(self._fit_mode)
 
     def show_available_fit_modes(self) -> None:
+        """Print all supported fitting strategies and their
+        descriptions.
+        """
         strategies = [
             {
                 'Strategy': 'single',
@@ -373,22 +454,26 @@ def show_available_fit_modes(self) -> None:
         )
 
     def show_current_fit_mode(self) -> None:
+        """Print the currently active fitting strategy."""
         print(paragraph('Current fit mode'))
         print(self.fit_mode)
 
     def calculate_pattern(self, expt_name: str) -> None:
-        """Calculate the diffraction pattern for a given experiment. The
-        calculated pattern is stored within the experiment's datastore.
+        """Calculate and store the diffraction pattern for an
+        experiment.
+
+        The pattern is stored in the target experiment's datastore.
 
         Args:
-            expt_name: The name of the experiment.
+                expt_name: The identifier of the experiment to compute.
         """
         experiment = self.project.experiments[expt_name]
         sample_models = self.project.sample_models
         self.calculator.calculate_pattern(sample_models, experiment)
 
     def show_constraints(self) -> None:
-        constraints_dict = self.constraints._items
+        """Print a table of all user-defined symbolic constraints."""
+        constraints_dict = dict(self.constraints)
 
         if not self.constraints._items:
             print(warning('No constraints defined.'))
@@ -415,6 +500,9 @@ def show_constraints(self) -> None:
         )
 
     def apply_constraints(self):
+        """Apply the currently defined constraints to the active
+        project.
+        """
         if not self.constraints._items:
             print(warning('No constraints defined.'))
             return
@@ -424,6 +512,14 @@ def apply_constraints(self):
         self.constraints_handler.apply()
 
     def fit(self):
+        """Execute fitting using the selected mode, calculator and
+        minimizer.
+
+        In 'single' mode, fits each experiment independently. In
+        'joint' mode, performs a simultaneous fit across experiments
+        with weights.
+            Sets :attr:`fit_results` on success.
+        """
         sample_models = self.project.sample_models
         if not sample_models:
             print('No sample models found in the project. Cannot run fit.')
@@ -440,7 +536,7 @@ def fit(self):
             return
 
         # Run the fitting process
-        experiment_ids = experiments.ids
+        experiment_ids = experiments.names
 
         if self.fit_mode == 'joint':
             print(
@@ -455,7 +551,7 @@ def fit(self):
                 weights=self.joint_fit_experiments,
             )
         elif self.fit_mode == 'single':
-            for expt_name in experiments.ids:
+            for expt_name in experiments.names:
                 print(
                     paragraph(f"Using experiment 🔬 '{expt_name}' for '{self.fit_mode}' fitting")
                 )
@@ -470,24 +566,19 @@ def fit(self):
         self.fit_results = self.fitter.results
 
     def as_cif(self):
-        current_minimizer = self.current_minimizer
-        if ' ' in current_minimizer:
-            current_minimizer = f'"{current_minimizer}"'
-
-        lines = []
-        lines.append(f'_analysis.calculator_engine  {self.current_calculator}')
-        lines.append(f'_analysis.fitting_engine  {current_minimizer}')
-        lines.append(f'_analysis.fit_mode  {self.fit_mode}')
+        """Serialize the analysis section to a CIF string.
 
-        lines.append('')
-        lines.append(self.aliases.as_cif())
-
-        lines.append('')
-        lines.append(self.constraints.as_cif())
+        Returns:
+            The analysis section represented as a CIF document string.
+        """
+        from easydiffraction.io.cif.serialize import analysis_to_cif
 
-        return '\n'.join(lines)
+        return analysis_to_cif(self)
 
     def show_as_cif(self) -> None:
+        """Render the analysis section as CIF in a formatted console
+        view.
+        """
         cif_text: str = self.as_cif()
         paragraph_title: str = paragraph('Analysis 🧮 info as cif')
         render_cif(cif_text, paragraph_title)
diff --git a/src/easydiffraction/analysis/calculation.py b/src/easydiffraction/analysis/calculation.py
index 3456973f..6d3ee9fc 100644
--- a/src/easydiffraction/analysis/calculation.py
+++ b/src/easydiffraction/analysis/calculation.py
@@ -5,18 +5,18 @@
 from typing import List
 from typing import Optional
 
-from easydiffraction.analysis.calculators.calculator_factory import CalculatorFactory
-from easydiffraction.experiments.experiment import Experiment
+from easydiffraction.analysis.calculators.factory import CalculatorFactory
+from easydiffraction.experiments.experiment.base import ExperimentBase
 from easydiffraction.experiments.experiments import Experiments
 from easydiffraction.sample_models.sample_models import SampleModels
 
 
-class DiffractionCalculator:
+class Calculator:
     """Invokes calculation engines for pattern generation."""
 
     def __init__(self, engine: str = 'cryspy') -> None:
-        """Initialize the DiffractionCalculator with a specified backend
-        engine.
+        """Initialize the diffraction calculator with a specified
+        backend engine.
 
         Args:
             engine: Type of the calculation engine to use.
@@ -54,7 +54,7 @@ def calculate_structure_factors(
     def calculate_pattern(
         self,
         sample_models: SampleModels,
-        experiment: Experiment,
+        experiment: ExperimentBase,
     ) -> None:
         """Calculate diffraction pattern based on sample models and
         experiment. The calculated pattern is stored within the
diff --git a/src/easydiffraction/analysis/calculators/calculator_base.py b/src/easydiffraction/analysis/calculators/base.py
similarity index 85%
rename from src/easydiffraction/analysis/calculators/calculator_base.py
rename to src/easydiffraction/analysis/calculators/base.py
index 7fef0b91..27d87b6e 100644
--- a/src/easydiffraction/analysis/calculators/calculator_base.py
+++ b/src/easydiffraction/analysis/calculators/base.py
@@ -9,8 +9,8 @@
 import numpy as np
 
 from easydiffraction.core.singletons import ConstraintsHandler
-from easydiffraction.experiments.experiment import Experiment
-from easydiffraction.sample_models.sample_model import SampleModel
+from easydiffraction.experiments.experiment.base import ExperimentBase
+from easydiffraction.sample_models.sample_model.base import SampleModelBase
 from easydiffraction.sample_models.sample_models import SampleModels
 
 
@@ -30,8 +30,8 @@ def engine_imported(self) -> bool:
     @abstractmethod
     def calculate_structure_factors(
         self,
-        sample_model: SampleModel,
-        experiment: Experiment,
+        sample_model: SampleModelBase,
+        experiment: ExperimentBase,
     ) -> None:
         """Calculate structure factors for a single sample model and
         experiment.
@@ -41,7 +41,7 @@ def calculate_structure_factors(
     def calculate_pattern(
         self,
         sample_models: SampleModels,
-        experiment: Experiment,
+        experiment: ExperimentBase,
         called_by_minimizer: bool = False,
     ) -> None:
         """Calculate the diffraction pattern for multiple sample models
@@ -66,7 +66,7 @@ def calculate_pattern(
         # Calculate contributions from valid linked sample models
         y_calc_scaled = y_calc_zeros
         for linked_phase in valid_linked_phases:
-            sample_model_id = linked_phase._entry_id
+            sample_model_id = linked_phase._identity.category_entry_name
             sample_model_scale = linked_phase.scale.value
             sample_model = sample_models[sample_model_id]
 
@@ -87,7 +87,9 @@ def calculate_pattern(
 
         # Calculate background contribution
         y_bkg = np.zeros_like(x_data)
-        if hasattr(experiment, 'background'):
+        # TODO: Change to the following check in other places instead of
+        #  old `hasattr` check, because `hasattr` triggers warnings?
+        if 'background' in experiment._public_attrs():
             y_bkg = experiment.background.calculate(x_data)
         experiment.datastore.bkg = y_bkg
 
@@ -99,7 +101,7 @@ def calculate_pattern(
     def _calculate_single_model_pattern(
         self,
         sample_model: SampleModels,
-        experiment: Experiment,
+        experiment: ExperimentBase,
         called_by_minimizer: bool,
     ) -> np.ndarray:
         """Calculate the diffraction pattern for a single sample model
@@ -119,7 +121,7 @@ def _calculate_single_model_pattern(
     def _get_valid_linked_phases(
         self,
         sample_models: SampleModels,
-        experiment: Experiment,
+        experiment: ExperimentBase,
     ) -> List[Any]:
         """Get valid linked phases from the experiment.
 
@@ -136,10 +138,10 @@ def _get_valid_linked_phases(
 
         valid_linked_phases = []
         for linked_phase in experiment.linked_phases:
-            if linked_phase._entry_id not in sample_models.get_ids():
+            if linked_phase._identity.category_entry_name not in sample_models.names:
                 print(
                     f"Warning: Linked phase '{linked_phase.id.value}' not "
-                    f'found in Sample Models {sample_models.get_ids()}'
+                    f'found in Sample Models {sample_models.names}'
                 )
                 continue
             valid_linked_phases.append(linked_phase)
diff --git a/src/easydiffraction/analysis/calculators/calculator_crysfml.py b/src/easydiffraction/analysis/calculators/crysfml.py
similarity index 94%
rename from src/easydiffraction/analysis/calculators/calculator_crysfml.py
rename to src/easydiffraction/analysis/calculators/crysfml.py
index 76edb5a7..b58bddb5 100644
--- a/src/easydiffraction/analysis/calculators/calculator_crysfml.py
+++ b/src/easydiffraction/analysis/calculators/crysfml.py
@@ -8,10 +8,10 @@
 
 import numpy as np
 
-from easydiffraction.analysis.calculators.calculator_base import CalculatorBase
-from easydiffraction.experiments.experiment import Experiment
+from easydiffraction.analysis.calculators.base import CalculatorBase
+from easydiffraction.experiments.experiment.base import ExperimentBase
 from easydiffraction.experiments.experiments import Experiments
-from easydiffraction.sample_models.sample_models import SampleModel
+from easydiffraction.sample_models.sample_model.base import SampleModelBase
 from easydiffraction.sample_models.sample_models import SampleModels
 
 try:
@@ -54,7 +54,7 @@ def calculate_structure_factors(
     def _calculate_single_model_pattern(
         self,
         sample_model: SampleModels,
-        experiment: Experiment,
+        experiment: ExperimentBase,
         called_by_minimizer: bool = False,
     ) -> Union[np.ndarray, List[float]]:
         """Calculates the diffraction pattern using Crysfml for the
@@ -105,8 +105,8 @@ def _adjust_pattern_length(
     def _crysfml_dict(
         self,
         sample_model: SampleModels,
-        experiment: Experiment,
-    ) -> Dict[str, Union[Experiment, SampleModel]]:
+        experiment: ExperimentBase,
+    ) -> Dict[str, Union[ExperimentBase, SampleModelBase]]:
         """Converts the sample model and experiment into a dictionary
         format for Crysfml.
 
@@ -127,7 +127,7 @@ def _crysfml_dict(
 
     def _convert_sample_model_to_dict(
         self,
-        sample_model: SampleModel,
+        sample_model: SampleModelBase,
     ) -> Dict[str, Any]:
         """Converts a sample model into a dictionary format.
 
@@ -167,7 +167,7 @@ def _convert_sample_model_to_dict(
 
     def _convert_experiment_to_dict(
         self,
-        experiment: Experiment,
+        experiment: ExperimentBase,
     ) -> Dict[str, Any]:
         """Converts an experiment into a dictionary format.
 
diff --git a/src/easydiffraction/analysis/calculators/calculator_cryspy.py b/src/easydiffraction/analysis/calculators/cryspy.py
similarity index 81%
rename from src/easydiffraction/analysis/calculators/calculator_cryspy.py
rename to src/easydiffraction/analysis/calculators/cryspy.py
index d2a345a3..0a3d665a 100644
--- a/src/easydiffraction/analysis/calculators/calculator_cryspy.py
+++ b/src/easydiffraction/analysis/calculators/cryspy.py
@@ -11,10 +11,10 @@
 
 import numpy as np
 
-from easydiffraction.analysis.calculators.calculator_base import CalculatorBase
-from easydiffraction.experiments.components.experiment_type import BeamModeEnum
-from easydiffraction.experiments.experiment import Experiment
-from easydiffraction.sample_models.sample_model import SampleModel
+from easydiffraction.analysis.calculators.base import CalculatorBase
+from easydiffraction.experiments.experiment.base import ExperimentBase
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+from easydiffraction.sample_models.sample_model.base import SampleModelBase
 
 try:
     import cryspy
@@ -49,8 +49,8 @@ def __init__(self) -> None:
 
     def calculate_structure_factors(
         self,
-        sample_model: SampleModel,
-        experiment: Experiment,
+        sample_model: SampleModelBase,
+        experiment: ExperimentBase,
     ) -> None:
         """Raises a NotImplementedError as HKL calculation is not
         implemented.
@@ -65,8 +65,8 @@ def calculate_structure_factors(
 
     def _calculate_single_model_pattern(
         self,
-        sample_model: SampleModel,
-        experiment: Experiment,
+        sample_model: SampleModelBase,
+        experiment: ExperimentBase,
         called_by_minimizer: bool = False,
     ) -> Union[np.ndarray, List[float]]:
         """Calculates the diffraction pattern using Cryspy for the given
@@ -141,8 +141,8 @@ def _calculate_single_model_pattern(
 
     def _recreate_cryspy_dict(
         self,
-        sample_model: SampleModel,
-        experiment: Experiment,
+        sample_model: SampleModelBase,
+        experiment: ExperimentBase,
     ) -> Dict[str, Any]:
         """Recreates the Cryspy dictionary for the given sample model
         and experiment.
@@ -160,6 +160,8 @@ def _recreate_cryspy_dict(
         cryspy_model_id = f'crystal_{sample_model.name}'
         cryspy_model_dict = cryspy_dict[cryspy_model_id]
 
+        # Update sample model parameters
+
         # Cell
         cryspy_cell = cryspy_model_dict['unit_cell_parameters']
         cryspy_cell[0] = sample_model.cell.length_a.value
@@ -186,15 +188,18 @@ def _recreate_cryspy_dict(
         for idx, atom_site in enumerate(sample_model.atom_sites):
             cryspy_biso[idx] = atom_site.b_iso.value
 
-        # ---------- Update experiment parameters ----------
+        # Update experiment parameters
+
         if experiment.type.beam_mode.value == BeamModeEnum.CONSTANT_WAVELENGTH:
             cryspy_expt_name = f'pd_{experiment.name}'
             cryspy_expt_dict = cryspy_dict[cryspy_expt_name]
+
             # Instrument
             cryspy_expt_dict['offset_ttheta'][0] = np.deg2rad(
                 experiment.instrument.calib_twotheta_offset.value
             )
             cryspy_expt_dict['wavelength'][0] = experiment.instrument.setup_wavelength.value
+
             # Peak
             cryspy_resolution = cryspy_expt_dict['resolution_parameters']
             cryspy_resolution[0] = experiment.peak.broad_gauss_u.value
@@ -206,6 +211,7 @@ def _recreate_cryspy_dict(
         elif experiment.type.beam_mode.value == BeamModeEnum.TIME_OF_FLIGHT:
             cryspy_expt_name = f'tof_{experiment.name}'
             cryspy_expt_dict = cryspy_dict[cryspy_expt_name]
+
             # Instrument
             cryspy_expt_dict['zero'][0] = experiment.instrument.calib_d_to_tof_offset.value
             cryspy_expt_dict['dtt1'][0] = experiment.instrument.calib_d_to_tof_linear.value
@@ -213,6 +219,7 @@ def _recreate_cryspy_dict(
             cryspy_expt_dict['ttheta_bank'] = np.deg2rad(
                 experiment.instrument.setup_twotheta_bank.value
             )
+
             # Peak
             cryspy_sigma = cryspy_expt_dict['profile_sigmas']
             cryspy_sigma[0] = experiment.peak.broad_gauss_sigma_0.value
@@ -231,8 +238,8 @@ def _recreate_cryspy_dict(
 
     def _recreate_cryspy_obj(
         self,
-        sample_model: SampleModel,
-        experiment: Experiment,
+        sample_model: SampleModelBase,
+        experiment: ExperimentBase,
     ) -> Any:
         """Recreates the Cryspy object for the given sample model and
         experiment.
@@ -263,7 +270,7 @@ def _recreate_cryspy_obj(
 
     def _convert_sample_model_to_cryspy_cif(
         self,
-        sample_model: SampleModel,
+        sample_model: SampleModelBase,
     ) -> str:
         """Converts a sample model to a Cryspy CIF string.
 
@@ -273,11 +280,11 @@ def _convert_sample_model_to_cryspy_cif(
         Returns:
             The Cryspy CIF string representation of the sample model.
         """
-        return sample_model.as_cif()
+        return sample_model.as_cif
 
     def _convert_experiment_to_cryspy_cif(
         self,
-        experiment: Experiment,
+        experiment: ExperimentBase,
         linked_phase: Any,
     ) -> str:
         """Converts an experiment to a Cryspy CIF string.
@@ -304,42 +311,54 @@ def _convert_experiment_to_cryspy_cif(
             cif_lines.append(f'_setup_radiation {radiation_probe}')
 
         if instrument:
-            instrument_mapping = {
-                'setup_wavelength': '_setup_wavelength',
-                'calib_twotheta_offset': '_setup_offset_2theta',
-                'setup_twotheta_bank': '_tof_parameters_2theta_bank',
-                'calib_d_to_tof_offset': '_tof_parameters_Zero',
-                'calib_d_to_tof_linear': '_tof_parameters_Dtt1',
-                'calib_d_to_tof_quad': '_tof_parameters_dtt2',
-            }
+            # Restrict to only attributes relevant for the beam mode to
+            # avoid probing non-existent guarded attributes (which
+            # triggers diagnostics).
+            if expt_type.beam_mode.value == BeamModeEnum.CONSTANT_WAVELENGTH:
+                instrument_mapping = {
+                    'setup_wavelength': '_setup_wavelength',
+                    'calib_twotheta_offset': '_setup_offset_2theta',
+                }
+            elif expt_type.beam_mode.value == BeamModeEnum.TIME_OF_FLIGHT:
+                instrument_mapping = {
+                    'setup_twotheta_bank': '_tof_parameters_2theta_bank',
+                    'calib_d_to_tof_offset': '_tof_parameters_Zero',
+                    'calib_d_to_tof_linear': '_tof_parameters_Dtt1',
+                    'calib_d_to_tof_quad': '_tof_parameters_dtt2',
+                }
             cif_lines.append('')
             for local_attr_name, engine_key_name in instrument_mapping.items():
-                if hasattr(instrument, local_attr_name):
-                    attr_value = getattr(instrument, local_attr_name).value
-                    cif_lines.append(f'{engine_key_name} {attr_value}')
+                # attr_obj = instrument.__dict__.get(local_attr_name)
+                attr_obj = getattr(instrument, local_attr_name)
+                if attr_obj is not None:
+                    cif_lines.append(f'{engine_key_name} {attr_obj.value}')
 
         if peak:
-            peak_mapping = {
-                'broad_gauss_u': '_pd_instr_resolution_U',
-                'broad_gauss_v': '_pd_instr_resolution_V',
-                'broad_gauss_w': '_pd_instr_resolution_W',
-                'broad_lorentz_x': '_pd_instr_resolution_X',
-                'broad_lorentz_y': '_pd_instr_resolution_Y',
-                'broad_gauss_sigma_0': '_tof_profile_sigma0',
-                'broad_gauss_sigma_1': '_tof_profile_sigma1',
-                'broad_gauss_sigma_2': '_tof_profile_sigma2',
-                'broad_mix_beta_0': '_tof_profile_beta0',
-                'broad_mix_beta_1': '_tof_profile_beta1',
-                'asym_alpha_0': '_tof_profile_alpha0',
-                'asym_alpha_1': '_tof_profile_alpha1',
-            }
-            cif_lines.append('')
-            if expt_type.beam_mode.value == BeamModeEnum.TIME_OF_FLIGHT:
+            if expt_type.beam_mode.value == BeamModeEnum.CONSTANT_WAVELENGTH:
+                peak_mapping = {
+                    'broad_gauss_u': '_pd_instr_resolution_U',
+                    'broad_gauss_v': '_pd_instr_resolution_V',
+                    'broad_gauss_w': '_pd_instr_resolution_W',
+                    'broad_lorentz_x': '_pd_instr_resolution_X',
+                    'broad_lorentz_y': '_pd_instr_resolution_Y',
+                }
+            elif expt_type.beam_mode.value == BeamModeEnum.TIME_OF_FLIGHT:
+                peak_mapping = {
+                    'broad_gauss_sigma_0': '_tof_profile_sigma0',
+                    'broad_gauss_sigma_1': '_tof_profile_sigma1',
+                    'broad_gauss_sigma_2': '_tof_profile_sigma2',
+                    'broad_mix_beta_0': '_tof_profile_beta0',
+                    'broad_mix_beta_1': '_tof_profile_beta1',
+                    'asym_alpha_0': '_tof_profile_alpha0',
+                    'asym_alpha_1': '_tof_profile_alpha1',
+                }
                 cif_lines.append('_tof_profile_peak_shape Gauss')
+            cif_lines.append('')
             for local_attr_name, engine_key_name in peak_mapping.items():
-                if hasattr(peak, local_attr_name):
-                    attr_value = getattr(peak, local_attr_name).value
-                    cif_lines.append(f'{engine_key_name} {attr_value}')
+                # attr_obj = peak.__dict__.get(local_attr_name)
+                attr_obj = getattr(peak, local_attr_name)
+                if attr_obj is not None:
+                    cif_lines.append(f'{engine_key_name} {attr_obj.value}')
 
         x_data = experiment.datastore.x
         twotheta_min = float(x_data.min())
diff --git a/src/easydiffraction/analysis/calculators/calculator_factory.py b/src/easydiffraction/analysis/calculators/factory.py
similarity index 64%
rename from src/easydiffraction/analysis/calculators/calculator_factory.py
rename to src/easydiffraction/analysis/calculators/factory.py
index d354dc29..e4e447c2 100644
--- a/src/easydiffraction/analysis/calculators/calculator_factory.py
+++ b/src/easydiffraction/analysis/calculators/factory.py
@@ -7,16 +7,24 @@
 from typing import Type
 from typing import Union
 
-from easydiffraction.analysis.calculators.calculator_base import CalculatorBase
-from easydiffraction.analysis.calculators.calculator_crysfml import CrysfmlCalculator
-from easydiffraction.analysis.calculators.calculator_cryspy import CryspyCalculator
-from easydiffraction.analysis.calculators.calculator_pdffit import PdffitCalculator
+from easydiffraction.analysis.calculators.base import CalculatorBase
+from easydiffraction.analysis.calculators.crysfml import CrysfmlCalculator
+from easydiffraction.analysis.calculators.cryspy import CryspyCalculator
+from easydiffraction.analysis.calculators.pdffit import PdffitCalculator
 from easydiffraction.utils.formatting import error
 from easydiffraction.utils.formatting import paragraph
 from easydiffraction.utils.utils import render_table
 
 
 class CalculatorFactory:
+    """Factory for creating calculation engine instances.
+
+    The factory exposes discovery helpers to list and show available
+    calculators in the current environment and a creator that returns an
+    instantiated calculator or ``None`` if the requested one is not
+    available.
+    """
+
     _potential_calculators: Dict[str, Dict[str, Union[str, Type[CalculatorBase]]]] = {
         'crysfml': {
             'description': 'CrysFML library for crystallographic calculations',
@@ -36,6 +44,14 @@ class CalculatorFactory:
     def _supported_calculators(
         cls,
     ) -> Dict[str, Dict[str, Union[str, Type[CalculatorBase]]]]:
+        """Return calculators whose engines are importable.
+
+        This filters the list of potential calculators by instantiating
+        their classes and checking the ``engine_imported`` property.
+
+        Returns:
+            Mapping from calculator name to its config dict.
+        """
         return {
             name: cfg
             for name, cfg in cls._potential_calculators.items()
@@ -44,10 +60,16 @@ def _supported_calculators(
 
     @classmethod
     def list_supported_calculators(cls) -> List[str]:
+        """List names of calculators available in the environment.
+
+        Returns:
+            List of calculator identifiers, e.g. ``["crysfml", ...]``.
+        """
         return list(cls._supported_calculators().keys())
 
     @classmethod
     def show_supported_calculators(cls) -> None:
+        """Pretty-print supported calculators and their descriptions."""
         columns_headers: List[str] = ['Calculator', 'Description']
         columns_alignment = ['left', 'left']
         columns_data: List[List[str]] = []
@@ -64,6 +86,14 @@ def show_supported_calculators(cls) -> None:
 
     @classmethod
     def create_calculator(cls, calculator_name: str) -> Optional[CalculatorBase]:
+        """Create a calculator instance by name.
+
+        Args:
+            calculator_name: Identifier of the calculator to create.
+
+        Returns:
+            A calculator instance or ``None`` if unknown or unsupported.
+        """
         config = cls._supported_calculators().get(calculator_name)
         if not config:
             print(error(f"Unknown calculator '{calculator_name}'"))
diff --git a/src/easydiffraction/analysis/calculators/calculator_pdffit.py b/src/easydiffraction/analysis/calculators/pdffit.py
similarity index 87%
rename from src/easydiffraction/analysis/calculators/calculator_pdffit.py
rename to src/easydiffraction/analysis/calculators/pdffit.py
index 25d55acf..153110d9 100644
--- a/src/easydiffraction/analysis/calculators/calculator_pdffit.py
+++ b/src/easydiffraction/analysis/calculators/pdffit.py
@@ -1,5 +1,10 @@
 # SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
 # SPDX-License-Identifier: BSD-3-Clause
+"""PDF calculation backend using diffpy.pdffit2 if available.
+
+The class adapts the engine to EasyDiffraction calculator interface and
+silences stdio on import to avoid noisy output in notebooks and logs.
+"""
 
 import os
 import re
@@ -8,9 +13,9 @@
 
 import numpy as np
 
-from easydiffraction.analysis.calculators.calculator_base import CalculatorBase
-from easydiffraction.experiments.experiment import Experiment
-from easydiffraction.sample_models.sample_model import SampleModel
+from easydiffraction.analysis.calculators.base import CalculatorBase
+from easydiffraction.experiments.experiment.base import ExperimentBase
+from easydiffraction.sample_models.sample_model.base import SampleModelBase
 
 try:
     from diffpy.pdffit2 import PdfFit
@@ -51,8 +56,8 @@ def calculate_structure_factors(self, sample_models, experiments):
 
     def _calculate_single_model_pattern(
         self,
-        sample_model: SampleModel,
-        experiment: Experiment,
+        sample_model: SampleModelBase,
+        experiment: ExperimentBase,
         called_by_minimizer: bool = False,
     ):
         # Intentionally unused, required by public API/signature
@@ -67,7 +72,7 @@ def _calculate_single_model_pattern(
 
         # TODO: move CIF v2 -> CIF v1 conversion to a separate module
         # Convert the sample model to CIF supported by PDFfit
-        cif_string_v2 = sample_model.as_cif()
+        cif_string_v2 = sample_model.as_cif
         # convert to version 1 of CIF format
         # this means: replace all dots with underscores for
         # cases where the dot is surrounded by letters on both sides.
diff --git a/src/easydiffraction/analysis/collections/__init__.py b/src/easydiffraction/analysis/categories/__init__.py
similarity index 100%
rename from src/easydiffraction/analysis/collections/__init__.py
rename to src/easydiffraction/analysis/categories/__init__.py
diff --git a/src/easydiffraction/analysis/categories/aliases.py b/src/easydiffraction/analysis/categories/aliases.py
new file mode 100644
index 00000000..5a7faaa6
--- /dev/null
+++ b/src/easydiffraction/analysis/categories/aliases.py
@@ -0,0 +1,106 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Alias category for mapping friendly names to parameter UIDs.
+
+Defines a small record type used by analysis configuration to refer to
+parameters via readable labels instead of raw unique identifiers.
+"""
+
+from easydiffraction.core.category import CategoryCollection
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import StringDescriptor
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RegexValidator
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class Alias(CategoryItem):
+    """Single alias entry.
+
+    Maps a human-readable ``label`` to a concrete ``param_uid`` used by
+    the engine.
+
+    Args:
+        label: Alias label. Must match ``^[A-Za-z_][A-Za-z0-9_]*$``.
+        param_uid: Target parameter uid. Same identifier pattern as
+            ``label``.
+    """
+
+    def __init__(
+        self,
+        *,
+        label: str,
+        param_uid: str,
+    ) -> None:
+        super().__init__()
+
+        self._label: StringDescriptor = StringDescriptor(
+            name='label',
+            description='...',
+            value_spec=AttributeSpec(
+                value=label,
+                type_=DataTypes.STRING,
+                default='...',
+                content_validator=RegexValidator(pattern=r'^[A-Za-z_][A-Za-z0-9_]*$'),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_alias.label',
+                ]
+            ),
+        )
+        self._param_uid: StringDescriptor = StringDescriptor(
+            name='param_uid',
+            description='...',
+            value_spec=AttributeSpec(
+                value=param_uid,
+                type_=DataTypes.STRING,
+                default='...',
+                content_validator=RegexValidator(pattern=r'^[A-Za-z_][A-Za-z0-9_]*$'),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_alias.param_uid',
+                ]
+            ),
+        )
+
+        self._identity.category_code = 'alias'
+        self._identity.category_entry_name = lambda: self.label.value
+
+    @property
+    def label(self):
+        """Alias label descriptor."""
+        return self._label
+
+    @label.setter
+    def label(self, value):
+        """Set alias label.
+
+        Args:
+            value: New label.
+        """
+        self._label.value = value
+
+    @property
+    def param_uid(self):
+        """Parameter uid descriptor the alias points to."""
+        return self._param_uid
+
+    @param_uid.setter
+    def param_uid(self, value):
+        """Set the parameter uid.
+
+        Args:
+            value: New uid.
+        """
+        self._param_uid.value = value
+
+
+class Aliases(CategoryCollection):
+    """Collection of :class:`Alias` items."""
+
+    def __init__(self):
+        """Create an empty collection of aliases."""
+        super().__init__(item_type=Alias)
diff --git a/src/easydiffraction/analysis/categories/constraints.py b/src/easydiffraction/analysis/categories/constraints.py
new file mode 100644
index 00000000..f99f93b1
--- /dev/null
+++ b/src/easydiffraction/analysis/categories/constraints.py
@@ -0,0 +1,102 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Simple symbolic constraint between parameters.
+
+Represents an equation of the form ``lhs_alias = rhs_expr`` where
+``rhs_expr`` is evaluated elsewhere by the analysis engine.
+"""
+
+from easydiffraction.core.category import CategoryCollection
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import StringDescriptor
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RegexValidator
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class Constraint(CategoryItem):
+    """Single constraint item.
+
+    Args:
+        lhs_alias: Left-hand side alias name being constrained.
+        rhs_expr: Right-hand side expression as a string.
+    """
+
+    def __init__(
+        self,
+        *,
+        lhs_alias: str,
+        rhs_expr: str,
+    ) -> None:
+        super().__init__()
+
+        self._lhs_alias: StringDescriptor = StringDescriptor(
+            name='lhs_alias',
+            description='...',
+            value_spec=AttributeSpec(
+                value=lhs_alias,
+                type_=DataTypes.STRING,
+                default='...',
+                content_validator=RegexValidator(pattern=r'.*'),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_constraint.lhs_alias',
+                ]
+            ),
+        )
+        self._rhs_expr: StringDescriptor = StringDescriptor(
+            name='rhs_expr',
+            description='...',
+            value_spec=AttributeSpec(
+                value=rhs_expr,
+                type_=DataTypes.STRING,
+                default='...',
+                content_validator=RegexValidator(pattern=r'.*'),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_constraint.rhs_expr',
+                ]
+            ),
+        )
+
+        self._identity.category_code = 'constraint'
+        self._identity.category_entry_name = lambda: self.lhs_alias.value
+
+    @property
+    def lhs_alias(self):
+        """Alias name on the left-hand side of the equation."""
+        return self._lhs_alias
+
+    @lhs_alias.setter
+    def lhs_alias(self, value):
+        """Set the left-hand side alias.
+
+        Args:
+            value: New alias string.
+        """
+        self._lhs_alias.value = value
+
+    @property
+    def rhs_expr(self):
+        """Right-hand side expression string."""
+        return self._rhs_expr
+
+    @rhs_expr.setter
+    def rhs_expr(self, value):
+        """Set the right-hand side expression.
+
+        Args:
+            value: New expression string.
+        """
+        self._rhs_expr.value = value
+
+
+class Constraints(CategoryCollection):
+    """Collection of :class:`Constraint` items."""
+
+    def __init__(self):
+        """Create an empty constraints collection."""
+        super().__init__(item_type=Constraint)
diff --git a/src/easydiffraction/analysis/categories/joint_fit_experiments.py b/src/easydiffraction/analysis/categories/joint_fit_experiments.py
new file mode 100644
index 00000000..119e413d
--- /dev/null
+++ b/src/easydiffraction/analysis/categories/joint_fit_experiments.py
@@ -0,0 +1,104 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Joint-fit experiment weighting configuration.
+
+Stores per-experiment weights to be used when multiple experiments are
+fitted simultaneously.
+"""
+
+from easydiffraction.core.category import CategoryCollection
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import NumericDescriptor
+from easydiffraction.core.parameters import StringDescriptor
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.core.validation import RegexValidator
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class JointFitExperiment(CategoryItem):
+    """A single joint-fit entry.
+
+    Args:
+        id: Experiment identifier used in the fit session.
+        weight: Relative weight factor in the combined objective.
+    """
+
+    def __init__(
+        self,
+        *,
+        id: str,
+        weight: float,
+    ) -> None:
+        super().__init__()
+
+        self._id: StringDescriptor = StringDescriptor(
+            name='id',  # TODO: need new name instead of id
+            description='...',
+            value_spec=AttributeSpec(
+                value=id,
+                type_=DataTypes.STRING,
+                default='...',
+                content_validator=RegexValidator(pattern=r'^[A-Za-z_][A-Za-z0-9_]*$'),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_joint_fit_experiment.id',
+                ]
+            ),
+        )
+        self._weight: NumericDescriptor = NumericDescriptor(
+            name='weight',
+            description='...',
+            value_spec=AttributeSpec(
+                value=weight,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_joint_fit_experiment.weight',
+                ]
+            ),
+        )
+
+        self._identity.category_code = 'joint_fit_experiment'
+        self._identity.category_entry_name = lambda: self.id.value
+
+    @property
+    def id(self):
+        """Experiment identifier descriptor."""
+        return self._id
+
+    @id.setter
+    def id(self, value):
+        """Set the experiment identifier.
+
+        Args:
+            value: New id string.
+        """
+        self._id.value = value
+
+    @property
+    def weight(self):
+        """Weight factor descriptor."""
+        return self._weight
+
+    @weight.setter
+    def weight(self, value):
+        """Set the weight factor.
+
+        Args:
+            value: New weight value.
+        """
+        self._weight.value = value
+
+
+class JointFitExperiments(CategoryCollection):
+    """Collection of :class:`JointFitExperiment` items."""
+
+    def __init__(self):
+        """Create an empty joint-fit experiments collection."""
+        super().__init__(item_type=JointFitExperiment)
diff --git a/src/easydiffraction/analysis/collections/aliases.py b/src/easydiffraction/analysis/collections/aliases.py
deleted file mode 100644
index 76820fde..00000000
--- a/src/easydiffraction/analysis/collections/aliases.py
+++ /dev/null
@@ -1,50 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from typing import Type
-
-from easydiffraction.core.objects import Collection
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Descriptor
-
-
-class Alias(Component):
-    @property
-    def category_key(self) -> str:
-        return 'alias'
-
-    @property
-    def cif_category_key(self) -> str:
-        return 'alias'
-
-    def __init__(self, label: str, param_uid: str) -> None:
-        super().__init__()
-
-        self.label: Descriptor = Descriptor(
-            value=label,
-            name='label',
-            cif_name='label',
-        )
-        self.param_uid: Descriptor = Descriptor(
-            value=param_uid,
-            name='param_uid',
-            cif_name='param_uid',
-        )
-
-        # Select which of the input parameters is used for the
-        # as ID for the whole object
-        self._entry_id = label
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked = True
-
-
-class Aliases(Collection):
-    @property
-    def _type(self) -> str:
-        return 'category'  # datablock or category
-
-    @property
-    def _child_class(self) -> Type[Alias]:
-        return Alias
diff --git a/src/easydiffraction/analysis/collections/constraints.py b/src/easydiffraction/analysis/collections/constraints.py
deleted file mode 100644
index c7f032f5..00000000
--- a/src/easydiffraction/analysis/collections/constraints.py
+++ /dev/null
@@ -1,50 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from typing import Type
-
-from easydiffraction.core.objects import Collection
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Descriptor
-
-
-class Constraint(Component):
-    @property
-    def category_key(self) -> str:
-        return 'constraint'
-
-    @property
-    def cif_category_key(self) -> str:
-        return 'constraint'
-
-    def __init__(self, lhs_alias: str, rhs_expr: str) -> None:
-        super().__init__()
-
-        self.lhs_alias: Descriptor = Descriptor(
-            value=lhs_alias,
-            name='lhs_alias',
-            cif_name='lhs_alias',
-        )
-        self.rhs_expr: Descriptor = Descriptor(
-            value=rhs_expr,
-            name='rhs_expr',
-            cif_name='rhs_expr',
-        )
-
-        # Select which of the input parameters is used for the
-        # as ID for the whole object
-        self._entry_id = lhs_alias
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked = True
-
-
-class Constraints(Collection):
-    @property
-    def _type(self) -> str:
-        return 'category'  # datablock or category
-
-    @property
-    def _child_class(self) -> Type[Constraint]:
-        return Constraint
diff --git a/src/easydiffraction/analysis/collections/joint_fit_experiments.py b/src/easydiffraction/analysis/collections/joint_fit_experiments.py
deleted file mode 100644
index bec45433..00000000
--- a/src/easydiffraction/analysis/collections/joint_fit_experiments.py
+++ /dev/null
@@ -1,54 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from typing import Type
-
-from easydiffraction.core.objects import Collection
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Descriptor
-
-
-class JointFitExperiment(Component):
-    @property
-    def category_key(self) -> str:
-        return 'joint_fit_experiment'
-
-    @property
-    def cif_category_key(self) -> str:
-        return 'joint_fit_experiment'
-
-    def __init__(self, id: str, weight: float) -> None:
-        super().__init__()
-
-        self.id: Descriptor = Descriptor(
-            value=id,
-            name='id',
-            cif_name='id',
-        )
-        self.weight: Descriptor = Descriptor(
-            value=weight,
-            name='weight',
-            cif_name='weight',
-        )
-
-        # Select which of the input parameters is used for the
-        # as ID for the whole object
-        self._entry_id = id
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked = True
-
-
-class JointFitExperiments(Collection):
-    """Collection manager for experiments that are fitted together in a
-    `joint` fit.
-    """
-
-    @property
-    def _type(self) -> str:
-        return 'category'  # datablock or category
-
-    @property
-    def _child_class(self) -> Type[JointFitExperiment]:
-        return JointFitExperiment
diff --git a/src/easydiffraction/analysis/fitting/__init__.py b/src/easydiffraction/analysis/fit_helpers/__init__.py
similarity index 100%
rename from src/easydiffraction/analysis/fitting/__init__.py
rename to src/easydiffraction/analysis/fit_helpers/__init__.py
diff --git a/src/easydiffraction/analysis/fitting/metrics.py b/src/easydiffraction/analysis/fit_helpers/metrics.py
similarity index 97%
rename from src/easydiffraction/analysis/fitting/metrics.py
rename to src/easydiffraction/analysis/fit_helpers/metrics.py
index 2ed11b5b..42a372e0 100644
--- a/src/easydiffraction/analysis/fitting/metrics.py
+++ b/src/easydiffraction/analysis/fit_helpers/metrics.py
@@ -6,7 +6,7 @@
 
 import numpy as np
 
-from easydiffraction.analysis.calculators.calculator_base import CalculatorBase
+from easydiffraction.analysis.calculators.base import CalculatorBase
 from easydiffraction.experiments.experiments import Experiments
 from easydiffraction.sample_models.sample_models import SampleModels
 
@@ -141,7 +141,7 @@ def get_reliability_inputs(
     y_obs_all = []
     y_calc_all = []
     y_err_all = []
-    for experiment in experiments._items.values():
+    for experiment in experiments.values():
         calculator.calculate_pattern(sample_models, experiment)
         y_calc = experiment.datastore.calc
         y_meas = experiment.datastore.meas
diff --git a/src/easydiffraction/analysis/fitting/results.py b/src/easydiffraction/analysis/fit_helpers/reporting.py
similarity index 63%
rename from src/easydiffraction/analysis/fitting/results.py
rename to src/easydiffraction/analysis/fit_helpers/reporting.py
index 1ad0ae27..76e8c9f6 100644
--- a/src/easydiffraction/analysis/fitting/results.py
+++ b/src/easydiffraction/analysis/fit_helpers/reporting.py
@@ -6,14 +6,21 @@
 from typing import Optional
 
 from easydiffraction import paragraph
-from easydiffraction.analysis.fitting.metrics import calculate_r_factor
-from easydiffraction.analysis.fitting.metrics import calculate_r_factor_squared
-from easydiffraction.analysis.fitting.metrics import calculate_rb_factor
-from easydiffraction.analysis.fitting.metrics import calculate_weighted_r_factor
+from easydiffraction.analysis.fit_helpers.metrics import calculate_r_factor
+from easydiffraction.analysis.fit_helpers.metrics import calculate_r_factor_squared
+from easydiffraction.analysis.fit_helpers.metrics import calculate_rb_factor
+from easydiffraction.analysis.fit_helpers.metrics import calculate_weighted_r_factor
 from easydiffraction.utils.utils import render_table
 
 
 class FitResults:
+    """Container for results of a single optimization run.
+
+    Holds success flag, chi-square metrics, iteration counts, timing,
+    and parameter objects. Provides a printer to summarize key
+    indicators and a table of fitted parameters.
+    """
+
     def __init__(
         self,
         success: bool = False,
@@ -27,6 +34,22 @@ def __init__(
         fitting_time: Optional[float] = None,
         **kwargs: Any,
     ) -> None:
+        """Initialize FitResults with the given parameters.
+
+        Args:
+            success: Indicates if the fit was successful.
+            parameters: List of parameters used in the fit.
+            chi_square: Chi-square value of the fit.
+            reduced_chi_square: Reduced chi-square value of the fit.
+            message: Message related to the fit.
+            iterations: Number of iterations performed.
+            engine_result: Result from the fitting engine.
+            starting_parameters: Initial parameters for the fit.
+            fitting_time: Time taken for the fitting process.
+            **kwargs: Additional engine-specific fields. If ``redchi``
+                is provided and ``reduced_chi_square`` is not set, it is
+                used as the reduced chi-square value.
+        """
         self.success: bool = success
         self.parameters: List[Any] = parameters if parameters is not None else []
         self.chi_square: Optional[float] = chi_square
@@ -54,6 +77,15 @@ def display_results(
         f_obs: Optional[List[float]] = None,
         f_calc: Optional[List[float]] = None,
     ) -> None:
+        """Render a human-readable summary of the fit.
+
+        Args:
+            y_obs: Observed intensities for pattern R-factor metrics.
+            y_calc: Calculated intensities for pattern R-factor metrics.
+            y_err: Standard deviations of observed intensities for wR.
+            f_obs: Observed structure-factor magnitudes for Bragg R.
+            f_calc: Calculated structure-factor magnitudes for Bragg R.
+        """
         status_icon = '✅' if self.success else '❌'
         rf = rf2 = wr = br = None
         if y_obs is not None and y_calc is not None:
@@ -103,30 +135,34 @@ def display_results(
 
         rows = []
         for param in self.parameters:
-            datablock_id = getattr(param, 'datablock_id', 'N/A')
-            category_key = getattr(param, 'category_key', 'N/A')
-            collection_entry_id = getattr(param, 'collection_entry_id', 'N/A')
+            datablock_entry_name = (
+                param._identity.datablock_entry_name
+            )  # getattr(param, 'datablock_name', 'N/A')
+            category_code = param._identity.category_code  # getattr(param, 'category_key', 'N/A')
+            category_entry_name = (
+                param._identity.category_entry_name
+            )  # getattr(param, 'category_entry_name', 'N/A')
             name = getattr(param, 'name', 'N/A')
             start = (
-                f'{getattr(param, "start_value", "N/A"):.4f}'
-                if param.start_value is not None
+                f'{getattr(param, "_fit_start_value", "N/A"):.4f}'
+                if param._fit_start_value is not None
                 else 'N/A'
             )
             fitted = f'{param.value:.4f}' if param.value is not None else 'N/A'
             uncertainty = f'{param.uncertainty:.4f}' if param.uncertainty is not None else 'N/A'
             units = getattr(param, 'units', 'N/A')
 
-            if param.start_value and param.value:
-                change = ((param.value - param.start_value) / param.start_value) * 100
+            if param._fit_start_value and param.value:
+                change = ((param.value - param._fit_start_value) / param._fit_start_value) * 100
                 arrow = '↑' if change > 0 else '↓'
                 relative_change = f'{abs(change):.2f} % {arrow}'
             else:
                 relative_change = 'N/A'
 
             rows.append([
-                datablock_id,
-                category_key,
-                collection_entry_id,
+                datablock_entry_name,
+                category_code,
+                category_entry_name,
                 name,
                 start,
                 fitted,
diff --git a/src/easydiffraction/analysis/fitting/progress_tracker.py b/src/easydiffraction/analysis/fit_helpers/tracking.py
similarity index 82%
rename from src/easydiffraction/analysis/fitting/progress_tracker.py
rename to src/easydiffraction/analysis/fit_helpers/tracking.py
index a1b5a3f7..94629592 100644
--- a/src/easydiffraction/analysis/fitting/progress_tracker.py
+++ b/src/easydiffraction/analysis/fit_helpers/tracking.py
@@ -15,7 +15,7 @@
     display = None
     clear_output = None
 
-from easydiffraction.analysis.fitting.metrics import calculate_reduced_chi_square
+from easydiffraction.analysis.fit_helpers.metrics import calculate_reduced_chi_square
 from easydiffraction.utils.utils import is_notebook
 from easydiffraction.utils.utils import render_table
 
@@ -41,9 +41,12 @@ def format_cell(
         return cell_str
 
 
-class FittingProgressTracker:
-    """Tracks and reports the reduced chi-square during the optimization
-    process.
+class FitProgressTracker:
+    """Track and report reduced chi-square during optimization.
+
+    The tracker keeps iteration counters, remembers the best observed
+    reduced chi-square and when it occurred, and can display progress as
+    a table in notebooks or a text UI in terminals.
     """
 
     def __init__(self) -> None:
@@ -59,6 +62,7 @@ def __init__(self) -> None:
         self._display_handle: Optional[DisplayHandle] = None
 
     def reset(self) -> None:
+        """Reset internal state before a new optimization run."""
         self._iteration = 0
         self._previous_chi2 = None
         self._last_chi2 = None
@@ -72,15 +76,14 @@ def track(
         residuals: np.ndarray,
         parameters: List[float],
     ) -> np.ndarray:
-        """Track chi-square progress during the optimization process.
+        """Update progress with current residuals and parameters.
 
-        Parameters:
-            residuals (np.ndarray): Array of residuals between measured
-                and calculated data.
-            parameters (list): List of free parameters being fitted.
+        Args:
+            residuals: Residuals between measured and calculated data.
+            parameters: Current free parameters being fitted.
 
         Returns:
-            np.ndarray: Residuals unchanged, for optimizer consumption.
+            Residuals unchanged, for optimizer consumption.
         """
         self._iteration += 1
 
@@ -133,28 +136,39 @@ def track(
 
     @property
     def best_chi2(self) -> Optional[float]:
+        """Best recorded reduced chi-square value or None."""
         return self._best_chi2
 
     @property
     def best_iteration(self) -> Optional[int]:
+        """Iteration index at which the best chi-square was observed."""
         return self._best_iteration
 
     @property
     def iteration(self) -> int:
+        """Current iteration counter."""
         return self._iteration
 
     @property
     def fitting_time(self) -> Optional[float]:
+        """Elapsed time of the last run in seconds, if available."""
         return self._fitting_time
 
     def start_timer(self) -> None:
+        """Begin timing of a fit run."""
         self._start_time = time.perf_counter()
 
     def stop_timer(self) -> None:
+        """Stop timing and store elapsed time for the run."""
         self._end_time = time.perf_counter()
         self._fitting_time = self._end_time - self._start_time
 
     def start_tracking(self, minimizer_name: str) -> None:
+        """Initialize display and headers and announce the minimizer.
+
+        Args:
+            minimizer_name: Name of the minimizer used for the run.
+        """
         print(f"🚀 Starting fit process with '{minimizer_name}'...")
         print('📈 Goodness-of-fit (reduced χ²) change:')
 
@@ -189,6 +203,11 @@ def start_tracking(self, minimizer_name: str) -> None:
             print('╞' + '╪'.join(['═' * FIXED_WIDTH for _ in DEFAULT_HEADERS]) + '╡')
 
     def add_tracking_info(self, row: List[str]) -> None:
+        """Append a formatted row to the progress display.
+
+        Args:
+            row: Columns corresponding to DEFAULT_HEADERS.
+        """
         if is_notebook() and display is not None:
             # Add row to DataFrame
             self._df_rows.append(row)
@@ -214,6 +233,7 @@ def add_tracking_info(self, row: List[str]) -> None:
             print(formatted_row)
 
     def finish_tracking(self) -> None:
+        """Finalize progress display and print best result summary."""
         # Add last iteration as last row
         row: List[str] = [
             str(self._last_iteration),
diff --git a/src/easydiffraction/analysis/minimization.py b/src/easydiffraction/analysis/fitting.py
similarity index 87%
rename from src/easydiffraction/analysis/minimization.py
rename to src/easydiffraction/analysis/fitting.py
index 3fc04cbf..f447a17f 100644
--- a/src/easydiffraction/analysis/minimization.py
+++ b/src/easydiffraction/analysis/fitting.py
@@ -9,18 +9,18 @@
 
 import numpy as np
 
-from easydiffraction.analysis.calculators.calculator_base import CalculatorBase
-from easydiffraction.analysis.fitting.metrics import get_reliability_inputs
-from easydiffraction.analysis.minimizers.minimizer_factory import MinimizerFactory
-from easydiffraction.core.objects import Parameter
+from easydiffraction.analysis.calculators.base import CalculatorBase
+from easydiffraction.analysis.fit_helpers.metrics import get_reliability_inputs
+from easydiffraction.analysis.minimizers.factory import MinimizerFactory
+from easydiffraction.core.parameters import Parameter
 from easydiffraction.experiments.experiments import Experiments
 from easydiffraction.sample_models.sample_models import SampleModels
 
 if TYPE_CHECKING:
-    from easydiffraction.analysis.fitting.results import FitResults
+    from easydiffraction.analysis.fit_helpers.reporting import FitResults
 
 
-class DiffractionMinimizer:
+class Fitter:
     """Handles the fitting workflow using a pluggable minimizer."""
 
     def __init__(self, selection: str = 'lmfit (leastsq)') -> None:
@@ -44,14 +44,14 @@ def fit(
             calculator: The calculator to use for pattern generation.
             weights: Optional weights for joint fitting.
         """
-        params = sample_models.get_free_params() + experiments.get_free_params()
+        params = sample_models.free_parameters + experiments.free_parameters
 
         if not params:
             print('⚠️ No parameters selected for fitting.')
             return None
 
         for param in params:
-            param.start_value = param.value
+            param._fit_start_value = param.value
 
         def objective_function(engine_params: Dict[str, Any]) -> np.ndarray:
             return self._residual_function(
@@ -114,9 +114,7 @@ def _collect_free_parameters(
         Returns:
             List of free parameters.
         """
-        free_params: List[Parameter] = (
-            sample_models.get_free_params() + experiments.get_free_params()
-        )
+        free_params: List[Parameter] = sample_models.free_parameters + experiments.free_parameters
         return free_params
 
     def _residual_function(
@@ -147,13 +145,13 @@ def _residual_function(
         self.minimizer._sync_result_to_parameters(parameters, engine_params)
 
         # Prepare weights for joint fitting
-        num_expts: int = len(experiments.ids)
+        num_expts: int = len(experiments.names)
         if weights is None:
             _weights = np.ones(num_expts)
         else:
             _weights_list: List[float] = []
-            for id in experiments.ids:
-                _weight = weights._items[id].weight.value
+            for name in experiments.names:
+                _weight = weights[name].weight.value
                 _weights_list.append(_weight)
             _weights = np.array(_weights_list, dtype=np.float64)
 
@@ -165,7 +163,7 @@ def _residual_function(
         _weights *= num_expts / np.sum(_weights)
         residuals: List[float] = []
 
-        for experiment, weight in zip(experiments._items.values(), _weights, strict=True):
+        for experiment, weight in zip(experiments.values(), _weights, strict=True):
             # Calculate the difference between measured and calculated
             # patterns
             calculator.calculate_pattern(
diff --git a/src/easydiffraction/analysis/minimizers/minimizer_base.py b/src/easydiffraction/analysis/minimizers/base.py
similarity index 66%
rename from src/easydiffraction/analysis/minimizers/minimizer_base.py
rename to src/easydiffraction/analysis/minimizers/base.py
index 162c33ae..2f966d5c 100644
--- a/src/easydiffraction/analysis/minimizers/minimizer_base.py
+++ b/src/easydiffraction/analysis/minimizers/base.py
@@ -11,14 +11,19 @@
 
 import numpy as np
 
-from easydiffraction.analysis.fitting.progress_tracker import FittingProgressTracker
-from easydiffraction.analysis.fitting.results import FitResults
+from easydiffraction.analysis.fit_helpers.reporting import FitResults
+from easydiffraction.analysis.fit_helpers.tracking import FitProgressTracker
 
 
 class MinimizerBase(ABC):
-    """Abstract base class for minimizer implementations.
-
-    Provides shared logic and structure for concrete minimizers.
+    """Abstract base for concrete minimizers.
+
+    Contract:
+    - Subclasses must implement ``_prepare_solver_args``,
+        ``_run_solver``, ``_sync_result_to_parameters`` and
+        ``_check_success``.
+    - The ``fit`` method orchestrates the full workflow and returns
+        :class:`FitResults`.
     """
 
     def __init__(
@@ -36,21 +41,32 @@ def __init__(
         self._best_chi2: Optional[float] = None
         self._best_iteration: Optional[int] = None
         self._fitting_time: Optional[float] = None
-        self.tracker: FittingProgressTracker = FittingProgressTracker()
+        self.tracker: FitProgressTracker = FitProgressTracker()
 
     def _start_tracking(self, minimizer_name: str) -> None:
+        """Initialize progress tracking and timer.
+
+        Args:
+            minimizer_name: Human-readable name shown in progress.
+        """
         self.tracker.reset()
         self.tracker.start_tracking(minimizer_name)
         self.tracker.start_timer()
 
     def _stop_tracking(self) -> None:
+        """Stop timer and finalize tracking."""
         self.tracker.stop_timer()
         self.tracker.finish_tracking()
 
     @abstractmethod
     def _prepare_solver_args(self, parameters: List[Any]) -> Dict[str, Any]:
-        """Prepare the solver arguments directly from the list of free
-        parameters.
+        """Prepare keyword-arguments for the underlying solver.
+
+        Args:
+            parameters: List of free parameters to be fitted.
+
+        Returns:
+            Mapping of keyword arguments to pass into ``_run_solver``.
         """
         pass
 
@@ -60,6 +76,7 @@ def _run_solver(
         objective_function: Callable[..., Any],
         engine_parameters: Dict[str, Any],
     ) -> Any:
+        """Execute the concrete solver and return its raw result."""
         pass
 
     @abstractmethod
@@ -68,6 +85,9 @@ def _sync_result_to_parameters(
         raw_result: Any,
         parameters: List[Any],
     ) -> None:
+        """Copy values from ``raw_result`` back to ``parameters`` in-
+        place.
+        """
         pass
 
     def _finalize_fit(
@@ -75,6 +95,15 @@ def _finalize_fit(
         parameters: List[Any],
         raw_result: Any,
     ) -> FitResults:
+        """Build :class:`FitResults` and store it on ``self.result``.
+
+        Args:
+            parameters: Parameters after the solver finished.
+            raw_result: Backend-specific solver output object.
+
+        Returns:
+            FitResults: Aggregated outcome of the fit.
+        """
         self._sync_result_to_parameters(parameters, raw_result)
         success = self._check_success(raw_result)
         self.result = FitResults(
@@ -89,10 +118,7 @@ def _finalize_fit(
 
     @abstractmethod
     def _check_success(self, raw_result: Any) -> bool:
-        """Determine whether the fit was successful.
-
-        This must be implemented by concrete minimizers.
-        """
+        """Determine whether the fit was successful."""
         pass
 
     def fit(
@@ -100,6 +126,16 @@ def fit(
         parameters: List[Any],
         objective_function: Callable[..., Any],
     ) -> FitResults:
+        """Run the full minimization workflow.
+
+        Args:
+            parameters: Free parameters to optimize.
+            objective_function: Callable returning residuals for a given
+                set of engine arguments.
+
+        Returns:
+            FitResults with success flag, best chi2 and timing.
+        """
         minimizer_name = self.name or 'Unnamed Minimizer'
         if self.method is not None:
             minimizer_name += f' ({self.method})'
@@ -123,6 +159,7 @@ def _objective_function(
         experiments: Any,
         calculator: Any,
     ) -> np.ndarray:
+        """Default objective helper computing residuals array."""
         return self._compute_residuals(
             engine_params,
             parameters,
@@ -138,6 +175,7 @@ def _create_objective_function(
         experiments: Any,
         calculator: Any,
     ) -> Callable[[Dict[str, Any]], np.ndarray]:
+        """Return a closure capturing problem context for the solver."""
         return lambda engine_params: self._objective_function(
             engine_params,
             parameters,
diff --git a/src/easydiffraction/analysis/minimizers/minimizer_dfols.py b/src/easydiffraction/analysis/minimizers/dfols.py
similarity index 91%
rename from src/easydiffraction/analysis/minimizers/minimizer_dfols.py
rename to src/easydiffraction/analysis/minimizers/dfols.py
index 6ba2999d..c3b70740 100644
--- a/src/easydiffraction/analysis/minimizers/minimizer_dfols.py
+++ b/src/easydiffraction/analysis/minimizers/dfols.py
@@ -8,7 +8,7 @@
 import numpy as np
 from dfols import solve
 
-from easydiffraction.analysis.minimizers.minimizer_base import MinimizerBase
+from easydiffraction.analysis.minimizers.base import MinimizerBase
 
 DEFAULT_MAX_ITERATIONS = 1000
 
@@ -34,8 +34,8 @@ def _prepare_solver_args(self, parameters: List[Any]) -> Dict[str, Any]:
         bounds_upper = []
         for param in parameters:
             x0.append(param.value)
-            bounds_lower.append(param.min if param.min is not None else -np.inf)
-            bounds_upper.append(param.max if param.max is not None else np.inf)
+            bounds_lower.append(param.fit_min)
+            bounds_upper.append(param.fit_max)
         bounds = (np.array(bounds_lower), np.array(bounds_upper))
         return {'x0': np.array(x0), 'bounds': bounds}
 
diff --git a/src/easydiffraction/analysis/minimizers/minimizer_factory.py b/src/easydiffraction/analysis/minimizers/factory.py
similarity index 94%
rename from src/easydiffraction/analysis/minimizers/minimizer_factory.py
rename to src/easydiffraction/analysis/minimizers/factory.py
index 0f05ec7a..3d5d6aba 100644
--- a/src/easydiffraction/analysis/minimizers/minimizer_factory.py
+++ b/src/easydiffraction/analysis/minimizers/factory.py
@@ -7,9 +7,9 @@
 from typing import Optional
 from typing import Type
 
-from easydiffraction.analysis.minimizers.minimizer_base import MinimizerBase
-from easydiffraction.analysis.minimizers.minimizer_dfols import DfolsMinimizer
-from easydiffraction.analysis.minimizers.minimizer_lmfit import LmfitMinimizer
+from easydiffraction.analysis.minimizers.base import MinimizerBase
+from easydiffraction.analysis.minimizers.dfols import DfolsMinimizer
+from easydiffraction.analysis.minimizers.lmfit import LmfitMinimizer
 from easydiffraction.utils.formatting import paragraph
 from easydiffraction.utils.utils import render_table
 
diff --git a/src/easydiffraction/analysis/minimizers/minimizer_lmfit.py b/src/easydiffraction/analysis/minimizers/lmfit.py
similarity index 91%
rename from src/easydiffraction/analysis/minimizers/minimizer_lmfit.py
rename to src/easydiffraction/analysis/minimizers/lmfit.py
index b61c18c2..acbe2f2f 100644
--- a/src/easydiffraction/analysis/minimizers/minimizer_lmfit.py
+++ b/src/easydiffraction/analysis/minimizers/lmfit.py
@@ -7,7 +7,7 @@
 
 import lmfit
 
-from easydiffraction.analysis.minimizers.minimizer_base import MinimizerBase
+from easydiffraction.analysis.minimizers.base import MinimizerBase
 
 DEFAULT_METHOD = 'leastsq'
 DEFAULT_MAX_ITERATIONS = 1000
@@ -44,11 +44,11 @@ def _prepare_solver_args(
         engine_parameters = lmfit.Parameters()
         for param in parameters:
             engine_parameters.add(
-                name=param.minimizer_uid,
+                name=param._minimizer_uid,
                 value=param.value,
                 vary=param.free,
-                min=param.min,
-                max=param.max,
+                min=param.fit_min,
+                max=param.fit_max,
             )
         return {'engine_parameters': engine_parameters}
 
@@ -86,9 +86,9 @@ def _sync_result_to_parameters(
         param_values = raw_result.params if hasattr(raw_result, 'params') else raw_result
 
         for param in parameters:
-            param_result = param_values.get(param.minimizer_uid)
+            param_result = param_values.get(param._minimizer_uid)
             if param_result is not None:
-                param.value = param_result.value
+                param._value = param_result.value  # Bypass ranges check
                 param.uncertainty = getattr(param_result, 'stderr', None)
 
     def _check_success(self, raw_result: Any) -> bool:
diff --git a/src/easydiffraction/core/category.py b/src/easydiffraction/core/category.py
new file mode 100644
index 00000000..2c055170
--- /dev/null
+++ b/src/easydiffraction/core/category.py
@@ -0,0 +1,82 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from easydiffraction.core.collection import CollectionBase
+from easydiffraction.core.guard import GuardedBase
+from easydiffraction.core.parameters import GenericDescriptorBase
+from easydiffraction.core.validation import checktype
+from easydiffraction.io.cif.serialize import category_collection_to_cif
+from easydiffraction.io.cif.serialize import category_item_to_cif
+
+
+class CategoryItem(GuardedBase):
+    """Base class for items in a category collection."""
+
+    def __str__(self) -> str:
+        """Human-readable representation of this component."""
+        name = self._log_name
+        params = ', '.join(f'{p.name}={p.value!r}' for p in self.parameters)
+        return f'<{name} ({params})>'
+
+    @property
+    def unique_name(self):
+        parts = [
+            self._identity.datablock_entry_name,
+            self._identity.category_code,
+            self._identity.category_entry_name,
+        ]
+        return '.'.join(filter(None, parts))
+
+    @property
+    def parameters(self):
+        return [v for v in vars(self).values() if isinstance(v, GenericDescriptorBase)]
+
+    @property
+    def as_cif(self) -> str:
+        """Return CIF representation of this object."""
+        return category_item_to_cif(self)
+
+
+class CategoryCollection(CollectionBase):
+    """Handles loop-style category containers (e.g. AtomSites).
+
+    Each item is a CategoryItem (component).
+    """
+
+    def __str__(self) -> str:
+        """Human-readable representation of this component."""
+        name = self._log_name
+        size = len(self)
+        return f'<{name} collection ({size} items)>'
+
+    @property
+    def unique_name(self):
+        return None
+
+    @property
+    def parameters(self):
+        """All parameters from all items in this collection."""
+        params = []
+        for item in self._items:
+            params.extend(item.parameters)
+        return params
+
+    @property
+    def as_cif(self) -> str:
+        """Return CIF representation of this object."""
+        return category_collection_to_cif(self)
+
+    @checktype
+    def add(self, item) -> None:
+        """Add an item to the collection."""
+        self[item._identity.category_entry_name] = item
+
+    @checktype
+    def add_from_args(self, *args, **kwargs) -> None:
+        """Create and add a new child instance from the provided
+        arguments.
+        """
+        child_obj = self._item_type(*args, **kwargs)
+        self.add(child_obj)
diff --git a/src/easydiffraction/core/collection.py b/src/easydiffraction/core/collection.py
new file mode 100644
index 00000000..e572827d
--- /dev/null
+++ b/src/easydiffraction/core/collection.py
@@ -0,0 +1,102 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Lightweight container for guarded items with name-based indexing.
+
+`CollectionBase` maintains an ordered list of items and a lazily rebuilt
+index by the item's identity key. It supports dict-like access for get,
+set and delete, along with iteration over the items.
+"""
+
+from __future__ import annotations
+
+from easydiffraction.core.guard import GuardedBase
+
+
+class CollectionBase(GuardedBase):
+    """A minimal collection with stable iteration and name indexing.
+
+    Args:
+        item_type: Type of items accepted by the collection. Used for
+            validation and tooling; not enforced at runtime here.
+    """
+
+    def __init__(self, item_type) -> None:
+        super().__init__()
+        self._items: list = []
+        self._index: dict = {}
+        self._item_type = item_type
+
+    def __getitem__(self, name: str):
+        """Return an item by its identity key.
+
+        Rebuilds the internal index on a cache miss to stay consistent
+        with recent mutations.
+        """
+        try:
+            return self._index[name]
+        except KeyError:
+            self._rebuild_index()
+            return self._index[name]
+
+    def __setitem__(self, name: str, item) -> None:
+        """Insert or replace an item under the given identity key."""
+        # Check if item with same identity exists; if so, replace it
+        for i, existing_item in enumerate(self._items):
+            if existing_item._identity.category_entry_name == name:
+                self._items[i] = item
+                self._rebuild_index()
+                return
+        # Otherwise append new item
+        item._parent = self  # Explicitly set the parent for the item
+        self._items.append(item)
+        self._rebuild_index()
+
+    def __delitem__(self, name: str) -> None:
+        """Delete an item by key or raise ``KeyError`` if missing."""
+        # Remove from _items by identity entry name
+        for i, item in enumerate(self._items):
+            if item._identity.category_entry_name == name:
+                object.__setattr__(item, '_parent', None)  # Unlink the parent before removal
+                del self._items[i]
+                self._rebuild_index()
+                return
+        raise KeyError(name)
+
+    def __iter__(self):
+        """Iterate over items in insertion order."""
+        return iter(self._items)
+
+    def __len__(self) -> int:
+        """Return the number of items in the collection."""
+        return len(self._items)
+
+    def _key_for(self, item):
+        """Return the identity key for ``item`` (category or
+        datablock).
+        """
+        return item._identity.category_entry_name or item._identity.datablock_entry_name
+
+    def _rebuild_index(self) -> None:
+        """Rebuild the name-to-item index from the ordered item list."""
+        self._index.clear()
+        for item in self._items:
+            key = self._key_for(item)
+            if key:
+                self._index[key] = item
+
+    def keys(self):
+        """Yield keys for all items in insertion order."""
+        return (self._key_for(item) for item in self._items)
+
+    def values(self):
+        """Yield items in insertion order."""
+        return (item for item in self._items)
+
+    def items(self):
+        """Yield ``(key, item)`` pairs in insertion order."""
+        return ((self._key_for(item), item) for item in self._items)
+
+    @property
+    def names(self):
+        """List of all item keys in the collection."""
+        return list(self.keys())
diff --git a/src/easydiffraction/core/datablock.py b/src/easydiffraction/core/datablock.py
new file mode 100644
index 00000000..bd6f5d9f
--- /dev/null
+++ b/src/easydiffraction/core/datablock.py
@@ -0,0 +1,90 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from typeguard import typechecked
+
+from easydiffraction.core.category import CategoryCollection
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.collection import CollectionBase
+from easydiffraction.core.guard import GuardedBase
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.io.cif.serialize import datablock_collection_to_cif
+from easydiffraction.io.cif.serialize import datablock_item_to_cif
+
+
+class DatablockItem(GuardedBase):
+    """Base class for items in a datablock collection."""
+
+    def __str__(self) -> str:
+        """Human-readable representation of this component."""
+        name = self._log_name
+        items = getattr(self, '_items', None)
+        return f'<{name} ({items})>'
+
+    @property
+    def unique_name(self):
+        return self._identity.datablock_entry_name
+
+    @property
+    def parameters(self):
+        """All parameters from all categories contained in this
+        datablock.
+        """
+        params = []
+        for v in vars(self).values():
+            if isinstance(v, (CategoryItem, CategoryCollection)):
+                params.extend(v.parameters)
+        return params
+
+    @property
+    def as_cif(self) -> str:
+        """Return CIF representation of this object."""
+        return datablock_item_to_cif(self)
+
+
+class DatablockCollection(CollectionBase):
+    """Handles top-level category collections (e.g. SampleModels,
+    Experiments).
+
+    Each item is a DatablockItem.
+    """
+
+    def __str__(self) -> str:
+        """Human-readable representation of this component."""
+        name = self._log_name
+        size = len(self)
+        return f'<{name} collection ({size} items)>'
+
+    @property
+    def unique_name(self):
+        return None
+
+    @property
+    def parameters(self):
+        """All parameters from all datablocks in this collection."""
+        params = []
+        for db in self._items:
+            params.extend(db.parameters)
+        return params
+
+    # was in class AbstractDatablock(ABC):
+    @property
+    def fittable_parameters(self) -> list:
+        return [p for p in self.parameters if isinstance(p, Parameter) and not p.constrained]
+
+    # was in class AbstractDatablock(ABC):
+    @property
+    def free_parameters(self) -> list:
+        return [p for p in self.fittable_parameters if p.free]
+
+    @property
+    def as_cif(self) -> str:
+        """Return CIF representation of this object."""
+        return datablock_collection_to_cif(self)
+
+    @typechecked
+    def add(self, item) -> None:
+        """Add an item to the collection."""
+        self[item._identity.datablock_entry_name] = item
diff --git a/src/easydiffraction/core/diagnostic.py b/src/easydiffraction/core/diagnostic.py
new file mode 100644
index 00000000..38da87a1
--- /dev/null
+++ b/src/easydiffraction/core/diagnostic.py
@@ -0,0 +1,217 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Diagnostics helpers for logging validation messages.
+
+This module centralizes human-friendly error and debug logs for
+attribute validation and configuration checks.
+"""
+
+import difflib
+
+from easydiffraction import log
+
+
+class Diagnostics:
+    """Centralized logger for attribute errors and validation hints."""
+
+    # ==============================================================
+    # Configuration / definition diagnostics
+    # ==============================================================
+
+    @staticmethod
+    def type_override_error(cls_name: str, expected, got):
+        """Report an invalid DataTypes override.
+
+        Used when descriptor and AttributeSpec types conflict.
+        """
+        expected_label = str(expected)
+        got_label = str(got)
+        msg = (
+            f'Invalid type override in <{cls_name}>. '
+            f'Descriptor enforces `{expected_label}`, '
+            f'but AttributeSpec defines `{got_label}`.'
+        )
+        Diagnostics._log_error(msg, exc_type=TypeError)
+
+    # ==============================================================
+    # Attribute diagnostics
+    # ==============================================================
+
+    @staticmethod
+    def readonly_error(
+        name: str,
+        key: str | None = None,
+    ):
+        """Log an attempt to change a read-only attribute."""
+        Diagnostics._log_error(
+            f"Cannot modify read-only attribute '{key}' of <{name}>.",
+            exc_type=AttributeError,
+        )
+
+    @staticmethod
+    def attr_error(
+        name: str,
+        key: str,
+        allowed: set[str],
+        label='Allowed',
+    ):
+        """Log access to an unknown attribute and suggest closest
+        key.
+        """
+        suggestion = Diagnostics._build_suggestion(key, allowed)
+        # Use consistent (label) logic for allowed
+        hint = suggestion or Diagnostics._build_allowed(allowed, label=label)
+        Diagnostics._log_error(
+            f"Unknown attribute '{key}' of <{name}>.{hint}",
+            exc_type=AttributeError,
+        )
+
+    # ==============================================================
+    # Validation diagnostics
+    # ==============================================================
+
+    @staticmethod
+    def type_mismatch(
+        name: str,
+        value,
+        expected_type,
+        current=None,
+        default=None,
+    ):
+        """Log a type mismatch and keep current or default value."""
+        got_type = type(value).__name__
+        msg = (
+            f'Type mismatch for <{name}>. '
+            f'Expected `{expected_type}`, got `{got_type}` ({value!r}).'
+        )
+        Diagnostics._log_error_with_fallback(
+            msg, current=current, default=default, exc_type=TypeError
+        )
+
+    @staticmethod
+    def range_mismatch(
+        name: str,
+        value,
+        ge,
+        le,
+        current=None,
+        default=None,
+    ):
+        """Log range violation for a numeric value."""
+        msg = f'Value mismatch for <{name}>. Provided {value!r} outside [{ge}, {le}].'
+        Diagnostics._log_error_with_fallback(
+            msg, current=current, default=default, exc_type=TypeError
+        )
+
+    @staticmethod
+    def choice_mismatch(
+        name: str,
+        value,
+        allowed,
+        current=None,
+        default=None,
+    ):
+        """Log an invalid choice against allowed values."""
+        msg = f'Value mismatch for <{name}>. Provided {value!r} is unknown.'
+        if allowed is not None:
+            msg += Diagnostics._build_allowed(allowed, label='Allowed values')
+        Diagnostics._log_error_with_fallback(
+            msg, current=current, default=default, exc_type=TypeError
+        )
+
+    @staticmethod
+    def regex_mismatch(
+        name: str,
+        value,
+        pattern,
+        current=None,
+        default=None,
+    ):
+        """Log a regex mismatch with the expected pattern."""
+        msg = (
+            f"Value mismatch for <{name}>. Provided {value!r} does not match pattern '{pattern}'."
+        )
+        Diagnostics._log_error_with_fallback(
+            msg, current=current, default=default, exc_type=TypeError
+        )
+
+    @staticmethod
+    def no_value(name, default):
+        """Log that default will be used due to missing value."""
+        Diagnostics._log_debug(f'No value provided for <{name}>. Using default {default!r}.')
+
+    @staticmethod
+    def none_value(name):
+        """Log explicit None provided by a user."""
+        Diagnostics._log_debug(f'Using `None` explicitly provided for <{name}>.')
+
+    @staticmethod
+    def none_value_skip_range(name):
+        """Log that range validation is skipped due to None."""
+        Diagnostics._log_debug(
+            f'Skipping range validation as `None` is explicitly provided for <{name}>.'
+        )
+
+    @staticmethod
+    def validated(name, value, stage: str | None = None):
+        """Log that a value passed a validation stage."""
+        stage_info = f' {stage}' if stage else ''
+        Diagnostics._log_debug(f'Value {value!r} for <{name}> passed{stage_info} validation.')
+
+    # ==============================================================
+    # Helper log methods
+    # ==============================================================
+
+    @staticmethod
+    def _log_error(msg, exc_type=Exception):
+        """Emit an error-level message via shared logger."""
+        log.error(message=msg, exc_type=exc_type)
+
+    @staticmethod
+    def _log_error_with_fallback(
+        msg,
+        current=None,
+        default=None,
+        exc_type=Exception,
+    ):
+        """Emit an error message and mention kept or default value."""
+        if current is not None:
+            msg += f' Keeping current {current!r}.'
+        else:
+            msg += f' Using default {default!r}.'
+        log.error(message=msg, exc_type=exc_type)
+
+    @staticmethod
+    def _log_debug(msg):
+        """Emit a debug-level message via shared logger."""
+        log.debug(message=msg)
+
+    # ==============================================================
+    # Suggestion and allowed value helpers
+    # ==============================================================
+
+    @staticmethod
+    def _suggest(key: str, allowed: set[str]):
+        """Suggest closest allowed key using string similarity."""
+        if not allowed:
+            return None
+        # Return the allowed key with smallest Levenshtein distance
+        matches = difflib.get_close_matches(key, allowed, n=1)
+        return matches[0] if matches else None
+
+    @staticmethod
+    def _build_suggestion(key: str, allowed: set[str]):
+        s = Diagnostics._suggest(key, allowed)
+        return f" Did you mean '{s}'?" if s else ''
+
+    @staticmethod
+    def _build_allowed(allowed, label='Allowed attributes'):
+        # allowed may be a set, list, or other iterable
+        if allowed:
+            allowed_list = list(allowed)
+            if len(allowed_list) <= 10:
+                s = ', '.join(map(repr, sorted(allowed_list)))
+                return f' {label}: {s}.'
+            else:
+                return f' ({len(allowed_list)} {label.lower()} not listed here).'
+        return ''
diff --git a/src/easydiffraction/core/factory.py b/src/easydiffraction/core/factory.py
new file mode 100644
index 00000000..cc0ecd79
--- /dev/null
+++ b/src/easydiffraction/core/factory.py
@@ -0,0 +1,36 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from typing import Iterable
+from typing import Mapping
+
+
+class FactoryBase:
+    """Reusable argument validation mixin."""
+
+    @staticmethod
+    def _validate_args(
+        present: set[str],
+        allowed_specs: Iterable[Mapping[str, Iterable[str]]],
+        factory_name: str,
+    ) -> None:
+        """Validate provided arguments against allowed combinations."""
+        for spec in allowed_specs:
+            required = set(spec.get('required', []))
+            optional = set(spec.get('optional', []))
+            if required.issubset(present) and present <= (required | optional):
+                return  # valid combo
+        # build readable error message
+        combos = []
+        for spec in allowed_specs:
+            req = ', '.join(spec.get('required', []))
+            opt = ', '.join(spec.get('optional', []))
+            if opt:
+                combos.append(f'({req}[, {opt}])')
+            else:
+                combos.append(f'({req})')
+        raise ValueError(
+            f'Invalid argument combination for {factory_name} creation.\n'
+            f'Provided: {sorted(present)}\n'
+            f'Allowed combinations:\n  ' + '\n  '.join(combos)
+        )
diff --git a/src/easydiffraction/core/guard.py b/src/easydiffraction/core/guard.py
new file mode 100644
index 00000000..f5d81ec4
--- /dev/null
+++ b/src/easydiffraction/core/guard.py
@@ -0,0 +1,144 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from abc import ABC
+from abc import abstractmethod
+
+from easydiffraction.core.diagnostic import Diagnostics
+from easydiffraction.core.identity import Identity
+
+
+class GuardedBase(ABC):
+    """Base class enforcing controlled attribute access and parent
+    linkage.
+    """
+
+    # 5b: Use class-level diagnoser
+    _diagnoser = Diagnostics()
+
+    def __init__(self):
+        self._identity = Identity(owner=self)
+
+    def __str__(self) -> str:
+        return f'<{self.unique_name}>'
+
+    def __repr__(self) -> str:
+        return self.__str__()
+
+    def __getattr__(self, key: str):
+        cls = type(self)
+        allowed = cls._public_attrs()
+        if key not in allowed:
+            type(self)._diagnoser.attr_error(
+                self.unique_name,
+                key,
+                allowed,
+                label='Allowed readable/writable',
+            )
+
+    def __setattr__(self, key: str, value):
+        # Always allow private or special attributes without diagnostics
+        if key.startswith('_'):
+            object.__setattr__(self, key, value)
+            # Also maintain parent linkage for nested objects
+            if key != '_parent' and isinstance(value, GuardedBase):
+                object.__setattr__(value, '_parent', self)
+            return
+
+        # Handle public attributes with diagnostics
+        cls = type(self)
+        # Prevent modification of read-only attributes
+        if key in cls._public_readonly_attrs():
+            cls._diagnoser.readonly_error(
+                self.unique_name,
+                key,
+            )
+            return
+        # Prevent assignment to unknown attributes
+        # Show writable attributes only as allowed
+        if key not in cls._public_attrs():
+            allowed = cls._public_writable_attrs()
+            cls._diagnoser.attr_error(
+                self.unique_name,
+                key,
+                allowed,
+                label='Allowed writable',
+            )
+            return
+
+        self._assign_attr(key, value)
+
+    def _assign_attr(self, key, value):
+        """Low-level assignment with parent linkage."""
+        object.__setattr__(self, key, value)
+        if key != '_parent' and isinstance(value, GuardedBase):
+            object.__setattr__(value, '_parent', self)
+
+    @classmethod
+    def _iter_properties(cls):
+        """Iterate over all public properties defined in the class
+        hierarchy.
+
+        Yields:
+            tuple[str, property]: Each (key, property) pair for public
+            attributes.
+        """
+        for base in cls.mro():
+            for key, attr in base.__dict__.items():
+                if key.startswith('_') or not isinstance(attr, property):
+                    continue
+                yield key, attr
+
+    @classmethod
+    def _public_attrs(cls):
+        """All public properties (read-only + writable)."""
+        return {key for key, _ in cls._iter_properties()}
+
+    @classmethod
+    def _public_readonly_attrs(cls):
+        """Public properties without a setter."""
+        return {key for key, prop in cls._iter_properties() if prop.fset is None}
+
+    @classmethod
+    def _public_writable_attrs(cls) -> set[str]:
+        """Public properties with a setter."""
+        return {key for key, prop in cls._iter_properties() if prop.fset is not None}
+
+    def _allowed_attrs(self, writable_only=False):
+        cls = type(self)
+        if writable_only:
+            return cls._public_writable_attrs()
+        return cls._public_attrs()
+
+    @property
+    def _log_name(self):
+        return type(self).__name__
+
+    @property
+    def unique_name(self):
+        return type(self).__name__
+
+    # @property
+    # def identity(self):
+    #    """Expose a limited read-only view of identity attributes."""
+    #    return SimpleNamespace(
+    #        datablock_entry_name=self._identity.datablock_entry_name,
+    #        category_code=self._identity.category_code,
+    #        category_entry_name=self._identity.category_entry_name,
+    #    )
+
+    @property
+    @abstractmethod
+    def parameters(self):
+        """Return a list of parameter objects (to be implemented by
+        subclasses).
+        """
+        raise NotImplementedError
+
+    @property
+    @abstractmethod
+    def as_cif(self) -> str:
+        """Return CIF representation of this object (to be implemented
+        by subclasses).
+        """
+        raise NotImplementedError
diff --git a/src/easydiffraction/core/identity.py b/src/easydiffraction/core/identity.py
new file mode 100644
index 00000000..90c74231
--- /dev/null
+++ b/src/easydiffraction/core/identity.py
@@ -0,0 +1,77 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Identity helpers to build CIF-like hierarchical names.
+
+Used by containers and items to expose datablock/category/entry names
+without tight coupling.
+"""
+
+from typing import Callable
+
+
+class Identity:
+    """Resolve datablock/category/entry relationships lazily."""
+
+    def __init__(
+        self,
+        *,
+        owner: object,
+        datablock_entry: Callable | None = None,
+        category_code: str | None = None,
+        category_entry: Callable | None = None,
+    ):
+        self._owner = owner
+        self._datablock_entry = datablock_entry
+        self._category_code = category_code
+        self._category_entry = category_entry
+
+    def _resolve_up(self, attr: str, visited=None):
+        """Resolve attribute by walking up parent chain safely."""
+        if visited is None:
+            visited = set()
+        if id(self) in visited:
+            return None
+        visited.add(id(self))
+
+        # Direct callable or value on self
+        value = getattr(self, f'_{attr}', None)
+        if callable(value):
+            return value()
+        if isinstance(value, str):
+            return value
+
+        # Climb to parent if available
+        parent = getattr(self._owner, '__dict__', {}).get('_parent')
+        if parent and hasattr(parent, '_identity'):
+            return parent._identity._resolve_up(attr, visited)
+        return None
+
+    @property
+    def datablock_entry_name(self):
+        """Datablock entry name or None if not set."""
+        return self._resolve_up('datablock_entry')
+
+    @datablock_entry_name.setter
+    def datablock_entry_name(self, func: callable):
+        """Set callable returning datablock entry name."""
+        self._datablock_entry = func
+
+    @property
+    def category_code(self):
+        """Category code like 'atom_site' or 'background'."""
+        return self._resolve_up('category_code')
+
+    @category_code.setter
+    def category_code(self, value: str):
+        """Set category code value."""
+        self._category_code = value
+
+    @property
+    def category_entry_name(self):
+        """Category entry name or None if not set."""
+        return self._resolve_up('category_entry')
+
+    @category_entry_name.setter
+    def category_entry_name(self, func: callable):
+        """Set callable returning category entry name."""
+        self._category_entry = func
diff --git a/src/easydiffraction/core/objects.py b/src/easydiffraction/core/objects.py
deleted file mode 100644
index edf5e675..00000000
--- a/src/easydiffraction/core/objects.py
+++ /dev/null
@@ -1,538 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-import secrets
-import string
-from abc import ABC
-from abc import abstractmethod
-from typing import Any
-from typing import Dict
-from typing import Iterator
-from typing import List
-from typing import Optional
-from typing import TypeVar
-from typing import Union
-
-from easydiffraction.core.singletons import UidMapHandler
-from easydiffraction.utils.decorators import enforce_type
-from easydiffraction.utils.formatting import error
-from easydiffraction.utils.formatting import warning
-
-T = TypeVar('T')
-
-
-class Descriptor:
-    """Base class for descriptors (non-refinable attributes)."""
-
-    def __init__(
-        self,
-        # Value of the parameter
-        value: Any,
-        # ED parameter name (to access it in the code)
-        name: str,
-        # CIF parameter name (to show it in the CIF)
-        cif_name: str,
-        # Pretty name (to show it in the table)
-        pretty_name: Optional[str] = None,
-        # Parent datablock name
-        datablock_id: Optional[str] = None,
-        # ED parent category name
-        category_key: Optional[str] = None,
-        # CIF parent category name
-        cif_category_key: Optional[str] = None,
-        # Parent collection entry id
-        collection_entry_id: Optional[str] = None,
-        # Units of the parameter
-        units: Optional[str] = None,
-        # Description of the parameter
-        description: Optional[str] = None,
-        # If false, the parameter can never be edited. It is calculated
-        # automatically
-        editable: bool = True,
-    ) -> None:
-        self._value = value
-        self.name: str = name
-        self.cif_name: str = cif_name
-        self.pretty_name: Optional[str] = pretty_name
-        self._datablock_id: Optional[str] = datablock_id
-        self.category_key: Optional[str] = category_key
-        self.cif_category_key: Optional[str] = cif_category_key
-        self._collection_entry_id: Optional[str] = collection_entry_id
-        self.units: Optional[str] = units
-        self._description: Optional[str] = description
-        self._editable: bool = editable
-
-        self._human_uid = self._generate_human_readable_unique_id()
-
-        UidMapHandler.get().add_to_uid_map(self)
-
-    def __str__(self):
-        # Base value string
-        value_str = f'{self.__class__.__name__}: {self.uid} = {self.value}'
-
-        # Append ± uncertainty if it exists and is nonzero
-        if hasattr(self, 'uncertainty') and self.uncertainty != 0.0:
-            value_str += f' ± {self.uncertainty}'
-
-        # Append units if available
-        if self.units:
-            value_str += f' {self.units}'
-
-        return value_str
-
-    def __repr__(self):
-        return self.__str__()
-
-    def _generate_random_unique_id(self) -> str:
-        # Derived class Parameter will use this unique id for the
-        # minimization process to identify the parameter. It will also
-        # be used to create the alias for the parameter in the
-        # constraint expression.
-        length = 16
-        letters = [secrets.choice(string.ascii_lowercase) for _ in range(length)]
-        uid = ''.join(letters)
-        return uid
-
-    def _generate_human_readable_unique_id(self):
-        # Instead of generating a random string, we can use the
-        # name of the parameter and the block name to create a unique
-        # id.
-        #  E.g.:
-        #  - "block-id.category-name.parameter-name":
-        #    "lbco.cell.length_a"
-        #  - "block-id.category-name.entry-id.parameter-name":
-        #    "lbco.atom_site.Ba.fract_x"
-        # For the analysis, we can use the same format, but without the
-        # datablock id. E.g.:
-        #  - "category-name.entry-id.parameter-name":
-        #    "alias.occ_Ba.label"
-        # This need to be called after the parameter is created and all
-        # its attributes are set.
-        if self.datablock_id:
-            uid = f'{self.datablock_id}.{self.cif_category_key}'
-        else:
-            uid = f'{self.cif_category_key}'
-        if self.collection_entry_id:
-            uid += f'.{self.collection_entry_id}'
-        uid += f'.{self.cif_name}'
-        return uid
-
-    @property
-    def datablock_id(self):
-        return self._datablock_id
-
-    @datablock_id.setter
-    def datablock_id(self, new_id):
-        self._datablock_id = new_id
-        # Update the unique id, when datablock_id attribute is of
-        # the parameter is changed
-        self.uid = self._generate_human_readable_unique_id()
-
-    @property
-    def collection_entry_id(self):
-        return self._collection_entry_id
-
-    @collection_entry_id.setter
-    def collection_entry_id(self, new_id):
-        self._collection_entry_id = new_id
-        # Update the unique id, when datablock_id attribute is of
-        # the parameter is changed
-        self.uid = self._generate_human_readable_unique_id()
-
-    @property
-    def uid(self):
-        return self._human_uid
-
-    @uid.setter
-    def uid(self, new_uid):
-        # Update the unique id in the global uid map
-        old_uid = self._human_uid
-        self._human_uid = new_uid
-        UidMapHandler.get().replace_uid(old_uid, new_uid)
-
-    @property
-    def minimizer_uid(self):
-        return self.uid.replace('.', '__')
-
-    @property
-    def value(self) -> Any:
-        return self._value
-
-    @value.setter
-    def value(self, new_value: Any) -> None:
-        if self._editable:
-            self._value = new_value
-        else:
-            print(
-                warning(
-                    f"The parameter '{self.cif_name}' it is calculated "
-                    f'automatically and cannot be changed manually.'
-                )
-            )
-
-    @property
-    def description(self) -> Optional[str]:
-        return self._description
-
-    @property
-    def editable(self) -> bool:
-        return self._editable
-
-
-class Parameter(Descriptor):
-    """A parameter with a value, uncertainty, units, and CIF
-    representation.
-    """
-
-    def __init__(
-        self,
-        value: Any,
-        name: str,
-        cif_name: str,
-        pretty_name: Optional[str] = None,
-        datablock_id: Optional[str] = None,  # Parent datablock name
-        category_key: Optional[str] = None,
-        cif_category_key: Optional[str] = None,
-        collection_entry_id: Optional[str] = None,
-        units: Optional[str] = None,
-        description: Optional[str] = None,
-        editable: bool = True,
-        uncertainty: float = 0.0,
-        free: bool = False,
-        constrained: bool = False,
-        min_value: Optional[float] = None,
-        max_value: Optional[float] = None,
-    ) -> None:
-        super().__init__(
-            value,
-            name,
-            cif_name,
-            pretty_name,
-            datablock_id,
-            category_key,
-            cif_category_key,
-            collection_entry_id,
-            units,
-            description,
-            editable,
-        )
-        self.uncertainty: float = (
-            uncertainty  # Standard uncertainty or estimated standard deviation
-        )
-        self.free: bool = free  # If the parameter is free to be fitted during the optimization
-        self.constrained: bool = (
-            constrained  # If symmetry constrains the parameter during the optimization
-        )
-        self.min: Optional[float] = min_value  # Minimum physical value of the parameter
-        self.max: Optional[float] = max_value  # Maximum physical value of the parameter
-        self.start_value: Optional[Any] = None  # Starting value for optimization
-
-
-class Component(ABC):
-    """Base class for standard components, like Cell, Peak, etc."""
-
-    @property
-    @abstractmethod
-    def category_key(self):
-        """Must be implemented in subclasses to return the ED category
-        name.
-
-        Can differ from cif_category_key.
-        """
-        pass
-
-    @property
-    @abstractmethod
-    def cif_category_key(self):
-        """Must be implemented in subclasses to return the CIF category
-        name.
-        """
-        pass
-
-    def __init__(self):
-        self._locked = False  # If adding new attributes is locked
-
-        self._datablock_id = None  # Parent datablock name to be set by the parent
-        self._entry_id = None  # Parent collection entry id to be set by the parent
-
-        # TODO: Currently, it is not used. Planned to be used for
-        #  displaying the parameters in the specific order.
-        self._ordered_attrs: List[str] = []
-
-    def __getattr__(self, name: str) -> Any:
-        """If the attribute is a Parameter or Descriptor, return its
-        value by default.
-        """
-        attr = self.__dict__.get(name, None)
-        if isinstance(attr, (Descriptor, Parameter)):
-            return attr.value
-        raise AttributeError(f'{name} not found in {self}')
-
-    def __setattr__(self, name: str, value: Any) -> None:
-        """If an object is locked for adding new attributes, raise an
-        error.
-
-        If the attribute 'name' does not exist, add it. If the attribute
-        'name' exists and is a Parameter or Descriptor, set its value.
-        """
-        if hasattr(self, '_locked') and self._locked and not hasattr(self, name):
-            print(error(f"Cannot add new parameter '{name}'"))
-            return
-
-        # Try to get the attribute from the instance's dictionary
-        attr = self.__dict__.get(name, None)
-
-        # If the attribute is not set, and it is a Parameter or
-        # Descriptor, set its category_key and cif_category_key to the
-        # current category_key and cif_category_key and add it to the
-        # component. Also add its name to the list of ordered attributes
-        if attr is None:
-            if isinstance(value, (Descriptor, Parameter)):
-                value.category_key = self.category_key
-                value.cif_category_key = self.cif_category_key
-                self._ordered_attrs.append(name)
-            super().__setattr__(name, value)
-        # If the attribute is already set and is a Parameter or
-        # Descriptor, update its value. Else, allow normal reassignment
-        else:
-            if isinstance(attr, (Descriptor, Parameter)):
-                attr.value = value
-            else:
-                super().__setattr__(name, value)
-
-    @property
-    def datablock_id(self):
-        return self._datablock_id
-
-    @datablock_id.setter
-    def datablock_id(self, new_id):
-        self._datablock_id = new_id
-        # For each parameter in this component, also update its
-        # datablock_id
-        for param in self.get_all_params():
-            param.datablock_id = new_id
-
-    @property
-    def entry_id(self):
-        return self._entry_id
-
-    @entry_id.setter
-    def entry_id(self, new_id):
-        self._entry_id = new_id
-        # For each parameter in the component, set the entry_id
-        for param in self.get_all_params():
-            param.collection_entry_id = new_id
-
-    def get_all_params(self):
-        attr_objs = []
-        for attr_name in dir(self):
-            attr_obj = getattr(self, attr_name)
-            if isinstance(attr_obj, (Descriptor, Parameter)):
-                attr_objs.append(attr_obj)
-        return attr_objs
-
-    def as_dict(self) -> Dict[str, Any]:
-        d = {}
-
-        for attr_name in dir(self):
-            if attr_name.startswith('_'):
-                continue
-
-            attr_obj = getattr(self, attr_name)
-            if not isinstance(attr_obj, (Descriptor, Parameter)):
-                continue
-
-            key = attr_obj.cif_name
-            value = attr_obj.value
-            d[key] = value
-
-        return d
-
-    def as_cif(self) -> str:
-        if not self.cif_category_key:
-            raise ValueError('cif_category_key must be defined in the derived class.')
-
-        lines = []
-
-        for attr_name in dir(self):
-            if attr_name.startswith('_'):
-                continue
-
-            attr_obj = getattr(self, attr_name)
-            if not isinstance(attr_obj, (Descriptor, Parameter)):
-                continue
-
-            key = f'_{self.cif_category_key}.{attr_obj.cif_name}'
-            value = attr_obj.value
-
-            if value is None:
-                continue
-
-            if isinstance(value, str) and ' ' in value:
-                value = f'"{value}"'
-
-            line = f'{key}  {value}'
-            lines.append(line)
-
-        return '\n'.join(lines)
-
-
-class Collection(ABC):
-    """Base class for collections like AtomSites, LinkedPhases,
-    SampleModels, Experiments, etc.
-    """
-
-    @property
-    @abstractmethod
-    def _child_class(self):
-        return None
-
-    def __init__(self, parent=None):
-        self._parent = parent  # Parent datablock
-        self._datablock_id = None  # Parent datablock name to be set by the parent
-        self._items = {}
-
-    def __getitem__(self, key: str) -> Union[Component, 'Collection']:
-        return self._items[key]
-
-    def __iter__(self) -> Iterator[Union[Component, 'Collection']]:
-        return iter(self._items.values())
-
-    @property
-    def datablock_id(self):
-        return self._datablock_id
-
-    @datablock_id.setter
-    def datablock_id(self, new_id):
-        self._datablock_id = new_id
-        for param in self.get_all_params():
-            param.datablock_id = new_id
-
-    def add(self, *args, **kwargs):
-        """Add a new item to the collection.
-
-        The item must be a subclass of Component.
-        """
-        if self._child_class is None:
-            raise ValueError('Child class is not defined.')
-        child_obj = self._child_class(*args, **kwargs)
-        # Setting the datablock_id to update its child parameters
-        child_obj.datablock_id = self.datablock_id
-        # Forcing the entry_id to be reset to update its child
-        # parameters
-        child_obj.entry_id = child_obj.entry_id
-        self._items[child_obj._entry_id] = child_obj
-
-        # Call on_item_added if it exists, i.e. defined in the derived
-        # class
-        if hasattr(self, 'on_item_added'):
-            self.on_item_added(child_obj)
-
-    def get_all_params(self):
-        params = []
-        for item in self._items.values():
-            if isinstance(item, Datablock):
-                datablock = item
-                for datablock_item in datablock.items():
-                    if isinstance(datablock_item, Component):
-                        component = datablock_item
-                        for param in component.get_all_params():
-                            params.append(param)
-                    elif isinstance(datablock_item, Collection):
-                        collection = datablock_item
-                        for component in collection:
-                            for param in component.get_all_params():
-                                params.append(param)
-            elif isinstance(item, Component):
-                component = item
-                for param in component.get_all_params():
-                    params.append(param)
-            else:
-                raise TypeError(f'Expected a Component or Datablock, got {type(item)}')
-        return params
-
-    def get_fittable_params(self) -> List[Parameter]:
-        all_params = self.get_all_params()
-        params = []
-        for param in all_params:
-            if hasattr(param, 'free') and not param.constrained:
-                params.append(param)
-        return params
-
-    def get_free_params(self) -> List[Parameter]:
-        fittable_params = self.get_fittable_params()
-        params = []
-        for param in fittable_params:
-            if param.free:
-                params.append(param)
-        return params
-
-    def as_cif(self) -> str:
-        lines = []
-        if self._type == 'category':
-            for idx, item in enumerate(self._items.values()):
-                params = item.as_dict()
-                category_key = item.cif_category_key
-                # Keys
-                keys = [f'_{category_key}.{param_key}' for param_key in params]
-                # Values. If the value is a string and contains spaces,
-                # add quotes
-                values = []
-                for value in params.values():
-                    value = f'{value}'
-                    if ' ' in value:
-                        value = f'"{value}"'
-                    values.append(value)
-                # Header is added only for the first item
-                if idx == 0:
-                    lines.append('loop_')
-                    header = '\n'.join(keys)
-                    lines.append(header)
-                line = ' '.join(values)
-                lines.append(line)
-        return '\n'.join(lines)
-
-
-class Datablock:
-    """Base class for Sample Model and Experiment data blocks."""
-
-    # TODO: Consider unifying with class Component?
-
-    def __init__(self):
-        self._name = None
-
-    def __setattr__(self, name, value):
-        # TODO: compare with class Component
-        # If the value is a Component or Collection:
-        # - set its datablock_id to the current datablock name
-        # - add it to the datablock
-        if isinstance(value, (Component, Collection)):
-            value.datablock_id = self._name
-        super().__setattr__(name, value)
-
-    def items(self):
-        """Returns a list of both components and collections in the data
-        block.
-        """
-        attr_objs = []
-        for attr_name in dir(self):
-            if attr_name.startswith('_'):
-                continue
-            attr_obj = getattr(self, attr_name)
-            if isinstance(attr_obj, (Component, Collection)):
-                attr_objs.append(attr_obj)
-        return attr_objs
-
-    @property
-    def name(self):
-        return self._name
-
-    @name.setter
-    @enforce_type
-    def name(self, new_name: str):
-        self._name = new_name
-        # For each component/collection in this datablock,
-        # also update its datablock_id if it has one
-        for item in getattr(self, '__dict__', {}).values():
-            if isinstance(item, (Component, Collection)):
-                item.datablock_id = new_name
diff --git a/src/easydiffraction/core/parameters.py b/src/easydiffraction/core/parameters.py
new file mode 100644
index 00000000..5a1c3177
--- /dev/null
+++ b/src/easydiffraction/core/parameters.py
@@ -0,0 +1,365 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+import secrets
+import string
+from typing import TYPE_CHECKING
+from typing import Any
+
+import numpy as np
+
+from easydiffraction.core.diagnostic import Diagnostics
+from easydiffraction.core.guard import GuardedBase
+from easydiffraction.core.singletons import UidMapHandler
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.core.validation import TypeValidator
+from easydiffraction.io.cif.serialize import param_to_cif
+
+if TYPE_CHECKING:
+    from easydiffraction.io.cif.handler import CifHandler
+
+
+class GenericDescriptorBase(GuardedBase):
+    """Base class for all parameter-like descriptors.
+
+    A descriptor encapsulates a typed value with validation,
+    human-readable name/description and a globally unique identifier
+    that is stable across the session. Concrete subclasses specialize
+    the expected data type and can extend the public API with
+    additional behavior (e.g. units).
+
+    Attributes:
+        name: Local parameter name (e.g. 'a', 'b_iso').
+        description: Optional human-readable description.
+        uid: Stable random identifier for external references.
+    """
+
+    _BOOL_SPEC_TEMPLATE = AttributeSpec(
+        type_=DataTypes.BOOL,
+        default=False,
+    )
+
+    def __init__(
+        self,
+        *,
+        value_spec: AttributeSpec,
+        name: str,
+        description: str = None,
+    ):
+        """Initialize the descriptor with validation and identity.
+
+        Args:
+            value_spec: Validation specification for the value.
+            name: Local name of the descriptor within its category.
+            description: Optional human-readable description.
+        """
+        super().__init__()
+
+        expected_type = getattr(self, '_value_type', None)
+
+        if expected_type:
+            user_type = (
+                value_spec._type_validator.expected_type
+                if value_spec._type_validator is not None
+                else None
+            )
+            if user_type and user_type is not expected_type:
+                Diagnostics.type_override_error(
+                    type(self).__name__,
+                    expected_type,
+                    user_type,
+                )
+            else:
+                # Enforce descriptor's own type if not already defined
+                value_spec._type_validator = TypeValidator(expected_type)
+
+        self._value_spec = value_spec
+        self._name = name
+        self._description = description
+        self._uid: str = self._generate_uid()
+        UidMapHandler.get().add_to_uid_map(self)
+
+        # Initial validated states
+        self._value = self._value_spec.validated(
+            value_spec.value,
+            name=self.unique_name,
+        )
+
+    def __str__(self) -> str:
+        return f'<{self.unique_name} = {self.value!r}>'
+
+    @staticmethod
+    def _generate_uid(length: int = 16) -> str:
+        letters = string.ascii_lowercase
+        return ''.join(secrets.choice(letters) for _ in range(length))
+
+    @property
+    def uid(self):
+        """Stable random identifier for this descriptor."""
+        return self._uid
+
+    @property
+    def name(self) -> str:
+        """Local name of the descriptor (without category/datablock)."""
+        return self._name
+
+    @property
+    def unique_name(self):
+        """Fully qualified name including datablock, category and entry
+        name.
+        """
+        # 7c: Use filter(None, [...])
+        parts = [
+            self._identity.datablock_entry_name,
+            self._identity.category_code,
+            self._identity.category_entry_name,
+            self.name,
+        ]
+        return '.'.join(filter(None, parts))
+
+    @property
+    def value(self):
+        """Current validated value."""
+        return self._value
+
+    @value.setter
+    def value(self, v):
+        """Set a new value after validating against the spec."""
+        self._value = self._value_spec.validated(
+            v,
+            name=self.unique_name,
+            current=self._value,
+        )
+
+    @property
+    def description(self):
+        """Optional human-readable description."""
+        return self._description
+
+    @property
+    def parameters(self):
+        """Return a flat list of parameters contained by this object.
+
+        For a single descriptor, it returns a one-element list with
+        itself. Composite objects override this to flatten nested
+        structures.
+        """
+        return [self]
+
+    @property
+    def as_cif(self) -> str:
+        """Serialize this descriptor to a CIF-formatted string."""
+        return param_to_cif(self)
+
+
+class GenericStringDescriptor(GenericDescriptorBase):
+    _value_type = DataTypes.STRING
+
+    def __init__(
+        self,
+        **kwargs: Any,
+    ) -> None:
+        super().__init__(**kwargs)
+
+
+class GenericNumericDescriptor(GenericDescriptorBase):
+    _value_type = DataTypes.NUMERIC
+
+    def __init__(
+        self,
+        *,
+        units: str = '',
+        **kwargs: Any,
+    ) -> None:
+        super().__init__(**kwargs)
+        self._units: str = units
+
+    def __str__(self) -> str:
+        s: str = super().__str__()
+        s = s[1:-1]  # strip <>
+        if self.units:
+            s += f' {self.units}'
+        return f'<{s}>'
+
+    @property
+    def units(self) -> str:
+        """Units associated with the numeric value, if any."""
+        return self._units
+
+
+class GenericParameter(GenericNumericDescriptor):
+    """Numeric descriptor extended with fitting-related attributes.
+
+    Adds standard attributes used by minimizers: "free" flag,
+    uncertainty, bounds and an optional starting value. Subclasses can
+    integrate with specific backends while preserving this interface.
+    """
+
+    def __init__(
+        self,
+        **kwargs: Any,
+    ):
+        super().__init__(**kwargs)
+
+        # Initial validated states
+        self._free_spec = self._BOOL_SPEC_TEMPLATE
+        self._free = self._free_spec.default
+        self._uncertainty_spec = AttributeSpec(
+            type_=DataTypes.NUMERIC,
+            content_validator=RangeValidator(ge=0),
+            allow_none=True,
+        )
+        self._uncertainty = self._uncertainty_spec.default
+        self._fit_min_spec = AttributeSpec(type_=DataTypes.NUMERIC, default=-np.inf)
+        self._fit_min = self._fit_min_spec.default
+        self._fit_max_spec = AttributeSpec(type_=DataTypes.NUMERIC, default=np.inf)
+        self._fit_max = self._fit_max_spec.default
+        self._start_value_spec = AttributeSpec(type_=DataTypes.NUMERIC, default=0.0)
+        self._start_value = self._start_value_spec.default
+        self._constrained_spec = self._BOOL_SPEC_TEMPLATE
+        self._constrained = self._constrained_spec.default
+
+    def __str__(self) -> str:
+        s = GenericDescriptorBase.__str__(self)
+        s = s[1:-1]  # strip <>
+        if self.uncertainty is not None:
+            s += f' ± {self.uncertainty}'
+        if self.units is not None:
+            s += f' {self.units}'
+        s += f' (free={self.free})'
+        return f'<{s}>'
+
+    @property
+    def _minimizer_uid(self):
+        """Variant of uid that is safe for minimizer engines."""
+        # return self.unique_name.replace('.', '__')
+        return self.uid
+
+    @property
+    def name(self) -> str:
+        """Local name of the parameter (without category/datablock)."""
+        return self._name
+
+    @property
+    def unique_name(self):
+        """Fully qualified parameter name including its context path."""
+        parts = [
+            self._identity.datablock_entry_name,
+            self._identity.category_code,
+            self._identity.category_entry_name,
+            self.name,
+        ]
+        return '.'.join(filter(None, parts))
+
+    @property
+    def constrained(self):
+        """Whether this parameter is part of a constraint expression."""
+        return self._constrained
+
+    @property
+    def free(self):
+        """Whether this parameter is currently varied during fitting."""
+        return self._free
+
+    @free.setter
+    def free(self, v):
+        """Set the "free" flag after validation."""
+        self._free = self._free_spec.validated(
+            v, name=f'{self.unique_name}.free', current=self._free
+        )
+
+    @property
+    def uncertainty(self):
+        """Estimated standard uncertainty of the fitted value, if
+        available.
+        """
+        return self._uncertainty
+
+    @uncertainty.setter
+    def uncertainty(self, v):
+        """Set the uncertainty value (must be non-negative or None)."""
+        self._uncertainty = self._uncertainty_spec.validated(
+            v, name=f'{self.unique_name}.uncertainty', current=self._uncertainty
+        )
+
+    @property
+    def fit_min(self):
+        """Lower fitting bound."""
+        return self._fit_min
+
+    @fit_min.setter
+    def fit_min(self, v):
+        """Set the lower bound for the parameter value."""
+        self._fit_min = self._fit_min_spec.validated(
+            v, name=f'{self.unique_name}.fit_min', current=self._fit_min
+        )
+
+    @property
+    def fit_max(self):
+        """Upper fitting bound."""
+        return self._fit_max
+
+    @fit_max.setter
+    def fit_max(self, v):
+        """Set the upper bound for the parameter value."""
+        self._fit_max = self._fit_max_spec.validated(
+            v, name=f'{self.unique_name}.fit_max', current=self._fit_max
+        )
+
+
+class StringDescriptor(GenericStringDescriptor):
+    def __init__(
+        self,
+        *,
+        cif_handler: CifHandler,
+        **kwargs: Any,
+    ) -> None:
+        """String descriptor bound to a CIF handler.
+
+        Args:
+            cif_handler: Object that tracks CIF identifiers.
+            **kwargs: Forwarded to GenericStringDescriptor.
+        """
+        super().__init__(**kwargs)
+        self._cif_handler = cif_handler
+        self._cif_handler.attach(self)
+
+
+class NumericDescriptor(GenericNumericDescriptor):
+    def __init__(
+        self,
+        *,
+        cif_handler: CifHandler,
+        **kwargs: Any,
+    ) -> None:
+        """Numeric descriptor bound to a CIF handler.
+
+        Args:
+            cif_handler: Object that tracks CIF identifiers.
+            **kwargs: Forwarded to GenericNumericDescriptor.
+        """
+        super().__init__(**kwargs)
+        self._cif_handler = cif_handler
+        self._cif_handler.attach(self)
+
+
+class Parameter(GenericParameter):
+    def __init__(
+        self,
+        *,
+        cif_handler: CifHandler,
+        **kwargs: Any,
+    ) -> None:
+        """Fittable parameter bound to a CIF handler.
+
+        Args:
+            cif_handler: Object that tracks CIF identifiers.
+            **kwargs: Forwarded to GenericParameter.
+        """
+        super().__init__(**kwargs)
+        self._cif_handler = cif_handler
+        self._cif_handler.attach(self)
diff --git a/src/easydiffraction/core/singletons.py b/src/easydiffraction/core/singletons.py
index 4d03b78b..b699422e 100644
--- a/src/easydiffraction/core/singletons.py
+++ b/src/easydiffraction/core/singletons.py
@@ -10,10 +10,10 @@
 
 from asteval import Interpreter
 
-T = TypeVar('T', bound='BaseSingleton')
+T = TypeVar('T', bound='SingletonBase')
 
 
-class BaseSingleton:
+class SingletonBase:
     """Base class to implement Singleton pattern.
 
     Ensures only one shared instance of a class is ever created. Useful
@@ -30,7 +30,7 @@ def get(cls: Type[T]) -> T:
         return cls._instance
 
 
-class UidMapHandler(BaseSingleton):
+class UidMapHandler(SingletonBase):
     """Global handler to manage UID-to-Parameter object mapping."""
 
     def __init__(self) -> None:
@@ -42,7 +42,18 @@ def get_uid_map(self) -> Dict[str, Any]:
         return self._uid_map
 
     def add_to_uid_map(self, parameter):
-        """Adds a single Parameter object to the UID map."""
+        """Adds a single Parameter or Descriptor object to the UID map.
+
+        Only Descriptor or Parameter instances are allowed (not
+        Components or others).
+        """
+        from easydiffraction.core.parameters import GenericDescriptorBase
+
+        if not isinstance(parameter, GenericDescriptorBase):
+            raise TypeError(
+                f'Cannot add object of type {type(parameter).__name__} to UID map. '
+                'Only Descriptor or Parameter instances are allowed.'
+            )
         self._uid_map[parameter.uid] = parameter
 
     def replace_uid(self, old_uid, new_uid):
@@ -51,17 +62,18 @@ def replace_uid(self, old_uid, new_uid):
         Moves the associated parameter from old_uid to new_uid. Raises a
         KeyError if the old_uid doesn't exist.
         """
-        if old_uid in self._uid_map:
-            self._uid_map[new_uid] = self._uid_map.pop(old_uid)
-        else:
+        if old_uid not in self._uid_map:
+            # Only raise if old_uid is not None and not empty
+            print('DEBUG: replace_uid failed', old_uid, 'current map:', list(self._uid_map.keys()))
             raise KeyError(f"UID '{old_uid}' not found in the UID map.")
+        self._uid_map[new_uid] = self._uid_map.pop(old_uid)
 
     # TODO: Implement removing from the UID map
 
 
 # TODO: Implement changing atrr '.constrained' back to False
 #  when removing constraints
-class ConstraintsHandler(BaseSingleton):
+class ConstraintsHandler(SingletonBase):
     """Manages user-defined parameter constraints using aliases and
     expressions.
 
@@ -88,7 +100,7 @@ def set_aliases(self, aliases):
         Called when user registers parameter aliases like:
             alias='biso_La', param=model.atom_sites['La'].b_iso
         """
-        self._alias_to_param = aliases._items
+        self._alias_to_param = dict(aliases.items())
 
     def set_constraints(self, constraints):
         """Sets the constraints and triggers parsing into internal
@@ -107,7 +119,7 @@ def _parse_constraints(self) -> None:
         """
         self._parsed_constraints = []
 
-        for expr_obj in self._constraints.values():
+        for expr_obj in self._constraints:
             lhs_alias = expr_obj.lhs_alias.value
             rhs_expr = expr_obj.rhs_expr.value
 
@@ -152,8 +164,8 @@ def apply(self) -> None:
                 param = uid_map[dependent_uid]
 
                 # Update its value and mark it as constrained
-                param.value = rhs_value
-                param.constrained = True
+                param._value = rhs_value  # To bypass ranges check
+                param._constrained = True  # To bypass read-only check
 
             except Exception as error:
                 print(f"Failed to apply constraint '{lhs_alias} = {rhs_expr}': {error}")
diff --git a/src/easydiffraction/core/validation.py b/src/easydiffraction/core/validation.py
new file mode 100644
index 00000000..6bb88eae
--- /dev/null
+++ b/src/easydiffraction/core/validation.py
@@ -0,0 +1,345 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Lightweight runtime validation utilities.
+
+Provides DataTypes, type/content validators, and AttributeSpec used by
+descriptors and parameters. Only documentation was added here.
+"""
+
+import functools
+import re
+from abc import ABC
+from abc import abstractmethod
+from enum import Enum
+from enum import auto
+
+import numpy as np
+from typeguard import TypeCheckError
+from typeguard import typechecked
+
+from easydiffraction.core.diagnostic import Diagnostics
+from easydiffraction.utils.logging import log
+
+# ==============================================================
+# Shared constants
+# ==============================================================
+
+
+class DataTypes(Enum):
+    NUMERIC = (int, float, np.integer, np.floating, np.number)
+    STRING = (str,)
+    BOOL = (bool,)
+    ANY = (object,)  # fallback for unconstrained
+
+    def __str__(self):
+        return self.name.lower()
+
+    @property
+    def expected_type(self):
+        """Convenience alias for tuple of allowed Python types."""
+        return self.value
+
+
+# ==============================================================
+# Runtime type checking decorator
+# ==============================================================
+
+# Runtime type checking decorator for validating those methods
+# annotated with type hints, which are writable for the user, and
+# which are not covered by custom validators for Parameter attribute
+# types and content, implemented below.
+
+
+def checktype(func=None, *, context=None):
+    """Runtime type check decorator using typeguard.
+
+    When a TypeCheckError occurs, the error is logged and None is
+    returned. If context is provided, it is added to the message.
+    """
+
+    def decorator(f):
+        checked_func = typechecked(f)
+
+        @functools.wraps(f)
+        def wrapper(*args, **kwargs):
+            try:
+                return checked_func(*args, **kwargs)
+            except TypeCheckError as err:
+                msg = str(err)
+                if context:
+                    msg = f'{context}: {msg}'
+                log.error(message=msg, exc_type=TypeError)
+                return None
+
+        return wrapper
+
+    if func is None:
+        return decorator
+    return decorator(func)
+
+
+# ==============================================================
+# Validation stages (enum/constant)
+# ==============================================================
+
+
+class ValidationStage(Enum):
+    """Phases of validation for diagnostic logging."""
+
+    TYPE = auto()
+    RANGE = auto()
+    MEMBERSHIP = auto()
+    REGEX = auto()
+
+    def __str__(self):
+        return self.name.lower()
+
+
+# ==============================================================
+# Advanced runtime custom validators for Parameter types/content
+# ==============================================================
+
+
+class ValidatorBase(ABC):
+    """Abstract base class for all validators."""
+
+    @abstractmethod
+    def validated(self, value, name, default=None, current=None):
+        """Return a validated value or fallback.
+
+        Subclasses must implement this method.
+        """
+        raise NotImplementedError
+
+    def _fallback(
+        self,
+        current=None,
+        default=None,
+    ):
+        """Return current if set, else default."""
+        return current if current is not None else default
+
+
+class TypeValidator(ValidatorBase):
+    """Ensure a value is of the expected Python type."""
+
+    def __init__(self, expected_type: DataTypes):
+        if isinstance(expected_type, DataTypes):
+            self.expected_type = expected_type
+            self.expected_label = str(expected_type)
+        else:
+            raise TypeError(f'TypeValidator expected a DataTypes member, got {expected_type!r}')
+
+    def validated(
+        self,
+        value,
+        name,
+        default=None,
+        current=None,
+        allow_none=False,
+    ):
+        """Validate type and return value or fallback.
+
+        If allow_none is True, None bypasses content checks.
+        """
+        # Fresh initialization, use default
+        if current is None and value is None:
+            Diagnostics.no_value(name, default)
+            return default
+
+        # Explicit None (allowed)
+        if value is None and allow_none:
+            Diagnostics.none_value(name)
+            return None
+
+        # Normal type validation
+        if not isinstance(value, self.expected_type.value):
+            Diagnostics.type_mismatch(
+                name,
+                value,
+                expected_type=self.expected_label,
+                current=current,
+                default=default,
+            )
+            return self._fallback(current, default)
+
+        Diagnostics.validated(
+            name,
+            value,
+            stage=ValidationStage.TYPE,
+        )
+        return value
+
+
+class RangeValidator(ValidatorBase):
+    """Ensure a numeric value lies within [ge, le]."""
+
+    def __init__(
+        self,
+        *,
+        ge=-np.inf,
+        le=np.inf,
+    ):
+        self.ge, self.le = ge, le
+
+    def validated(
+        self,
+        value,
+        name,
+        default=None,
+        current=None,
+    ):
+        """Validate range and return value or fallback."""
+        if not (self.ge <= value <= self.le):
+            Diagnostics.range_mismatch(
+                name,
+                value,
+                self.ge,
+                self.le,
+                current=current,
+                default=default,
+            )
+            return self._fallback(current, default)
+
+        Diagnostics.validated(
+            name,
+            value,
+            stage=ValidationStage.RANGE,
+        )
+        return value
+
+
+class MembershipValidator(ValidatorBase):
+    """Ensure that a value is among allowed choices.
+
+    `allowed` may be an iterable or a callable returning a collection.
+    """
+
+    def __init__(self, allowed):
+        # Do not convert immediately to list — may be callable
+        self.allowed = allowed
+
+    def validated(
+        self,
+        value,
+        name,
+        default=None,
+        current=None,
+    ):
+        """Validate membership and return value or fallback."""
+        # Dynamically evaluate allowed if callable (e.g. lambda)
+        allowed_values = self.allowed() if callable(self.allowed) else self.allowed
+
+        if value not in allowed_values:
+            Diagnostics.choice_mismatch(
+                name,
+                value,
+                allowed_values,
+                current=current,
+                default=default,
+            )
+            return self._fallback(current, default)
+
+        Diagnostics.validated(
+            name,
+            value,
+            stage=ValidationStage.MEMBERSHIP,
+        )
+        return value
+
+
+class RegexValidator(ValidatorBase):
+    """Ensure that a string matches a given regular expression."""
+
+    def __init__(self, pattern):
+        self.pattern = re.compile(pattern)
+
+    def validated(
+        self,
+        value,
+        name,
+        default=None,
+        current=None,
+    ):
+        """Validate regex and return value or fallback."""
+        if not self.pattern.fullmatch(value):
+            Diagnostics.regex_mismatch(
+                name,
+                value,
+                self.pattern.pattern,
+                current=current,
+                default=default,
+            )
+            return self._fallback(current, default)
+
+        Diagnostics.validated(
+            name,
+            value,
+            stage=ValidationStage.REGEX,
+        )
+        return value
+
+
+# ==============================================================
+# Attribute specification holding metadata and validators
+# ==============================================================
+
+
+class AttributeSpec:
+    """Hold metadata and validators for a single attribute."""
+
+    def __init__(
+        self,
+        *,
+        value=None,
+        type_=None,
+        default=None,
+        content_validator=None,
+        allow_none: bool = False,
+    ):
+        self.value = value
+        self.default = default
+        self.allow_none = allow_none
+        self._type_validator = TypeValidator(type_) if type_ else None
+        self._content_validator = content_validator
+
+    def validated(
+        self,
+        value,
+        name,
+        current=None,
+    ):
+        """Validate through type and content validators.
+
+        Returns validated value, possibly default or current if errors
+        occur. None may short-circuit further checks when allowed.
+        """
+        val = value
+        # Evaluate callable defaults dynamically
+        default = self.default() if callable(self.default) else self.default
+
+        # Type validation
+        if self._type_validator:
+            val = self._type_validator.validated(
+                val,
+                name,
+                default=default,
+                current=current,
+                allow_none=self.allow_none,
+            )
+
+        # Skip further validation: Special case for None
+        if val is None and self.allow_none:
+            Diagnostics.none_value_skip_range(name)
+            return None
+
+        # Content validation
+        if self._content_validator and val is not None:
+            val = self._content_validator.validated(
+                val,
+                name,
+                default=default,
+                current=current,
+            )
+
+        return val
diff --git a/src/easydiffraction/crystallography/crystallography.py b/src/easydiffraction/crystallography/crystallography.py
index 66cdc446..c5a7fc9f 100644
--- a/src/easydiffraction/crystallography/crystallography.py
+++ b/src/easydiffraction/crystallography/crystallography.py
@@ -46,32 +46,32 @@ def apply_cell_symmetry_constraints(
         a = cell['lattice_a']
         cell['lattice_b'] = a
         cell['lattice_c'] = a
-        cell['angle_alpha'] = 90
-        cell['angle_beta'] = 90
-        cell['angle_gamma'] = 90
+        cell['angle_alpha'] = 90.0
+        cell['angle_beta'] = 90.0
+        cell['angle_gamma'] = 90.0
 
     elif crystal_system == 'tetragonal':
         a = cell['lattice_a']
         cell['lattice_b'] = a
-        cell['angle_alpha'] = 90
-        cell['angle_beta'] = 90
-        cell['angle_gamma'] = 90
+        cell['angle_alpha'] = 90.0
+        cell['angle_beta'] = 90.0
+        cell['angle_gamma'] = 90.0
 
     elif crystal_system == 'orthorhombic':
-        cell['angle_alpha'] = 90
-        cell['angle_beta'] = 90
-        cell['angle_gamma'] = 90
+        cell['angle_alpha'] = 90.0
+        cell['angle_beta'] = 90.0
+        cell['angle_gamma'] = 90.0
 
     elif crystal_system in {'hexagonal', 'trigonal'}:
         a = cell['lattice_a']
         cell['lattice_b'] = a
-        cell['angle_alpha'] = 90
-        cell['angle_beta'] = 90
-        cell['angle_gamma'] = 120
+        cell['angle_alpha'] = 90.0
+        cell['angle_beta'] = 90.0
+        cell['angle_gamma'] = 120.0
 
     elif crystal_system == 'monoclinic':
-        cell['angle_alpha'] = 90
-        cell['angle_gamma'] = 90
+        cell['angle_alpha'] = 90.0
+        cell['angle_gamma'] = 90.0
 
     elif crystal_system == 'triclinic':
         pass  # No constraints to apply
diff --git a/src/easydiffraction/crystallography/space_groups.py b/src/easydiffraction/crystallography/space_groups.py
index d647a347..0ffa5c09 100644
--- a/src/easydiffraction/crystallography/space_groups.py
+++ b/src/easydiffraction/crystallography/space_groups.py
@@ -1,3 +1,12 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Space group reference data.
+
+Loads a gzipped, packaged pickle with crystallographic space-group
+information. The file is part of the distribution; user input is not
+involved.
+"""
+
 import gzip
 import pickle  # noqa: S403 - trusted internal pickle file (package data only)
 from pathlib import Path
@@ -15,6 +24,7 @@ def _restricted_pickle_load(file_obj) -> Any:
 
 
 def _load():
+    """Load space-group data from the packaged archive."""
     path = Path(__file__).with_name('space_groups.pkl.gz')
     with gzip.open(path, 'rb') as f:
         return _restricted_pickle_load(f)
diff --git a/src/easydiffraction/experiments/collections/__init__.py b/src/easydiffraction/experiments/categories/__init__.py
similarity index 100%
rename from src/easydiffraction/experiments/collections/__init__.py
rename to src/easydiffraction/experiments/categories/__init__.py
diff --git a/src/easydiffraction/experiments/components/__init__.py b/src/easydiffraction/experiments/categories/background/__init__.py
similarity index 100%
rename from src/easydiffraction/experiments/components/__init__.py
rename to src/easydiffraction/experiments/categories/background/__init__.py
diff --git a/src/easydiffraction/experiments/categories/background/base.py b/src/easydiffraction/experiments/categories/background/base.py
new file mode 100644
index 00000000..48c4a7df
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/background/base.py
@@ -0,0 +1,35 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from abc import abstractmethod
+from typing import Any
+
+from easydiffraction.core.category import CategoryCollection
+
+
+class BackgroundBase(CategoryCollection):
+    """Abstract base for background subcategories in experiments.
+
+    Concrete implementations provide parameterized background models and
+    compute background intensities on the experiment grid.
+    """
+
+    @abstractmethod
+    def calculate(self, x_data: Any) -> Any:
+        """Compute background values for the provided x grid.
+
+        Args:
+            x_data: X positions (e.g. 2θ, TOF) at which to evaluate.
+
+        Returns:
+            Background intensity array aligned with ``x_data``.
+        """
+        pass
+
+    # TODO: Consider moving to CategoryCollection
+    @abstractmethod
+    def show(self) -> None:
+        """Print a human-readable view of background components."""
+        pass
diff --git a/src/easydiffraction/experiments/categories/background/chebyshev.py b/src/easydiffraction/experiments/categories/background/chebyshev.py
new file mode 100644
index 00000000..8bdfb9ac
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/background/chebyshev.py
@@ -0,0 +1,115 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Chebyshev polynomial background model.
+
+Provides a collection of polynomial terms and evaluation helpers.
+"""
+
+from __future__ import annotations
+
+from typing import List
+from typing import Union
+
+import numpy as np
+from numpy.polynomial.chebyshev import chebval
+
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import NumericDescriptor
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.experiments.categories.background.base import BackgroundBase
+from easydiffraction.io.cif.handler import CifHandler
+from easydiffraction.utils.formatting import paragraph
+from easydiffraction.utils.formatting import warning
+from easydiffraction.utils.utils import render_table
+
+
+class PolynomialTerm(CategoryItem):
+    """Chebyshev polynomial term.
+
+    New public attribute names: ``order`` and ``coef`` replacing the
+    longer ``chebyshev_order`` / ``chebyshev_coef``. Backward-compatible
+    aliases are kept so existing serialized data / external code does
+    not break immediately. Tests should migrate to the short names.
+    """
+
+    def __init__(self, *, order: int, coef: float) -> None:
+        super().__init__()
+
+        # Canonical descriptors
+        self._order = NumericDescriptor(
+            name='order',
+            description='Order used in a Chebyshev polynomial background term',
+            value_spec=AttributeSpec(
+                value=order,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            cif_handler=CifHandler(names=['_pd_background.Chebyshev_order']),
+        )
+        self._coef = Parameter(
+            name='coef',
+            description='Coefficient used in a Chebyshev polynomial background term',
+            value_spec=AttributeSpec(
+                value=coef,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            cif_handler=CifHandler(names=['_pd_background.Chebyshev_coef']),
+        )
+
+        self._identity.category_code = 'background'
+        self._identity.category_entry_name = lambda: str(self.order.value)
+
+    @property
+    def order(self):
+        return self._order
+
+    @order.setter
+    def order(self, value):
+        self._order.value = value
+
+    @property
+    def coef(self):
+        return self._coef
+
+    @coef.setter
+    def coef(self, value):
+        self._coef.value = value
+
+
+class ChebyshevPolynomialBackground(BackgroundBase):
+    _description: str = 'Chebyshev polynomial background'
+
+    def __init__(self):
+        super().__init__(item_type=PolynomialTerm)
+
+    def calculate(self, x_data):
+        """Evaluate polynomial background over x_data."""
+        if not self._items:
+            print(warning('No background points found. Setting background to zero.'))
+            return np.zeros_like(x_data)
+
+        u = (x_data - x_data.min()) / (x_data.max() - x_data.min()) * 2 - 1
+        coefs = [term.coef.value for term in self._items]
+        y_data = chebval(u, coefs)
+        return y_data
+
+    def show(self) -> None:
+        """Print a table of polynomial orders and coefficients."""
+        columns_headers: List[str] = ['Order', 'Coefficient']
+        columns_alignment = ['left', 'left']
+        columns_data: List[List[Union[int, float]]] = [
+            [t.order.value, t.coef.value] for t in self._items
+        ]
+
+        print(paragraph('Chebyshev polynomial background terms'))
+        render_table(
+            columns_headers=columns_headers,
+            columns_alignment=columns_alignment,
+            columns_data=columns_data,
+        )
diff --git a/src/easydiffraction/experiments/categories/background/enums.py b/src/easydiffraction/experiments/categories/background/enums.py
new file mode 100644
index 00000000..4d163c52
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/background/enums.py
@@ -0,0 +1,27 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Enumerations for background model types."""
+
+from __future__ import annotations
+
+from enum import Enum
+
+
+# TODO: Consider making EnumBase class with: default, description, ...
+class BackgroundTypeEnum(str, Enum):
+    """Supported background model types."""
+
+    LINE_SEGMENT = 'line-segment'
+    CHEBYSHEV = 'chebyshev polynomial'
+
+    @classmethod
+    def default(cls) -> 'BackgroundTypeEnum':
+        """Return a default background type."""
+        return cls.LINE_SEGMENT
+
+    def description(self) -> str:
+        """Human-friendly description for the enum value."""
+        if self is BackgroundTypeEnum.LINE_SEGMENT:
+            return 'Linear interpolation between points'
+        elif self is BackgroundTypeEnum.CHEBYSHEV:
+            return 'Chebyshev polynomial background'
diff --git a/src/easydiffraction/experiments/categories/background/factory.py b/src/easydiffraction/experiments/categories/background/factory.py
new file mode 100644
index 00000000..2447f7a6
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/background/factory.py
@@ -0,0 +1,67 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Background collection entry point (public facade).
+
+End users should import Background classes from this module. Internals
+live under the package
+`easydiffraction.experiments.category_collections.background_types`
+and are re-exported here for a stable and readable API.
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+from typing import Optional
+
+from easydiffraction.experiments.categories.background.enums import BackgroundTypeEnum
+
+if TYPE_CHECKING:
+    from easydiffraction.experiments.categories.background import BackgroundBase
+
+
+class BackgroundFactory:
+    """Create background collections by type."""
+
+    BT = BackgroundTypeEnum
+
+    @classmethod
+    def _supported_map(cls) -> dict:
+        """Return mapping of enum values to concrete background
+        classes.
+        """
+        # Lazy import to avoid circulars
+        from easydiffraction.experiments.categories.background.chebyshev import (
+            ChebyshevPolynomialBackground,
+        )
+        from easydiffraction.experiments.categories.background.line_segment import (
+            LineSegmentBackground,
+        )
+
+        return {
+            cls.BT.LINE_SEGMENT: LineSegmentBackground,
+            cls.BT.CHEBYSHEV: ChebyshevPolynomialBackground,
+        }
+
+    @classmethod
+    def create(
+        cls,
+        background_type: Optional[BackgroundTypeEnum] = None,
+    ) -> BackgroundBase:
+        """Instantiate a background collection of requested type.
+
+        If type is None, the default enum value is used.
+        """
+        if background_type is None:
+            background_type = BackgroundTypeEnum.default()
+
+        supported = cls._supported_map()
+        if background_type not in supported:
+            supported_types = list(supported.keys())
+
+            raise ValueError(
+                f"Unsupported background type: '{background_type}'.\n"
+                f' Supported background types: {[bt.value for bt in supported_types]}'
+            )
+
+        background_class = supported[background_type]
+        return background_class()
diff --git a/src/easydiffraction/experiments/categories/background/line_segment.py b/src/easydiffraction/experiments/categories/background/line_segment.py
new file mode 100644
index 00000000..0a946550
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/background/line_segment.py
@@ -0,0 +1,118 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Line-segment background model.
+
+Interpolate user-specified points to form a background curve.
+"""
+
+from __future__ import annotations
+
+from typing import List
+
+import numpy as np
+from scipy.interpolate import interp1d
+
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import NumericDescriptor
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.experiments.categories.background.base import BackgroundBase
+from easydiffraction.io.cif.handler import CifHandler
+from easydiffraction.utils.formatting import paragraph
+from easydiffraction.utils.formatting import warning
+from easydiffraction.utils.utils import render_table
+
+
+class LineSegment(CategoryItem):
+    """Single background control point for interpolation."""
+
+    def __init__(self, *, x: float, y: float):
+        super().__init__()
+
+        self._x = NumericDescriptor(
+            name='x',
+            description=(
+                'X-coordinates used to create many straight-line segments '
+                'representing the background in a calculated diffractogram.'
+            ),
+            value_spec=AttributeSpec(
+                value=x,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            cif_handler=CifHandler(names=['_pd_background.line_segment_X']),
+        )
+        self._y = Parameter(
+            name='y',  # TODO: rename to intensity
+            description=(
+                'Intensity used to create many straight-line segments '
+                'representing the background in a calculated diffractogram'
+            ),
+            value_spec=AttributeSpec(
+                value=y,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),  # TODO: rename to intensity
+            cif_handler=CifHandler(names=['_pd_background.line_segment_intensity']),
+        )
+
+        self._identity.category_code = 'background'
+        self._identity.category_entry_name = lambda: str(self.x.value)
+
+    @property
+    def x(self):
+        return self._x
+
+    @x.setter
+    def x(self, value):
+        self._x.value = value
+
+    @property
+    def y(self):
+        return self._y
+
+    @y.setter
+    def y(self, value):
+        self._y.value = value
+
+
+class LineSegmentBackground(BackgroundBase):
+    _description: str = 'Linear interpolation between points'
+
+    def __init__(self):
+        super().__init__(item_type=LineSegment)
+
+    def calculate(self, x_data):
+        """Interpolate background points over x_data."""
+        if not self:
+            print(warning('No background points found. Setting background to zero.'))
+            return np.zeros_like(x_data)
+
+        background_x = np.array([point.x.value for point in self.values()])
+        background_y = np.array([point.y.value for point in self.values()])
+        interp_func = interp1d(
+            background_x,
+            background_y,
+            kind='linear',
+            bounds_error=False,
+            fill_value=(background_y[0], background_y[-1]),
+        )
+        y_data = interp_func(x_data)
+        return y_data
+
+    def show(self) -> None:
+        """Print a table of control points (x, intensity)."""
+        columns_headers: List[str] = ['X', 'Intensity']
+        columns_alignment = ['left', 'left']
+        columns_data: List[List[float]] = [[p.x.value, p.y.value] for p in self._items]
+
+        print(paragraph('Line-segment background points'))
+        render_table(
+            columns_headers=columns_headers,
+            columns_alignment=columns_alignment,
+            columns_data=columns_data,
+        )
diff --git a/src/easydiffraction/experiments/categories/excluded_regions.py b/src/easydiffraction/experiments/categories/excluded_regions.py
new file mode 100644
index 00000000..afd760c2
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/excluded_regions.py
@@ -0,0 +1,125 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Exclude ranges of x from fitting/plotting (masked regions)."""
+
+from typing import List
+
+from easydiffraction.core.category import CategoryCollection
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import NumericDescriptor
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.io.cif.handler import CifHandler
+from easydiffraction.utils.formatting import paragraph
+from easydiffraction.utils.utils import render_table
+
+
+class ExcludedRegion(CategoryItem):
+    """Closed interval [start, end] to be excluded."""
+
+    def __init__(
+        self,
+        *,
+        start: float,
+        end: float,
+    ):
+        super().__init__()
+
+        self._start = NumericDescriptor(
+            name='start',
+            description='Start of the excluded region.',
+            value_spec=AttributeSpec(
+                value=start,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_excluded_region.start',
+                ]
+            ),
+        )
+        self._end = NumericDescriptor(
+            name='end',
+            description='End of the excluded region.',
+            value_spec=AttributeSpec(
+                value=end,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_excluded_region.end',
+                ]
+            ),
+        )
+        # self._category_entry_attr_name = f'{start}-{end}'
+        # self._category_entry_attr_name = self.start.name
+        # self.name = self.start.value
+        self._identity.category_code = 'excluded_regions'
+        self._identity.category_entry_name = lambda: self.start.value
+
+    @property
+    def start(self) -> NumericDescriptor:
+        return self._start
+
+    @start.setter
+    def start(self, value: float):
+        self._start.value = value
+
+    @property
+    def end(self) -> NumericDescriptor:
+        return self._end
+
+    @end.setter
+    def end(self, value: float):
+        self._end.value = value
+
+
+class ExcludedRegions(CategoryCollection):
+    """Collection of ExcludedRegion instances."""
+
+    def __init__(self):
+        super().__init__(item_type=ExcludedRegion)
+
+    def add(self, item: ExcludedRegion) -> None:
+        """Mark excluded points in the pattern when a region is
+        added.
+        """
+        # 1. Call parent add first
+
+        super().add(item)
+
+        # 2. Now add extra behavior specific to ExcludedRegions
+
+        datastore = self._parent.datastore
+
+        # Boolean mask for points within the new excluded region
+        in_region = (datastore.full_x >= item.start.value) & (datastore.full_x <= item.end.value)
+
+        # Update the exclusion mask
+        datastore.excluded[in_region] = True
+
+        # Update the excluded points in the datastore
+        datastore.x = datastore.full_x[~datastore.excluded]
+        datastore.meas = datastore.full_meas[~datastore.excluded]
+        datastore.meas_su = datastore.full_meas_su[~datastore.excluded]
+
+    def show(self) -> None:
+        """Print a table of excluded [start, end] intervals."""
+        # TODO: Consider moving this to the base class
+        #  to avoid code duplication with implementations in Background,
+        #  etc. Consider using parameter names as column headers
+        columns_headers: List[str] = ['start', 'end']
+        columns_alignment = ['left', 'left']
+        columns_data: List[List[float]] = [[r.start.value, r.end.value] for r in self._items]
+
+        print(paragraph('Excluded regions'))
+        render_table(
+            columns_headers=columns_headers,
+            columns_alignment=columns_alignment,
+            columns_data=columns_data,
+        )
diff --git a/src/easydiffraction/experiments/categories/experiment_type.py b/src/easydiffraction/experiments/categories/experiment_type.py
new file mode 100644
index 00000000..8e94bd7e
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/experiment_type.py
@@ -0,0 +1,156 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Experiment type descriptor (form, beam, probe, scattering).
+
+This lightweight container stores the categorical attributes defining
+an experiment configuration and handles CIF serialization via
+``CifHandler``.
+"""
+
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import StringDescriptor
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import MembershipValidator
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+from easydiffraction.experiments.experiment.enums import RadiationProbeEnum
+from easydiffraction.experiments.experiment.enums import SampleFormEnum
+from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class ExperimentType(CategoryItem):
+    """Container of categorical attributes defining experiment flavor.
+
+    Args:
+        sample_form: Powder or Single crystal.
+        beam_mode: Constant wavelength (CW) or time-of-flight (TOF).
+        radiation_probe: Neutrons or X-rays.
+        scattering_type: Bragg or Total.
+    """
+
+    def __init__(
+        self,
+        *,
+        sample_form: str,
+        beam_mode: str,
+        radiation_probe: str,
+        scattering_type: str,
+    ):
+        super().__init__()
+
+        self._sample_form: StringDescriptor = StringDescriptor(
+            name='sample_form',
+            description='Specifies whether the diffraction data corresponds to '
+            'powder diffraction or single crystal diffraction',
+            value_spec=AttributeSpec(
+                value=sample_form,
+                type_=DataTypes.STRING,
+                default=SampleFormEnum.default(),
+                content_validator=MembershipValidator(
+                    allowed=[member.value for member in SampleFormEnum]
+                ),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_expt_type.sample_form',
+                ]
+            ),
+        )
+
+        self._beam_mode: StringDescriptor = StringDescriptor(
+            name='beam_mode',
+            description='Defines whether the measurement is performed with a '
+            'constant wavelength (CW) or time-of-flight (TOF) method',
+            value_spec=AttributeSpec(
+                value=beam_mode,
+                type_=DataTypes.STRING,
+                default=BeamModeEnum.default(),
+                content_validator=MembershipValidator(
+                    allowed=[member.value for member in BeamModeEnum]
+                ),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_expt_type.beam_mode',
+                ]
+            ),
+        )
+        self._radiation_probe: StringDescriptor = StringDescriptor(
+            name='radiation_probe',
+            description='Specifies whether the measurement uses neutrons or X-rays',
+            value_spec=AttributeSpec(
+                value=radiation_probe,
+                type_=DataTypes.STRING,
+                default=RadiationProbeEnum.default(),
+                content_validator=MembershipValidator(
+                    allowed=[member.value for member in RadiationProbeEnum]
+                ),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_expt_type.radiation_probe',
+                ]
+            ),
+        )
+        self._scattering_type: StringDescriptor = StringDescriptor(
+            name='scattering_type',
+            description='Specifies whether the experiment uses Bragg scattering '
+            '(for conventional structure refinement) or total scattering '
+            '(for pair distribution function analysis - PDF)',
+            value_spec=AttributeSpec(
+                value=scattering_type,
+                type_=DataTypes.STRING,
+                default=ScatteringTypeEnum.default(),
+                content_validator=MembershipValidator(
+                    allowed=[member.value for member in ScatteringTypeEnum]
+                ),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_expt_type.scattering_type',
+                ]
+            ),
+        )
+
+        self._identity.category_code = 'expt_type'
+
+    @property
+    def sample_form(self):
+        """Sample form descriptor (powder/single crystal)."""
+        return self._sample_form
+
+    @sample_form.setter
+    def sample_form(self, value):
+        """Set sample form value."""
+        self._sample_form.value = value
+
+    @property
+    def beam_mode(self):
+        """Beam mode descriptor (CW/TOF)."""
+        return self._beam_mode
+
+    @beam_mode.setter
+    def beam_mode(self, value):
+        """Set beam mode value."""
+        self._beam_mode.value = value
+
+    @property
+    def radiation_probe(self):
+        """Radiation probe descriptor (neutrons/X-rays)."""
+        return self._radiation_probe
+
+    @radiation_probe.setter
+    def radiation_probe(self, value):
+        """Set radiation probe value."""
+        self._radiation_probe.value = value
+
+    @property
+    def scattering_type(self):
+        """Scattering type descriptor (Bragg/Total)."""
+        return self._scattering_type
+
+    @scattering_type.setter
+    def scattering_type(self, value):
+        """Set scattering type value."""
+        self._scattering_type.value = value
diff --git a/src/easydiffraction/sample_models/collections/__init__.py b/src/easydiffraction/experiments/categories/instrument/__init__.py
similarity index 100%
rename from src/easydiffraction/sample_models/collections/__init__.py
rename to src/easydiffraction/experiments/categories/instrument/__init__.py
diff --git a/src/easydiffraction/experiments/categories/instrument/base.py b/src/easydiffraction/experiments/categories/instrument/base.py
new file mode 100644
index 00000000..429829d9
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/instrument/base.py
@@ -0,0 +1,24 @@
+"""Instrument category base definitions for CWL/TOF instruments.
+
+This module provides the shared parent used by concrete instrument
+implementations under the instrument category.
+"""
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from easydiffraction.core.category import CategoryItem
+
+
+class InstrumentBase(CategoryItem):
+    """Base class for instrument category items.
+
+    This class sets the common ``category_code`` and is used as a base
+    for concrete CWL/TOF instrument definitions.
+    """
+
+    def __init__(self) -> None:
+        """Initialize instrument base and set category code."""
+        super().__init__()
+        self._identity.category_code = 'instrument'
diff --git a/src/easydiffraction/experiments/categories/instrument/cwl.py b/src/easydiffraction/experiments/categories/instrument/cwl.py
new file mode 100644
index 00000000..e7d0c9cb
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/instrument/cwl.py
@@ -0,0 +1,72 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.experiments.categories.instrument.base import InstrumentBase
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class CwlInstrument(InstrumentBase):
+    def __init__(
+        self,
+        *,
+        setup_wavelength=None,
+        calib_twotheta_offset=None,
+    ) -> None:
+        super().__init__()
+
+        self._setup_wavelength: Parameter = Parameter(
+            name='wavelength',
+            description='Incident neutron or X-ray wavelength',
+            value_spec=AttributeSpec(
+                value=setup_wavelength,
+                type_=DataTypes.NUMERIC,
+                default=1.5406,
+                content_validator=RangeValidator(),
+            ),
+            units='Å',
+            cif_handler=CifHandler(
+                names=[
+                    '_instr.wavelength',
+                ]
+            ),
+        )
+        self._calib_twotheta_offset: Parameter = Parameter(
+            name='twotheta_offset',
+            description='Instrument misalignment offset',
+            value_spec=AttributeSpec(
+                value=calib_twotheta_offset,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='deg',
+            cif_handler=CifHandler(
+                names=[
+                    '_instr.2theta_offset',
+                ]
+            ),
+        )
+
+    @property
+    def setup_wavelength(self):
+        """Incident wavelength parameter (Å)."""
+        return self._setup_wavelength
+
+    @setup_wavelength.setter
+    def setup_wavelength(self, value):
+        """Set incident wavelength value (Å)."""
+        self._setup_wavelength.value = value
+
+    @property
+    def calib_twotheta_offset(self):
+        """Instrument misalignment two-theta offset (deg)."""
+        return self._calib_twotheta_offset
+
+    @calib_twotheta_offset.setter
+    def calib_twotheta_offset(self, value):
+        """Set two-theta offset value (deg)."""
+        self._calib_twotheta_offset.value = value
diff --git a/src/easydiffraction/experiments/categories/instrument/factory.py b/src/easydiffraction/experiments/categories/instrument/factory.py
new file mode 100644
index 00000000..db1c72ff
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/instrument/factory.py
@@ -0,0 +1,74 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Factory for instrument category items.
+
+Provides a stable entry point for creating instrument objects from the
+experiment's scattering type and beam mode.
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+from typing import Optional
+from typing import Type
+
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+
+if TYPE_CHECKING:
+    from easydiffraction.experiments.categories.instrument.base import InstrumentBase
+
+
+class InstrumentFactory:
+    """Create instrument instances for supported modes.
+
+    The factory hides implementation details and lazy-loads concrete
+    instrument classes to avoid circular imports.
+    """
+
+    ST = ScatteringTypeEnum
+    BM = BeamModeEnum
+
+    @classmethod
+    def _supported_map(cls) -> dict:
+        # Lazy import to avoid circulars
+        from easydiffraction.experiments.categories.instrument.cwl import CwlInstrument
+        from easydiffraction.experiments.categories.instrument.tof import TofInstrument
+
+        return {
+            cls.ST.BRAGG: {
+                cls.BM.CONSTANT_WAVELENGTH: CwlInstrument,
+                cls.BM.TIME_OF_FLIGHT: TofInstrument,
+            }
+        }
+
+    @classmethod
+    def create(
+        cls,
+        scattering_type: Optional[ScatteringTypeEnum] = None,
+        beam_mode: Optional[BeamModeEnum] = None,
+    ) -> InstrumentBase:
+        if beam_mode is None:
+            beam_mode = BeamModeEnum.default()
+        if scattering_type is None:
+            scattering_type = ScatteringTypeEnum.default()
+
+        supported = cls._supported_map()
+
+        supported_scattering_types = list(supported.keys())
+        if scattering_type not in supported_scattering_types:
+            raise ValueError(
+                f"Unsupported scattering type: '{scattering_type}'.\n "
+                f'Supported scattering types: {supported_scattering_types}'
+            )
+
+        supported_beam_modes = list(supported[scattering_type].keys())
+        if beam_mode not in supported_beam_modes:
+            raise ValueError(
+                f"Unsupported beam mode: '{beam_mode}' for scattering type: "
+                f"'{scattering_type}'.\n "
+                f'Supported beam modes: {supported_beam_modes}'
+            )
+
+        instrument_class: Type[InstrumentBase] = supported[scattering_type][beam_mode]
+        return instrument_class()
diff --git a/src/easydiffraction/experiments/categories/instrument/tof.py b/src/easydiffraction/experiments/categories/instrument/tof.py
new file mode 100644
index 00000000..981a57e3
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/instrument/tof.py
@@ -0,0 +1,153 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.experiments.categories.instrument.base import InstrumentBase
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class TofInstrument(InstrumentBase):
+    def __init__(
+        self,
+        *,
+        setup_twotheta_bank=None,
+        calib_d_to_tof_offset=None,
+        calib_d_to_tof_linear=None,
+        calib_d_to_tof_quad=None,
+        calib_d_to_tof_recip=None,
+    ) -> None:
+        super().__init__()
+
+        self._setup_twotheta_bank: Parameter = Parameter(
+            name='twotheta_bank',
+            description='Detector bank position',
+            value_spec=AttributeSpec(
+                value=setup_twotheta_bank,
+                type_=DataTypes.NUMERIC,
+                default=150.0,
+                content_validator=RangeValidator(),
+            ),
+            units='deg',
+            cif_handler=CifHandler(
+                names=[
+                    '_instr.2theta_bank',
+                ]
+            ),
+        )
+        self._calib_d_to_tof_offset: Parameter = Parameter(
+            name='d_to_tof_offset',
+            description='TOF offset',
+            value_spec=AttributeSpec(
+                value=calib_d_to_tof_offset,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='µs',
+            cif_handler=CifHandler(
+                names=[
+                    '_instr.d_to_tof_offset',
+                ]
+            ),
+        )
+        self._calib_d_to_tof_linear: Parameter = Parameter(
+            name='d_to_tof_linear',
+            description='TOF linear conversion',
+            value_spec=AttributeSpec(
+                value=calib_d_to_tof_linear,
+                type_=DataTypes.NUMERIC,
+                default=10000.0,
+                content_validator=RangeValidator(),
+            ),
+            units='µs/Å',
+            cif_handler=CifHandler(
+                names=[
+                    '_instr.d_to_tof_linear',
+                ]
+            ),
+        )
+        self._calib_d_to_tof_quad: Parameter = Parameter(
+            name='d_to_tof_quad',
+            description='TOF quadratic correction',
+            value_spec=AttributeSpec(
+                value=calib_d_to_tof_quad,
+                type_=DataTypes.NUMERIC,
+                default=-0.00001,
+                content_validator=RangeValidator(),
+            ),
+            units='µs/Ų',
+            cif_handler=CifHandler(
+                names=[
+                    '_instr.d_to_tof_quad',
+                ]
+            ),
+        )
+        self._calib_d_to_tof_recip: Parameter = Parameter(
+            name='d_to_tof_recip',
+            description='TOF reciprocal velocity correction',
+            value_spec=AttributeSpec(
+                value=calib_d_to_tof_recip,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='µs·Å',
+            cif_handler=CifHandler(
+                names=[
+                    '_instr.d_to_tof_recip',
+                ]
+            ),
+        )
+
+    @property
+    def setup_twotheta_bank(self):
+        """Detector bank two-theta position (deg)."""
+        return self._setup_twotheta_bank
+
+    @setup_twotheta_bank.setter
+    def setup_twotheta_bank(self, value):
+        """Set detector bank two-theta position (deg)."""
+        self._setup_twotheta_bank.value = value
+
+    @property
+    def calib_d_to_tof_offset(self):
+        """TOF offset calibration parameter (µs)."""
+        return self._calib_d_to_tof_offset
+
+    @calib_d_to_tof_offset.setter
+    def calib_d_to_tof_offset(self, value):
+        """Set TOF offset (µs)."""
+        self._calib_d_to_tof_offset.value = value
+
+    @property
+    def calib_d_to_tof_linear(self):
+        """Linear d to TOF conversion coefficient (µs/Å)."""
+        return self._calib_d_to_tof_linear
+
+    @calib_d_to_tof_linear.setter
+    def calib_d_to_tof_linear(self, value):
+        """Set linear d to TOF coefficient (µs/Å)."""
+        self._calib_d_to_tof_linear.value = value
+
+    @property
+    def calib_d_to_tof_quad(self):
+        """Quadratic d to TOF correction coefficient (µs/Ų)."""
+        return self._calib_d_to_tof_quad
+
+    @calib_d_to_tof_quad.setter
+    def calib_d_to_tof_quad(self, value):
+        """Set quadratic d to TOF correction (µs/Ų)."""
+        self._calib_d_to_tof_quad.value = value
+
+    @property
+    def calib_d_to_tof_recip(self):
+        """Reciprocal-velocity d to TOF correction (µs·Å)."""
+        return self._calib_d_to_tof_recip
+
+    @calib_d_to_tof_recip.setter
+    def calib_d_to_tof_recip(self, value):
+        """Set reciprocal-velocity d to TOF correction (µs·Å)."""
+        self._calib_d_to_tof_recip.value = value
diff --git a/src/easydiffraction/experiments/categories/linked_phases.py b/src/easydiffraction/experiments/categories/linked_phases.py
new file mode 100644
index 00000000..9ee953a7
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/linked_phases.py
@@ -0,0 +1,86 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Linked phases allow combining phases with scale factors."""
+
+from easydiffraction.core.category import CategoryCollection
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.core.parameters import StringDescriptor
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.core.validation import RegexValidator
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class LinkedPhase(CategoryItem):
+    """Link to a phase by id with a scale factor."""
+
+    def __init__(
+        self,
+        *,
+        id: str,  # TODO: need new name instead of id
+        scale: float,
+    ):
+        super().__init__()
+
+        self._id = StringDescriptor(
+            name='id',
+            description='Identifier of the linked phase.',
+            value_spec=AttributeSpec(
+                value=id,
+                type_=DataTypes.STRING,
+                default='Si',
+                content_validator=RegexValidator(pattern=r'^[A-Za-z_][A-Za-z0-9_]*$'),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_pd_phase_block.id',
+                ]
+            ),
+        )
+        self._scale = Parameter(
+            name='scale',
+            description='Scale factor of the linked phase.',
+            value_spec=AttributeSpec(
+                value=scale,
+                type_=DataTypes.NUMERIC,
+                default=1.0,
+                content_validator=RangeValidator(),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_pd_phase_block.scale',
+                ]
+            ),
+        )
+        self._identity.category_code = 'linked_phases'
+        self._identity.category_entry_name = lambda: self.id.value
+
+    @property
+    def id(self) -> StringDescriptor:
+        """Identifier of the linked phase."""
+        return self._id
+
+    @id.setter
+    def id(self, value: str):
+        """Set the linked phase identifier."""
+        self._id.value = value
+
+    @property
+    def scale(self) -> Parameter:
+        """Scale factor parameter."""
+        return self._scale
+
+    @scale.setter
+    def scale(self, value: float):
+        """Set scale factor value."""
+        self._scale.value = value
+
+
+class LinkedPhases(CategoryCollection):
+    """Collection of LinkedPhase instances."""
+
+    def __init__(self):
+        """Create an empty collection of linked phases."""
+        super().__init__(item_type=LinkedPhase)
diff --git a/src/easydiffraction/sample_models/components/__init__.py b/src/easydiffraction/experiments/categories/peak/__init__.py
similarity index 100%
rename from src/easydiffraction/sample_models/components/__init__.py
rename to src/easydiffraction/experiments/categories/peak/__init__.py
diff --git a/src/easydiffraction/experiments/categories/peak/base.py b/src/easydiffraction/experiments/categories/peak/base.py
new file mode 100644
index 00000000..ce8030b9
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/peak/base.py
@@ -0,0 +1,13 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Base class for peak profile categories."""
+
+from easydiffraction.core.category import CategoryItem
+
+
+class PeakBase(CategoryItem):
+    """Base class for peak profile categories."""
+
+    def __init__(self) -> None:
+        super().__init__()
+        self._identity.category_code = 'peak'
diff --git a/src/easydiffraction/experiments/categories/peak/cwl.py b/src/easydiffraction/experiments/categories/peak/cwl.py
new file mode 100644
index 00000000..9170c1dc
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/peak/cwl.py
@@ -0,0 +1,45 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Constant-wavelength peak profile classes."""
+
+from easydiffraction.experiments.categories.peak.base import PeakBase
+from easydiffraction.experiments.categories.peak.cwl_mixins import CwlBroadeningMixin
+from easydiffraction.experiments.categories.peak.cwl_mixins import EmpiricalAsymmetryMixin
+from easydiffraction.experiments.categories.peak.cwl_mixins import FcjAsymmetryMixin
+
+
+class CwlPseudoVoigt(
+    PeakBase,
+    CwlBroadeningMixin,
+):
+    """Constant-wavelength pseudo-Voigt peak shape."""
+
+    def __init__(self) -> None:
+        super().__init__()
+        self._add_constant_wavelength_broadening()
+
+
+class CwlSplitPseudoVoigt(
+    PeakBase,
+    CwlBroadeningMixin,
+    EmpiricalAsymmetryMixin,
+):
+    """Split pseudo-Voigt (empirical asymmetry) for CWL mode."""
+
+    def __init__(self) -> None:
+        super().__init__()
+        self._add_constant_wavelength_broadening()
+        self._add_empirical_asymmetry()
+
+
+class CwlThompsonCoxHastings(
+    PeakBase,
+    CwlBroadeningMixin,
+    FcjAsymmetryMixin,
+):
+    """Thompson–Cox–Hastings with FCJ asymmetry for CWL mode."""
+
+    def __init__(self) -> None:
+        super().__init__()
+        self._add_constant_wavelength_broadening()
+        self._add_fcj_asymmetry()
diff --git a/src/easydiffraction/experiments/categories/peak/cwl_mixins.py b/src/easydiffraction/experiments/categories/peak/cwl_mixins.py
new file mode 100644
index 00000000..d37f98d4
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/peak/cwl_mixins.py
@@ -0,0 +1,331 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Constant-wavelength (CWL) peak-profile mixins.
+
+This module provides mixins that add broadening and asymmetry parameters
+for constant-wavelength powder diffraction peak profiles. They are
+composed into concrete peak classes elsewhere.
+"""
+
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class CwlBroadeningMixin:
+    """Mixin that adds CWL Gaussian and Lorentz broadening
+    parameters.
+    """
+
+    def _add_constant_wavelength_broadening(self) -> None:
+        """Create CWL broadening parameters and attach them to the
+        class.
+
+        Defines Gaussian (U, V, W) and Lorentz (X, Y) terms
+        often used in the TCH formulation. Values are stored as
+        ``Parameter`` objects.
+        """
+        self._broad_gauss_u: Parameter = Parameter(
+            name='broad_gauss_u',
+            description='Gaussian broadening coefficient (dependent on '
+            'sample size and instrument resolution)',
+            value_spec=AttributeSpec(
+                value=0.01,
+                type_=DataTypes.NUMERIC,
+                default=0.01,
+                content_validator=RangeValidator(),
+            ),
+            units='deg²',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.broad_gauss_u',
+                ]
+            ),
+        )
+        self._broad_gauss_v: Parameter = Parameter(
+            name='broad_gauss_v',
+            description='Gaussian broadening coefficient (instrumental broadening contribution)',
+            value_spec=AttributeSpec(
+                value=-0.01,
+                type_=DataTypes.NUMERIC,
+                default=-0.01,
+                content_validator=RangeValidator(),
+            ),
+            units='deg²',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.broad_gauss_v',
+                ]
+            ),
+        )
+        self._broad_gauss_w: Parameter = Parameter(
+            name='broad_gauss_w',
+            description='Gaussian broadening coefficient (instrumental broadening contribution)',
+            value_spec=AttributeSpec(
+                value=0.02,
+                type_=DataTypes.NUMERIC,
+                default=0.02,
+                content_validator=RangeValidator(),
+            ),
+            units='deg²',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.broad_gauss_w',
+                ]
+            ),
+        )
+        self._broad_lorentz_x: Parameter = Parameter(
+            name='broad_lorentz_x',
+            description='Lorentzian broadening coefficient (dependent on sample strain effects)',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='deg',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.broad_lorentz_x',
+                ]
+            ),
+        )
+        self._broad_lorentz_y: Parameter = Parameter(
+            name='broad_lorentz_y',
+            description='Lorentzian broadening coefficient (dependent on '
+            'microstructural defects and strain)',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='deg',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.broad_lorentz_y',
+                ]
+            ),
+        )
+
+    @property
+    def broad_gauss_u(self) -> Parameter:
+        """Get Gaussian U broadening parameter."""
+        return self._broad_gauss_u
+
+    @broad_gauss_u.setter
+    def broad_gauss_u(self, value: float) -> None:
+        """Set Gaussian U broadening parameter."""
+        self._broad_gauss_u.value = value
+
+    @property
+    def broad_gauss_v(self) -> Parameter:
+        """Get Gaussian V broadening parameter."""
+        return self._broad_gauss_v
+
+    @broad_gauss_v.setter
+    def broad_gauss_v(self, value: float) -> None:
+        """Set Gaussian V broadening parameter."""
+        self._broad_gauss_v.value = value
+
+    @property
+    def broad_gauss_w(self) -> Parameter:
+        """Get Gaussian W broadening parameter."""
+        return self._broad_gauss_w
+
+    @broad_gauss_w.setter
+    def broad_gauss_w(self, value: float) -> None:
+        """Set Gaussian W broadening parameter."""
+        self._broad_gauss_w.value = value
+
+    @property
+    def broad_lorentz_x(self) -> Parameter:
+        """Get Lorentz X broadening parameter."""
+        return self._broad_lorentz_x
+
+    @broad_lorentz_x.setter
+    def broad_lorentz_x(self, value: float) -> None:
+        """Set Lorentz X broadening parameter."""
+        self._broad_lorentz_x.value = value
+
+    @property
+    def broad_lorentz_y(self) -> Parameter:
+        """Get Lorentz Y broadening parameter."""
+        return self._broad_lorentz_y
+
+    @broad_lorentz_y.setter
+    def broad_lorentz_y(self, value: float) -> None:
+        """Set Lorentz Y broadening parameter."""
+        self._broad_lorentz_y.value = value
+
+
+class EmpiricalAsymmetryMixin:
+    """Mixin that adds empirical CWL peak asymmetry parameters."""
+
+    def _add_empirical_asymmetry(self) -> None:
+        """Create empirical asymmetry parameters p1..p4."""
+        self._asym_empir_1: Parameter = Parameter(
+            name='asym_empir_1',
+            description='Empirical asymmetry coefficient p1',
+            value_spec=AttributeSpec(
+                value=0.1,
+                type_=DataTypes.NUMERIC,
+                default=0.1,
+                content_validator=RangeValidator(),
+            ),
+            units='',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.asym_empir_1',
+                ]
+            ),
+        )
+        self._asym_empir_2: Parameter = Parameter(
+            name='asym_empir_2',
+            description='Empirical asymmetry coefficient p2',
+            value_spec=AttributeSpec(
+                value=0.2,
+                type_=DataTypes.NUMERIC,
+                default=0.2,
+                content_validator=RangeValidator(),
+            ),
+            units='',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.asym_empir_2',
+                ]
+            ),
+        )
+        self._asym_empir_3: Parameter = Parameter(
+            name='asym_empir_3',
+            description='Empirical asymmetry coefficient p3',
+            value_spec=AttributeSpec(
+                value=0.3,
+                type_=DataTypes.NUMERIC,
+                default=0.3,
+                content_validator=RangeValidator(),
+            ),
+            units='',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.asym_empir_3',
+                ]
+            ),
+        )
+        self._asym_empir_4: Parameter = Parameter(
+            name='asym_empir_4',
+            description='Empirical asymmetry coefficient p4',
+            value_spec=AttributeSpec(
+                value=0.4,
+                type_=DataTypes.NUMERIC,
+                default=0.4,
+                content_validator=RangeValidator(),
+            ),
+            units='',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.asym_empir_4',
+                ]
+            ),
+        )
+
+    @property
+    def asym_empir_1(self) -> Parameter:
+        """Get empirical asymmetry coefficient p1."""
+        return self._asym_empir_1
+
+    @asym_empir_1.setter
+    def asym_empir_1(self, value: float) -> None:
+        """Set empirical asymmetry coefficient p1."""
+        self._asym_empir_1.value = value
+
+    @property
+    def asym_empir_2(self) -> Parameter:
+        """Get empirical asymmetry coefficient p2."""
+        return self._asym_empir_2
+
+    @asym_empir_2.setter
+    def asym_empir_2(self, value: float) -> None:
+        """Set empirical asymmetry coefficient p2."""
+        self._asym_empir_2.value = value
+
+    @property
+    def asym_empir_3(self) -> Parameter:
+        """Get empirical asymmetry coefficient p3."""
+        return self._asym_empir_3
+
+    @asym_empir_3.setter
+    def asym_empir_3(self, value: float) -> None:
+        """Set empirical asymmetry coefficient p3."""
+        self._asym_empir_3.value = value
+
+    @property
+    def asym_empir_4(self) -> Parameter:
+        """Get empirical asymmetry coefficient p4."""
+        return self._asym_empir_4
+
+    @asym_empir_4.setter
+    def asym_empir_4(self, value: float) -> None:
+        """Set empirical asymmetry coefficient p4."""
+        self._asym_empir_4.value = value
+
+
+class FcjAsymmetryMixin:
+    """Mixin that adds Finger–Cox–Jephcoat (FCJ) asymmetry params."""
+
+    def _add_fcj_asymmetry(self) -> None:
+        """Create FCJ asymmetry parameters."""
+        self._asym_fcj_1: Parameter = Parameter(
+            name='asym_fcj_1',
+            description='Finger-Cox-Jephcoat asymmetry parameter 1',
+            value_spec=AttributeSpec(
+                value=0.01,
+                type_=DataTypes.NUMERIC,
+                default=0.01,
+                content_validator=RangeValidator(),
+            ),
+            units='',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.asym_fcj_1',
+                ]
+            ),
+        )
+        self._asym_fcj_2: Parameter = Parameter(
+            name='asym_fcj_2',
+            description='Finger-Cox-Jephcoat asymmetry parameter 2',
+            value_spec=AttributeSpec(
+                value=0.02,
+                type_=DataTypes.NUMERIC,
+                default=0.02,
+                content_validator=RangeValidator(),
+            ),
+            units='',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.asym_fcj_2',
+                ]
+            ),
+        )
+
+    @property
+    def asym_fcj_1(self) -> Parameter:
+        """Get FCJ asymmetry parameter 1."""
+        return self._asym_fcj_1
+
+    @asym_fcj_1.setter
+    def asym_fcj_1(self, value: float) -> None:
+        """Set FCJ asymmetry parameter 1."""
+        self._asym_fcj_1.value = value
+
+    @property
+    def asym_fcj_2(self) -> Parameter:
+        """Get FCJ asymmetry parameter 2."""
+        return self._asym_fcj_2
+
+    @asym_fcj_2.setter
+    def asym_fcj_2(self, value: float) -> None:
+        """Set FCJ asymmetry parameter 2."""
+        self._asym_fcj_2.value = value
diff --git a/src/easydiffraction/experiments/categories/peak/factory.py b/src/easydiffraction/experiments/categories/peak/factory.py
new file mode 100644
index 00000000..d96092e9
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/peak/factory.py
@@ -0,0 +1,130 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from typing import Optional
+
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+from easydiffraction.experiments.experiment.enums import PeakProfileTypeEnum
+from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+
+
+# TODO: Consider inheriting from FactoryBase
+class PeakFactory:
+    """Factory for creating peak profile objects.
+
+    Lazily imports implementations to avoid circular dependencies and
+    selects the appropriate class based on scattering type, beam mode
+    and requested profile type.
+    """
+
+    ST = ScatteringTypeEnum
+    BM = BeamModeEnum
+    PPT = PeakProfileTypeEnum
+    _supported = None  # type: ignore[var-annotated]
+
+    @classmethod
+    def _supported_map(cls):
+        """Return nested mapping of supported profile classes.
+
+        Structure:
+            ``{ScatteringType: {BeamMode: {ProfileType: Class}}}``.
+        """
+        # Lazy import to avoid circular imports between
+        # base and cw/tof/pdf modules
+        if cls._supported is None:
+            from easydiffraction.experiments.categories.peak.cwl import CwlPseudoVoigt as CwPv
+            from easydiffraction.experiments.categories.peak.cwl import (
+                CwlSplitPseudoVoigt as CwSpv,
+            )
+            from easydiffraction.experiments.categories.peak.cwl import (
+                CwlThompsonCoxHastings as CwTch,
+            )
+            from easydiffraction.experiments.categories.peak.tof import TofPseudoVoigt as TofPv
+            from easydiffraction.experiments.categories.peak.tof import (
+                TofPseudoVoigtBackToBack as TofBtb,
+            )
+            from easydiffraction.experiments.categories.peak.tof import (
+                TofPseudoVoigtIkedaCarpenter as TofIc,
+            )
+            from easydiffraction.experiments.categories.peak.total import (
+                TotalGaussianDampedSinc as PdfGds,
+            )
+
+            cls._supported = {
+                cls.ST.BRAGG: {
+                    cls.BM.CONSTANT_WAVELENGTH: {
+                        cls.PPT.PSEUDO_VOIGT: CwPv,
+                        cls.PPT.SPLIT_PSEUDO_VOIGT: CwSpv,
+                        cls.PPT.THOMPSON_COX_HASTINGS: CwTch,
+                    },
+                    cls.BM.TIME_OF_FLIGHT: {
+                        cls.PPT.PSEUDO_VOIGT: TofPv,
+                        cls.PPT.PSEUDO_VOIGT_IKEDA_CARPENTER: TofIc,
+                        cls.PPT.PSEUDO_VOIGT_BACK_TO_BACK: TofBtb,
+                    },
+                },
+                cls.ST.TOTAL: {
+                    cls.BM.CONSTANT_WAVELENGTH: {
+                        cls.PPT.GAUSSIAN_DAMPED_SINC: PdfGds,
+                    },
+                    cls.BM.TIME_OF_FLIGHT: {
+                        cls.PPT.GAUSSIAN_DAMPED_SINC: PdfGds,
+                    },
+                },
+            }
+        return cls._supported
+
+    @classmethod
+    def create(
+        cls,
+        scattering_type: Optional[ScatteringTypeEnum] = None,
+        beam_mode: Optional[BeamModeEnum] = None,
+        profile_type: Optional[PeakProfileTypeEnum] = None,
+    ):
+        """Instantiate a peak profile for the given configuration.
+
+        Args:
+            scattering_type: Bragg or Total. Defaults to library
+                default.
+            beam_mode: CW or TOF. Defaults to library default.
+            profile_type: Concrete profile within the mode. If omitted,
+                a sensible default is chosen based on the other args.
+
+        Returns:
+            A newly created peak profile object.
+
+        Raises:
+            ValueError: If a requested option is not supported.
+        """
+        if beam_mode is None:
+            beam_mode = BeamModeEnum.default()
+        if scattering_type is None:
+            scattering_type = ScatteringTypeEnum.default()
+        if profile_type is None:
+            profile_type = PeakProfileTypeEnum.default(scattering_type, beam_mode)
+        supported = cls._supported_map()
+        supported_scattering_types = list(supported.keys())
+        if scattering_type not in supported_scattering_types:
+            raise ValueError(
+                f"Unsupported scattering type: '{scattering_type}'.\n"
+                f'Supported scattering types: {supported_scattering_types}'
+            )
+
+        supported_beam_modes = list(supported[scattering_type].keys())
+        if beam_mode not in supported_beam_modes:
+            raise ValueError(
+                f"Unsupported beam mode: '{beam_mode}' for scattering type: "
+                f"'{scattering_type}'.\n Supported beam modes: '{supported_beam_modes}'"
+            )
+
+        supported_profile_types = list(supported[scattering_type][beam_mode].keys())
+        if profile_type not in supported_profile_types:
+            raise ValueError(
+                f"Unsupported profile type '{profile_type}' for beam mode '{beam_mode}'.\n"
+                f'Supported profile types: {supported_profile_types}'
+            )
+
+        peak_class = supported[scattering_type][beam_mode][profile_type]
+        peak_obj = peak_class()
+
+        return peak_obj
diff --git a/src/easydiffraction/experiments/categories/peak/tof.py b/src/easydiffraction/experiments/categories/peak/tof.py
new file mode 100644
index 00000000..c6a44512
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/peak/tof.py
@@ -0,0 +1,44 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Time-of-flight peak profile classes."""
+
+from easydiffraction.experiments.categories.peak.base import PeakBase
+from easydiffraction.experiments.categories.peak.tof_mixins import IkedaCarpenterAsymmetryMixin
+from easydiffraction.experiments.categories.peak.tof_mixins import TofBroadeningMixin
+
+
+class TofPseudoVoigt(
+    PeakBase,
+    TofBroadeningMixin,
+):
+    """Time-of-flight pseudo-Voigt peak shape."""
+
+    def __init__(self) -> None:
+        super().__init__()
+        self._add_time_of_flight_broadening()
+
+
+class TofPseudoVoigtIkedaCarpenter(
+    PeakBase,
+    TofBroadeningMixin,
+    IkedaCarpenterAsymmetryMixin,
+):
+    """TOF pseudo-Voigt with Ikeda–Carpenter asymmetry."""
+
+    def __init__(self) -> None:
+        super().__init__()
+        self._add_time_of_flight_broadening()
+        self._add_ikeda_carpenter_asymmetry()
+
+
+class TofPseudoVoigtBackToBack(
+    PeakBase,
+    TofBroadeningMixin,
+    IkedaCarpenterAsymmetryMixin,
+):
+    """TOF back-to-back pseudo-Voigt with asymmetry."""
+
+    def __init__(self) -> None:
+        super().__init__()
+        self._add_time_of_flight_broadening()
+        self._add_ikeda_carpenter_asymmetry()
diff --git a/src/easydiffraction/experiments/categories/peak/tof_mixins.py b/src/easydiffraction/experiments/categories/peak/tof_mixins.py
new file mode 100644
index 00000000..47fd4e41
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/peak/tof_mixins.py
@@ -0,0 +1,293 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Time-of-flight (TOF) peak-profile mixins.
+
+Defines mixins that add Gaussian/Lorentz broadening, mixing, and
+Ikeda–Carpenter asymmetry parameters used by TOF peak shapes.
+"""
+
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class TofBroadeningMixin:
+    """Mixin that adds TOF Gaussian/Lorentz broadening and mixing
+    terms.
+    """
+
+    def _add_time_of_flight_broadening(self) -> None:
+        """Create TOF broadening and mixing parameters."""
+        self._broad_gauss_sigma_0: Parameter = Parameter(
+            name='gauss_sigma_0',
+            description='Gaussian broadening coefficient (instrumental resolution)',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='µs²',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.gauss_sigma_0',
+                ]
+            ),
+        )
+        self._broad_gauss_sigma_1: Parameter = Parameter(
+            name='gauss_sigma_1',
+            description='Gaussian broadening coefficient (dependent on d-spacing)',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='µs/Å',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.gauss_sigma_1',
+                ]
+            ),
+        )
+        self._broad_gauss_sigma_2: Parameter = Parameter(
+            name='gauss_sigma_2',
+            description='Gaussian broadening coefficient (instrument-dependent term)',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='µs²/Ų',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.gauss_sigma_2',
+                ]
+            ),
+        )
+        self._broad_lorentz_gamma_0: Parameter = Parameter(
+            name='lorentz_gamma_0',
+            description='Lorentzian broadening coefficient (dependent on microstrain effects)',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='µs',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.lorentz_gamma_0',
+                ]
+            ),
+        )
+        self._broad_lorentz_gamma_1: Parameter = Parameter(
+            name='lorentz_gamma_1',
+            description='Lorentzian broadening coefficient (dependent on d-spacing)',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='µs/Å',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.lorentz_gamma_1',
+                ]
+            ),
+        )
+        self._broad_lorentz_gamma_2: Parameter = Parameter(
+            name='lorentz_gamma_2',
+            description='Lorentzian broadening coefficient (instrument-dependent term)',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='µs²/Ų',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.lorentz_gamma_2',
+                ]
+            ),
+        )
+        self._broad_mix_beta_0: Parameter = Parameter(
+            name='mix_beta_0',
+            description='Mixing parameter. Defines the ratio of Gaussian '
+            'to Lorentzian contributions in TOF profiles',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='deg',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.mix_beta_0',
+                ]
+            ),
+        )
+        self._broad_mix_beta_1: Parameter = Parameter(
+            name='mix_beta_1',
+            description='Mixing parameter. Defines the ratio of Gaussian '
+            'to Lorentzian contributions in TOF profiles',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='deg',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.mix_beta_1',
+                ]
+            ),
+        )
+
+    @property
+    def broad_gauss_sigma_0(self) -> Parameter:
+        """Get Gaussian sigma_0 parameter."""
+        return self._broad_gauss_sigma_0
+
+    @broad_gauss_sigma_0.setter
+    def broad_gauss_sigma_0(self, value: float) -> None:
+        """Set Gaussian sigma_0 parameter."""
+        self._broad_gauss_sigma_0.value = value
+
+    @property
+    def broad_gauss_sigma_1(self) -> Parameter:
+        """Get Gaussian sigma_1 parameter."""
+        return self._broad_gauss_sigma_1
+
+    @broad_gauss_sigma_1.setter
+    def broad_gauss_sigma_1(self, value: float) -> None:
+        """Set Gaussian sigma_1 parameter."""
+        self._broad_gauss_sigma_1.value = value
+
+    @property
+    def broad_gauss_sigma_2(self) -> Parameter:
+        """Get Gaussian sigma_2 parameter."""
+        return self._broad_gauss_sigma_2
+
+    @broad_gauss_sigma_2.setter
+    def broad_gauss_sigma_2(self, value: float) -> None:
+        """Set Gaussian sigma_2 parameter."""
+        self._broad_gauss_sigma_2.value = value
+
+    @property
+    def broad_lorentz_gamma_0(self) -> Parameter:
+        """Get Lorentz gamma_0 parameter."""
+        return self._broad_lorentz_gamma_0
+
+    @broad_lorentz_gamma_0.setter
+    def broad_lorentz_gamma_0(self, value: float) -> None:
+        """Set Lorentz gamma_0 parameter."""
+        self._broad_lorentz_gamma_0.value = value
+
+    @property
+    def broad_lorentz_gamma_1(self) -> Parameter:
+        """Get Lorentz gamma_1 parameter."""
+        return self._broad_lorentz_gamma_1
+
+    @broad_lorentz_gamma_1.setter
+    def broad_lorentz_gamma_1(self, value: float) -> None:
+        """Set Lorentz gamma_1 parameter."""
+        self._broad_lorentz_gamma_1.value = value
+
+    @property
+    def broad_lorentz_gamma_2(self) -> Parameter:
+        """Get Lorentz gamma_2 parameter."""
+        return self._broad_lorentz_gamma_2
+
+    @broad_lorentz_gamma_2.setter
+    def broad_lorentz_gamma_2(self, value: float) -> None:
+        """Set Lorentz gamma_2 parameter."""
+        self._broad_lorentz_gamma_2.value = value
+
+    @property
+    def broad_mix_beta_0(self) -> Parameter:
+        """Get mixing parameter beta_0."""
+        return self._broad_mix_beta_0
+
+    @broad_mix_beta_0.setter
+    def broad_mix_beta_0(self, value: float) -> None:
+        """Set mixing parameter beta_0."""
+        self._broad_mix_beta_0.value = value
+
+    @property
+    def broad_mix_beta_1(self) -> Parameter:
+        """Get mixing parameter beta_1."""
+        return self._broad_mix_beta_1
+
+    @broad_mix_beta_1.setter
+    def broad_mix_beta_1(self, value: float) -> None:
+        """Set mixing parameter beta_1."""
+        self._broad_mix_beta_1.value = value
+
+
+class IkedaCarpenterAsymmetryMixin:
+    """Mixin that adds Ikeda–Carpenter asymmetry parameters."""
+
+    def _add_ikeda_carpenter_asymmetry(self) -> None:
+        """Create Ikeda–Carpenter asymmetry parameters alpha_0 and
+        alpha_1.
+        """
+        self._asym_alpha_0: Parameter = Parameter(
+            name='asym_alpha_0',
+            description='Ikeda-Carpenter asymmetry parameter α₀',
+            value_spec=AttributeSpec(
+                value=0.01,
+                type_=DataTypes.NUMERIC,
+                default=0.01,
+                content_validator=RangeValidator(),
+            ),
+            units='',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.asym_alpha_0',
+                ]
+            ),
+        )
+        self._asym_alpha_1: Parameter = Parameter(
+            name='asym_alpha_1',
+            description='Ikeda-Carpenter asymmetry parameter α₁',
+            value_spec=AttributeSpec(
+                value=0.02,
+                type_=DataTypes.NUMERIC,
+                default=0.02,
+                content_validator=RangeValidator(),
+            ),
+            units='',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.asym_alpha_1',
+                ]
+            ),
+        )
+
+    @property
+    def asym_alpha_0(self) -> Parameter:
+        """Get Ikeda–Carpenter asymmetry alpha_0."""
+        return self._asym_alpha_0
+
+    @asym_alpha_0.setter
+    def asym_alpha_0(self, value: float) -> None:
+        """Set Ikeda–Carpenter asymmetry alpha_0."""
+        self._asym_alpha_0.value = value
+
+    @property
+    def asym_alpha_1(self) -> Parameter:
+        """Get Ikeda–Carpenter asymmetry alpha_1."""
+        return self._asym_alpha_1
+
+    @asym_alpha_1.setter
+    def asym_alpha_1(self, value: float) -> None:
+        """Set Ikeda–Carpenter asymmetry alpha_1."""
+        self._asym_alpha_1.value = value
diff --git a/src/easydiffraction/experiments/categories/peak/total.py b/src/easydiffraction/experiments/categories/peak/total.py
new file mode 100644
index 00000000..3b843c2e
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/peak/total.py
@@ -0,0 +1,17 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Total-scattering (PDF) peak profile classes."""
+
+from easydiffraction.experiments.categories.peak.base import PeakBase
+from easydiffraction.experiments.categories.peak.total_mixins import TotalBroadeningMixin
+
+
+class TotalGaussianDampedSinc(
+    PeakBase,
+    TotalBroadeningMixin,
+):
+    """Gaussian-damped sinc peak for total scattering (PDF)."""
+
+    def __init__(self) -> None:
+        super().__init__()
+        self._add_pair_distribution_function_broadening()
diff --git a/src/easydiffraction/experiments/categories/peak/total_mixins.py b/src/easydiffraction/experiments/categories/peak/total_mixins.py
new file mode 100644
index 00000000..4d9b5877
--- /dev/null
+++ b/src/easydiffraction/experiments/categories/peak/total_mixins.py
@@ -0,0 +1,181 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Total scattering/PDF peak-profile mixins.
+
+Adds damping, broadening, sharpening and envelope parameters used in
+pair distribution function (PDF) modeling.
+"""
+
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class TotalBroadeningMixin:
+    """Mixin adding PDF broadening/damping/sharpening parameters."""
+
+    def _add_pair_distribution_function_broadening(self):
+        """Create PDF parameters: damp_q, broad_q, cutoff_q,
+        sharp deltas, and particle diameter envelope.
+        """
+        self._damp_q: Parameter = Parameter(
+            name='damp_q',
+            description='Instrumental Q-resolution damping factor '
+            '(affects high-r PDF peak amplitude)',
+            value_spec=AttributeSpec(
+                value=0.05,
+                type_=DataTypes.NUMERIC,
+                default=0.05,
+                content_validator=RangeValidator(),
+            ),
+            units='Å⁻¹',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.damp_q',
+                ]
+            ),
+        )
+        self._broad_q: Parameter = Parameter(
+            name='broad_q',
+            description='Quadratic PDF peak broadening coefficient '
+            '(thermal and model uncertainty contribution)',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='Å⁻²',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.broad_q',
+                ]
+            ),
+        )
+        self._cutoff_q: Parameter = Parameter(
+            name='cutoff_q',
+            description='Q-value cutoff applied to model PDF for Fourier '
+            'transform (controls real-space resolution)',
+            value_spec=AttributeSpec(
+                value=25.0,
+                type_=DataTypes.NUMERIC,
+                default=25.0,
+                content_validator=RangeValidator(),
+            ),
+            units='Å⁻¹',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.cutoff_q',
+                ]
+            ),
+        )
+        self._sharp_delta_1: Parameter = Parameter(
+            name='sharp_delta_1',
+            description='PDF peak sharpening coefficient (1/r dependence)',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='Å',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.sharp_delta_1',
+                ]
+            ),
+        )
+        self._sharp_delta_2: Parameter = Parameter(
+            name='sharp_delta_2',
+            description='PDF peak sharpening coefficient (1/r² dependence)',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='Ų',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.sharp_delta_2',
+                ]
+            ),
+        )
+        self._damp_particle_diameter: Parameter = Parameter(
+            name='damp_particle_diameter',
+            description='Particle diameter for spherical envelope damping correction in PDF',
+            value_spec=AttributeSpec(
+                value=0.0,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='Å',
+            cif_handler=CifHandler(
+                names=[
+                    '_peak.damp_particle_diameter',
+                ]
+            ),
+        )
+
+    @property
+    def damp_q(self) -> Parameter:
+        """Get Q-resolution damping factor."""
+        return self._damp_q
+
+    @damp_q.setter
+    def damp_q(self, value: float) -> None:
+        """Set Q-resolution damping factor."""
+        self._damp_q.value = value
+
+    @property
+    def broad_q(self) -> Parameter:
+        """Get quadratic PDF broadening coefficient."""
+        return self._broad_q
+
+    @broad_q.setter
+    def broad_q(self, value: float) -> None:
+        """Set quadratic PDF broadening coefficient."""
+        self._broad_q.value = value
+
+    @property
+    def cutoff_q(self) -> Parameter:
+        """Get Q cutoff used for Fourier transform."""
+        return self._cutoff_q
+
+    @cutoff_q.setter
+    def cutoff_q(self, value: float) -> None:
+        """Set Q cutoff used for Fourier transform."""
+        self._cutoff_q.value = value
+
+    @property
+    def sharp_delta_1(self) -> Parameter:
+        """Get sharpening coefficient with 1/r dependence."""
+        return self._sharp_delta_1
+
+    @sharp_delta_1.setter
+    def sharp_delta_1(self, value: float) -> None:
+        """Set sharpening coefficient with 1/r dependence."""
+        self._sharp_delta_1.value = value
+
+    @property
+    def sharp_delta_2(self) -> Parameter:
+        """Get sharpening coefficient with 1/r^2 dependence."""
+        return self._sharp_delta_2
+
+    @sharp_delta_2.setter
+    def sharp_delta_2(self, value: float) -> None:
+        """Set sharpening coefficient with 1/r^2 dependence."""
+        self._sharp_delta_2.value = value
+
+    @property
+    def damp_particle_diameter(self) -> Parameter:
+        """Get particle diameter for spherical envelope damping."""
+        return self._damp_particle_diameter
+
+    @damp_particle_diameter.setter
+    def damp_particle_diameter(self, value: float) -> None:
+        """Set particle diameter for spherical envelope damping."""
+        self._damp_particle_diameter.value = value
diff --git a/src/easydiffraction/experiments/collections/background.py b/src/easydiffraction/experiments/collections/background.py
deleted file mode 100644
index 56c42298..00000000
--- a/src/easydiffraction/experiments/collections/background.py
+++ /dev/null
@@ -1,241 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from abc import abstractmethod
-from enum import Enum
-from typing import Dict
-from typing import List
-from typing import Optional
-from typing import Type
-from typing import Union
-
-import numpy as np
-from numpy.polynomial.chebyshev import chebval
-from scipy.interpolate import interp1d
-
-from easydiffraction.core.objects import Collection
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Descriptor
-from easydiffraction.core.objects import Parameter
-from easydiffraction.utils.formatting import paragraph
-from easydiffraction.utils.formatting import warning
-from easydiffraction.utils.utils import render_table
-
-
-# TODO: rename to LineSegment
-class Point(Component):
-    @property
-    def category_key(self) -> str:
-        return 'background'
-
-    @property
-    def cif_category_key(self) -> str:
-        return 'pd_background'
-
-    def __init__(
-        self,
-        x: float,
-        y: float,
-    ):
-        super().__init__()
-
-        self.x = Descriptor(
-            value=x,
-            name='x',
-            cif_name='line_segment_X',
-            description='X-coordinates used to create many straight-line segments '
-            'representing the background in a calculated diffractogram.',
-        )
-        self.y = Parameter(
-            value=y,  # TODO: rename to intensity
-            name='y',  # TODO: rename to intensity
-            cif_name='line_segment_intensity',
-            description='Intensity used to create many straight-line segments '
-            'representing the background in a calculated diffractogram',
-        )
-
-        # Select which of the input parameters is used for the
-        # as ID for the whole object
-        self._entry_id = str(x)
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked = True
-
-
-class PolynomialTerm(Component):
-    # TODO: make consistency in where to place the following properties:
-    #  before or after the __init__ method
-    @property
-    def category_key(self) -> str:
-        return 'background'
-
-    @property
-    def cif_category_key(self):
-        return 'pd_background'
-
-    def __init__(
-        self,
-        order: int,
-        coef: float,
-    ) -> None:
-        super().__init__()
-
-        self.order = Descriptor(
-            value=order,
-            name='chebyshev_order',
-            cif_name='Chebyshev_order',
-            description='The value of an order used in a Chebyshev polynomial '
-            'equation representing the background in a calculated diffractogram',
-        )
-        self.coef = Parameter(
-            value=coef,
-            name='chebyshev_coef',
-            cif_name='Chebyshev_coef',
-            description='The value of a coefficient used in a Chebyshev polynomial '
-            'equation representing the background in a calculated diffractogram',
-        )
-
-        # Select which of the input parameters is used for the
-        # as ID for the whole object
-        self._entry_id = str(order)
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked = True
-
-
-class BackgroundBase(Collection):
-    @property
-    def _type(self) -> str:
-        return 'category'  # datablock or category
-
-    @abstractmethod
-    def calculate(self, x_data: np.ndarray) -> np.ndarray:
-        pass
-
-    @abstractmethod
-    def show(self) -> None:
-        pass
-
-
-class LineSegmentBackground(BackgroundBase):
-    _description: str = 'Linear interpolation between points'
-
-    @property
-    def _child_class(self) -> Type[Point]:
-        return Point
-
-    def calculate(self, x_data: np.ndarray) -> np.ndarray:
-        """Interpolate background points over x_data."""
-        if not self._items:
-            print(warning('No background points found. Setting background to zero.'))
-            return np.zeros_like(x_data)
-
-        background_x = np.array([point.x.value for point in self._items.values()])
-        background_y = np.array([point.y.value for point in self._items.values()])
-        interp_func = interp1d(
-            background_x,
-            background_y,
-            kind='linear',
-            bounds_error=False,
-            fill_value=(
-                background_y[0],
-                background_y[-1],
-            ),
-        )
-        y_data = interp_func(x_data)
-        return y_data
-
-    def show(self) -> None:
-        columns_headers: List[str] = ['X', 'Intensity']
-        columns_alignment = ['left', 'left']
-        columns_data: List[List[float]] = []
-        for point in self._items.values():
-            x = point.x.value
-            y = point.y.value
-            columns_data.append([x, y])
-
-        print(paragraph('Line-segment background points'))
-        render_table(
-            columns_headers=columns_headers,
-            columns_alignment=columns_alignment,
-            columns_data=columns_data,
-        )
-
-
-class ChebyshevPolynomialBackground(BackgroundBase):
-    _description: str = 'Chebyshev polynomial background'
-
-    @property
-    def _child_class(self) -> Type[PolynomialTerm]:
-        return PolynomialTerm
-
-    def calculate(self, x_data: np.ndarray) -> np.ndarray:
-        """Evaluate polynomial background over x_data."""
-        if not self._items:
-            print(warning('No background points found. Setting background to zero.'))
-            return np.zeros_like(x_data)
-
-        u = (x_data - x_data.min()) / (x_data.max() - x_data.min()) * 2 - 1  # scale to [-1, 1]
-        coefs = [term.coef.value for term in self._items.values()]
-        y_data = chebval(u, coefs)
-        return y_data
-
-    def show(self) -> None:
-        columns_headers: List[str] = ['Order', 'Coefficient']
-        columns_alignment = ['left', 'left']
-        columns_data: List[List[Union[int, float]]] = []
-        for term in self._items.values():
-            order = term.order.value
-            coef = term.coef.value
-            columns_data.append([order, coef])
-
-        print(paragraph('Chebyshev polynomial background terms'))
-        render_table(
-            columns_headers=columns_headers,
-            columns_alignment=columns_alignment,
-            columns_data=columns_data,
-        )
-
-
-class BackgroundTypeEnum(str, Enum):
-    LINE_SEGMENT = 'line-segment'
-    CHEBYSHEV = 'chebyshev polynomial'
-
-    @classmethod
-    def default(cls) -> 'BackgroundTypeEnum':
-        return cls.LINE_SEGMENT
-
-    def description(self) -> str:
-        if self is BackgroundTypeEnum.LINE_SEGMENT:
-            return 'Linear interpolation between points'
-        elif self is BackgroundTypeEnum.CHEBYSHEV:
-            return 'Chebyshev polynomial background'
-
-
-class BackgroundFactory:
-    BT = BackgroundTypeEnum
-    _supported: Dict[BT, Type[BackgroundBase]] = {
-        BT.LINE_SEGMENT: LineSegmentBackground,
-        BT.CHEBYSHEV: ChebyshevPolynomialBackground,
-    }
-
-    @classmethod
-    def create(
-        cls,
-        background_type: Optional[BackgroundTypeEnum] = None,
-    ) -> BackgroundBase:
-        if background_type is None:
-            background_type = BackgroundTypeEnum.default()
-
-        if background_type not in cls._supported:
-            supported_types = list(cls._supported.keys())
-
-            raise ValueError(
-                f"Unsupported background type: '{background_type}'.\n"
-                f' Supported background types: {[bt.value for bt in supported_types]}'
-            )
-
-        background_class = cls._supported[background_type]
-        return background_class()
diff --git a/src/easydiffraction/experiments/collections/excluded_regions.py b/src/easydiffraction/experiments/collections/excluded_regions.py
deleted file mode 100644
index 68057e0a..00000000
--- a/src/easydiffraction/experiments/collections/excluded_regions.py
+++ /dev/null
@@ -1,98 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from typing import List
-from typing import Type
-
-from easydiffraction.core.objects import Collection
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Descriptor
-from easydiffraction.core.objects import Parameter
-from easydiffraction.utils.formatting import paragraph
-from easydiffraction.utils.utils import render_table
-
-
-class ExcludedRegion(Component):
-    @property
-    def category_key(self) -> str:
-        return 'excluded_regions'
-
-    @property
-    def cif_category_key(self) -> str:
-        return 'excluded_region'
-
-    def __init__(
-        self,
-        start: float,
-        end: float,
-    ):
-        super().__init__()
-
-        self.start = Descriptor(
-            value=start,
-            name='start',
-            cif_name='start',
-            description='Start of the excluded region.',
-        )
-        self.end = Parameter(
-            value=end,
-            name='end',
-            cif_name='end',
-            description='End of the excluded region.',
-        )
-
-        # Select which of the input parameters is used for the
-        # as ID for the whole object
-        self._entry_id = f'{start}-{end}'
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked = True
-
-
-class ExcludedRegions(Collection):
-    """Collection of ExcludedRegion instances."""
-
-    @property
-    def _type(self) -> str:
-        return 'category'  # datablock or category
-
-    @property
-    def _child_class(self) -> Type[ExcludedRegion]:
-        return ExcludedRegion
-
-    def on_item_added(self, item: ExcludedRegion) -> None:
-        """Mark excluded points in the experiment pattern when a new
-        region is added.
-        """
-        datastore = self._parent.datastore
-
-        # Boolean mask for points within the new excluded region
-        in_region = (datastore.full_x >= item.start.value) & (datastore.full_x <= item.end.value)
-
-        # Update the exclusion mask
-        datastore.excluded[in_region] = True
-
-        # Update the excluded points in the datastore
-        datastore.x = datastore.full_x[~datastore.excluded]
-        datastore.meas = datastore.full_meas[~datastore.excluded]
-        datastore.meas_su = datastore.full_meas_su[~datastore.excluded]
-
-    def show(self) -> None:
-        # TODO: Consider moving this to the base class
-        #  to avoid code duplication with implementations in Background,
-        #  etc. Consider using parameter names as column headers
-        columns_headers: List[str] = ['start', 'end']
-        columns_alignment = ['left', 'left']
-        columns_data: List[List[float]] = []
-        for region in self._items.values():
-            start = region.start.value
-            end = region.end.value
-            columns_data.append([start, end])
-
-        print(paragraph('Excluded regions'))
-        render_table(
-            columns_headers=columns_headers,
-            columns_alignment=columns_alignment,
-            columns_data=columns_data,
-        )
diff --git a/src/easydiffraction/experiments/collections/linked_phases.py b/src/easydiffraction/experiments/collections/linked_phases.py
deleted file mode 100644
index ad29f203..00000000
--- a/src/easydiffraction/experiments/collections/linked_phases.py
+++ /dev/null
@@ -1,59 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from typing import Type
-
-from easydiffraction.core.objects import Collection
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Descriptor
-from easydiffraction.core.objects import Parameter
-
-
-class LinkedPhase(Component):
-    @property
-    def category_key(self) -> str:
-        return 'linked_phases'
-
-    @property
-    def cif_category_key(self) -> str:
-        return 'pd_phase_block'
-
-    def __init__(
-        self,
-        id: str,
-        scale: float,
-    ):
-        super().__init__()
-
-        self.id = Descriptor(
-            value=id,
-            name='id',
-            cif_name='id',
-            description='Identifier of the linked phase.',
-        )
-        self.scale = Parameter(
-            value=scale,
-            name='scale',
-            cif_name='scale',
-            description='Scale factor of the linked phase.',
-        )
-
-        # Select which of the input parameters is used for the
-        # as ID for the whole object
-        self._entry_id = id
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked = True
-
-
-class LinkedPhases(Collection):
-    """Collection of LinkedPhase instances."""
-
-    @property
-    def _type(self) -> str:
-        return 'category'  # datablock or category
-
-    @property
-    def _child_class(self) -> Type[LinkedPhase]:
-        return LinkedPhase
diff --git a/src/easydiffraction/experiments/components/experiment_type.py b/src/easydiffraction/experiments/components/experiment_type.py
deleted file mode 100644
index a467a43b..00000000
--- a/src/easydiffraction/experiments/components/experiment_type.py
+++ /dev/null
@@ -1,119 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from enum import Enum
-
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Descriptor
-
-
-class SampleFormEnum(str, Enum):
-    POWDER = 'powder'
-    SINGLE_CRYSTAL = 'single crystal'
-
-    @classmethod
-    def default(cls) -> 'SampleFormEnum':
-        return cls.POWDER
-
-    def description(self) -> str:
-        if self is SampleFormEnum.POWDER:
-            return 'Powdered or polycrystalline sample.'
-        elif self is SampleFormEnum.SINGLE_CRYSTAL:
-            return 'Single crystal sample.'
-
-
-class ScatteringTypeEnum(str, Enum):
-    BRAGG = 'bragg'
-    TOTAL = 'total'
-
-    @classmethod
-    def default(cls) -> 'ScatteringTypeEnum':
-        return cls.BRAGG
-
-    def description(self) -> str:
-        if self is ScatteringTypeEnum.BRAGG:
-            return 'Bragg diffraction for conventional structure refinement.'
-        elif self is ScatteringTypeEnum.TOTAL:
-            return 'Total scattering for pair distribution function analysis (PDF).'
-
-
-class RadiationProbeEnum(str, Enum):
-    NEUTRON = 'neutron'
-    XRAY = 'xray'
-
-    @classmethod
-    def default(cls) -> 'RadiationProbeEnum':
-        return cls.NEUTRON
-
-    def description(self) -> str:
-        if self is RadiationProbeEnum.NEUTRON:
-            return 'Neutron diffraction.'
-        elif self is RadiationProbeEnum.XRAY:
-            return 'X-ray diffraction.'
-
-
-class BeamModeEnum(str, Enum):
-    CONSTANT_WAVELENGTH = 'constant wavelength'
-    TIME_OF_FLIGHT = 'time-of-flight'
-
-    @classmethod
-    def default(cls) -> 'BeamModeEnum':
-        return cls.CONSTANT_WAVELENGTH
-
-    def description(self) -> str:
-        if self is BeamModeEnum.CONSTANT_WAVELENGTH:
-            return 'Constant wavelength (CW) diffraction.'
-        elif self is BeamModeEnum.TIME_OF_FLIGHT:
-            return 'Time-of-flight (TOF) diffraction.'
-
-
-class ExperimentType(Component):
-    @property
-    def cif_category_key(self) -> str:
-        return 'expt_type'
-
-    @property
-    def category_key(self) -> str:
-        return 'expt_type'
-
-    def __init__(
-        self,
-        sample_form: str,
-        beam_mode: str,
-        radiation_probe: str,
-        scattering_type: str,
-    ):
-        super().__init__()
-
-        self.sample_form: Descriptor = Descriptor(
-            value=sample_form,
-            name='sample_form',
-            cif_name='sample_form',
-            description='Specifies whether the diffraction data corresponds to '
-            'powder diffraction or single crystal diffraction',
-        )
-        self.beam_mode: Descriptor = Descriptor(
-            value=beam_mode,
-            name='beam_mode',
-            cif_name='beam_mode',
-            description='Defines whether the measurement is performed with a '
-            'constant wavelength (CW) or time-of-flight (TOF) method',
-        )
-        self.radiation_probe: Descriptor = Descriptor(
-            value=radiation_probe,
-            name='radiation_probe',
-            cif_name='radiation_probe',
-            description='Specifies whether the measurement uses neutrons or X-rays',
-        )
-        self.scattering_type: Descriptor = Descriptor(
-            value=scattering_type,
-            name='scattering_type',
-            cif_name='scattering_type',
-            description='Specifies whether the experiment uses Bragg scattering '
-            '(for conventional structure refinement) or total scattering '
-            '(for pair distribution function analysis - PDF)',
-        )
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked: bool = True
diff --git a/src/easydiffraction/experiments/components/instrument.py b/src/easydiffraction/experiments/components/instrument.py
deleted file mode 100644
index 235fffae..00000000
--- a/src/easydiffraction/experiments/components/instrument.py
+++ /dev/null
@@ -1,141 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from typing import Optional
-
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Parameter
-from easydiffraction.experiments.components.experiment_type import BeamModeEnum
-from easydiffraction.experiments.components.experiment_type import ScatteringTypeEnum
-
-
-class InstrumentBase(Component):
-    @property
-    def category_key(self) -> str:
-        return 'instrument'
-
-    @property
-    def cif_category_key(self) -> str:
-        return 'instr'
-
-
-class ConstantWavelengthInstrument(InstrumentBase):
-    def __init__(
-        self,
-        setup_wavelength: float = 1.5406,
-        calib_twotheta_offset: float = 0.0,
-    ) -> None:
-        super().__init__()
-
-        self.setup_wavelength: Parameter = Parameter(
-            value=setup_wavelength,
-            name='wavelength',
-            cif_name='wavelength',
-            units='Å',
-            description='Incident neutron or X-ray wavelength',
-        )
-        self.calib_twotheta_offset: Parameter = Parameter(
-            value=calib_twotheta_offset,
-            name='twotheta_offset',
-            cif_name='2theta_offset',
-            units='deg',
-            description='Instrument misalignment offset',
-        )
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked: bool = True
-
-
-class TimeOfFlightInstrument(InstrumentBase):
-    def __init__(
-        self,
-        setup_twotheta_bank: float = 150.0,
-        calib_d_to_tof_offset: float = 0.0,
-        calib_d_to_tof_linear: float = 10000.0,
-        calib_d_to_tof_quad: float = -0.00001,
-        calib_d_to_tof_recip: float = 0.0,
-    ) -> None:
-        super().__init__()
-
-        self.setup_twotheta_bank: Parameter = Parameter(
-            value=setup_twotheta_bank,
-            name='twotheta_bank',
-            cif_name='2theta_bank',
-            units='deg',
-            description='Detector bank position',
-        )
-        self.calib_d_to_tof_offset: Parameter = Parameter(
-            value=calib_d_to_tof_offset,
-            name='d_to_tof_offset',
-            cif_name='d_to_tof_offset',
-            units='µs',
-            description='TOF offset',
-        )
-        self.calib_d_to_tof_linear: Parameter = Parameter(
-            value=calib_d_to_tof_linear,
-            name='d_to_tof_linear',
-            cif_name='d_to_tof_linear',
-            units='µs/Å',
-            description='TOF linear conversion',
-        )
-        self.calib_d_to_tof_quad: Parameter = Parameter(
-            value=calib_d_to_tof_quad,
-            name='d_to_tof_quad',
-            cif_name='d_to_tof_quad',
-            units='µs/Ų',
-            description='TOF quadratic correction',
-        )
-        self.calib_d_to_tof_recip: Parameter = Parameter(
-            value=calib_d_to_tof_recip,
-            name='d_to_tof_recip',
-            cif_name='d_to_tof_recip',
-            units='µs·Å',
-            description='TOF reciprocal velocity correction',
-        )
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked: bool = True
-
-
-class InstrumentFactory:
-    ST = ScatteringTypeEnum
-    BM = BeamModeEnum
-    _supported = {
-        ST.BRAGG: {
-            BM.CONSTANT_WAVELENGTH: ConstantWavelengthInstrument,
-            BM.TIME_OF_FLIGHT: TimeOfFlightInstrument,
-        }
-    }
-
-    @classmethod
-    def create(
-        cls,
-        scattering_type: Optional[ScatteringTypeEnum] = None,
-        beam_mode: Optional[BeamModeEnum] = None,
-    ):
-        if beam_mode is None:
-            beam_mode = BeamModeEnum.default()
-        if scattering_type is None:
-            scattering_type = ScatteringTypeEnum.default()
-
-        supported_scattering_types = list(cls._supported.keys())
-        if scattering_type not in supported_scattering_types:
-            raise ValueError(
-                f"Unsupported scattering type: '{scattering_type}'.\n "
-                f'Supported scattering types: {supported_scattering_types}'
-            )
-
-        supported_beam_modes = list(cls._supported[scattering_type].keys())
-        if beam_mode not in supported_beam_modes:
-            raise ValueError(
-                f"Unsupported beam mode: '{beam_mode}' for scattering type: "
-                f"'{scattering_type}'.\n "
-                f'Supported beam modes: {supported_beam_modes}'
-            )
-
-        instrument_class = cls._supported[scattering_type][beam_mode]
-        instrument_obj = instrument_class()
-
-        return instrument_obj
diff --git a/src/easydiffraction/experiments/components/peak.py b/src/easydiffraction/experiments/components/peak.py
deleted file mode 100644
index 34c29b89..00000000
--- a/src/easydiffraction/experiments/components/peak.py
+++ /dev/null
@@ -1,466 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-from enum import Enum
-from typing import Optional
-
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Parameter
-from easydiffraction.experiments.components.experiment_type import BeamModeEnum
-from easydiffraction.experiments.components.experiment_type import ScatteringTypeEnum
-
-
-class PeakProfileTypeEnum(str, Enum):
-    PSEUDO_VOIGT = 'pseudo-voigt'
-    SPLIT_PSEUDO_VOIGT = 'split pseudo-voigt'
-    THOMPSON_COX_HASTINGS = 'thompson-cox-hastings'
-    PSEUDO_VOIGT_IKEDA_CARPENTER = 'pseudo-voigt * ikeda-carpenter'
-    PSEUDO_VOIGT_BACK_TO_BACK = 'pseudo-voigt * back-to-back'
-    GAUSSIAN_DAMPED_SINC = 'gaussian-damped-sinc'
-
-    @classmethod
-    def default(
-        cls,
-        scattering_type: ScatteringTypeEnum | None = None,
-        beam_mode: BeamModeEnum | None = None,
-    ) -> 'PeakProfileTypeEnum':
-        if scattering_type is None:
-            scattering_type = ScatteringTypeEnum.default()
-        if beam_mode is None:
-            beam_mode = BeamModeEnum.default()
-
-        return {
-            (
-                ScatteringTypeEnum.BRAGG,
-                BeamModeEnum.CONSTANT_WAVELENGTH,
-            ): cls.PSEUDO_VOIGT,
-            (
-                ScatteringTypeEnum.BRAGG,
-                BeamModeEnum.TIME_OF_FLIGHT,
-            ): cls.PSEUDO_VOIGT_IKEDA_CARPENTER,
-            (
-                ScatteringTypeEnum.TOTAL,
-                BeamModeEnum.CONSTANT_WAVELENGTH,
-            ): cls.GAUSSIAN_DAMPED_SINC,
-            (
-                ScatteringTypeEnum.TOTAL,
-                BeamModeEnum.TIME_OF_FLIGHT,
-            ): cls.GAUSSIAN_DAMPED_SINC,
-        }[(scattering_type, beam_mode)]
-
-    def description(self) -> str:
-        if self is PeakProfileTypeEnum.PSEUDO_VOIGT:
-            return 'Pseudo-Voigt profile'
-        elif self is PeakProfileTypeEnum.SPLIT_PSEUDO_VOIGT:
-            return 'Split pseudo-Voigt profile with empirical asymmetry correction.'
-        elif self is PeakProfileTypeEnum.THOMPSON_COX_HASTINGS:
-            return 'Thompson-Cox-Hastings profile with FCJ asymmetry correction.'
-        elif self is PeakProfileTypeEnum.PSEUDO_VOIGT_IKEDA_CARPENTER:
-            return 'Pseudo-Voigt profile with Ikeda-Carpenter asymmetry correction.'
-        elif self is PeakProfileTypeEnum.PSEUDO_VOIGT_BACK_TO_BACK:
-            return 'Pseudo-Voigt profile with Back-to-Back Exponential asymmetry correction.'
-        elif self is PeakProfileTypeEnum.GAUSSIAN_DAMPED_SINC:
-            return 'Gaussian-damped sinc profile for pair distribution function (PDF) analysis.'
-
-
-# --- Mixins ---
-class ConstantWavelengthBroadeningMixin:
-    def _add_constant_wavelength_broadening(self) -> None:
-        self.broad_gauss_u: Parameter = Parameter(
-            value=0.01,
-            name='broad_gauss_u',
-            cif_name='broad_gauss_u',
-            units='deg²',
-            description='Gaussian broadening coefficient (dependent on '
-            'sample size and instrument resolution)',
-        )
-        self.broad_gauss_v: Parameter = Parameter(
-            value=-0.01,
-            name='broad_gauss_v',
-            cif_name='broad_gauss_v',
-            units='deg²',
-            description='Gaussian broadening coefficient (instrumental broadening contribution)',
-        )
-        self.broad_gauss_w: Parameter = Parameter(
-            value=0.02,
-            name='broad_gauss_w',
-            cif_name='broad_gauss_w',
-            units='deg²',
-            description='Gaussian broadening coefficient (instrumental broadening contribution)',
-        )
-        self.broad_lorentz_x: Parameter = Parameter(
-            value=0.0,
-            name='broad_lorentz_x',
-            cif_name='broad_lorentz_x',
-            units='deg',
-            description='Lorentzian broadening coefficient (dependent on sample strain effects)',
-        )
-        self.broad_lorentz_y: Parameter = Parameter(
-            value=0.0,
-            name='broad_lorentz_y',
-            cif_name='broad_lorentz_y',
-            units='deg',
-            description='Lorentzian broadening coefficient (dependent on '
-            'microstructural defects and strain)',
-        )
-
-
-class TimeOfFlightBroadeningMixin:
-    def _add_time_of_flight_broadening(self) -> None:
-        self.broad_gauss_sigma_0: Parameter = Parameter(
-            value=0.0,
-            name='gauss_sigma_0',
-            cif_name='gauss_sigma_0',
-            units='µs²',
-            description='Gaussian broadening coefficient (instrumental resolution)',
-        )
-        self.broad_gauss_sigma_1: Parameter = Parameter(
-            value=0.0,
-            name='gauss_sigma_1',
-            cif_name='gauss_sigma_1',
-            units='µs/Å',
-            description='Gaussian broadening coefficient (dependent on d-spacing)',
-        )
-        self.broad_gauss_sigma_2: Parameter = Parameter(
-            value=0.0,
-            name='gauss_sigma_2',
-            cif_name='gauss_sigma_2',
-            units='µs²/Ų',
-            description='Gaussian broadening coefficient (instrument-dependent term)',
-        )
-        self.broad_lorentz_gamma_0: Parameter = Parameter(
-            value=0.0,
-            name='lorentz_gamma_0',
-            cif_name='lorentz_gamma_0',
-            units='µs',
-            description='Lorentzian broadening coefficient (dependent on microstrain effects)',
-        )
-        self.broad_lorentz_gamma_1: Parameter = Parameter(
-            value=0.0,
-            name='lorentz_gamma_1',
-            cif_name='lorentz_gamma_1',
-            units='µs/Å',
-            description='Lorentzian broadening coefficient (dependent on d-spacing)',
-        )
-        self.broad_lorentz_gamma_2: Parameter = Parameter(
-            value=0.0,
-            name='lorentz_gamma_2',
-            cif_name='lorentz_gamma_2',
-            units='µs²/Ų',
-            description='Lorentzian broadening coefficient (instrumental-dependent term)',
-        )
-        self.broad_mix_beta_0: Parameter = Parameter(
-            value=0.0,
-            name='mix_beta_0',
-            cif_name='mix_beta_0',
-            units='deg',
-            description='Mixing parameter. Defines the ratio of Gaussian '
-            'to Lorentzian contributions in TOF profiles',
-        )
-        self.broad_mix_beta_1: Parameter = Parameter(
-            value=0.0,
-            name='mix_beta_1',
-            cif_name='mix_beta_1',
-            units='deg',
-            description='Mixing parameter. Defines the ratio of Gaussian '
-            'to Lorentzian contributions in TOF profiles',
-        )
-
-
-class EmpiricalAsymmetryMixin:
-    def _add_empirical_asymmetry(self) -> None:
-        self.asym_empir_1: Parameter = Parameter(
-            value=0.1,
-            name='asym_empir_1',
-            cif_name='asym_empir_1',
-            units='',
-            description='Empirical asymmetry coefficient p1',
-        )
-        self.asym_empir_2: Parameter = Parameter(
-            value=0.2,
-            name='asym_empir_2',
-            cif_name='asym_empir_2',
-            units='',
-            description='Empirical asymmetry coefficient p2',
-        )
-        self.asym_empir_3: Parameter = Parameter(
-            value=0.3,
-            name='asym_empir_3',
-            cif_name='asym_empir_3',
-            units='',
-            description='Empirical asymmetry coefficient p3',
-        )
-        self.asym_empir_4: Parameter = Parameter(
-            value=0.4,
-            name='asym_empir_4',
-            cif_name='asym_empir_4',
-            units='',
-            description='Empirical asymmetry coefficient p4',
-        )
-
-
-class FcjAsymmetryMixin:
-    def _add_fcj_asymmetry(self) -> None:
-        self.asym_fcj_1: Parameter = Parameter(
-            value=0.01,
-            name='asym_fcj_1',
-            cif_name='asym_fcj_1',
-            units='',
-            description='FCJ asymmetry coefficient 1',
-        )
-        self.asym_fcj_2: Parameter = Parameter(
-            value=0.02,
-            name='asym_fcj_2',
-            cif_name='asym_fcj_2',
-            units='',
-            description='FCJ asymmetry coefficient 2',
-        )
-
-
-class IkedaCarpenterAsymmetryMixin:
-    def _add_ikeda_carpenter_asymmetry(self) -> None:
-        self.asym_alpha_0: Parameter = Parameter(
-            value=0.01,
-            name='asym_alpha_0',
-            cif_name='asym_alpha_0',
-            units='',
-            description='Ikeda-Carpenter asymmetry parameter α₀',
-        )
-        self.asym_alpha_1: Parameter = Parameter(
-            value=0.02,
-            name='asym_alpha_1',
-            cif_name='asym_alpha_1',
-            units='',
-            description='Ikeda-Carpenter asymmetry parameter α₁',
-        )
-
-
-class PairDistributionFunctionBroadeningMixin:
-    def _add_pair_distribution_function_broadening(self):
-        self.damp_q = Parameter(
-            value=0.05,
-            name='damp_q',
-            cif_name='damp_q',
-            units='Å⁻¹',
-            description='Instrumental Q-resolution damping factor '
-            '(affects high-r PDF peak amplitude)',
-        )
-        self.broad_q = Parameter(
-            value=0.0,
-            name='broad_q',
-            cif_name='broad_q',
-            units='Å⁻²',
-            description='Quadratic PDF peak broadening coefficient '
-            '(thermal and model uncertainty contribution)',
-        )
-        self.cutoff_q = Parameter(
-            value=25.0,
-            name='cutoff_q',
-            cif_name='cutoff_q',
-            units='Å⁻¹',
-            description='Q-value cutoff applied to model PDF for Fourier '
-            'transform (controls real-space resolution)',
-        )
-        self.sharp_delta_1 = Parameter(
-            value=0.0,
-            name='sharp_delta_1',
-            cif_name='sharp_delta_1',
-            units='Å',
-            description='PDF peak sharpening coefficient (1/r dependence)',
-        )
-        self.sharp_delta_2 = Parameter(
-            value=0.0,
-            name='sharp_delta_2',
-            cif_name='sharp_delta_2',
-            units='Ų',
-            description='PDF peak sharpening coefficient (1/r² dependence)',
-        )
-        self.damp_particle_diameter = Parameter(
-            value=0.0,
-            name='damp_particle_diameter',
-            cif_name='damp_particle_diameter',
-            units='Å',
-            description='Particle diameter for spherical envelope damping correction in PDF',
-        )
-
-
-# --- Base peak class ---
-class PeakBase(Component):
-    @property
-    def category_key(self) -> str:
-        return 'peak'
-
-    @property
-    def cif_category_key(self) -> str:
-        return 'peak'
-
-
-# --- Derived peak classes ---
-class ConstantWavelengthPseudoVoigt(
-    PeakBase,
-    ConstantWavelengthBroadeningMixin,
-):
-    def __init__(self) -> None:
-        super().__init__()
-
-        self._add_constant_wavelength_broadening()
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked: bool = True
-
-
-class ConstantWavelengthSplitPseudoVoigt(
-    PeakBase,
-    ConstantWavelengthBroadeningMixin,
-    EmpiricalAsymmetryMixin,
-):
-    def __init__(self) -> None:
-        super().__init__()
-
-        self._add_constant_wavelength_broadening()
-        self._add_empirical_asymmetry()
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked: bool = True
-
-
-class ConstantWavelengthThompsonCoxHastings(
-    PeakBase,
-    ConstantWavelengthBroadeningMixin,
-    FcjAsymmetryMixin,
-):
-    def __init__(self) -> None:
-        super().__init__()
-
-        self._add_constant_wavelength_broadening()
-        self._add_fcj_asymmetry()
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked: bool = True
-
-
-class TimeOfFlightPseudoVoigt(
-    PeakBase,
-    TimeOfFlightBroadeningMixin,
-):
-    def __init__(self) -> None:
-        super().__init__()
-
-        self._add_time_of_flight_broadening()
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked: bool = True
-
-
-class TimeOfFlightPseudoVoigtIkedaCarpenter(
-    PeakBase,
-    TimeOfFlightBroadeningMixin,
-    IkedaCarpenterAsymmetryMixin,
-):
-    def __init__(self) -> None:
-        super().__init__()
-
-        self._add_time_of_flight_broadening()
-        self._add_ikeda_carpenter_asymmetry()
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked: bool = True
-
-
-class TimeOfFlightPseudoVoigtBackToBack(
-    PeakBase,
-    TimeOfFlightBroadeningMixin,
-    IkedaCarpenterAsymmetryMixin,
-):
-    def __init__(self) -> None:
-        super().__init__()
-
-        self._add_time_of_flight_broadening()
-        self._add_ikeda_carpenter_asymmetry()
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked: bool = True
-
-
-class PairDistributionFunctionGaussianDampedSinc(
-    PeakBase,
-    PairDistributionFunctionBroadeningMixin,
-):
-    def __init__(self):
-        super().__init__()
-        self._add_pair_distribution_function_broadening()
-        self._locked = True  # Lock further attribute additions
-
-
-# --- Peak factory ---
-class PeakFactory:
-    ST = ScatteringTypeEnum
-    BM = BeamModeEnum
-    PPT = PeakProfileTypeEnum
-    _supported = {
-        ST.BRAGG: {
-            BM.CONSTANT_WAVELENGTH: {
-                PPT.PSEUDO_VOIGT: ConstantWavelengthPseudoVoigt,
-                PPT.SPLIT_PSEUDO_VOIGT: ConstantWavelengthSplitPseudoVoigt,
-                PPT.THOMPSON_COX_HASTINGS: ConstantWavelengthThompsonCoxHastings,
-            },
-            BM.TIME_OF_FLIGHT: {
-                PPT.PSEUDO_VOIGT: TimeOfFlightPseudoVoigt,
-                PPT.PSEUDO_VOIGT_IKEDA_CARPENTER: TimeOfFlightPseudoVoigtIkedaCarpenter,
-                PPT.PSEUDO_VOIGT_BACK_TO_BACK: TimeOfFlightPseudoVoigtBackToBack,
-            },
-        },
-        ST.TOTAL: {
-            BM.CONSTANT_WAVELENGTH: {
-                PPT.GAUSSIAN_DAMPED_SINC: PairDistributionFunctionGaussianDampedSinc,
-            },
-            BM.TIME_OF_FLIGHT: {
-                PPT.GAUSSIAN_DAMPED_SINC: PairDistributionFunctionGaussianDampedSinc,
-            },
-        },
-    }
-
-    @classmethod
-    def create(
-        cls,
-        scattering_type: Optional[ScatteringTypeEnum] = None,
-        beam_mode: Optional[BeamModeEnum] = None,
-        profile_type: Optional[PeakProfileTypeEnum] = None,
-    ):
-        if beam_mode is None:
-            beam_mode = BeamModeEnum.default()
-        if scattering_type is None:
-            scattering_type = ScatteringTypeEnum.default()
-        if profile_type is None:
-            profile_type = PeakProfileTypeEnum.default(scattering_type, beam_mode)
-
-        supported_scattering_types = list(cls._supported.keys())
-        if scattering_type not in supported_scattering_types:
-            raise ValueError(
-                f"Unsupported scattering type: '{scattering_type}'.\n"
-                f'Supported scattering types: {supported_scattering_types}'
-            )
-
-        supported_beam_modes = list(cls._supported[scattering_type].keys())
-        if beam_mode not in supported_beam_modes:
-            raise ValueError(
-                f"Unsupported beam mode: '{beam_mode}' for scattering type: "
-                f"'{scattering_type}'.\n Supported beam modes: '{supported_beam_modes}'"
-            )
-
-        supported_profile_types = list(cls._supported[scattering_type][beam_mode].keys())
-        if profile_type not in supported_profile_types:
-            raise ValueError(
-                f"Unsupported profile type '{profile_type}' for beam mode '{beam_mode}'.\n"
-                f'Supported profile types: {supported_profile_types}'
-            )
-
-        peak_class = cls._supported[scattering_type][beam_mode][profile_type]
-        peak_obj = peak_class()
-
-        return peak_obj
diff --git a/src/easydiffraction/experiments/datastore.py b/src/easydiffraction/experiments/datastore.py
deleted file mode 100644
index e957b122..00000000
--- a/src/easydiffraction/experiments/datastore.py
+++ /dev/null
@@ -1,254 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from __future__ import annotations
-
-from abc import abstractmethod
-from typing import Optional
-
-import numpy as np
-
-from easydiffraction.experiments.components.experiment_type import BeamModeEnum
-from easydiffraction.experiments.components.experiment_type import SampleFormEnum
-from easydiffraction.utils.decorators import enforce_type
-
-
-class BaseDatastore:
-    """Base class for all data stores.
-
-    Attributes:
-        meas (Optional[np.ndarray]): Measured intensities.
-        meas_su (Optional[np.ndarray]): Standard uncertainties of
-            measured intensities.
-        excluded (Optional[np.ndarray]): Flags for excluded points.
-        _calc (Optional[np.ndarray]): Stored calculated intensities.
-    """
-
-    def __init__(self) -> None:
-        self.meas: Optional[np.ndarray] = None
-        self.meas_su: Optional[np.ndarray] = None
-        self.excluded: Optional[np.ndarray] = None
-        self._calc: Optional[np.ndarray] = None
-
-    @property
-    def calc(self) -> Optional[np.ndarray]:
-        """Access calculated intensities. Should be updated via external
-        calculation.
-
-        Returns:
-            Optional[np.ndarray]: Calculated intensities array or None
-                if not set.
-        """
-        return self._calc
-
-    @calc.setter
-    @enforce_type
-    def calc(self, values: np.ndarray) -> None:
-        """Set calculated intensities (from
-        Analysis.calculate_pattern()).
-
-        Args:
-            values (np.ndarray): Array of calculated intensities.
-        """
-        self._calc = values
-
-    @abstractmethod
-    def _cif_mapping(self) -> dict[str, str]:
-        """Must be implemented in subclasses to return a mapping from
-        attribute names to CIF tags.
-
-        Returns:
-            dict[str, str]: Mapping from attribute names to CIF tags.
-        """
-        pass
-
-    def as_cif(self, max_points: Optional[int] = None) -> str:
-        """Generate a CIF-formatted string representing the datastore
-        data.
-
-        Args:
-            max_points (Optional[int]): Maximum number of points to
-                include from start and end. If the total points exceed
-                twice this number, data in the middle is truncated with
-                '...'.
-
-        Returns:
-            str: CIF-formatted string of the data. Empty string if no
-                data available.
-        """
-        cif_lines = ['loop_']
-
-        # Add CIF tags from mapping
-        mapping = self._cif_mapping()
-        for cif_key in mapping.values():
-            cif_lines.append(cif_key)
-
-        # Collect data arrays according to mapping keys
-        data_arrays = []
-        for attr_name in mapping:
-            attr_array = getattr(self, attr_name, None)
-            if attr_array is None:
-                data_arrays.append(np.array([]))
-            else:
-                data_arrays.append(attr_array)
-
-        # Return empty string if no data
-        if not data_arrays or not data_arrays[0].size:
-            return ''
-
-        # Determine number of points in the first data array
-        n_points = len(data_arrays[0])
-
-        # Function to format a single row of data
-        def _format_row(i: int) -> str:
-            return ' '.join(str(data_arrays[j][i]) for j in range(len(data_arrays)))
-
-        # Add data lines, applying max_points truncation if needed
-        if max_points is not None and n_points > 2 * max_points:
-            for i in range(max_points):
-                cif_lines.append(_format_row(i))
-            cif_lines.append('...')
-            for i in range(-max_points, 0):
-                cif_lines.append(_format_row(i))
-        else:
-            for i in range(n_points):
-                cif_lines.append(_format_row(i))
-
-        cif_str = '\n'.join(cif_lines)
-
-        return cif_str
-
-
-class PowderDatastore(BaseDatastore):
-    """Class for powder diffraction data.
-
-    Attributes:
-        x (Optional[np.ndarray]): Scan variable (e.g. 2θ or
-            time-of-flight values).
-        d (Optional[np.ndarray]): d-spacing values.
-        bkg (Optional[np.ndarray]): Background values.
-    """
-
-    def __init__(self, beam_mode: Optional[BeamModeEnum] = None) -> None:
-        """Initialize PowderDatastore.
-
-        Args:
-            beam_mode (str): Beam mode, e.g. 'time-of-flight' or
-                'constant wavelength'.
-        """
-        super().__init__()
-
-        if beam_mode is None:
-            beam_mode = BeamModeEnum.default()
-
-        self.beam_mode = beam_mode
-        self.x: Optional[np.ndarray] = None
-        self.d: Optional[np.ndarray] = None
-        self.bkg: Optional[np.ndarray] = None
-
-    def _cif_mapping(self) -> dict[str, str]:
-        """Return mapping from attribute names to CIF tags based on beam
-        mode.
-
-        Returns:
-            dict[str, str]: Mapping dictionary.
-        """
-        # TODO: Decide where to have validation for beam_mode,
-        #  here or in Experiment class or somewhere else.
-        return {
-            'time-of-flight': {
-                'x': '_pd_meas.time_of_flight',
-                'meas': '_pd_meas.intensity_total',
-                'meas_su': '_pd_meas.intensity_total_su',
-            },
-            'constant wavelength': {
-                'x': '_pd_meas.2theta_scan',
-                'meas': '_pd_meas.intensity_total',
-                'meas_su': '_pd_meas.intensity_total_su',
-            },
-        }[self.beam_mode]
-
-
-class SingleCrystalDatastore(BaseDatastore):
-    """Class for single crystal diffraction data.
-
-    Attributes:
-        sin_theta_over_lambda (Optional[np.ndarray]): sin(θ)/λ values.
-        index_h (Optional[np.ndarray]): Miller index h.
-        index_k (Optional[np.ndarray]): Miller index k.
-        index_l (Optional[np.ndarray]): Miller index l.
-    """
-
-    def __init__(self) -> None:
-        """Initialize SingleCrystalDatastore."""
-        super().__init__()
-        self.sin_theta_over_lambda: Optional[np.ndarray] = None
-        self.index_h: Optional[np.ndarray] = None
-        self.index_k: Optional[np.ndarray] = None
-        self.index_l: Optional[np.ndarray] = None
-
-    def _cif_mapping(self) -> dict[str, str]:
-        """Return mapping from attribute names to CIF tags for single
-        crystal data.
-
-        Returns:
-            dict[str, str]: Mapping dictionary.
-        """
-        return {
-            'index_h': '_refln.index_h',
-            'index_k': '_refln.index_k',
-            'index_l': '_refln.index_l',
-            'meas': '_refln.intensity_meas',
-            'meas_su': '_refln.intensity_meas_su',
-        }
-
-
-class DatastoreFactory:
-    _supported = {
-        'powder': PowderDatastore,
-        'single crystal': SingleCrystalDatastore,
-    }
-
-    @classmethod
-    def create(
-        cls,
-        sample_form: str = SampleFormEnum.default(),
-        beam_mode: str = BeamModeEnum.default(),
-    ) -> BaseDatastore:
-        """Create and return a datastore object for the given sample
-        form.
-
-        Args:
-            sample_form (str): Sample form type, e.g. 'powder' or
-                'single crystal'.
-            beam_mode (str): Beam mode for powder sample form.
-
-        Returns:
-            BaseDatastore: Instance of a datastore class corresponding
-                to sample form.
-
-        Raises:
-            ValueError: If the sample_form or beam_mode is not
-                supported.
-        """
-        supported_sample_forms = list(cls._supported.keys())
-        if sample_form not in supported_sample_forms:
-            raise ValueError(
-                f"Unsupported sample form: '{sample_form}'.\n"
-                f'Supported sample forms: {supported_sample_forms}'
-            )
-
-        supported_beam_modes = ['time-of-flight', 'constant wavelength']
-        if beam_mode not in supported_beam_modes:
-            raise ValueError(
-                f"Unsupported beam mode: '{beam_mode}'.\n"
-                f'Supported beam modes: {supported_beam_modes}'
-            )
-
-        datastore_class = cls._supported[sample_form]
-        if sample_form == 'powder':
-            datastore_obj = datastore_class(beam_mode=beam_mode)
-        else:
-            datastore_obj = datastore_class()
-
-        return datastore_obj
diff --git a/src/easydiffraction/experiments/datastore/__init__.py b/src/easydiffraction/experiments/datastore/__init__.py
new file mode 100644
index 00000000..3e95b5e9
--- /dev/null
+++ b/src/easydiffraction/experiments/datastore/__init__.py
@@ -0,0 +1,2 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
diff --git a/src/easydiffraction/experiments/datastore/base.py b/src/easydiffraction/experiments/datastore/base.py
new file mode 100644
index 00000000..43d8a46b
--- /dev/null
+++ b/src/easydiffraction/experiments/datastore/base.py
@@ -0,0 +1,79 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from abc import abstractmethod
+from typing import TYPE_CHECKING
+from typing import Optional
+
+from typeguard import typechecked
+
+from easydiffraction.io.cif.serialize import datastore_to_cif
+
+if TYPE_CHECKING:
+    import numpy as np
+
+
+class DatastoreBase:
+    """Base class for all data stores.
+
+    Attributes:
+        meas (Optional[np.ndarray]): Measured intensities.
+        meas_su (Optional[np.ndarray]): Standard uncertainties of
+            measured intensities.
+        excluded (Optional[np.ndarray]): Flags for excluded points.
+        _calc (Optional[np.ndarray]): Stored calculated intensities.
+    """
+
+    def __init__(self) -> None:
+        self.meas: Optional[np.ndarray] = None
+        self.meas_su: Optional[np.ndarray] = None
+        self.excluded: Optional[np.ndarray] = None
+        self._calc: Optional[np.ndarray] = None
+
+    @property
+    def calc(self) -> Optional[np.ndarray]:
+        """Access calculated intensities. Should be updated via external
+        calculation.
+
+        Returns:
+            Optional[np.ndarray]: Calculated intensities array or None
+                if not set.
+        """
+        return self._calc
+
+    @calc.setter
+    @typechecked
+    def calc(self, values: np.ndarray) -> None:
+        """Set calculated intensities (from
+        Analysis.calculate_pattern()).
+
+        Args:
+            values (np.ndarray): Array of calculated intensities.
+        """
+        self._calc = values
+
+    @abstractmethod
+    def _cif_mapping(self) -> dict[str, str]:
+        """Must be implemented in subclasses to return a mapping from
+        attribute names to CIF tags.
+
+        Returns:
+            dict[str, str]: Mapping from attribute names to CIF tags.
+        """
+        pass
+
+    @property
+    def as_cif(self) -> str:
+        """Generate a CIF-formatted string representing the datastore
+        data.
+        """
+        return datastore_to_cif(self)
+
+    @property
+    def as_truncated_cif(self) -> str:
+        """Generate a CIF-formatted string representing the datastore
+        data.
+        """
+        return datastore_to_cif(self, max_points=5)
diff --git a/src/easydiffraction/experiments/datastore/factory.py b/src/easydiffraction/experiments/datastore/factory.py
new file mode 100644
index 00000000..bf9842aa
--- /dev/null
+++ b/src/easydiffraction/experiments/datastore/factory.py
@@ -0,0 +1,70 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Factory for experiment datastores based on sample form and beam
+mode.
+"""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from easydiffraction.experiments.datastore.pd import PdDatastore
+from easydiffraction.experiments.datastore.sc import ScDatastore
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+from easydiffraction.experiments.experiment.enums import SampleFormEnum
+
+if TYPE_CHECKING:
+    from easydiffraction.experiments.datastore.base import DatastoreBase
+
+
+class DatastoreFactory:
+    """Create PD or SC datastores depending on sample form."""
+
+    _supported = {
+        'powder': PdDatastore,
+        'single crystal': ScDatastore,
+    }
+
+    @classmethod
+    def create(
+        cls,
+        sample_form: str = SampleFormEnum.default(),
+        beam_mode: str = BeamModeEnum.default(),
+    ) -> DatastoreBase:
+        """Create and return a datastore object for the given sample
+        form.
+
+        Args:
+            sample_form (str): Sample form type, e.g. 'powder' or
+                'single crystal'.
+            beam_mode (str): Beam mode for powder sample form.
+
+        Returns:
+            DatastoreBase: Instance of a datastore class corresponding
+                to sample form.
+
+        Raises:
+            ValueError: If the sample_form or beam_mode is not
+                supported.
+        """
+        supported_sample_forms = list(cls._supported.keys())
+        if sample_form not in supported_sample_forms:
+            raise ValueError(
+                f"Unsupported sample form: '{sample_form}'.\n"
+                f'Supported sample forms: {supported_sample_forms}'
+            )
+
+        supported_beam_modes = ['time-of-flight', 'constant wavelength']
+        if beam_mode not in supported_beam_modes:
+            raise ValueError(
+                f"Unsupported beam mode: '{beam_mode}'.\n"
+                f'Supported beam modes: {supported_beam_modes}'
+            )
+
+        datastore_class = cls._supported[sample_form]
+        if sample_form == 'powder':
+            datastore_obj = datastore_class(beam_mode=beam_mode)
+        else:
+            datastore_obj = datastore_class()
+
+        return datastore_obj
diff --git a/src/easydiffraction/experiments/datastore/pd.py b/src/easydiffraction/experiments/datastore/pd.py
new file mode 100644
index 00000000..1939f70a
--- /dev/null
+++ b/src/easydiffraction/experiments/datastore/pd.py
@@ -0,0 +1,63 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+from typing import Optional
+
+from easydiffraction.experiments.datastore.base import DatastoreBase
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+
+if TYPE_CHECKING:
+    import numpy as np
+
+
+class PdDatastore(DatastoreBase):
+    """Class for powder diffraction data.
+
+    Attributes:
+        x (Optional[np.ndarray]): Scan variable (e.g. 2θ or
+            time-of-flight values).
+        d (Optional[np.ndarray]): d-spacing values.
+        bkg (Optional[np.ndarray]): Background values.
+    """
+
+    def __init__(self, beam_mode: Optional[BeamModeEnum] = None) -> None:
+        """Initialize PowderDatastore.
+
+        Args:
+            beam_mode (str): Beam mode, e.g. 'time-of-flight' or
+                'constant wavelength'.
+        """
+        super().__init__()
+
+        if beam_mode is None:
+            beam_mode = BeamModeEnum.default()
+
+        self.beam_mode = beam_mode
+        self.x: Optional[np.ndarray] = None
+        self.d: Optional[np.ndarray] = None
+        self.bkg: Optional[np.ndarray] = None
+
+    def _cif_mapping(self) -> dict[str, str]:
+        """Return mapping from attribute names to CIF tags based on beam
+        mode.
+
+        Returns:
+            dict[str, str]: Mapping dictionary.
+        """
+        # TODO: Decide where to have validation for beam_mode,
+        #  here or in Experiment class or somewhere else.
+        return {
+            'time-of-flight': {
+                'x': '_pd_meas.time_of_flight',
+                'meas': '_pd_meas.intensity_total',
+                'meas_su': '_pd_meas.intensity_total_su',
+            },
+            'constant wavelength': {
+                'x': '_pd_meas.2theta_scan',
+                'meas': '_pd_meas.intensity_total',
+                'meas_su': '_pd_meas.intensity_total_su',
+            },
+        }[self.beam_mode]
diff --git a/src/easydiffraction/experiments/datastore/sc.py b/src/easydiffraction/experiments/datastore/sc.py
new file mode 100644
index 00000000..7182782b
--- /dev/null
+++ b/src/easydiffraction/experiments/datastore/sc.py
@@ -0,0 +1,46 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+from typing import Optional
+
+from easydiffraction.experiments.datastore.base import DatastoreBase
+
+if TYPE_CHECKING:
+    import numpy as np
+
+
+class ScDatastore(DatastoreBase):
+    """Class for single crystal diffraction data.
+
+    Attributes:
+        sin_theta_over_lambda (Optional[np.ndarray]): sin(θ)/λ values.
+        index_h (Optional[np.ndarray]): Miller index h.
+        index_k (Optional[np.ndarray]): Miller index k.
+        index_l (Optional[np.ndarray]): Miller index l.
+    """
+
+    def __init__(self) -> None:
+        """Initialize SingleCrystalDatastore."""
+        super().__init__()
+        self.sin_theta_over_lambda: Optional[np.ndarray] = None
+        self.index_h: Optional[np.ndarray] = None
+        self.index_k: Optional[np.ndarray] = None
+        self.index_l: Optional[np.ndarray] = None
+
+    def _cif_mapping(self) -> dict[str, str]:
+        """Return mapping from attribute names to CIF tags for single
+        crystal data.
+
+        Returns:
+            dict[str, str]: Mapping dictionary.
+        """
+        return {
+            'index_h': '_refln.index_h',
+            'index_k': '_refln.index_k',
+            'index_l': '_refln.index_l',
+            'meas': '_refln.intensity_meas',
+            'meas_su': '_refln.intensity_meas_su',
+        }
diff --git a/src/easydiffraction/experiments/experiment.py b/src/easydiffraction/experiments/experiment.py
deleted file mode 100644
index 8abb80f7..00000000
--- a/src/easydiffraction/experiments/experiment.py
+++ /dev/null
@@ -1,572 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from abc import abstractmethod
-from typing import List
-from typing import Optional
-
-import numpy as np
-
-from easydiffraction.core.objects import Datablock
-from easydiffraction.experiments.collections.background import BackgroundFactory
-from easydiffraction.experiments.collections.background import BackgroundTypeEnum
-from easydiffraction.experiments.collections.excluded_regions import ExcludedRegions
-from easydiffraction.experiments.collections.linked_phases import LinkedPhases
-from easydiffraction.experiments.components.experiment_type import BeamModeEnum
-from easydiffraction.experiments.components.experiment_type import ExperimentType
-from easydiffraction.experiments.components.experiment_type import RadiationProbeEnum
-from easydiffraction.experiments.components.experiment_type import SampleFormEnum
-from easydiffraction.experiments.components.experiment_type import ScatteringTypeEnum
-from easydiffraction.experiments.components.instrument import InstrumentBase
-from easydiffraction.experiments.components.instrument import InstrumentFactory
-from easydiffraction.experiments.components.peak import PeakFactory
-from easydiffraction.experiments.components.peak import PeakProfileTypeEnum
-from easydiffraction.experiments.datastore import DatastoreFactory
-from easydiffraction.utils.decorators import enforce_type
-from easydiffraction.utils.formatting import paragraph
-from easydiffraction.utils.formatting import warning
-from easydiffraction.utils.utils import render_cif
-from easydiffraction.utils.utils import render_table
-
-
-class InstrumentMixin:
-    def __init__(self, *args, **kwargs):
-        expt_type = kwargs.get('type')
-        super().__init__(*args, **kwargs)
-        self._instrument = InstrumentFactory.create(
-            scattering_type=expt_type.scattering_type.value,
-            beam_mode=expt_type.beam_mode.value,
-        )
-
-    @property
-    def instrument(self):
-        return self._instrument
-
-    @instrument.setter
-    @enforce_type
-    def instrument(self, new_instrument: InstrumentBase):
-        self._instrument = new_instrument
-
-
-class BaseExperiment(Datablock):
-    """Base class for all experiments with only core attributes.
-
-    Wraps experiment type, instrument and datastore.
-    """
-
-    # TODO: Find better name for the attribute 'type'.
-    #  1. It shadows the built-in type() function.
-    #  2. It is not very clear what it refers to.
-    def __init__(self, name: str, type: ExperimentType):
-        self.name = name
-        self.type = type
-        self.datastore = DatastoreFactory.create(
-            sample_form=self.type.sample_form.value,
-            beam_mode=self.type.beam_mode.value,
-        )
-
-    # ---------------
-    # Experiment type
-    # ---------------
-
-    @property
-    def type(self):
-        return self._type
-
-    @type.setter
-    @enforce_type
-    def type(self, new_experiment_type: ExperimentType):
-        self._type = new_experiment_type
-
-    # ----------------
-    # Misc. Need to be sorted
-    # ----------------
-
-    def as_cif(
-        self,
-        max_points: Optional[int] = None,
-    ) -> str:
-        """Export the sample model to CIF format.
-
-        Returns:
-            str: CIF string representation of the experiment.
-        """
-        # Data block header
-        cif_lines: List[str] = [f'data_{self.name}']
-
-        # Experiment type
-        cif_lines += ['', self.type.as_cif()]
-
-        # Instrument setup and calibration
-        if hasattr(self, 'instrument'):
-            cif_lines += ['', self.instrument.as_cif()]
-
-        # Peak profile, broadening and asymmetry
-        if hasattr(self, 'peak'):
-            cif_lines += ['', self.peak.as_cif()]
-
-        # Phase scale factors for powder experiments
-        if hasattr(self, 'linked_phases') and self.linked_phases._items:
-            cif_lines += ['', self.linked_phases.as_cif()]
-
-        # Crystal scale factor for single crystal experiments
-        if hasattr(self, 'linked_crystal'):
-            cif_lines += ['', self.linked_crystal.as_cif()]
-
-        # Background points
-        if hasattr(self, 'background') and self.background._items:
-            cif_lines += ['', self.background.as_cif()]
-
-        # Excluded regions
-        if hasattr(self, 'excluded_regions') and self.excluded_regions._items:
-            cif_lines += ['', self.excluded_regions.as_cif()]
-
-        # Measured data
-        if hasattr(self, 'datastore'):
-            cif_lines += ['', self.datastore.as_cif(max_points=max_points)]
-
-        return '\n'.join(cif_lines)
-
-    def show_as_cif(self) -> None:
-        cif_text: str = self.as_cif(max_points=5)
-        paragraph_title: str = paragraph(f"Experiment 🔬 '{self.name}' as cif")
-        render_cif(cif_text, paragraph_title)
-
-    @abstractmethod
-    def _load_ascii_data_to_experiment(self, data_path: str) -> None:
-        pass
-
-
-class BasePowderExperiment(BaseExperiment):
-    """Base class for all powder experiments."""
-
-    def __init__(
-        self,
-        name: str,
-        type: ExperimentType,
-    ) -> None:
-        super().__init__(name=name, type=type)
-
-        self._peak_profile_type: str = PeakProfileTypeEnum.default(
-            self.type.scattering_type.value,
-            self.type.beam_mode.value,
-        ).value
-        self.peak = PeakFactory.create(
-            scattering_type=self.type.scattering_type.value,
-            beam_mode=self.type.beam_mode.value,
-            profile_type=self._peak_profile_type,
-        )
-
-        self.linked_phases: LinkedPhases = LinkedPhases()
-        self.excluded_regions: ExcludedRegions = ExcludedRegions(parent=self)
-
-    @abstractmethod
-    def _load_ascii_data_to_experiment(self, data_path: str) -> None:
-        pass
-
-    @property
-    def peak_profile_type(self):
-        return self._peak_profile_type
-
-    @peak_profile_type.setter
-    def peak_profile_type(self, new_type: str):
-        if (
-            new_type
-            not in PeakFactory._supported[self.type.scattering_type.value][
-                self.type.beam_mode.value
-            ]
-        ):
-            supported_types = list(
-                PeakFactory._supported[self.type.scattering_type.value][
-                    self.type.beam_mode.value
-                ].keys()
-            )
-            print(warning(f"Unsupported peak profile '{new_type}'"))
-            print(f'Supported peak profiles: {supported_types}')
-            print("For more information, use 'show_supported_peak_profile_types()'")
-            return
-        self.peak = PeakFactory.create(
-            scattering_type=self.type.scattering_type.value,
-            beam_mode=self.type.beam_mode.value,
-            profile_type=new_type,
-        )
-        self._peak_profile_type = new_type
-        print(paragraph(f"Peak profile type for experiment '{self.name}' changed to"))
-        print(new_type)
-
-    def show_supported_peak_profile_types(self):
-        columns_headers = ['Peak profile type', 'Description']
-        columns_alignment = ['left', 'left']
-        columns_data = []
-
-        scattering_type = self.type.scattering_type.value
-        beam_mode = self.type.beam_mode.value
-
-        for profile_type in PeakFactory._supported[scattering_type][beam_mode]:
-            columns_data.append([profile_type.value, profile_type.description()])
-
-        print(paragraph('Supported peak profile types'))
-        render_table(
-            columns_headers=columns_headers,
-            columns_alignment=columns_alignment,
-            columns_data=columns_data,
-        )
-
-    def show_current_peak_profile_type(self):
-        print(paragraph('Current peak profile type'))
-        print(self.peak_profile_type)
-
-
-class PowderExperiment(
-    InstrumentMixin,
-    BasePowderExperiment,
-):
-    """Powder experiment class with specific attributes.
-
-    Wraps background, peak profile, and linked phases.
-    """
-
-    def __init__(
-        self,
-        name: str,
-        type: ExperimentType,
-    ) -> None:
-        super().__init__(name=name, type=type)
-
-        self._background_type: BackgroundTypeEnum = BackgroundTypeEnum.default()
-        self.background = BackgroundFactory.create(background_type=self.background_type)
-
-    # -------------
-    # Measured data
-    # -------------
-
-    def _load_ascii_data_to_experiment(self, data_path: str) -> None:
-        """Loads x, y, sy values from an ASCII data file into the
-        experiment.
-
-        The file must be structured as:
-            x  y  sy
-        """
-        try:
-            data = np.loadtxt(data_path)
-        except Exception as e:
-            raise IOError(f'Failed to read data from {data_path}: {e}') from e
-
-        if data.shape[1] < 2:
-            raise ValueError('Data file must have at least two columns: x and y.')
-
-        if data.shape[1] < 3:
-            print('Warning: No uncertainty (sy) column provided. Defaulting to sqrt(y).')
-
-        # Extract x, y data
-        x: np.ndarray = data[:, 0]
-        y: np.ndarray = data[:, 1]
-
-        # Round x to 4 decimal places
-        # TODO: This is needed for CrysPy, as otherwise it fails to
-        #  match the size of the data arrays.
-        x = np.round(x, 4)
-
-        # Determine sy from column 3 if available, otherwise use sqrt(y)
-        sy: np.ndarray = data[:, 2] if data.shape[1] > 2 else np.sqrt(y)
-
-        # Replace values smaller than 0.0001 with 1.0
-        # TODO: This is needed for minimization algorithms that fail
-        #  with very small or zero uncertainties.
-        sy = np.where(sy < 0.0001, 1.0, sy)
-
-        # Attach the data to the experiment's datastore
-
-        # The full pattern data
-        self.datastore.full_x = x
-        self.datastore.full_meas = y
-        self.datastore.full_meas_su = sy
-
-        # The pattern data used for fitting (without excluded points)
-        # This is the same as full_x, full_meas, full_meas_su by default
-        self.datastore.x = x
-        self.datastore.meas = y
-        self.datastore.meas_su = sy
-
-        # Excluded mask
-        # No excluded points by default
-        self.datastore.excluded = np.full(x.shape, fill_value=False, dtype=bool)
-
-        print(paragraph('Data loaded successfully'))
-        print(f"Experiment 🔬 '{self.name}'. Number of data points: {len(x)}")
-
-    @property
-    def background_type(self):
-        return self._background_type
-
-    @background_type.setter
-    def background_type(self, new_type):
-        if new_type not in BackgroundFactory._supported:
-            supported_types = list(BackgroundFactory._supported.keys())
-            print(warning(f"Unknown background type '{new_type}'"))
-            print(f'Supported background types: {supported_types}')
-            print("For more information, use 'show_supported_background_types()'")
-            return
-        self.background = BackgroundFactory.create(new_type)
-        self._background_type = new_type
-        print(paragraph(f"Background type for experiment '{self.name}' changed to"))
-        print(new_type)
-
-    def show_supported_background_types(self):
-        columns_headers = ['Background type', 'Description']
-        columns_alignment = ['left', 'left']
-        columns_data = []
-        for bt in BackgroundFactory._supported:
-            columns_data.append([bt.value, bt.description()])
-
-        print(paragraph('Supported background types'))
-        render_table(
-            columns_headers=columns_headers,
-            columns_alignment=columns_alignment,
-            columns_data=columns_data,
-        )
-
-    def show_current_background_type(self):
-        print(paragraph('Current background type'))
-        print(self.background_type)
-
-
-# TODO: Refactor this class to reuse PowderExperiment
-# TODO: This is not a specific experiment, but rather processed data
-#  from PowderExperiment. So, we should think of a better design.
-class PairDistributionFunctionExperiment(BasePowderExperiment):
-    """PDF experiment class with specific attributes."""
-
-    def __init__(
-        self,
-        name: str,
-        type: ExperimentType,
-    ):
-        super().__init__(name=name, type=type)
-
-    def _load_ascii_data_to_experiment(self, data_path):
-        """Loads x, y, sy values from an ASCII data file into the
-        experiment.
-
-        The file must be structured as:
-            x  y  sy
-        """
-        try:
-            from diffpy.utils.parsers.loaddata import loadData
-        except ImportError:
-            raise ImportError('diffpy module not found.') from None
-        try:
-            data = loadData(data_path)
-        except Exception as e:
-            raise IOError(f'Failed to read data from {data_path}: {e}') from e
-
-        if data.shape[1] < 2:
-            raise ValueError('Data file must have at least two columns: x and y.')
-
-        default_sy = 0.03
-        if data.shape[1] < 3:
-            print(f'Warning: No uncertainty (sy) column provided. Defaulting to {default_sy}.')
-
-        # Extract x, y, and sy data
-        x = data[:, 0]
-        # We should also add sx = data[:, 2] to capture the e.s.d. of x.
-        # It might be useful in future.
-        y = data[:, 1]
-        # Using sqrt isn’t appropriate here, as the y-scale isn’t raw
-        # counts and includes both positive and negative values. For
-        # now, set the e.s.d. to a fixed value of 0.03 if it’s not
-        # included in the measured data file. We should improve this
-        # later.
-        # sy = data[:, 3] if data.shape[1] > 2 else np.sqrt(y)
-        sy = data[:, 2] if data.shape[1] > 2 else np.full_like(y, fill_value=default_sy)
-
-        # Attach the data to the experiment's datastore
-        self.datastore.x = x
-        self.datastore.meas = y
-        self.datastore.meas_su = sy
-
-        print(paragraph('Data loaded successfully'))
-        print(f"Experiment 🔬 '{self.name}'. Number of data points: {len(x)}")
-
-
-class SingleCrystalExperiment(BaseExperiment):
-    """Single crystal experiment class with specific attributes."""
-
-    def __init__(
-        self,
-        name: str,
-        type: ExperimentType,
-    ) -> None:
-        super().__init__(name=name, type=type)
-        self.linked_crystal = None
-
-    def show_meas_chart(self) -> None:
-        print('Showing measured data chart is not implemented yet.')
-
-
-class ExperimentFactory:
-    """Creates Experiment instances with only relevant attributes."""
-
-    _valid_arg_sets = [
-        {
-            'required': ['cif_path'],
-            'optional': [],
-        },
-        {
-            'required': ['cif_str'],
-            'optional': [],
-        },
-        {
-            'required': [
-                'name',
-                'data_path',
-            ],
-            'optional': [
-                'sample_form',
-                'beam_mode',
-                'radiation_probe',
-                'scattering_type',
-            ],
-        },
-        {
-            'required': ['name'],
-            'optional': [
-                'sample_form',
-                'beam_mode',
-                'radiation_probe',
-                'scattering_type',
-            ],
-        },
-    ]
-
-    _supported = {
-        ScatteringTypeEnum.BRAGG: {
-            SampleFormEnum.POWDER: PowderExperiment,
-            SampleFormEnum.SINGLE_CRYSTAL: SingleCrystalExperiment,
-        },
-        ScatteringTypeEnum.TOTAL: {
-            SampleFormEnum.POWDER: PairDistributionFunctionExperiment,
-        },
-    }
-
-    @classmethod
-    def create(cls, **kwargs):
-        """Main factory method for creating an experiment instance.
-
-        Validates argument combinations and dispatches to the
-        appropriate creation method. Raises ValueError if arguments are
-        invalid or no valid dispatch is found.
-        """
-        # Check for valid argument combinations
-        user_args = [k for k, v in kwargs.items() if v is not None]
-        if not cls.is_valid_args(user_args):
-            raise ValueError(f'Invalid argument combination: {user_args}')
-
-        # Validate enum arguments if provided
-        if 'sample_form' in kwargs:
-            SampleFormEnum(kwargs['sample_form'])
-        if 'beam_mode' in kwargs:
-            BeamModeEnum(kwargs['beam_mode'])
-        if 'radiation_probe' in kwargs:
-            RadiationProbeEnum(kwargs['radiation_probe'])
-        if 'scattering_type' in kwargs:
-            ScatteringTypeEnum(kwargs['scattering_type'])
-
-        # Dispatch to the appropriate creation method
-        if 'cif_path' in kwargs:
-            return cls._create_from_cif_path(kwargs)
-        elif 'cif_str' in kwargs:
-            return cls._create_from_cif_str(kwargs)
-        elif 'data_path' in kwargs:
-            return cls._create_from_data_path(kwargs)
-        elif 'name' in kwargs:
-            return cls._create_without_data(kwargs)
-
-    @staticmethod
-    def _create_from_cif_path(cif_path):
-        """Create an experiment from a CIF file path.
-
-        Not yet implemented.
-        """
-        # TODO: Implement CIF file loading logic
-        raise NotImplementedError('CIF file loading not implemented yet.')
-
-    @staticmethod
-    def _create_from_cif_str(cif_str):
-        """Create an experiment from a CIF string.
-
-        Not yet implemented.
-        """
-        # TODO: Implement CIF string loading logic
-        raise NotImplementedError('CIF string loading not implemented yet.')
-
-    @classmethod
-    def _create_from_data_path(cls, kwargs):
-        """Create an experiment from a raw data ASCII file.
-
-        Loads the experiment and attaches measured data from the
-        specified file.
-        """
-        expt_type = cls._make_experiment_type(kwargs)
-        scattering_type = expt_type.scattering_type.value
-        sample_form = expt_type.sample_form.value
-        expt_class = cls._supported[scattering_type][sample_form]
-        expt_name = kwargs['name']
-        expt_obj = expt_class(name=expt_name, type=expt_type)
-        data_path = kwargs['data_path']
-        expt_obj._load_ascii_data_to_experiment(data_path)
-        return expt_obj
-
-    @classmethod
-    def _create_without_data(cls, kwargs):
-        """Create an experiment without measured data.
-
-        Returns an experiment instance with only metadata and
-        configuration.
-        """
-        expt_type = cls._make_experiment_type(kwargs)
-        scattering_type = expt_type.scattering_type.value
-        sample_form = expt_type.sample_form.value
-        expt_class = cls._supported[scattering_type][sample_form]
-        expt_name = kwargs['name']
-        expt_obj = expt_class(name=expt_name, type=expt_type)
-        return expt_obj
-
-    @classmethod
-    def _make_experiment_type(cls, kwargs):
-        """Helper to construct an ExperimentType from keyword arguments,
-        using defaults as needed.
-        """
-        return ExperimentType(
-            sample_form=kwargs.get('sample_form', SampleFormEnum.default()),
-            beam_mode=kwargs.get('beam_mode', BeamModeEnum.default()),
-            radiation_probe=kwargs.get('radiation_probe', RadiationProbeEnum.default()),
-            scattering_type=kwargs.get('scattering_type', ScatteringTypeEnum.default()),
-        )
-
-    @staticmethod
-    def is_valid_args(user_args):
-        """Validate user argument set against allowed combinations.
-
-        Returns True if the argument set matches any valid combination,
-        else False.
-        """
-        user_arg_set = set(user_args)
-        for arg_set in ExperimentFactory._valid_arg_sets:
-            required = set(arg_set['required'])
-            optional = set(arg_set['optional'])
-            # Must have all required, and only required+optional
-            if required.issubset(user_arg_set) and user_arg_set <= (required | optional):
-                return True
-        return False
-
-
-class Experiment:
-    """User-facing API for creating an experiment.
-
-    Accepts keyword arguments and delegates validation and creation to
-    ExperimentFactory.
-    """
-
-    def __new__(cls, **kwargs):
-        return ExperimentFactory.create(**kwargs)
diff --git a/src/easydiffraction/experiments/experiment/__init__.py b/src/easydiffraction/experiments/experiment/__init__.py
new file mode 100644
index 00000000..23232375
--- /dev/null
+++ b/src/easydiffraction/experiments/experiment/__init__.py
@@ -0,0 +1,16 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.experiments.experiment.base import ExperimentBase
+from easydiffraction.experiments.experiment.base import PdExperimentBase
+from easydiffraction.experiments.experiment.bragg_pd import BraggPdExperiment
+from easydiffraction.experiments.experiment.bragg_sc import BraggScExperiment
+from easydiffraction.experiments.experiment.total_pd import TotalPdExperiment
+
+__all__ = [
+    'ExperimentBase',
+    'PdExperimentBase',
+    'BraggPdExperiment',
+    'TotalPdExperiment',
+    'BraggScExperiment',
+]
diff --git a/src/easydiffraction/experiments/experiment/base.py b/src/easydiffraction/experiments/experiment/base.py
new file mode 100644
index 00000000..ae8d383f
--- /dev/null
+++ b/src/easydiffraction/experiments/experiment/base.py
@@ -0,0 +1,217 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from abc import abstractmethod
+from typing import TYPE_CHECKING
+
+from easydiffraction.core.datablock import DatablockItem
+from easydiffraction.experiments.categories.excluded_regions import ExcludedRegions
+from easydiffraction.experiments.categories.linked_phases import LinkedPhases
+from easydiffraction.experiments.categories.peak.factory import PeakFactory
+from easydiffraction.experiments.categories.peak.factory import PeakProfileTypeEnum
+from easydiffraction.experiments.datastore.factory import DatastoreFactory
+from easydiffraction.io.cif.serialize import experiment_to_cif
+from easydiffraction.utils.formatting import paragraph
+from easydiffraction.utils.formatting import warning
+from easydiffraction.utils.utils import render_cif
+from easydiffraction.utils.utils import render_table
+
+if TYPE_CHECKING:
+    from easydiffraction.experiments.categories.experiment_type import ExperimentType
+
+
+class ExperimentBase(DatablockItem):
+    """Base class for all experiments with only core attributes.
+
+    Wraps experiment type, instrument and datastore.
+    """
+
+    def __init__(
+        self,
+        *,
+        name: str,
+        type: ExperimentType,
+    ):
+        super().__init__()
+        self._name = name
+        self._type = type
+        self._datastore = DatastoreFactory.create(
+            sample_form=self.type.sample_form.value,
+            beam_mode=self.type.beam_mode.value,
+        )
+        self._identity.datablock_entry_name = lambda: self.name
+
+    @property
+    def name(self) -> str:
+        """Human-readable name of the experiment."""
+        return self._name
+
+    @name.setter
+    def name(self, new: str) -> None:
+        """Rename the experiment.
+
+        Args:
+            new: New name for this experiment.
+        """
+        self._name = new
+
+    @property
+    def type(self):  # TODO: Consider another name
+        """Experiment type descriptor (sample form, probe, beam
+        mode).
+        """
+        return self._type
+
+    @property
+    def datastore(self):
+        """Data container with x, y, error, calc and background
+        arrays.
+        """
+        return self._datastore
+
+    @property
+    def as_cif(self) -> str:
+        """Serialize this experiment to a CIF fragment."""
+        return experiment_to_cif(self)
+
+    def show_as_cif(self) -> None:
+        """Pretty-print the experiment and datastore as CIF text."""
+        experiment_cif = super().as_cif
+        datastore_cif = self.datastore.as_truncated_cif
+        cif_text: str = f'{experiment_cif}\n\n{datastore_cif}'
+        paragraph_title: str = paragraph(f"Experiment 🔬 '{self.name}' as cif")
+        render_cif(cif_text, paragraph_title)
+
+    @abstractmethod
+    def _load_ascii_data_to_experiment(self, data_path: str) -> None:
+        """Load ASCII data from file into the experiment datastore.
+
+        Args:
+            data_path: Path to the ASCII file to load.
+        """
+        raise NotImplementedError()
+
+
+class PdExperimentBase(ExperimentBase):
+    """Base class for all powder experiments."""
+
+    def __init__(
+        self,
+        *,
+        name: str,
+        type: ExperimentType,
+    ) -> None:
+        super().__init__(name=name, type=type)
+
+        self._peak_profile_type: PeakProfileTypeEnum = PeakProfileTypeEnum.default(
+            self.type.scattering_type.value,
+            self.type.beam_mode.value,
+        )
+        self._peak = PeakFactory.create(
+            scattering_type=self.type.scattering_type.value,
+            beam_mode=self.type.beam_mode.value,
+            profile_type=self._peak_profile_type,
+        )
+
+        self._linked_phases: LinkedPhases = LinkedPhases()
+        self._excluded_regions: ExcludedRegions = ExcludedRegions()
+
+    @abstractmethod
+    def _load_ascii_data_to_experiment(self, data_path: str) -> None:
+        """Load powder diffraction data from an ASCII file.
+
+        Args:
+            data_path: Path to data file with columns compatible with
+                the beam mode (e.g. 2θ/I/σ for CWL, TOF/I/σ for TOF).
+        """
+        pass
+
+    @property
+    def peak(self) -> str:
+        """Peak category object with profile parameters and mixins."""
+        return self._peak
+
+    @peak.setter
+    def peak(self, value):
+        """Replace the peak model used for this powder experiment.
+
+        Args:
+            value: New peak object created by the `PeakFactory`.
+        """
+        self._peak = value
+
+    @property
+    def linked_phases(self) -> str:
+        """Collection of phases linked to this experiment."""
+        return self._linked_phases
+
+    @property
+    def excluded_regions(self) -> str:
+        """Collection of excluded regions for the x-grid."""
+        return self._excluded_regions
+
+    @property
+    def peak_profile_type(self):
+        """Currently selected peak profile type enum."""
+        return self._peak_profile_type
+
+    @peak_profile_type.setter
+    def peak_profile_type(self, new_type: str | PeakProfileTypeEnum):
+        """Change the active peak profile type, if supported.
+
+        Args:
+            new_type: New profile type as enum or its string value.
+        """
+        if isinstance(new_type, str):
+            try:
+                new_type = PeakProfileTypeEnum(new_type)
+            except ValueError:
+                print(warning(f"Unknown peak profile type '{new_type}'"))
+                return
+
+        supported_types = list(
+            PeakFactory._supported[self.type.scattering_type.value][
+                self.type.beam_mode.value
+            ].keys()
+        )
+
+        if new_type not in supported_types:
+            print(warning(f"Unsupported peak profile '{new_type.value}'"))
+            print(f'Supported peak profiles: {supported_types}')
+            print("For more information, use 'show_supported_peak_profile_types()'")
+            return
+
+        self._peak = PeakFactory.create(
+            scattering_type=self.type.scattering_type.value,
+            beam_mode=self.type.beam_mode.value,
+            profile_type=new_type,
+        )
+        self._peak_profile_type = new_type
+        print(paragraph(f"Peak profile type for experiment '{self.name}' changed to"))
+        print(new_type.value)
+
+    def show_supported_peak_profile_types(self):
+        """Print available peak profile types for this experiment."""
+        columns_headers = ['Peak profile type', 'Description']
+        columns_alignment = ['left', 'left']
+        columns_data = []
+
+        scattering_type = self.type.scattering_type.value
+        beam_mode = self.type.beam_mode.value
+
+        for profile_type in PeakFactory._supported[scattering_type][beam_mode]:
+            columns_data.append([profile_type.value, profile_type.description()])
+
+        print(paragraph('Supported peak profile types'))
+        render_table(
+            columns_headers=columns_headers,
+            columns_alignment=columns_alignment,
+            columns_data=columns_data,
+        )
+
+    def show_current_peak_profile_type(self):
+        """Print the currently selected peak profile type."""
+        print(paragraph('Current peak profile type'))
+        print(self.peak_profile_type)
diff --git a/src/easydiffraction/experiments/experiment/bragg_pd.py b/src/easydiffraction/experiments/experiment/bragg_pd.py
new file mode 100644
index 00000000..f69e1fbc
--- /dev/null
+++ b/src/easydiffraction/experiments/experiment/bragg_pd.py
@@ -0,0 +1,135 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import numpy as np
+
+from easydiffraction.experiments.categories.background.enums import BackgroundTypeEnum
+from easydiffraction.experiments.categories.background.factory import BackgroundFactory
+from easydiffraction.experiments.experiment.base import PdExperimentBase
+from easydiffraction.experiments.experiment.instrument_mixin import InstrumentMixin
+from easydiffraction.utils.formatting import paragraph
+from easydiffraction.utils.formatting import warning
+from easydiffraction.utils.utils import render_table
+
+if TYPE_CHECKING:
+    from easydiffraction.experiments.categories.experiment_type import ExperimentType
+
+
+class BraggPdExperiment(InstrumentMixin, PdExperimentBase):
+    """Powder diffraction experiment.
+
+    Wraps background model, peak profile and linked phases for Bragg PD.
+    """
+
+    def __init__(
+        self,
+        *,
+        name: str,
+        type: ExperimentType,
+    ) -> None:
+        super().__init__(name=name, type=type)
+
+        self._background_type: BackgroundTypeEnum = BackgroundTypeEnum.default()
+        self._background = BackgroundFactory.create(background_type=self.background_type)
+
+    @property
+    def background(self):
+        return self._background
+
+    @background.setter
+    def background(self, value):
+        self._background = value
+
+    # -------------
+    # Measured data
+    # -------------
+
+    def _load_ascii_data_to_experiment(self, data_path: str) -> None:
+        """Load (x, y, sy) data from an ASCII file into the datastore.
+
+        The file format is space/column separated with 2 or 3 columns:
+        ``x y [sy]``. If ``sy`` is missing, it is approximated as
+        ``sqrt(y)`` with small values clamped to ``1.0``.
+        """
+        try:
+            data = np.loadtxt(data_path)
+        except Exception as e:
+            raise IOError(f'Failed to read data from {data_path}: {e}') from e
+
+        if data.shape[1] < 2:
+            raise ValueError('Data file must have at least two columns: x and y.')
+
+        if data.shape[1] < 3:
+            print('Warning: No uncertainty (sy) column provided. Defaulting to sqrt(y).')
+
+        # Extract x, y data
+        x: np.ndarray = data[:, 0]
+        y: np.ndarray = data[:, 1]
+
+        # Round x to 4 decimal places
+        x = np.round(x, 4)
+
+        # Determine sy from column 3 if available, otherwise use sqrt(y)
+        sy: np.ndarray = data[:, 2] if data.shape[1] > 2 else np.sqrt(y)
+
+        # Replace values smaller than 0.0001 with 1.0
+        sy = np.where(sy < 0.0001, 1.0, sy)
+
+        # Attach the data to the experiment's datastore
+        self.datastore.full_x = x
+        self.datastore.full_meas = y
+        self.datastore.full_meas_su = sy
+        self.datastore.x = x
+        self.datastore.meas = y
+        self.datastore.meas_su = sy
+        self.datastore.excluded = np.full(x.shape, fill_value=False, dtype=bool)
+
+        print(paragraph('Data loaded successfully'))
+        print(f"Experiment 🔬 '{self.name}'. Number of data points: {len(x)}")
+
+    @property
+    def background_type(self):
+        """Current background type enum value."""
+        return self._background_type
+
+    @background_type.setter
+    def background_type(self, new_type):
+        """Set and apply a new background type.
+
+        Falls back to printing supported types if the new value is not
+        supported.
+        """
+        if new_type not in BackgroundFactory._supported_map():
+            supported_types = list(BackgroundFactory._supported_map().keys())
+            print(warning(f"Unknown background type '{new_type}'"))
+            print(f'Supported background types: {supported_types}')
+            print("For more information, use 'show_supported_background_types()'")
+            return
+        self.background = BackgroundFactory.create(new_type)
+        self._background_type = new_type
+        print(paragraph(f"Background type for experiment '{self.name}' changed to"))
+        print(new_type)
+
+    def show_supported_background_types(self):
+        """Print a table of supported background types."""
+        columns_headers = ['Background type', 'Description']
+        columns_alignment = ['left', 'left']
+        columns_data = []
+        for bt in BackgroundFactory._supported_map():
+            columns_data.append([bt.value, bt.description()])
+
+        print(paragraph('Supported background types'))
+        render_table(
+            columns_headers=columns_headers,
+            columns_alignment=columns_alignment,
+            columns_data=columns_data,
+        )
+
+    def show_current_background_type(self):
+        """Print the currently used background type."""
+        print(paragraph('Current background type'))
+        print(self.background_type)
diff --git a/src/easydiffraction/experiments/experiment/bragg_sc.py b/src/easydiffraction/experiments/experiment/bragg_sc.py
new file mode 100644
index 00000000..d5e069da
--- /dev/null
+++ b/src/easydiffraction/experiments/experiment/bragg_sc.py
@@ -0,0 +1,28 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Single crystal experiment types and helpers."""
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from easydiffraction.experiments.experiment.base import ExperimentBase
+
+if TYPE_CHECKING:
+    from easydiffraction.experiments.categories.experiment_type import ExperimentType
+
+
+class BraggScExperiment(ExperimentBase):
+    """Single crystal experiment class with specific attributes."""
+
+    def __init__(
+        self,
+        *,
+        name: str,
+        type: ExperimentType,
+    ) -> None:
+        super().__init__(name=name, type=type)
+        self.linked_crystal = None
+
+    def show_meas_chart(self) -> None:
+        print('Showing measured data chart is not implemented yet.')
diff --git a/src/easydiffraction/experiments/experiment/enums.py b/src/easydiffraction/experiments/experiment/enums.py
new file mode 100644
index 00000000..ca622c3b
--- /dev/null
+++ b/src/easydiffraction/experiments/experiment/enums.py
@@ -0,0 +1,118 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Enumerations for experiment configuration (forms, modes, types)."""
+
+from enum import Enum
+
+
+class SampleFormEnum(str, Enum):
+    """Physical sample form supported by experiments."""
+
+    POWDER = 'powder'
+    SINGLE_CRYSTAL = 'single crystal'
+
+    @classmethod
+    def default(cls) -> 'SampleFormEnum':
+        return cls.POWDER
+
+    def description(self) -> str:
+        if self is SampleFormEnum.POWDER:
+            return 'Powdered or polycrystalline sample.'
+        elif self is SampleFormEnum.SINGLE_CRYSTAL:
+            return 'Single crystal sample.'
+
+
+class ScatteringTypeEnum(str, Enum):
+    """Type of scattering modeled in an experiment."""
+
+    BRAGG = 'bragg'
+    TOTAL = 'total'
+
+    @classmethod
+    def default(cls) -> 'ScatteringTypeEnum':
+        return cls.BRAGG
+
+    def description(self) -> str:
+        if self is ScatteringTypeEnum.BRAGG:
+            return 'Bragg diffraction for conventional structure refinement.'
+        elif self is ScatteringTypeEnum.TOTAL:
+            return 'Total scattering for pair distribution function analysis (PDF).'
+
+
+class RadiationProbeEnum(str, Enum):
+    """Incident radiation probe used in the experiment."""
+
+    NEUTRON = 'neutron'
+    XRAY = 'xray'
+
+    @classmethod
+    def default(cls) -> 'RadiationProbeEnum':
+        return cls.NEUTRON
+
+    def description(self) -> str:
+        if self is RadiationProbeEnum.NEUTRON:
+            return 'Neutron diffraction.'
+        elif self is RadiationProbeEnum.XRAY:
+            return 'X-ray diffraction.'
+
+
+class BeamModeEnum(str, Enum):
+    """Beam delivery mode for the instrument."""
+
+    CONSTANT_WAVELENGTH = 'constant wavelength'
+    TIME_OF_FLIGHT = 'time-of-flight'
+
+    @classmethod
+    def default(cls) -> 'BeamModeEnum':
+        return cls.CONSTANT_WAVELENGTH
+
+    def description(self) -> str:
+        if self is BeamModeEnum.CONSTANT_WAVELENGTH:
+            return 'Constant wavelength (CW) diffraction.'
+        elif self is BeamModeEnum.TIME_OF_FLIGHT:
+            return 'Time-of-flight (TOF) diffraction.'
+
+
+class PeakProfileTypeEnum(str, Enum):
+    """Available peak profile types per scattering and beam mode."""
+
+    PSEUDO_VOIGT = 'pseudo-voigt'
+    SPLIT_PSEUDO_VOIGT = 'split pseudo-voigt'
+    THOMPSON_COX_HASTINGS = 'thompson-cox-hastings'
+    PSEUDO_VOIGT_IKEDA_CARPENTER = 'pseudo-voigt * ikeda-carpenter'
+    PSEUDO_VOIGT_BACK_TO_BACK = 'pseudo-voigt * back-to-back'
+    GAUSSIAN_DAMPED_SINC = 'gaussian-damped-sinc'
+
+    @classmethod
+    def default(
+        cls,
+        scattering_type: ScatteringTypeEnum | None = None,
+        beam_mode: BeamModeEnum | None = None,
+    ) -> 'PeakProfileTypeEnum':
+        if scattering_type is None:
+            scattering_type = ScatteringTypeEnum.default()
+        if beam_mode is None:
+            beam_mode = BeamModeEnum.default()
+        return {
+            (ScatteringTypeEnum.BRAGG, BeamModeEnum.CONSTANT_WAVELENGTH): cls.PSEUDO_VOIGT,
+            (
+                ScatteringTypeEnum.BRAGG,
+                BeamModeEnum.TIME_OF_FLIGHT,
+            ): cls.PSEUDO_VOIGT_IKEDA_CARPENTER,
+            (ScatteringTypeEnum.TOTAL, BeamModeEnum.CONSTANT_WAVELENGTH): cls.GAUSSIAN_DAMPED_SINC,
+            (ScatteringTypeEnum.TOTAL, BeamModeEnum.TIME_OF_FLIGHT): cls.GAUSSIAN_DAMPED_SINC,
+        }[(scattering_type, beam_mode)]
+
+    def description(self) -> str:
+        if self is PeakProfileTypeEnum.PSEUDO_VOIGT:
+            return 'Pseudo-Voigt profile'
+        elif self is PeakProfileTypeEnum.SPLIT_PSEUDO_VOIGT:
+            return 'Split pseudo-Voigt profile with empirical asymmetry correction.'
+        elif self is PeakProfileTypeEnum.THOMPSON_COX_HASTINGS:
+            return 'Thompson-Cox-Hastings profile with FCJ asymmetry correction.'
+        elif self is PeakProfileTypeEnum.PSEUDO_VOIGT_IKEDA_CARPENTER:
+            return 'Pseudo-Voigt profile with Ikeda-Carpenter asymmetry correction.'
+        elif self is PeakProfileTypeEnum.PSEUDO_VOIGT_BACK_TO_BACK:
+            return 'Pseudo-Voigt profile with Back-to-Back Exponential asymmetry correction.'
+        elif self is PeakProfileTypeEnum.GAUSSIAN_DAMPED_SINC:
+            return 'Gaussian-damped sinc profile for pair distribution function (PDF) analysis.'
diff --git a/src/easydiffraction/experiments/experiment/factory.py b/src/easydiffraction/experiments/experiment/factory.py
new file mode 100644
index 00000000..ca03ffde
--- /dev/null
+++ b/src/easydiffraction/experiments/experiment/factory.py
@@ -0,0 +1,150 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.core.factory import FactoryBase
+from easydiffraction.experiments.categories.experiment_type import ExperimentType
+from easydiffraction.experiments.experiment import BraggPdExperiment
+from easydiffraction.experiments.experiment import BraggScExperiment
+from easydiffraction.experiments.experiment import TotalPdExperiment
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+from easydiffraction.experiments.experiment.enums import RadiationProbeEnum
+from easydiffraction.experiments.experiment.enums import SampleFormEnum
+from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+
+
+class ExperimentFactory(FactoryBase):
+    """Creates Experiment instances with only relevant attributes."""
+
+    _ALLOWED_ARG_SPECS = [
+        {'required': ['cif_path'], 'optional': []},
+        {'required': ['cif_str'], 'optional': []},
+        {
+            'required': ['name', 'data_path'],
+            'optional': ['sample_form', 'beam_mode', 'radiation_probe', 'scattering_type'],
+        },
+        {
+            'required': ['name'],
+            'optional': ['sample_form', 'beam_mode', 'radiation_probe', 'scattering_type'],
+        },
+    ]
+
+    _SUPPORTED = {
+        ScatteringTypeEnum.BRAGG: {
+            SampleFormEnum.POWDER: BraggPdExperiment,
+            SampleFormEnum.SINGLE_CRYSTAL: BraggScExperiment,
+        },
+        ScatteringTypeEnum.TOTAL: {
+            SampleFormEnum.POWDER: TotalPdExperiment,
+        },
+    }
+
+    @classmethod
+    def create(cls, **kwargs):
+        """Create an `ExperimentBase` using a validated argument
+        combination.
+        """
+        # Check for valid argument combinations
+        user_args = {k for k, v in kwargs.items() if v is not None}
+        cls._validate_args(user_args, cls._ALLOWED_ARG_SPECS, cls.__name__)
+
+        # Validate enum arguments if provided
+        if 'sample_form' in kwargs:
+            SampleFormEnum(kwargs['sample_form'])
+        if 'beam_mode' in kwargs:
+            BeamModeEnum(kwargs['beam_mode'])
+        if 'radiation_probe' in kwargs:
+            RadiationProbeEnum(kwargs['radiation_probe'])
+        if 'scattering_type' in kwargs:
+            ScatteringTypeEnum(kwargs['scattering_type'])
+
+        # Dispatch to the appropriate creation method
+        if 'cif_path' in kwargs:
+            return cls._create_from_cif_path(kwargs['cif_path'])
+        elif 'cif_str' in kwargs:
+            return cls._create_from_cif_str(kwargs['cif_str'])
+        elif 'data_path' in kwargs:
+            return cls._create_from_data_path(kwargs)
+        elif 'name' in kwargs:
+            return cls._create_without_data(kwargs)
+
+    # -------------------------------
+    # Private creation helper methods
+    # -------------------------------
+
+    @staticmethod
+    def _create_from_cif_path(cif_path):
+        """Create an experiment from a CIF file path.
+
+        Not yet implemented.
+        """
+        # TODO: Implement CIF file loading logic
+        raise NotImplementedError('CIF file loading not implemented yet.')
+
+    @staticmethod
+    def _create_from_cif_str(cif_str):
+        """Create an experiment from a CIF string.
+
+        Not yet implemented.
+        """
+        # TODO: Implement CIF string loading logic
+        raise NotImplementedError('CIF string loading not implemented yet.')
+
+    @classmethod
+    def _create_from_data_path(cls, kwargs):
+        """Create an experiment from a raw data ASCII file.
+
+        Loads the experiment and attaches measured data from the
+        specified file.
+        """
+        expt_type = cls._make_experiment_type(kwargs)
+        scattering_type = expt_type.scattering_type.value
+        sample_form = expt_type.sample_form.value
+        expt_class = cls._SUPPORTED[scattering_type][sample_form]
+        expt_name = kwargs['name']
+        expt_obj = expt_class(name=expt_name, type=expt_type)
+        data_path = kwargs['data_path']
+        expt_obj._load_ascii_data_to_experiment(data_path)
+        return expt_obj
+
+    @classmethod
+    def _create_without_data(cls, kwargs):
+        """Create an experiment without measured data.
+
+        Returns an experiment instance with only metadata and
+        configuration.
+        """
+        expt_type = cls._make_experiment_type(kwargs)
+        scattering_type = expt_type.scattering_type.value
+        sample_form = expt_type.sample_form.value
+        expt_class = cls._SUPPORTED[scattering_type][sample_form]
+        expt_name = kwargs['name']
+        expt_obj = expt_class(name=expt_name, type=expt_type)
+        return expt_obj
+
+    @classmethod
+    def _make_experiment_type(cls, kwargs):
+        """Helper to construct an ExperimentType from keyword arguments,
+        using defaults as needed.
+        """
+        return ExperimentType(
+            sample_form=kwargs.get('sample_form', SampleFormEnum.default()),
+            beam_mode=kwargs.get('beam_mode', BeamModeEnum.default()),
+            radiation_probe=kwargs.get('radiation_probe', RadiationProbeEnum.default()),
+            scattering_type=kwargs.get('scattering_type', ScatteringTypeEnum.default()),
+        )
+
+    @staticmethod
+    def _is_valid_args(user_args):
+        """Validate user argument set against allowed combinations.
+
+        Returns True if the argument set matches any valid combination,
+        else False.
+        """
+        user_arg_set = set(user_args)
+        for arg_set in ExperimentFactory._valid_arg_sets:
+            required = set(arg_set['required'])
+            optional = set(arg_set['optional'])
+            # Must have all required, and only required+optional
+            if required.issubset(user_arg_set) and user_arg_set <= (required | optional):
+                return True
+        return False
diff --git a/src/easydiffraction/experiments/experiment/instrument_mixin.py b/src/easydiffraction/experiments/experiment/instrument_mixin.py
new file mode 100644
index 00000000..0b32c769
--- /dev/null
+++ b/src/easydiffraction/experiments/experiment/instrument_mixin.py
@@ -0,0 +1,46 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+from typeguard import typechecked
+
+from easydiffraction.experiments.categories.instrument.factory import InstrumentFactory
+
+if TYPE_CHECKING:
+    from easydiffraction.experiments.categories.instrument.base import InstrumentBase
+
+
+class InstrumentMixin:
+    """Mixin that wires an experiment to an instrument category.
+
+    Creates a default instrument via `InstrumentFactory` using the
+    experiment type (scattering type and beam mode) at initialization.
+    """
+
+    def __init__(self, *args, **kwargs):
+        expt_type = kwargs.get('type')
+        super().__init__(*args, **kwargs)
+        self._instrument = InstrumentFactory.create(
+            scattering_type=expt_type.scattering_type.value,
+            beam_mode=expt_type.beam_mode.value,
+        )
+
+    @property
+    def instrument(self):
+        """Instrument category object associated with the experiment."""
+        return self._instrument
+
+    @instrument.setter
+    @typechecked
+    def instrument(self, new_instrument: InstrumentBase):
+        """Replace the instrument and re-parent it to this experiment.
+
+        Args:
+            new_instrument: Instrument instance compatible with the
+                experiment type.
+        """
+        self._instrument = new_instrument
+        self._instrument._parent = self
diff --git a/src/easydiffraction/experiments/experiment/total_pd.py b/src/easydiffraction/experiments/experiment/total_pd.py
new file mode 100644
index 00000000..0364acfe
--- /dev/null
+++ b/src/easydiffraction/experiments/experiment/total_pd.py
@@ -0,0 +1,59 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from typing import TYPE_CHECKING
+
+import numpy as np
+
+from easydiffraction.experiments.experiment.base import PdExperimentBase
+from easydiffraction.utils.formatting import paragraph
+
+if TYPE_CHECKING:
+    from easydiffraction.experiments.categories.experiment_type import ExperimentType
+
+
+class TotalPdExperiment(PdExperimentBase):
+    """PDF experiment class with specific attributes."""
+
+    def __init__(
+        self,
+        name: str,
+        type: ExperimentType,
+    ):
+        super().__init__(name=name, type=type)
+
+    def _load_ascii_data_to_experiment(self, data_path):
+        """Loads x, y, sy values from an ASCII data file into the
+        experiment.
+
+        The file must be structured as:
+            x  y  sy
+        """
+        try:
+            from diffpy.utils.parsers.loaddata import loadData
+        except ImportError:
+            raise ImportError('diffpy module not found.') from None
+        try:
+            data = loadData(data_path)
+        except Exception as e:
+            raise IOError(f'Failed to read data from {data_path}: {e}') from e
+
+        if data.shape[1] < 2:
+            raise ValueError('Data file must have at least two columns: x and y.')
+
+        default_sy = 0.03
+        if data.shape[1] < 3:
+            print(f'Warning: No uncertainty (sy) column provided. Defaulting to {default_sy}.')
+
+        x = data[:, 0]
+        y = data[:, 1]
+        sy = data[:, 2] if data.shape[1] > 2 else np.full_like(y, fill_value=default_sy)
+
+        self.datastore.x = x
+        self.datastore.meas = y
+        self.datastore.meas_su = sy
+
+        print(paragraph('Data loaded successfully'))
+        print(f"Experiment 🔬 '{self.name}'. Number of data points: {len(x)}")
diff --git a/src/easydiffraction/experiments/experiments.py b/src/easydiffraction/experiments/experiments.py
index 0db524ed..c22c10a3 100644
--- a/src/easydiffraction/experiments/experiments.py
+++ b/src/easydiffraction/experiments/experiments.py
@@ -1,45 +1,53 @@
 # SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
 # SPDX-License-Identifier: BSD-3-Clause
 
-from typing import Dict
-from typing import List
-
-from easydiffraction.core.objects import Collection
-from easydiffraction.experiments.components.experiment_type import BeamModeEnum
-from easydiffraction.experiments.components.experiment_type import RadiationProbeEnum
-from easydiffraction.experiments.components.experiment_type import SampleFormEnum
-from easydiffraction.experiments.components.experiment_type import ScatteringTypeEnum
-from easydiffraction.experiments.experiment import BaseExperiment
-from easydiffraction.experiments.experiment import Experiment
-from easydiffraction.utils.decorators import enforce_type
+from typeguard import typechecked
+
+from easydiffraction.core.datablock import DatablockCollection
+from easydiffraction.experiments.experiment.base import ExperimentBase
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+from easydiffraction.experiments.experiment.enums import RadiationProbeEnum
+from easydiffraction.experiments.experiment.enums import SampleFormEnum
+from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+from easydiffraction.experiments.experiment.factory import ExperimentFactory
 from easydiffraction.utils.formatting import paragraph
 
 
-class Experiments(Collection):
-    """Collection manager for multiple Experiment instances."""
+class Experiments(DatablockCollection):
+    """Collection of Experiment data blocks.
 
-    @property
-    def _child_class(self):
-        return BaseExperiment
+    Provides convenience constructors for common creation patterns and
+    helper methods for simple presentation of collection contents.
+    """
 
     def __init__(self) -> None:
-        super().__init__()
-        self._experiments: Dict[str, BaseExperiment] = self._items  # Alias for legacy support
+        super().__init__(item_type=ExperimentBase)
 
-    def add(self, experiment: BaseExperiment):
-        """Add a pre-built experiment instance."""
-        self._add_prebuilt_experiment(experiment)
+    # --------------------
+    # Add / Remove methods
+    # --------------------
 
+    @typechecked
     def add_from_cif_path(self, cif_path: str):
-        """Add a new experiment from a CIF file path."""
-        experiment = Experiment(cif_path=cif_path)
-        self._add_prebuilt_experiment(experiment)
+        """Add an experiment from a CIF file path.
 
+        Args:
+            cif_path: Path to a CIF document.
+        """
+        experiment = ExperimentFactory.create(cif_path=cif_path)
+        self.add(experiment)
+
+    @typechecked
     def add_from_cif_str(self, cif_str: str):
-        """Add a new experiment from CIF file content (string)."""
-        experiment = Experiment(cif_str=cif_str)
-        self._add_prebuilt_experiment(experiment)
+        """Add an experiment from a CIF string.
+
+        Args:
+            cif_str: Full CIF document as a string.
+        """
+        experiment = ExperimentFactory.create(cif_str=cif_str)
+        self.add(experiment)
 
+    @typechecked
     def add_from_data_path(
         self,
         name: str,
@@ -49,8 +57,17 @@ def add_from_data_path(
         radiation_probe: str = RadiationProbeEnum.default().value,
         scattering_type: str = ScatteringTypeEnum.default().value,
     ):
-        """Add a new experiment from a data file path."""
-        experiment = Experiment(
+        """Add an experiment from a data file path.
+
+        Args:
+            name: Experiment identifier.
+            data_path: Path to the measured data file.
+            sample_form: Sample form (powder or single crystal).
+            beam_mode: Beam mode (constant wavelength or TOF).
+            radiation_probe: Radiation probe (neutron or xray).
+            scattering_type: Scattering type (bragg or total).
+        """
+        experiment = ExperimentFactory.create(
             name=name,
             data_path=data_path,
             sample_form=sample_form,
@@ -58,8 +75,9 @@ def add_from_data_path(
             radiation_probe=radiation_probe,
             scattering_type=scattering_type,
         )
-        self._add_prebuilt_experiment(experiment)
+        self.add(experiment)
 
+    @typechecked
     def add_without_data(
         self,
         name: str,
@@ -68,35 +86,40 @@ def add_without_data(
         radiation_probe: str = RadiationProbeEnum.default().value,
         scattering_type: str = ScatteringTypeEnum.default().value,
     ):
-        """Add a new experiment without any data file."""
-        experiment = Experiment(
+        """Add an experiment without associating a data file.
+
+        Args:
+            name: Experiment identifier.
+            sample_form: Sample form (powder or single crystal).
+            beam_mode: Beam mode (constant wavelength or TOF).
+            radiation_probe: Radiation probe (neutron or xray).
+            scattering_type: Scattering type (bragg or total).
+        """
+        experiment = ExperimentFactory.create(
             name=name,
             sample_form=sample_form,
             beam_mode=beam_mode,
             radiation_probe=radiation_probe,
             scattering_type=scattering_type,
         )
-        self._add_prebuilt_experiment(experiment)
+        self.add(experiment)
 
-    @enforce_type
-    def _add_prebuilt_experiment(self, experiment: BaseExperiment):
-        self._experiments[experiment.name] = experiment
+    @typechecked
+    def remove(self, name: str) -> None:
+        """Remove an experiment by name if it exists."""
+        if name in self:
+            del self[name]
 
-    def remove(self, experiment_id: str) -> None:
-        if experiment_id in self._experiments:
-            del self._experiments[experiment_id]
+    # ------------
+    # Show methods
+    # ------------
 
     def show_names(self) -> None:
+        """Print the list of experiment names."""
         print(paragraph('Defined experiments' + ' 🔬'))
-        print(self.ids)
-
-    @property
-    def ids(self) -> List[str]:
-        return list(self._experiments.keys())
+        print(self.names)
 
     def show_params(self) -> None:
-        for exp in self._experiments.values():
-            print(exp)
-
-    def as_cif(self) -> str:
-        return '\n\n'.join([exp.as_cif() for exp in self._experiments.values()])
+        """Print parameters for each experiment in the collection."""
+        for exp in self.values():
+            exp.show_params()
diff --git a/src/easydiffraction/io/cif/handler.py b/src/easydiffraction/io/cif/handler.py
new file mode 100644
index 00000000..a21ae16e
--- /dev/null
+++ b/src/easydiffraction/io/cif/handler.py
@@ -0,0 +1,33 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Minimal CIF tag handler used by descriptors/parameters."""
+
+from __future__ import annotations
+
+
+class CifHandler:
+    """Canonical CIF handler used by descriptors/parameters.
+
+    Holds CIF tags (names) and attaches to an owning descriptor so it
+    can derive a stable uid if needed.
+    """
+
+    def __init__(self, *, names: list[str]) -> None:
+        self._names = names
+        self._owner = None  # set by attach
+
+    def attach(self, owner):
+        """Attach to a descriptor or parameter instance."""
+        self._owner = owner
+
+    @property
+    def names(self) -> list[str]:
+        """List of CIF tag names associated with the owner."""
+        return self._names
+
+    @property
+    def uid(self) -> str | None:
+        """Unique identifier taken from the owner, if attached."""
+        if self._owner is None:
+            return None
+        return self._owner.unique_name
diff --git a/src/easydiffraction/io/cif/serialize.py b/src/easydiffraction/io/cif/serialize.py
new file mode 100644
index 00000000..09013a62
--- /dev/null
+++ b/src/easydiffraction/io/cif/serialize.py
@@ -0,0 +1,268 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+from typing import Any
+from typing import Optional
+from typing import Sequence
+
+import numpy as np
+
+from easydiffraction.utils.utils import str_to_ufloat
+
+
+def format_value(value) -> str:
+    """Format a single CIF value, quoting strings with whitespace."""
+    if isinstance(value, str) and (' ' in value or '\t' in value):
+        return f'"{value}"'
+    return str(value)
+
+
+def param_to_cif(param) -> str:
+    """Render a single descriptor/parameter to a CIF line.
+
+    Expects ``param`` to expose ``_cif_handler.names`` and ``value``.
+    """
+    tags: Sequence[str] = param._cif_handler.names  # type: ignore[attr-defined]
+    main_key: str = tags[0]
+    return f'{main_key} {format_value(param.value)}'
+
+
+def category_item_to_cif(item) -> str:
+    """Render a CategoryItem-like object to CIF text.
+
+    Expects ``item.parameters`` iterable of params with
+    ``_cif_handler.names`` and ``value``.
+    """
+    lines: list[str] = []
+    for p in item.parameters:
+        lines.append(param_to_cif(p))
+    return '\n'.join(lines)
+
+
+def category_collection_to_cif(collection) -> str:
+    """Render a CategoryCollection-like object to CIF text.
+
+    Uses first item to build loop header, then emits rows for each item.
+    """
+    if not len(collection):
+        return ''
+
+    lines: list[str] = []
+
+    # Header
+    first_item = list(collection.values())[0]
+    lines.append('loop_')
+    for p in first_item.parameters:
+        tags = p._cif_handler.names  # type: ignore[attr-defined]
+        lines.append(tags[0])
+
+    # Rows
+    for item in collection.values():
+        row_vals = [format_value(p.value) for p in item.parameters]
+        lines.append(' '.join(row_vals))
+
+    return '\n'.join(lines)
+
+
+def datastore_to_cif(datastore, max_points: Optional[int] = None) -> str:
+    """Render a datastore to CIF text.
+
+    Expects ``datastore`` to have ``_cif_mapping()`` and attributes per
+    mapping keys.
+    """
+    cif_lines: list[str] = ['loop_']
+
+    mapping: dict[str, str] = datastore._cif_mapping()  # type: ignore[attr-defined]
+    for cif_key in mapping.values():
+        cif_lines.append(cif_key)
+
+    data_arrays: list[np.ndarray] = []
+    for attr_name in mapping:
+        arr = getattr(datastore, attr_name, None)
+        data_arrays.append(np.array([]) if arr is None else arr)
+
+    if not data_arrays or not data_arrays[0].size:
+        return ''
+
+    n_points = len(data_arrays[0])
+
+    def format_row(i: int) -> str:
+        return ' '.join(str(data_arrays[j][i]) for j in range(len(data_arrays)))
+
+    if max_points is not None and n_points > 2 * max_points:
+        for i in range(max_points):
+            cif_lines.append(format_row(i))
+        cif_lines.append('...')
+        for i in range(-max_points, 0):
+            cif_lines.append(format_row(i))
+    else:
+        for i in range(n_points):
+            cif_lines.append(format_row(i))
+
+    return '\n'.join(cif_lines)
+
+
+def datablock_item_to_cif(datablock) -> str:
+    """Render a DatablockItem-like object to CIF text.
+
+    Emits a data_ header and then concatenates category CIF sections.
+    """
+    # Local imports to avoid import-time cycles
+    from easydiffraction.core.category import CategoryCollection
+    from easydiffraction.core.category import CategoryItem
+
+    header = f'data_{datablock._identity.datablock_entry_name}'
+    parts: list[str] = [header]
+    for v in vars(datablock).values():
+        if isinstance(v, CategoryItem):
+            parts.append(v.as_cif)
+    for v in vars(datablock).values():
+        if isinstance(v, CategoryCollection):
+            parts.append(v.as_cif)
+    return '\n\n'.join(parts)
+
+
+def datablock_collection_to_cif(collection) -> str:
+    """Render a collection of datablocks by joining their CIF blocks."""
+    return '\n\n'.join([block.as_cif for block in collection.values()])
+
+
+def project_info_to_cif(info) -> str:
+    """Render ProjectInfo to CIF text (id, title, description,
+    dates).
+    """
+    from textwrap import wrap
+
+    wrapped_title = wrap(info.title, width=46)
+    wrapped_description = wrap(info.description, width=46)
+
+    title_str = f"_project.title            '{wrapped_title[0]}'" if wrapped_title else ''
+    for line in wrapped_title[1:]:
+        title_str += f"\n{' ' * 27}'{line}'"
+
+    if wrapped_description:
+        base = '_project.description      '
+        indent = ' ' * len(base)
+        desc_str = f"{base}'{wrapped_description[0]}"
+        for line in wrapped_description[1:]:
+            desc_str += f'\n{indent}{line}'
+        desc_str += "'"
+    else:
+        desc_str = "_project.description      ''"
+
+    created = info._created.strftime('%d %b %Y %H:%M:%S')
+    modified = info._last_modified.strftime('%d %b %Y %H:%M:%S')
+
+    return (
+        f'_project.id               {info.name}\n'
+        f'{title_str}\n'
+        f'{desc_str}\n'
+        f"_project.created          '{created}'\n"
+        f"_project.last_modified    '{modified}'\n"
+    )
+
+
+def project_to_cif(project) -> str:
+    """Render a whole project by concatenating sections when present."""
+    parts: list[str] = []
+    if hasattr(project, 'info'):
+        parts.append(project.info.as_cif)
+    if getattr(project, 'sample_models', None):
+        parts.append(project.sample_models.as_cif)
+    if getattr(project, 'experiments', None):
+        parts.append(project.experiments.as_cif)
+    if getattr(project, 'analysis', None):
+        parts.append(project.analysis.as_cif())
+    if getattr(project, 'summary', None):
+        parts.append(project.summary.as_cif())
+    return '\n\n'.join([p for p in parts if p])
+
+
+def experiment_to_cif(experiment) -> str:
+    """Render an experiment: datablock part plus measured data."""
+    block = datablock_item_to_cif(experiment)
+    data = experiment.datastore.as_cif
+    return f'{block}\n\n{data}' if data else block
+
+
+def analysis_to_cif(analysis) -> str:
+    """Render analysis metadata, aliases, and constraints to CIF."""
+    cur_min = format_value(analysis.current_minimizer)
+    lines: list[str] = []
+    lines.append(f'_analysis.calculator_engine  {format_value(analysis.current_calculator)}')
+    lines.append(f'_analysis.fitting_engine  {cur_min}')
+    lines.append(f'_analysis.fit_mode  {format_value(analysis.fit_mode)}')
+    lines.append('')
+    lines.append(analysis.aliases.as_cif)
+    lines.append('')
+    lines.append(analysis.constraints.as_cif)
+    return '\n'.join(lines)
+
+
+def summary_to_cif(_summary) -> str:
+    """Render a summary CIF block (placeholder for now)."""
+    return 'To be added...'
+
+
+# TODO: Check the following methods:
+
+
+def param_from_cif(self, block: Any, idx: int = 0) -> None:
+    found_values: list[Any] = []
+    for tag in self.full_cif_names:
+        candidate = list(block.find_values(tag))
+        if candidate:
+            found_values = candidate
+            break
+    if not found_values:
+        self.value = self.default_value
+        return
+    raw = found_values[idx]
+    if self.value_type is float:
+        u = str_to_ufloat(raw)
+        self.value = u.n
+        if hasattr(self, 'uncertainty'):
+            self.uncertainty = u.s  # type: ignore[attr-defined]
+    elif self.value_type is str:
+        if len(raw) >= 2 and raw[0] == raw[-1] and raw[0] in {"'", '"'}:
+            self.value = raw[1:-1]
+        else:
+            self.value = raw
+    else:
+        self.value = raw
+
+
+def category_item_from_cif(self, block, idx: int = 0) -> None:
+    """Populate each parameter from CIF block at given loop index."""
+    for param in self.parameters:
+        param.from_cif(block, idx=idx)
+
+
+# TODO: from_cif or add_from_cif as in collections?
+def category_collection_from_cif(self, block):
+    # Derive loop size using category_entry_name first CIF tag alias
+    if self._item_type is None:
+        raise ValueError('Child class is not defined.')
+    # TODO: Find a better way and then remove TODO in the AtomSite
+    #  class
+    # Create a temporary instance to access category_entry_name
+    # attribute used as ID column for the items in this collection
+    child_obj = self._item_type()
+    entry_attr = getattr(child_obj, child_obj._category_entry_attr_name)
+    # Try to find the value(s) from the CIF block iterating over
+    # the possible cif names in order of preference.
+    size = 0
+    for name in entry_attr.full_cif_names:
+        size = len(block.find_values(name))
+        break
+    # If no values found, nothing to do
+    if not size:
+        return
+    # If values found, delegate to child class to parse each
+    # row and add to collection
+    for row_idx in range(size):
+        child_obj = self._item_type()
+        child_obj.from_cif(block, idx=row_idx)
+        self.add(child_obj)
diff --git a/src/easydiffraction/plotting/plotters/plotter_ascii.py b/src/easydiffraction/plotting/plotters/plotter_ascii.py
index 7b257283..2694eace 100644
--- a/src/easydiffraction/plotting/plotters/plotter_ascii.py
+++ b/src/easydiffraction/plotting/plotters/plotter_ascii.py
@@ -16,6 +16,8 @@
 
 
 class AsciiPlotter(PlotterBase):
+    """Terminal-based plotter using ASCII art."""
+
     def _get_legend_item(self, label):
         color_start = DEFAULT_COLORS[label]
         color_end = asciichartpy.reset
@@ -33,6 +35,17 @@ def plot(
         title,
         height=None,
     ):
+        """Render a compact ASCII chart in the terminal.
+
+        Args:
+            x: 1D array-like of x values (only used for range
+                display).
+            y_series: Sequence of y arrays to plot.
+            labels: Series identifiers corresponding to y_series.
+            axes_labels: Ignored; kept for API compatibility.
+            title: Figure title printed above the chart.
+            height: Number of text rows to allocate for the chart.
+        """
         # Intentionally unused; kept for a consistent plotting API
         del axes_labels
         title = paragraph(title)
diff --git a/src/easydiffraction/plotting/plotters/plotter_base.py b/src/easydiffraction/plotting/plotters/plotter_base.py
index 98d02d39..45bf1068 100644
--- a/src/easydiffraction/plotting/plotters/plotter_base.py
+++ b/src/easydiffraction/plotting/plotters/plotter_base.py
@@ -6,8 +6,8 @@
 
 import numpy as np
 
-from easydiffraction.experiments.components.experiment_type import BeamModeEnum
-from easydiffraction.experiments.components.experiment_type import ScatteringTypeEnum
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
 from easydiffraction.utils.utils import is_notebook
 
 DEFAULT_ENGINE = 'plotly' if is_notebook() else 'asciichartpy'
@@ -55,6 +55,13 @@
 
 
 class PlotterBase(ABC):
+    """Abstract base for plotting backends.
+
+    Concrete implementations should accept x values, multiple y-series
+    and a small set of labeling arguments and render a plot to the
+    chosen medium.
+    """
+
     @abstractmethod
     def plot(
         self,
@@ -65,4 +72,14 @@ def plot(
         title,
         height,
     ):
+        """Render a plot.
+
+        Args:
+            x: 1D array-like of x-axis values.
+            y_series: Sequence of y arrays to plot.
+            labels: Series identifiers corresponding to y_series.
+            axes_labels: Pair of strings for the x and y axis titles.
+            title: Figure title.
+            height: Backend-specific height in text or pixels.
+        """
         pass
diff --git a/src/easydiffraction/plotting/plotters/plotter_plotly.py b/src/easydiffraction/plotting/plotters/plotter_plotly.py
index 6e7d95fc..544b991d 100644
--- a/src/easydiffraction/plotting/plotters/plotter_plotly.py
+++ b/src/easydiffraction/plotting/plotters/plotter_plotly.py
@@ -24,7 +24,11 @@
 
 
 class PlotlyPlotter(PlotterBase):
+    """Interactive plotter using Plotly for notebooks and browsers."""
+
     pio.templates.default = 'plotly_dark' if darkdetect.isDark() else 'plotly_white'
+    if is_pycharm():
+        pio.renderers.default = 'browser'
 
     def _get_trace(self, x, y, label):
         mode = SERIES_CONFIG[label]['mode']
@@ -51,6 +55,16 @@ def plot(
         title,
         height=None,
     ):
+        """Render an interactive Plotly figure.
+
+        Args:
+            x: 1D array-like of x-axis values.
+            y_series: Sequence of y arrays to plot.
+            labels: Series identifiers corresponding to y_series.
+            axes_labels: Pair of strings for the x and y titles.
+            title: Figure title.
+            height: Ignored; Plotly auto-sizes based on renderer.
+        """
         # Intentionally unused; accepted for API compatibility
         del height
         data = []
@@ -105,14 +119,13 @@ def plot(
             layout=layout,
         )
 
-        # Format the axes ticks
-        # Keeps decimals for small numbers;
-        # groups thousands for large ones
+        # Format the axes ticks.
+        # Keeps decimals for small numbers; groups thousands for large
+        # ones
         fig.update_xaxes(tickformat=',.6~g', separatethousands=True)
         fig.update_yaxes(tickformat=',.6~g', separatethousands=True)
 
         # Show the figure
-
         if is_pycharm() or display is None or HTML is None:
             fig.show(config=config)
         else:
diff --git a/src/easydiffraction/plotting/plotting.py b/src/easydiffraction/plotting/plotting.py
index e68000c6..93e388d7 100644
--- a/src/easydiffraction/plotting/plotting.py
+++ b/src/easydiffraction/plotting/plotting.py
@@ -1,5 +1,8 @@
 # SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
 # SPDX-License-Identifier: BSD-3-Clause
+"""Plotting facade for measured and calculated patterns."""
+
+import numpy as np
 
 from easydiffraction.plotting.plotters.plotter_ascii import AsciiPlotter
 from easydiffraction.plotting.plotters.plotter_base import DEFAULT_AXES_LABELS
@@ -14,6 +17,8 @@
 
 
 class Plotter:
+    """User-facing plotting facade backed by concrete plotters."""
+
     def __init__(self):
         # Plotting engine
         self._engine = DEFAULT_ENGINE
@@ -127,6 +132,7 @@ def plot_meas(
         x_max=None,
         d_spacing=False,
     ):
+        """Plot measured pattern using current engine."""
         if pattern.x is None:
             error(f'No data available for experiment {expt_name}')
             return
@@ -184,6 +190,7 @@ def plot_calc(
         x_max=None,
         d_spacing=False,
     ):
+        """Plot calculated pattern using current engine."""
         if pattern.x is None:
             error(f'No data available for experiment {expt_name}')
             return
@@ -242,6 +249,7 @@ def plot_meas_vs_calc(
         show_residual=False,
         d_spacing=False,
     ):
+        """Plot measured and calculated series and optional residual."""
         if pattern.x is None:
             print(error(f'No data available for experiment {expt_name}'))
             return
@@ -252,7 +260,18 @@ def plot_meas_vs_calc(
             print(error(f'No calculated data available for experiment {expt_name}'))
             return
 
+        # Select x-axis data based on d-spacing or original x values
         x_array = pattern.d if d_spacing else pattern.x
+
+        # For asciichartpy, if x_min or x_max is not provided, center
+        # around the maximum intensity peak
+        if self._engine == 'asciichartpy' and (x_min is None or x_max is None):
+            max_intensity_pos = np.argmax(pattern.meas)
+            half_range = 50
+            x_min = x_array[max_intensity_pos - half_range]
+            x_max = x_array[max_intensity_pos + half_range]
+
+        # Filter x, y_meas, and y_calc based on x_min and x_max
         x = self._filtered_y_array(
             y_array=x_array,
             x_array=x_array,
@@ -323,6 +342,8 @@ def _filtered_y_array(
 
 
 class PlotterFactory:
+    """Factory for plotter implementations."""
+
     _SUPPORTED_ENGINES_DICT = {
         'asciichartpy': {
             'description': 'Console ASCII line charts',
@@ -336,12 +357,14 @@ class PlotterFactory:
 
     @classmethod
     def supported_engines(cls):
+        """Return list of supported engine names."""
         keys = cls._SUPPORTED_ENGINES_DICT.keys()
         engines = list(keys)
         return engines
 
     @classmethod
     def create_plotter(cls, engine_name):
+        """Create a concrete plotter by engine name."""
         config = cls._SUPPORTED_ENGINES_DICT.get(engine_name)
         if not config:
             supported_engines = cls.supported_engines()
diff --git a/src/easydiffraction/project/__init__.py b/src/easydiffraction/project/__init__.py
new file mode 100644
index 00000000..3e95b5e9
--- /dev/null
+++ b/src/easydiffraction/project/__init__.py
@@ -0,0 +1,2 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
diff --git a/src/easydiffraction/project.py b/src/easydiffraction/project/project.py
similarity index 59%
rename from src/easydiffraction/project.py
rename to src/easydiffraction/project/project.py
index 732ef96a..38252a5a 100644
--- a/src/easydiffraction/project.py
+++ b/src/easydiffraction/project/project.py
@@ -1,155 +1,136 @@
 # SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
 # SPDX-License-Identifier: BSD-3-Clause
+"""Project facade to orchestrate models, experiments, and analysis."""
 
-import datetime
 import pathlib
 import tempfile
-from textwrap import wrap
-from typing import List
 
+from typeguard import typechecked
 from varname import varname
 
 from easydiffraction.analysis.analysis import Analysis
-from easydiffraction.experiments.components.experiment_type import BeamModeEnum
+from easydiffraction.core.guard import GuardedBase
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
 from easydiffraction.experiments.experiments import Experiments
+from easydiffraction.io.cif.serialize import project_to_cif
 from easydiffraction.plotting.plotting import Plotter
+from easydiffraction.project.project_info import ProjectInfo
 from easydiffraction.sample_models.sample_models import SampleModels
-from easydiffraction.summary import Summary
+from easydiffraction.summary.summary import Summary
 from easydiffraction.utils.formatting import error
 from easydiffraction.utils.formatting import paragraph
-from easydiffraction.utils.utils import render_cif
 from easydiffraction.utils.utils import tof_to_d
 from easydiffraction.utils.utils import twotheta_to_d
 
 
-class ProjectInfo:
-    """Stores metadata about the project, such as name, title,
-    description, and file paths.
+class Project(GuardedBase):
+    """Central API for managing a diffraction data analysis project.
+
+    Provides access to sample models, experiments, analysis, and
+    summary.
     """
 
-    def __init__(self) -> None:
-        self._name: str = 'untitled_project'
-        self._title: str = 'Untitled Project'
-        self._description: str = ''
-        self._path: pathlib.Path = pathlib.Path.cwd()
-        self._created: datetime.datetime = datetime.datetime.now()
-        self._last_modified: datetime.datetime = datetime.datetime.now()
+    # ------------------------------------------------------------------
+    # Initialization
+    # ------------------------------------------------------------------
+    def __init__(
+        self,
+        name: str = 'untitled_project',
+        title: str = 'Untitled Project',
+        description: str = '',
+    ) -> None:
+        super().__init__()
+
+        self._info: ProjectInfo = ProjectInfo(name, title, description)
+        self._sample_models = SampleModels()
+        self._experiments = Experiments()
+        self._plotter = Plotter()
+        self._analysis = Analysis(self)
+        self._summary = Summary(self)
+        self._saved = False
+        self._varname = varname()
 
-    @property
-    def name(self) -> str:
-        """Return the project name."""
-        return self._name
+    # ------------------------------------------------------------------
+    # Dunder methods
+    # ------------------------------------------------------------------
+    def __str__(self) -> str:
+        """Human-readable representation."""
+        class_name = self.__class__.__name__
+        project_name = self.name
+        sample_models_count = len(self.sample_models)
+        experiments_count = len(self.experiments)
+        return (
+            f"{class_name} '{project_name}' "
+            f'({sample_models_count} sample models, '
+            f'{experiments_count} experiments)'
+        )
 
-    @name.setter
-    def name(self, value: str) -> None:
-        self._name = value
+    # ------------------------------------------------------------------
+    # Public read-only properties
+    # ------------------------------------------------------------------
 
     @property
-    def title(self) -> str:
-        """Return the project title."""
-        return self._title
-
-    @title.setter
-    def title(self, value: str) -> None:
-        self._title = value
+    def info(self) -> ProjectInfo:
+        """Project metadata container."""
+        return self._info
 
     @property
-    def description(self) -> str:
-        """Return sanitized description with single spaces."""
-        return ' '.join(self._description.split())
-
-    @description.setter
-    def description(self, value: str) -> None:
-        self._description = ' '.join(value.split())
+    def name(self) -> str:
+        """Convenience property to access the project's name
+        directly.
+        """
+        return self._info.name
 
     @property
-    def path(self) -> pathlib.Path:
-        """Return the project path as a Path object."""
-        return self._path
-
-    @path.setter
-    def path(self, value) -> None:
-        # Accept str or Path; normalize to Path
-        self._path = pathlib.Path(value)
+    def full_name(self) -> str:
+        return self.name
 
     @property
-    def created(self) -> datetime.datetime:
-        """Return the creation timestamp."""
-        return self._created
+    def sample_models(self) -> SampleModels:
+        """Collection of sample models in the project."""
+        return self._sample_models
 
-    @property
-    def last_modified(self) -> datetime.datetime:
-        """Return the last modified timestamp."""
-        return self._last_modified
-
-    def update_last_modified(self) -> None:
-        """Update the last modified timestamp."""
-        self._last_modified = datetime.datetime.now()
-
-    def as_cif(self) -> str:
-        """Export project metadata to CIF."""
-        wrapped_title: List[str] = wrap(self.title, width=46)
-        wrapped_description: List[str] = wrap(self.description, width=46)
-
-        title_str: str = f"_project.title            '{wrapped_title[0]}'"
-        for line in wrapped_title[1:]:
-            title_str += f"\n{' ' * 27}'{line}'"
-
-        if wrapped_description:
-            base_indent: str = '_project.description      '
-            indent_spaces: str = ' ' * len(base_indent)
-            formatted_description: str = f"{base_indent}'{wrapped_description[0]}"
-            for line in wrapped_description[1:]:
-                formatted_description += f'\n{indent_spaces}{line}'
-            formatted_description += "'"
-        else:
-            formatted_description: str = "_project.description      ''"
+    @sample_models.setter
+    @typechecked
+    def sample_models(self, sample_models: SampleModels) -> None:
+        self._sample_models = sample_models
 
-        return (
-            f'_project.id               {self.name}\n'
-            f'{title_str}\n'
-            f'{formatted_description}\n'
-            f"_project.created          '{self._created.strftime('%d %b %Y %H:%M:%S')}'\n"
-            f"_project.last_modified    '{self._last_modified.strftime('%d %b %Y %H:%M:%S')}'\n"
-        )
+    @property
+    def experiments(self):
+        """Collection of experiments in the project."""
+        return self._experiments
 
-    def show_as_cif(self) -> None:
-        cif_text: str = self.as_cif()
-        paragraph_title: str = paragraph(f"Project 📦 '{self.name}' info as cif")
-        render_cif(cif_text, paragraph_title)
+    @experiments.setter
+    @typechecked
+    def experiments(self, experiments: Experiments):
+        self._experiments = experiments
 
+    @property
+    def plotter(self):
+        """Plotting facade bound to the project."""
+        return self._plotter
 
-class Project:
-    """Central API for managing a diffraction data analysis project.
+    @property
+    def analysis(self):
+        """Analysis entry-point bound to the project."""
+        return self._analysis
 
-    Provides access to sample models, experiments, analysis, and
-    summary.
-    """
+    @property
+    def summary(self):
+        """Summary report builder bound to the project."""
+        return self._summary
 
-    def __init__(
-        self,
-        name: str = 'untitled_project',
-        title: str = 'Untitled Project',
-        description: str = '',
-    ) -> None:
-        self.info: ProjectInfo = ProjectInfo()
-        self.info.name = name
-        self.info.title = title
-        self.info.description = description
-        self.sample_models = SampleModels()
-        self.experiments = Experiments()
-        self.plotter = Plotter()
-        self.analysis = Analysis(self)
-        self.summary = Summary(self)
-        self._saved = False
-        self._varname = varname()
+    @property
+    def parameters(self):
+        """Return parameters from all components (TBD)."""
+        # To be implemented: return all parameters in the project
+        return []
 
     @property
-    def name(self) -> str:
-        """Convenience property to access the project's name
-        directly.
-        """
-        return self.info.name
+    def as_cif(self):
+        """Export whole project as CIF text."""
+        # Concatenate sections using centralized CIF serializers
+        return project_to_cif(self)
 
     # ------------------------------------------
     #  Project File I/O
@@ -162,84 +143,74 @@ def load(self, dir_path: str) -> None:
         """
         print(paragraph(f'Loading project 📦 from {dir_path}'))
         print(dir_path)
-        self.info.path = dir_path
+        self._info.path = dir_path
         # TODO: load project components from files inside dir_path
         print('Loading project is not implemented yet.')
         self._saved = True
 
-    def save_as(
-        self,
-        dir_path: str,
-        temporary: bool = False,
-    ) -> None:
-        """Save the project into a new directory."""
-        if temporary:
-            tmp: str = tempfile.gettempdir()
-            dir_path = pathlib.Path(tmp) / dir_path
-        self.info.path = dir_path
-        self.save()
-
     def save(self) -> None:
         """Save the project into the existing project directory."""
-        if not self.info.path:
+        if not self._info.path:
             print(error('Project path not specified. Use save_as() to define the path first.'))
             return
 
         print(paragraph(f"Saving project 📦 '{self.name}' to"))
-        print(self.info.path.resolve())
+        print(self._info.path.resolve())
 
         # Ensure project directory exists
-        self.info.path.mkdir(parents=True, exist_ok=True)
+        self._info.path.mkdir(parents=True, exist_ok=True)
 
         # Save project info
-        with (self.info.path / 'project.cif').open('w') as f:
-            f.write(self.info.as_cif())
+        with (self._info.path / 'project.cif').open('w') as f:
+            f.write(self._info.as_cif())
             print('✅ project.cif')
 
         # Save sample models
-        sm_dir = self.info.path / 'sample_models'
+        sm_dir = self._info.path / 'sample_models'
         sm_dir.mkdir(parents=True, exist_ok=True)
-        for model in self.sample_models:
+        # Iterate over sample model objects (MutableMapping iter gives
+        # keys)
+        for model in self.sample_models.values():
             file_name: str = f'{model.name}.cif'
             file_path = sm_dir / file_name
             with file_path.open('w') as f:
-                f.write(model.as_cif())
+                f.write(model.as_cif)
                 print(f'✅ sample_models/{file_name}')
 
         # Save experiments
-        expt_dir = self.info.path / 'experiments'
+        expt_dir = self._info.path / 'experiments'
         expt_dir.mkdir(parents=True, exist_ok=True)
-        for experiment in self.experiments:
+        for experiment in self.experiments.values():
             file_name: str = f'{experiment.name}.cif'
             file_path = expt_dir / file_name
             with file_path.open('w') as f:
-                f.write(experiment.as_cif())
+                f.write(experiment.as_cif)
                 print(f'✅ experiments/{file_name}')
 
         # Save analysis
-        with (self.info.path / 'analysis.cif').open('w') as f:
+        with (self._info.path / 'analysis.cif').open('w') as f:
             f.write(self.analysis.as_cif())
             print('✅ analysis.cif')
 
         # Save summary
-        with (self.info.path / 'summary.cif').open('w') as f:
+        with (self._info.path / 'summary.cif').open('w') as f:
             f.write(self.summary.as_cif())
             print('✅ summary.cif')
 
-        self.info.update_last_modified()
+        self._info.update_last_modified()
         self._saved = True
 
-    # ------------------------------------------
-    #  Sample Models API Convenience Methods
-    # ------------------------------------------
-
-    def set_sample_models(self, sample_models: SampleModels) -> None:
-        """Attach a collection of sample models to the project."""
-        self.sample_models = sample_models
-
-    def set_experiments(self, experiments: Experiments) -> None:
-        """Attach a collection of experiments to the project."""
-        self.experiments = experiments
+    def save_as(
+        self,
+        dir_path: str,
+        temporary: bool = False,
+    ) -> None:
+        """Save the project into a new directory."""
+        if temporary:
+            tmp: str = tempfile.gettempdir()
+            dir_path = pathlib.Path(tmp) / dir_path
+        self._info.path = dir_path
+        self.save()
 
     # ------------------------------------------
     # Plotting
diff --git a/src/easydiffraction/project/project_info.py b/src/easydiffraction/project/project_info.py
new file mode 100644
index 00000000..56a4cdd1
--- /dev/null
+++ b/src/easydiffraction/project/project_info.py
@@ -0,0 +1,104 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Project metadata container used by Project."""
+
+import datetime
+import pathlib
+
+from easydiffraction import paragraph
+from easydiffraction.core.guard import GuardedBase
+from easydiffraction.io.cif.serialize import project_info_to_cif
+from easydiffraction.utils.utils import render_cif
+
+
+class ProjectInfo(GuardedBase):
+    """Stores metadata about the project, such as name, title,
+    description, and file paths.
+    """
+
+    def __init__(
+        self,
+        name: str = 'untitled_project',
+        title: str = 'Untitled Project',
+        description: str = '',
+    ) -> None:
+        super().__init__()
+
+        self._name = name
+        self._title = title
+        self._description = description
+        self._path: pathlib.Path = pathlib.Path.cwd()
+        self._created: datetime.datetime = datetime.datetime.now()
+        self._last_modified: datetime.datetime = datetime.datetime.now()
+
+    @property
+    def name(self) -> str:
+        """Return the project name."""
+        return self._name
+
+    @name.setter
+    def name(self, value: str) -> None:
+        self._name = value
+
+    @property
+    def unique_name(self) -> str:
+        """Unique name for GuardedBase diagnostics."""
+        return self.name
+
+    @property
+    def title(self) -> str:
+        """Return the project title."""
+        return self._title
+
+    @title.setter
+    def title(self, value: str) -> None:
+        self._title = value
+
+    @property
+    def description(self) -> str:
+        """Return sanitized description with single spaces."""
+        return ' '.join(self._description.split())
+
+    @description.setter
+    def description(self, value: str) -> None:
+        self._description = ' '.join(value.split())
+
+    @property
+    def path(self) -> pathlib.Path:
+        """Return the project path as a Path object."""
+        return self._path
+
+    @path.setter
+    def path(self, value) -> None:
+        # Accept str or Path; normalize to Path
+        self._path = pathlib.Path(value)
+
+    @property
+    def created(self) -> datetime.datetime:
+        """Return the creation timestamp."""
+        return self._created
+
+    @property
+    def last_modified(self) -> datetime.datetime:
+        """Return the last modified timestamp."""
+        return self._last_modified
+
+    def update_last_modified(self) -> None:
+        """Update the last modified timestamp."""
+        self._last_modified = datetime.datetime.now()
+
+    def parameters(self):
+        """Placeholder for parameter listing."""
+        pass
+
+    # TODO: Consider moving to io.cif.serialize
+    def as_cif(self) -> str:
+        """Export project metadata to CIF."""
+        return project_info_to_cif(self)
+
+    # TODO: Consider moving to io.cif.serialize
+    def show_as_cif(self) -> None:
+        """Pretty-print CIF via shared utilities."""
+        cif_text: str = self.as_cif()
+        paragraph_title: str = paragraph(f"Project 📦 '{self.name}' info as cif")
+        render_cif(cif_text, paragraph_title)
diff --git a/src/easydiffraction/sample_models/categories/__init__.py b/src/easydiffraction/sample_models/categories/__init__.py
new file mode 100644
index 00000000..3e95b5e9
--- /dev/null
+++ b/src/easydiffraction/sample_models/categories/__init__.py
@@ -0,0 +1,2 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
diff --git a/src/easydiffraction/sample_models/categories/atom_sites.py b/src/easydiffraction/sample_models/categories/atom_sites.py
new file mode 100644
index 00000000..5535b27f
--- /dev/null
+++ b/src/easydiffraction/sample_models/categories/atom_sites.py
@@ -0,0 +1,295 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Atom site category.
+
+Defines AtomSite items and AtomSites collection used in sample models.
+Only documentation was added; behavior remains unchanged.
+"""
+
+from cryspy.A_functions_base.database import DATABASE
+
+from easydiffraction.core.category import CategoryCollection
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.core.parameters import StringDescriptor
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import MembershipValidator
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.core.validation import RegexValidator
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class AtomSite(CategoryItem):
+    """Single atom site with fractional coordinates and ADP.
+
+    Attributes are represented by descriptors to support validation and
+    CIF serialization.
+    """
+
+    def __init__(
+        self,
+        *,
+        label=None,
+        type_symbol=None,
+        fract_x=None,
+        fract_y=None,
+        fract_z=None,
+        wyckoff_letter=None,
+        occupancy=None,
+        b_iso=None,
+        adp_type=None,
+    ) -> None:
+        super().__init__()
+
+        self._label: StringDescriptor = StringDescriptor(
+            name='label',
+            description='Unique identifier for the atom site.',
+            value_spec=AttributeSpec(
+                value=label,
+                type_=DataTypes.STRING,
+                default='Si',
+                # TODO: the following pattern is valid for dict key
+                #  (keywords are not checked). CIF label is less strict.
+                #  Do we need conversion between CIF and internal label?
+                content_validator=RegexValidator(pattern=r'^[A-Za-z_][A-Za-z0-9_]*$'),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_atom_site.label',
+                ]
+            ),
+        )
+        self._type_symbol: StringDescriptor = StringDescriptor(
+            name='type_symbol',
+            description='Chemical symbol of the atom at this site.',
+            value_spec=AttributeSpec(
+                value=type_symbol,
+                type_=DataTypes.STRING,
+                default='Tb',
+                content_validator=MembershipValidator(allowed=self._type_symbol_allowed_values),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_atom_site.type_symbol',
+                ]
+            ),
+        )
+        self._fract_x: Parameter = Parameter(
+            name='fract_x',
+            description='Fractional x-coordinate of the atom site within the unit cell.',
+            value_spec=AttributeSpec(
+                value=fract_x,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_atom_site.fract_x',
+                ]
+            ),
+        )
+        self._fract_y: Parameter = Parameter(
+            name='fract_y',
+            description='Fractional y-coordinate of the atom site within the unit cell.',
+            value_spec=AttributeSpec(
+                value=fract_y,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_atom_site.fract_y',
+                ]
+            ),
+        )
+        self._fract_z: Parameter = Parameter(
+            name='fract_z',
+            description='Fractional z-coordinate of the atom site within the unit cell.',
+            value_spec=AttributeSpec(
+                value=fract_z,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_atom_site.fract_z',
+                ]
+            ),
+        )
+        self._wyckoff_letter: StringDescriptor = StringDescriptor(
+            name='wyckoff_letter',
+            description='Wyckoff letter indicating the symmetry of the '
+            'atom site within the space group.',
+            value_spec=AttributeSpec(
+                value=wyckoff_letter,
+                type_=DataTypes.STRING,
+                default=self._wyckoff_letter_default_value,
+                content_validator=MembershipValidator(allowed=self._wyckoff_letter_allowed_values),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_atom_site.Wyckoff_letter',
+                    '_atom_site.Wyckoff_symbol',
+                ]
+            ),
+        )
+        self._occupancy: Parameter = Parameter(
+            name='occupancy',
+            description='Occupancy of the atom site, representing the '
+            'fraction of the site occupied by the atom type.',
+            value_spec=AttributeSpec(
+                value=occupancy,
+                type_=DataTypes.NUMERIC,
+                default=1.0,
+                content_validator=RangeValidator(),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_atom_site.occupancy',
+                ]
+            ),
+        )
+        self._b_iso: Parameter = Parameter(
+            name='b_iso',
+            description='Isotropic atomic displacement parameter (ADP) for the atom site.',
+            value_spec=AttributeSpec(
+                value=b_iso,
+                type_=DataTypes.NUMERIC,
+                default=0.0,
+                content_validator=RangeValidator(),
+            ),
+            units='Ų',
+            cif_handler=CifHandler(
+                names=[
+                    '_atom_site.B_iso_or_equiv',
+                ]
+            ),
+        )
+        self._adp_type: StringDescriptor = StringDescriptor(
+            name='adp_type',
+            description='Type of atomic displacement parameter (ADP) '
+            'used (e.g., Biso, Uiso, Uani, Bani).',
+            value_spec=AttributeSpec(
+                value=adp_type,
+                type_=DataTypes.STRING,
+                default='Biso',
+                content_validator=MembershipValidator(allowed=['Biso']),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_atom_site.adp_type',
+                ]
+            ),
+        )
+
+        self._identity.category_code = 'atom_site'
+        self._identity.category_entry_name = lambda: self.label.value
+
+    @property
+    def _type_symbol_allowed_values(self):
+        return list({key[1] for key in DATABASE['Isotopes']})
+
+    @property
+    def _wyckoff_letter_allowed_values(self):
+        # TODO: Need to now current space group. How to access it? Via
+        #  parent Cell? Then letters =
+        #  list(SPACE_GROUPS[62, 'cab']['Wyckoff_positions'].keys())
+        #  Temporarily return hardcoded list:
+        return ['a', 'b', 'c', 'd', 'e', 'f', 'g', 'h', 'i']
+
+    @property
+    def _wyckoff_letter_default_value(self):
+        # TODO: What to pass as default?
+        return self._wyckoff_letter_allowed_values[0]
+
+    @property
+    def label(self):
+        """Label descriptor for the site (unique key)."""
+        return self._label
+
+    @label.setter
+    def label(self, value):
+        self._label.value = value
+
+    @property
+    def type_symbol(self):
+        """Chemical symbol descriptor (e.g. 'Si')."""
+        return self._type_symbol
+
+    @type_symbol.setter
+    def type_symbol(self, value):
+        self._type_symbol.value = value
+
+    @property
+    def adp_type(self):
+        """ADP type descriptor (e.g. 'Biso')."""
+        return self._adp_type
+
+    @adp_type.setter
+    def adp_type(self, value):
+        self._adp_type.value = value
+
+    @property
+    def wyckoff_letter(self):
+        """Wyckoff letter descriptor (space-group position)."""
+        return self._wyckoff_letter
+
+    @wyckoff_letter.setter
+    def wyckoff_letter(self, value):
+        self._wyckoff_letter.value = value
+
+    @property
+    def fract_x(self):
+        """Fractional x coordinate descriptor."""
+        return self._fract_x
+
+    @fract_x.setter
+    def fract_x(self, value):
+        self._fract_x.value = value
+
+    @property
+    def fract_y(self):
+        """Fractional y coordinate descriptor."""
+        return self._fract_y
+
+    @fract_y.setter
+    def fract_y(self, value):
+        self._fract_y.value = value
+
+    @property
+    def fract_z(self):
+        """Fractional z coordinate descriptor."""
+        return self._fract_z
+
+    @fract_z.setter
+    def fract_z(self, value):
+        self._fract_z.value = value
+
+    @property
+    def occupancy(self):
+        """Occupancy descriptor (0..1)."""
+        return self._occupancy
+
+    @occupancy.setter
+    def occupancy(self, value):
+        self._occupancy.value = value
+
+    @property
+    def b_iso(self):
+        """Isotropic ADP descriptor in Ų."""
+        return self._b_iso
+
+    @b_iso.setter
+    def b_iso(self, value):
+        self._b_iso.value = value
+
+
+class AtomSites(CategoryCollection):
+    """Collection of AtomSite instances."""
+
+    def __init__(self):
+        super().__init__(item_type=AtomSite)
diff --git a/src/easydiffraction/sample_models/categories/cell.py b/src/easydiffraction/sample_models/categories/cell.py
new file mode 100644
index 00000000..0e132749
--- /dev/null
+++ b/src/easydiffraction/sample_models/categories/cell.py
@@ -0,0 +1,157 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Unit cell parameters category for sample models."""
+
+from typing import Optional
+
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class Cell(CategoryItem):
+    """Unit cell with lengths a, b, c and angles alpha, beta, gamma."""
+
+    def __init__(
+        self,
+        *,
+        length_a: Optional[int | float] = None,
+        length_b: Optional[int | float] = None,
+        length_c: Optional[int | float] = None,
+        angle_alpha: Optional[int | float] = None,
+        angle_beta: Optional[int | float] = None,
+        angle_gamma: Optional[int | float] = None,
+    ) -> None:
+        super().__init__()
+
+        self._length_a: Parameter = Parameter(
+            name='length_a',
+            description='Length of the a axis of the unit cell.',
+            value_spec=AttributeSpec(
+                value=length_a,
+                type_=DataTypes.NUMERIC,
+                default=10.0,
+                content_validator=RangeValidator(ge=0, le=1000),
+            ),
+            units='Å',
+            cif_handler=CifHandler(names=['_cell.length_a']),
+        )
+        self._length_b: Parameter = Parameter(
+            name='length_b',
+            description='Length of the b axis of the unit cell.',
+            value_spec=AttributeSpec(
+                value=length_b,
+                type_=DataTypes.NUMERIC,
+                default=10.0,
+                content_validator=RangeValidator(ge=0, le=1000),
+            ),
+            units='Å',
+            cif_handler=CifHandler(names=['_cell.length_b']),
+        )
+        self._length_c: Parameter = Parameter(
+            name='length_c',
+            description='Length of the c axis of the unit cell.',
+            value_spec=AttributeSpec(
+                value=length_c,
+                type_=DataTypes.NUMERIC,
+                default=10.0,
+                content_validator=RangeValidator(ge=0, le=1000),
+            ),
+            units='Å',
+            cif_handler=CifHandler(names=['_cell.length_c']),
+        )
+        self._angle_alpha: Parameter = Parameter(
+            name='angle_alpha',
+            description='Angle between edges b and c.',
+            value_spec=AttributeSpec(
+                value=angle_alpha,
+                type_=DataTypes.NUMERIC,
+                default=90.0,
+                content_validator=RangeValidator(ge=0, le=180),
+            ),
+            units='deg',
+            cif_handler=CifHandler(names=['_cell.angle_alpha']),
+        )
+        self._angle_beta: Parameter = Parameter(
+            name='angle_beta',
+            description='Angle between edges a and c.',
+            value_spec=AttributeSpec(
+                value=angle_beta,
+                type_=DataTypes.NUMERIC,
+                default=90.0,
+                content_validator=RangeValidator(ge=0, le=180),
+            ),
+            units='deg',
+            cif_handler=CifHandler(names=['_cell.angle_beta']),
+        )
+        self._angle_gamma: Parameter = Parameter(
+            name='angle_gamma',
+            description='Angle between edges a and b.',
+            value_spec=AttributeSpec(
+                value=angle_gamma,
+                type_=DataTypes.NUMERIC,
+                default=90.0,
+                content_validator=RangeValidator(ge=0, le=180),
+            ),
+            units='deg',
+            cif_handler=CifHandler(names=['_cell.angle_gamma']),
+        )
+
+        self._identity.category_code = 'cell'
+
+    @property
+    def length_a(self):
+        """Descriptor for a-axis length in Å."""
+        return self._length_a
+
+    @length_a.setter
+    def length_a(self, value):
+        self._length_a.value = value
+
+    @property
+    def length_b(self):
+        """Descriptor for b-axis length in Å."""
+        return self._length_b
+
+    @length_b.setter
+    def length_b(self, value):
+        self._length_b.value = value
+
+    @property
+    def length_c(self):
+        """Descriptor for c-axis length in Å."""
+        return self._length_c
+
+    @length_c.setter
+    def length_c(self, value):
+        self._length_c.value = value
+
+    @property
+    def angle_alpha(self):
+        """Descriptor for angle alpha in degrees."""
+        return self._angle_alpha
+
+    @angle_alpha.setter
+    def angle_alpha(self, value):
+        self._angle_alpha.value = value
+
+    @property
+    def angle_beta(self):
+        """Descriptor for angle beta in degrees."""
+        return self._angle_beta
+
+    @angle_beta.setter
+    def angle_beta(self, value):
+        self._angle_beta.value = value
+
+    @property
+    def angle_gamma(self):
+        """Descriptor for angle gamma in degrees."""
+        return self._angle_gamma
+
+    @angle_gamma.setter
+    def angle_gamma(self, value):
+        self._angle_gamma.value = value
diff --git a/src/easydiffraction/sample_models/categories/space_group.py b/src/easydiffraction/sample_models/categories/space_group.py
new file mode 100644
index 00000000..5b5f2f45
--- /dev/null
+++ b/src/easydiffraction/sample_models/categories/space_group.py
@@ -0,0 +1,107 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Space group category for crystallographic sample models."""
+
+from cryspy.A_functions_base.function_2_space_group import ACCESIBLE_NAME_HM_SHORT
+from cryspy.A_functions_base.function_2_space_group import (
+    get_it_coordinate_system_codes_by_it_number,
+)
+from cryspy.A_functions_base.function_2_space_group import get_it_number_by_name_hm_short
+
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import StringDescriptor
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.core.validation import MembershipValidator
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class SpaceGroup(CategoryItem):
+    """Space group with Hermann–Mauguin symbol and IT code."""
+
+    def __init__(
+        self,
+        *,
+        name_h_m: str = None,
+        it_coordinate_system_code: str = None,
+    ) -> None:
+        super().__init__()
+        self._name_h_m: StringDescriptor = StringDescriptor(
+            name='name_h_m',
+            description='Hermann-Mauguin symbol of the space group.',
+            value_spec=AttributeSpec(
+                value=name_h_m,
+                type_=DataTypes.STRING,
+                default='P 1',
+                content_validator=MembershipValidator(
+                    allowed=lambda: self._name_h_m_allowed_values
+                ),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_space_group.name_H-M_alt',
+                    '_space_group_name_H-M_alt',
+                    '_symmetry.space_group_name_H-M',
+                    '_symmetry_space_group_name_H-M',
+                ]
+            ),
+        )
+        self._it_coordinate_system_code: StringDescriptor = StringDescriptor(
+            name='it_coordinate_system_code',
+            description='A qualifier identifying which setting in IT is used.',
+            value_spec=AttributeSpec(
+                value=it_coordinate_system_code,
+                type_=DataTypes.STRING,
+                default=lambda: self._it_coordinate_system_code_default_value,
+                content_validator=MembershipValidator(
+                    allowed=lambda: self._it_coordinate_system_code_allowed_values
+                ),
+            ),
+            cif_handler=CifHandler(
+                names=[
+                    '_space_group.IT_coordinate_system_code',
+                    '_space_group_IT_coordinate_system_code',
+                    '_symmetry.IT_coordinate_system_code',
+                    '_symmetry_IT_coordinate_system_code',
+                ]
+            ),
+        )
+        self._identity.category_code = 'space_group'
+
+    def _reset_it_coordinate_system_code(self):
+        self._it_coordinate_system_code.value = self._it_coordinate_system_code_default_value
+
+    @property
+    def _name_h_m_allowed_values(self):
+        return ACCESIBLE_NAME_HM_SHORT
+
+    @property
+    def _it_coordinate_system_code_allowed_values(self):
+        name = self.name_h_m.value
+        it_number = get_it_number_by_name_hm_short(name)
+        codes = get_it_coordinate_system_codes_by_it_number(it_number)
+        codes = [str(code) for code in codes]
+        return codes if codes else ['']
+
+    @property
+    def _it_coordinate_system_code_default_value(self):
+        return self._it_coordinate_system_code_allowed_values[0]
+
+    @property
+    def name_h_m(self):
+        """Descriptor for Hermann–Mauguin symbol."""
+        return self._name_h_m
+
+    @name_h_m.setter
+    def name_h_m(self, value):
+        self._name_h_m.value = value
+        self._reset_it_coordinate_system_code()
+
+    @property
+    def it_coordinate_system_code(self):
+        """Descriptor for IT coordinate system code."""
+        return self._it_coordinate_system_code
+
+    @it_coordinate_system_code.setter
+    def it_coordinate_system_code(self, value):
+        self._it_coordinate_system_code.value = value
diff --git a/src/easydiffraction/sample_models/collections/atom_sites.py b/src/easydiffraction/sample_models/collections/atom_sites.py
deleted file mode 100644
index fc8af2ed..00000000
--- a/src/easydiffraction/sample_models/collections/atom_sites.py
+++ /dev/null
@@ -1,113 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from easydiffraction.core.objects import Collection
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Descriptor
-from easydiffraction.core.objects import Parameter
-
-
-class AtomSite(Component):
-    """Represents a single atom site within the crystal structure."""
-
-    @property
-    def category_key(self):
-        return 'atom_sites'
-
-    @property
-    def cif_category_key(self):
-        return 'atom_site'
-
-    def __init__(
-        self,
-        label: str,
-        type_symbol: str,
-        fract_x: float,
-        fract_y: float,
-        fract_z: float,
-        wyckoff_letter: str = None,
-        occupancy: float = 1.0,
-        b_iso: float = 0.0,
-        adp_type: str = 'Biso',
-    ):  # TODO: add support for Uiso, Uani and Bani
-        super().__init__()
-
-        self.label = Descriptor(
-            value=label,
-            name='label',
-            cif_name='label',
-            description='Unique identifier for the atom site.',
-        )
-        self.type_symbol = Descriptor(
-            value=type_symbol,
-            name='type_symbol',
-            cif_name='type_symbol',
-            description='Chemical symbol of the atom at this site.',
-        )
-        self.adp_type = Descriptor(
-            value=adp_type,
-            name='adp_type',
-            cif_name='ADP_type',
-            description='Type of atomic displacement parameter (ADP) '
-            'used (e.g., Biso, Uiso, Uani, Bani).',
-        )
-        self.wyckoff_letter = Descriptor(
-            value=wyckoff_letter,
-            name='wyckoff_letter',
-            cif_name='Wyckoff_letter',
-            description='Wyckoff letter indicating the symmetry of the '
-            'atom site within the space group.',
-        )
-        self.fract_x = Parameter(
-            value=fract_x,
-            name='fract_x',
-            cif_name='fract_x',
-            description='Fractional x-coordinate of the atom site within the unit cell.',
-        )
-        self.fract_y = Parameter(
-            value=fract_y,
-            name='fract_y',
-            cif_name='fract_y',
-            description='Fractional y-coordinate of the atom site within the unit cell.',
-        )
-        self.fract_z = Parameter(
-            value=fract_z,
-            name='fract_z',
-            cif_name='fract_z',
-            description='Fractional z-coordinate of the atom site within the unit cell.',
-        )
-        self.occupancy = Parameter(
-            value=occupancy,
-            name='occupancy',
-            cif_name='occupancy',
-            description='Occupancy of the atom site, representing the '
-            'fraction of the site occupied by the atom type.',
-        )
-        self.b_iso = Parameter(
-            value=b_iso,
-            name='b_iso',
-            units='Ų',
-            cif_name='B_iso_or_equiv',
-            description='Isotropic atomic displacement parameter (ADP) for the atom site.',
-        )
-        # Select which of the input parameters is used for the
-        # as ID for the whole object
-        self._entry_id = label
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked = True
-
-
-class AtomSites(Collection):
-    """Collection of AtomSite instances."""
-
-    # TODO: Check, if we can get rid of this property
-    #  We could use class name instead
-    @property
-    def _type(self):
-        return 'category'  # datablock or category
-
-    @property
-    def _child_class(self):
-        return AtomSite
diff --git a/src/easydiffraction/sample_models/components/cell.py b/src/easydiffraction/sample_models/components/cell.py
deleted file mode 100644
index a40f784e..00000000
--- a/src/easydiffraction/sample_models/components/cell.py
+++ /dev/null
@@ -1,75 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Parameter
-
-
-class Cell(Component):
-    """Represents the unit cell parameters of a sample model."""
-
-    @property
-    def category_key(self) -> str:
-        return 'cell'
-
-    @property
-    def cif_category_key(self) -> str:
-        return 'cell'
-
-    def __init__(
-        self,
-        length_a: float = 10.0,
-        length_b: float = 10.0,
-        length_c: float = 10.0,
-        angle_alpha: float = 90.0,
-        angle_beta: float = 90.0,
-        angle_gamma: float = 90.0,
-    ) -> None:
-        super().__init__()
-
-        self.length_a = Parameter(
-            value=length_a,
-            name='length_a',
-            cif_name='length_a',
-            units='Å',
-            description='Length of the unit cell edge a.',
-        )
-        self.length_b = Parameter(
-            value=length_b,
-            name='length_b',
-            cif_name='length_b',
-            units='Å',
-            description='Length of the unit cell edge b.',
-        )
-        self.length_c = Parameter(
-            value=length_c,
-            name='length_c',
-            cif_name='length_c',
-            units='Å',
-            description='Length of the unit cell edge c.',
-        )
-        self.angle_alpha = Parameter(
-            value=angle_alpha,
-            name='angle_alpha',
-            cif_name='angle_alpha',
-            units='deg',
-            description='Angle between edges b and c.',
-        )
-        self.angle_beta = Parameter(
-            value=angle_beta,
-            name='angle_beta',
-            cif_name='angle_beta',
-            units='deg',
-            description='Angle between edges a and c.',
-        )
-        self.angle_gamma = Parameter(
-            value=angle_gamma,
-            name='angle_gamma',
-            cif_name='angle_gamma',
-            units='deg',
-            description='Angle between edges a and b.',
-        )
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked: bool = True
diff --git a/src/easydiffraction/sample_models/components/space_group.py b/src/easydiffraction/sample_models/components/space_group.py
deleted file mode 100644
index b300cea0..00000000
--- a/src/easydiffraction/sample_models/components/space_group.py
+++ /dev/null
@@ -1,43 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-from typing import Optional
-
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Descriptor
-
-
-class SpaceGroup(Component):
-    """Represents the space group of a sample model."""
-
-    @property
-    def category_key(self) -> str:
-        return 'space_group'
-
-    @property
-    def cif_category_key(self) -> str:
-        return 'space_group'
-
-    def __init__(
-        self,
-        name_h_m: str = 'P 1',
-        it_coordinate_system_code: Optional[int] = None,
-    ) -> None:
-        super().__init__()
-
-        self.name_h_m = Descriptor(
-            value=name_h_m,
-            name='name_h_m',
-            cif_name='name_H-M_alt',
-            description='Hermann-Mauguin symbol of the space group.',
-        )
-        self.it_coordinate_system_code = Descriptor(
-            value=it_coordinate_system_code,
-            name='it_coordinate_system_code',
-            cif_name='IT_coordinate_system_code',
-            description='A qualifier identifying which setting in IT is used.',
-        )
-
-        # Lock further attribute additions to prevent
-        # accidental modifications by users
-        self._locked = True
diff --git a/src/easydiffraction/sample_models/sample_model/__init__.py b/src/easydiffraction/sample_models/sample_model/__init__.py
new file mode 100644
index 00000000..3e95b5e9
--- /dev/null
+++ b/src/easydiffraction/sample_models/sample_model/__init__.py
@@ -0,0 +1,2 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
diff --git a/src/easydiffraction/sample_models/sample_model.py b/src/easydiffraction/sample_models/sample_model/base.py
similarity index 57%
rename from src/easydiffraction/sample_models/sample_model.py
rename to src/easydiffraction/sample_models/sample_model/base.py
index 6ce82842..302af96d 100644
--- a/src/easydiffraction/sample_models/sample_model.py
+++ b/src/easydiffraction/sample_models/sample_model/base.py
@@ -1,86 +1,99 @@
 # SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
 # SPDX-License-Identifier: BSD-3-Clause
 
-from easydiffraction.core.objects import Datablock
+from easydiffraction import paragraph
+from easydiffraction.core.datablock import DatablockItem
 from easydiffraction.crystallography import crystallography as ecr
-from easydiffraction.sample_models.collections.atom_sites import AtomSites
-from easydiffraction.sample_models.components.cell import Cell
-from easydiffraction.sample_models.components.space_group import SpaceGroup
-from easydiffraction.utils.decorators import enforce_type
-from easydiffraction.utils.formatting import paragraph
+from easydiffraction.sample_models.categories.atom_sites import AtomSites
+from easydiffraction.sample_models.categories.cell import Cell
+from easydiffraction.sample_models.categories.space_group import SpaceGroup
 from easydiffraction.utils.utils import render_cif
 
 
-class SampleModel(Datablock):
-    """Represents an individual structural model of a sample.
+class SampleModelBase(DatablockItem):
+    """Base sample model and container for structural information.
 
-    Wraps crystallographic information including space group, cell, and
-    atomic sites.
+    Holds space group, unit cell and atom-site categories. The
+    factory is responsible for creating rich instances from CIF;
+    this base accepts just the ``name`` and exposes helpers for
+    applying symmetry.
     """
 
-    # TODO: Move cif_path and cif_str out of __init__ and into separate
-    #  methods
     def __init__(
         self,
-        name: str,
-        cif_path: str = None,
-        cif_str: str = None,
-    ):
+        *,
+        name,
+    ) -> None:
         super().__init__()
         self._name = name
-        self.space_group = SpaceGroup()
-        self.cell = Cell()
-        self.atom_sites = AtomSites()
-
-        if cif_path:
-            self.load_from_cif_file(cif_path)
-        elif cif_str:
-            self.load_from_cif_string(cif_str)
-
-    # -----------
-    # Space group
-    # -----------
+        self._cell: Cell = Cell()
+        self._space_group: SpaceGroup = SpaceGroup()
+        self._atom_sites: AtomSites = AtomSites()
+        self._identity.datablock_entry_name = lambda: self.name
+
+    def __str__(self) -> str:
+        """Human-readable representation of this component."""
+        name = self._log_name
+        items = ', '.join(
+            f'{k}={v}'
+            for k, v in {
+                'cell': self.cell,
+                'space_group': self.space_group,
+                'atom_sites': self.atom_sites,
+            }.items()
+        )
+        return f'<{name} ({items})>'
 
     @property
-    def space_group(self):
-        return self._space_group
+    def name(self) -> str:
+        """Model name.
 
-    @space_group.setter
-    @enforce_type
-    def space_group(self, new_space_group: SpaceGroup):
-        self._space_group = new_space_group
+        Returns:
+            The user-facing identifier for this model.
+        """
+        return self._name
 
-    # ----
-    # Cell
-    # ----
+    @name.setter
+    def name(self, new: str) -> None:
+        """Update model name."""
+        self._name = new
 
     @property
-    def cell(self):
+    def cell(self) -> Cell:
+        """Unit-cell category object."""
         return self._cell
 
     @cell.setter
-    @enforce_type
-    def cell(self, new_cell: Cell):
-        self._cell = new_cell
+    def cell(self, new: Cell) -> None:
+        """Replace the unit-cell category object."""
+        self._cell = new
+
+    @property
+    def space_group(self) -> SpaceGroup:
+        """Space-group category object."""
+        return self._space_group
 
-    # ----------
-    # Atom sites
-    # ----------
+    @space_group.setter
+    def space_group(self, new: SpaceGroup) -> None:
+        """Replace the space-group category object."""
+        self._space_group = new
 
     @property
-    def atom_sites(self):
+    def atom_sites(self) -> AtomSites:
+        """Atom-sites collection for this model."""
         return self._atom_sites
 
     @atom_sites.setter
-    @enforce_type
-    def atom_sites(self, new_atom_sites: AtomSites):
-        self._atom_sites = new_atom_sites
+    def atom_sites(self, new: AtomSites) -> None:
+        """Replace the atom-sites collection."""
+        self._atom_sites = new
 
     # --------------------
     # Symmetry constraints
     # --------------------
 
     def _apply_cell_symmetry_constraints(self):
+        """Apply symmetry rules to unit-cell parameters in place."""
         dummy_cell = {
             'lattice_a': self.cell.length_a.value,
             'lattice_b': self.cell.length_b.value,
@@ -99,6 +112,9 @@ def _apply_cell_symmetry_constraints(self):
         self.cell.angle_gamma.value = dummy_cell['angle_gamma']
 
     def _apply_atomic_coordinates_symmetry_constraints(self):
+        """Apply symmetry rules to fractional coordinates of atom
+        sites.
+        """
         space_group_name = self.space_group.name_h_m.value
         space_group_coord_code = self.space_group.it_coordinate_system_code.value
         for atom in self.atom_sites:
@@ -127,56 +143,17 @@ def _apply_atomic_coordinates_symmetry_constraints(self):
             atom.fract_z.value = dummy_atom['fract_z']
 
     def _apply_atomic_displacement_symmetry_constraints(self):
+        """Placeholder for ADP symmetry constraints (not
+        implemented).
+        """
         pass
 
     def apply_symmetry_constraints(self):
+        """Apply all available symmetry constraints to this model."""
         self._apply_cell_symmetry_constraints()
         self._apply_atomic_coordinates_symmetry_constraints()
         self._apply_atomic_displacement_symmetry_constraints()
 
-    # -----------------
-    # Creation from CIF
-    # -----------------
-
-    def load_from_cif_file(self, cif_path: str):
-        """Load model data from a CIF file."""
-        # TODO: Implement CIF parsing here
-        print(f'Loading SampleModel from CIF file: {cif_path}')
-        print('Not implemented yet.')
-
-    def load_from_cif_string(self, cif_str: str):
-        """Load model data from a CIF string."""
-        # TODO: Implement CIF parsing from a string
-        print('Loading SampleModel from CIF string.')
-        print('Not implemented yet.')
-        # Intentionally unused, to avoid linter warning unless
-        # implemented later
-        del cif_str
-
-    # -----------------
-    # Convertion to CIF
-    # -----------------
-
-    def as_cif(self) -> str:
-        """Export the sample model to CIF format.
-
-        Returns:
-            str: CIF string representation of the sample model.
-        """
-        # Data block header
-        cif_lines = [f'data_{self.name}']
-
-        # Space Group
-        cif_lines += ['', self.space_group.as_cif()]
-
-        # Unit Cell
-        cif_lines += ['', self.cell.as_cif()]
-
-        # Atom Sites
-        cif_lines += ['', self.atom_sites.as_cif()]
-
-        return '\n'.join(cif_lines)
-
     # ------------
     # Show methods
     # ------------
@@ -187,16 +164,19 @@ def show_structure(self):
         print('Not implemented yet.')
 
     def show_params(self):
-        """Display structural parameters (space group, unit cell, atomic
+        """Display structural parameters (space group, cell, atom
         sites).
         """
         print(f'\nSampleModel ID: {self.name}')
         print(f'Space group: {self.space_group.name_h_m}')
-        print(f'Cell parameters: {self.cell.as_dict()}')
+        print(f'Cell parameters: {self.cell.as_dict}')
         print('Atom sites:')
         self.atom_sites.show()
 
     def show_as_cif(self) -> None:
-        cif_text: str = self.as_cif()
+        """Render the CIF text for this model in a terminal-friendly
+        view.
+        """
+        cif_text: str = self.as_cif
         paragraph_title: str = paragraph(f"Sample model 🧩 '{self.name}' as cif")
         render_cif(cif_text, paragraph_title)
diff --git a/src/easydiffraction/sample_models/sample_model/factory.py b/src/easydiffraction/sample_models/sample_model/factory.py
new file mode 100644
index 00000000..9346e97c
--- /dev/null
+++ b/src/easydiffraction/sample_models/sample_model/factory.py
@@ -0,0 +1,170 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+"""Factory for creating sample models from simple inputs or CIF.
+
+Supports three argument combinations: ``name``, ``cif_path``, or
+``cif_str``. Returns a minimal ``SampleModelBase`` populated from CIF
+when provided, or an empty model with the given name.
+"""
+
+from __future__ import annotations
+
+import gemmi
+
+from easydiffraction.core.factory import FactoryBase
+from easydiffraction.sample_models.sample_model.base import SampleModelBase
+
+
+class SampleModelFactory(FactoryBase):
+    """Create ``SampleModelBase`` instances from supported inputs."""
+
+    _ALLOWED_ARG_SPECS = [
+        {'required': ['name'], 'optional': []},
+        {'required': ['cif_path'], 'optional': []},
+        {'required': ['cif_str'], 'optional': []},
+    ]
+
+    @classmethod
+    def create(cls, **kwargs) -> SampleModelBase:
+        """Create a model based on a validated argument combination.
+
+        Keyword Args:
+            name: Name of the sample model to create.
+            cif_path: Path to a CIF file to parse.
+            cif_str: Raw CIF string to parse.
+            **kwargs: Extra args are ignored if None; only the above
+                three keys are supported.
+
+        Returns:
+            SampleModelBase: A populated or empty model instance.
+        """
+        # Check for valid argument combinations
+        user_args = {k for k, v in kwargs.items() if v is not None}
+        cls._validate_args(user_args, cls._ALLOWED_ARG_SPECS, cls.__name__)
+
+        if 'cif_path' in kwargs:
+            return cls._create_from_cif_path(kwargs['cif_path'])
+        elif 'cif_str' in kwargs:
+            return cls._create_from_cif_str(kwargs['cif_str'])
+        elif 'name' in kwargs:
+            return SampleModelBase(name=kwargs['name'])
+
+    # -------------------------------
+    # Private creation helper methods
+    # -------------------------------
+
+    @classmethod
+    def _create_from_cif_path(
+        cls,
+        cif_path: str,
+    ) -> SampleModelBase:
+        """Create a model by reading and parsing a CIF file."""
+        # Parse CIF and build model
+        doc = cls._read_cif_document_from_path(cif_path)
+        block = cls._pick_first_structural_block(doc)
+        return cls._create_model_from_block(block)
+
+    @classmethod
+    def _create_from_cif_str(
+        cls,
+        cif_str: str,
+    ) -> SampleModelBase:
+        """Create a model by parsing a CIF string."""
+        # Parse CIF string and build model
+        doc = cls._read_cif_document_from_string(cif_str)
+        block = cls._pick_first_structural_block(doc)
+        return cls._create_model_from_block(block)
+
+    # TODO: Move to io.cif.parse?
+
+    # -------------
+    # gemmi helpers
+    # -------------
+
+    @staticmethod
+    def _read_cif_document_from_path(path: str) -> gemmi.cif.Document:
+        """Read a CIF document from a file path."""
+        return gemmi.cif.read_file(path)
+
+    @staticmethod
+    def _read_cif_document_from_string(text: str) -> gemmi.cif.Document:
+        """Read a CIF document from a raw text string."""
+        return gemmi.cif.read_string(text)
+
+    @staticmethod
+    def _has_structural_content(block: gemmi.cif.Block) -> bool:
+        """Return True if the CIF block contains structural content."""
+        # Basic heuristics: atom_site loop or full set of cell params
+        loop = block.find_loop('_atom_site.fract_x')
+        if loop is not None:
+            return True
+        required_cell = [
+            '_cell.length_a',
+            '_cell.length_b',
+            '_cell.length_c',
+            '_cell.angle_alpha',
+            '_cell.angle_beta',
+            '_cell.angle_gamma',
+        ]
+        return all(block.find_value(tag) for tag in required_cell)
+
+    @classmethod
+    def _pick_first_structural_block(
+        cls,
+        doc: gemmi.cif.Document,
+    ) -> gemmi.cif.Block:
+        """Pick the most likely structural block from a CIF document."""
+        # Prefer blocks with atom_site loop; else first block with cell
+        for block in doc:
+            if cls._has_structural_content(block):
+                return block
+        # As a fallback, return the sole or first block
+        try:
+            return doc.sole_block()
+        except Exception:
+            return doc[0]
+
+    @classmethod
+    def _create_model_from_block(
+        cls,
+        block: gemmi.cif.Block,
+    ) -> SampleModelBase:
+        """Build a model instance from a single CIF block."""
+        name = cls._extract_name_from_block(block)
+        model = SampleModelBase(name=name)
+        cls._set_space_group_from_cif_block(model, block)
+        cls._set_cell_from_cif_block(model, block)
+        cls._set_atom_sites_from_cif_block(model, block)
+        return model
+
+    @classmethod
+    def _extract_name_from_block(cls, block: gemmi.cif.Block) -> str:
+        """Extract a model name from the CIF block name."""
+        return block.name or 'model'
+
+    @classmethod
+    def _set_space_group_from_cif_block(
+        cls,
+        model: SampleModelBase,
+        block: gemmi.cif.Block,
+    ) -> None:
+        """Populate the model's space group from a CIF block."""
+        model.space_group.from_cif(block)
+
+    @classmethod
+    def _set_cell_from_cif_block(
+        cls,
+        model: SampleModelBase,
+        block: gemmi.cif.Block,
+    ) -> None:
+        """Populate the model's unit cell from a CIF block."""
+        model.cell.from_cif(block)
+
+    @classmethod
+    def _set_atom_sites_from_cif_block(
+        cls,
+        model: SampleModelBase,
+        block: gemmi.cif.Block,
+    ) -> None:
+        """Populate the model's atom sites from a CIF block."""
+        model.atom_sites.from_cif(block)
diff --git a/src/easydiffraction/sample_models/sample_models.py b/src/easydiffraction/sample_models/sample_models.py
index 0f845073..858d982f 100644
--- a/src/easydiffraction/sample_models/sample_models.py
+++ b/src/easydiffraction/sample_models/sample_models.py
@@ -1,124 +1,74 @@
 # SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
 # SPDX-License-Identifier: BSD-3-Clause
 
-from typing import List
-from typing import Optional
+from typeguard import typechecked
 
-from easydiffraction.core.objects import Collection
-from easydiffraction.sample_models.sample_model import SampleModel
-from easydiffraction.utils.decorators import enforce_type
+from easydiffraction.core.datablock import DatablockCollection
+from easydiffraction.sample_models.sample_model.base import SampleModelBase
+from easydiffraction.sample_models.sample_model.factory import SampleModelFactory
 from easydiffraction.utils.formatting import paragraph
 
 
-class SampleModels(Collection):
+class SampleModels(DatablockCollection):
     """Collection manager for multiple SampleModel instances."""
 
-    @property
-    def _child_class(self):
-        return SampleModel
-
     def __init__(self) -> None:
-        super().__init__()  # Initialize Collection
-        self._models = self._items  # Alias for legacy support
-
-    def add(
-        self,
-        model: Optional[SampleModel] = None,
-        name: Optional[str] = None,
-        cif_path: Optional[str] = None,
-        cif_str: Optional[str] = None,
-    ) -> None:
-        """Add a new sample model to the collection.
-        Dispatches based on input type: pre-built model or parameters
-        for new creation.
+        super().__init__(item_type=SampleModelBase)
 
-        Args:
-            model: An existing SampleModel instance.
-            name: Name for a new model if created from scratch.
-            cif_path: Path to a CIF file to create a model from.
-            cif_str: CIF content as string to create a model from.
-        """
-        if model:
-            self._add_prebuilt_sample_model(model)
-        else:
-            self._create_and_add_sample_model(name, cif_path, cif_str)
+    # --------------------
+    # Add / Remove methods
+    # --------------------
 
-    def remove(self, name: str) -> None:
-        """Remove a sample model by its ID.
+    @typechecked
+    def add_from_cif_path(self, cif_path: str) -> None:
+        """Create and add a model from a CIF file path.
 
         Args:
-            name: ID of the model to remove.
+            cif_path: Path to a CIF file.
         """
-        if name in self._models:
-            del self._models[name]
+        sample_model = SampleModelFactory.create(cif_path=cif_path)
+        self.add(sample_model)
 
-    def get_ids(self) -> List[str]:
-        """Return a list of all model IDs in the collection.
+    @typechecked
+    def add_from_cif_str(self, cif_str: str) -> None:
+        """Create and add a model from CIF content (string).
 
-        Returns:
-            List of model IDs.
+        Args:
+            cif_str: CIF file content.
         """
-        return list(self._models.keys())
+        sample_model = SampleModelFactory.create(cif_str=cif_str)
+        self.add(sample_model)
 
-    @property
-    def ids(self) -> List[str]:
-        """Property accessor for model IDs."""
-        return self.get_ids()
-
-    def show_names(self) -> None:
-        """List all model IDs in the collection."""
-        print(paragraph('Defined sample models' + ' 🧩'))
-        print(self.get_ids())
-
-    def show_params(self) -> None:
-        """Show parameters of all sample models in the collection."""
-        for model in self._models.values():
-            model.show_params()
+    @typechecked
+    def add_minimal(self, name: str) -> None:
+        """Create and add a minimal model (defaults, no atoms).
 
-    def as_cif(self) -> str:
-        """Export all sample models to CIF format.
-
-        Returns:
-            CIF string representation of all sample models.
+        Args:
+            name: Identifier to assign to the new model.
         """
-        return '\n'.join([model.as_cif() for model in self._models.values()])
+        sample_model = SampleModelFactory.create(name=name)
+        self.add(sample_model)
 
-    @enforce_type
-    def _add_prebuilt_sample_model(self, sample_model: SampleModel) -> None:
-        """Add a pre-built SampleModel instance.
+    @typechecked
+    def remove(self, name: str) -> None:
+        """Remove a sample model by its ID.
 
         Args:
-            sample_model: The SampleModel instance to add.
-
-        Raises:
-            TypeError: If model is not a SampleModel instance.
+            name: ID of the model to remove.
         """
-        self._models[sample_model.name] = sample_model
+        if name in self:
+            del self[name]
 
-    def _create_and_add_sample_model(
-        self,
-        name: Optional[str] = None,
-        cif_path: Optional[str] = None,
-        cif_str: Optional[str] = None,
-    ) -> None:
-        """Create a SampleModel instance and add it to the collection.
+    # ------------
+    # Show methods
+    # ------------
 
-        Args:
-            name: Name for the new model.
-            cif_path: Path to a CIF file.
-            cif_str: CIF content as string.
+    def show_names(self) -> None:
+        """List all model names in the collection."""
+        print(paragraph('Defined sample models' + ' 🧩'))
+        print(self.names)
 
-        Raises:
-            ValueError: If neither name, cif_path, nor cif_str is
-            provided.
-        """
-        if cif_path:
-            model = SampleModel(cif_path=cif_path)
-        elif cif_str:
-            model = SampleModel(cif_str=cif_str)
-        elif name:
-            model = SampleModel(name=name)
-        else:
-            raise ValueError('You must provide a name, cif_path, or cif_str.')
-
-        self._models[model.name] = model
+    def show_params(self) -> None:
+        """Show parameters of all sample models in the collection."""
+        for model in self.values():
+            model.show_params()
diff --git a/src/easydiffraction/summary/__init__.py b/src/easydiffraction/summary/__init__.py
new file mode 100644
index 00000000..3e95b5e9
--- /dev/null
+++ b/src/easydiffraction/summary/__init__.py
@@ -0,0 +1,2 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
diff --git a/src/easydiffraction/summary.py b/src/easydiffraction/summary/summary.py
similarity index 86%
rename from src/easydiffraction/summary.py
rename to src/easydiffraction/summary/summary.py
index a9cce642..4482f818 100644
--- a/src/easydiffraction/summary.py
+++ b/src/easydiffraction/summary/summary.py
@@ -51,7 +51,7 @@ def show_crystallographic_data(self) -> None:
         """
         print(section('Crystallographic data'))
 
-        for model in self.project.sample_models._models.values():
+        for model in self.project.sample_models.values():
             print(paragraph('Phase datablock'))
             print(f'🧩 {model.name}')
 
@@ -61,8 +61,8 @@ def show_crystallographic_data(self) -> None:
             print(paragraph('Cell parameters'))
             columns_alignment: List[str] = ['left', 'right']
             cell_data = [
-                [k.replace('length_', '').replace('angle_', ''), f'{v:.5f}']
-                for k, v in model.cell.as_dict().items()
+                [p.name.replace('length_', '').replace('angle_', ''), f'{p.value:.5f}']
+                for p in model.cell.parameters
             ]
             render_table(
                 columns_alignment=columns_alignment,
@@ -71,13 +71,13 @@ def show_crystallographic_data(self) -> None:
 
             print(paragraph('Atom sites'))
             columns_headers = [
-                'Label',
-                'Type',
-                'fract_x',
-                'fract_y',
-                'fract_z',
-                'Occupancy',
-                'B_iso',
+                'label',
+                'type',
+                'x',
+                'y',
+                'z',
+                'occ',
+                'Biso',
             ]
             columns_alignment = [
                 'left',
@@ -111,7 +111,7 @@ def show_experimental_data(self) -> None:
         """
         print(section('Experiments'))
 
-        for expt in self.project.experiments._experiments.values():
+        for expt in self.project.experiments.values():
             print(paragraph('Experiment datablock'))
             print(f'🔬 {expt.name}')
 
@@ -122,20 +122,20 @@ def show_experimental_data(self) -> None:
                 f'{expt.type.beam_mode.value}'
             )
 
-            if hasattr(expt, 'instrument'):
-                if hasattr(expt.instrument, 'setup_wavelength'):
+            if 'instrument' in expt._public_attrs():
+                if 'setup_wavelength' in expt.instrument._public_attrs():
                     print(paragraph('Wavelength'))
                     print(f'{expt.instrument.setup_wavelength.value:.5f}')
-                if hasattr(expt.instrument, 'calib_twotheta_offset'):
+                if 'calib_twotheta_offset' in expt.instrument._public_attrs():
                     print(paragraph('2θ offset'))
                     print(f'{expt.instrument.calib_twotheta_offset.value:.5f}')
 
-            if hasattr(expt, 'peak_profile_type'):
+            if 'peak_profile_type' in expt._public_attrs():
                 print(paragraph('Profile type'))
                 print(expt.peak_profile_type)
 
-            if hasattr(expt, 'peak'):
-                if hasattr(expt.peak, 'broad_gauss_u'):
+            if 'peak' in expt._public_attrs():
+                if 'broad_gauss_u' in expt.peak._public_attrs():
                     print(paragraph('Peak broadening (Gaussian)'))
                     columns_alignment = ['left', 'right']
                     columns_data = [
@@ -147,7 +147,7 @@ def show_experimental_data(self) -> None:
                         columns_alignment=columns_alignment,
                         columns_data=columns_data,
                     )
-                if hasattr(expt.peak, 'broad_lorentz_x'):
+                if 'broad_lorentz_x' in expt.peak._public_attrs():
                     print(paragraph('Peak broadening (Lorentzian)'))
                     columns_alignment = ['left', 'right']
                     columns_data = [
@@ -192,4 +192,6 @@ def as_cif(self) -> str:
         """Export the final fitted data and analysis results as CIF
         format.
         """
-        return 'To be added...'
+        from easydiffraction.io.cif.serialize import summary_to_cif
+
+        return summary_to_cif(self)
diff --git a/src/easydiffraction/utils/decorators.py b/src/easydiffraction/utils/decorators.py
deleted file mode 100644
index 7bc23c2c..00000000
--- a/src/easydiffraction/utils/decorators.py
+++ /dev/null
@@ -1,59 +0,0 @@
-# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
-# SPDX-License-Identifier: BSD-3-Clause
-
-import inspect
-import typing
-
-import numpy as np
-
-
-def enforce_type(func):
-    sig = inspect.signature(func)
-
-    def wrapper(self, *args, **kwargs):
-        bound_args = sig.bind(self, *args, **kwargs)
-        bound_args.apply_defaults()
-
-        for name, value in list(bound_args.arguments.items())[1:]:  # skip 'self'
-            expected_type = sig.parameters[name].annotation
-            if expected_type is inspect._empty:
-                continue  # no annotation, skip
-
-            origin = typing.get_origin(expected_type)
-            if origin is not None:
-                args_types = typing.get_args(expected_type)
-                valid_types = tuple(t for t in args_types if isinstance(t, type))
-                if not any(isinstance(value, t) for t in valid_types):
-                    raise TypeError(
-                        f"Parameter '{name}': expected {expected_type}, "
-                        f'got {type(value).__name__}.'
-                    )
-            else:
-                if isinstance(expected_type, type):
-                    if not isinstance(value, expected_type):
-                        raise TypeError(
-                            f"Parameter '{name}': expected {expected_type.__name__}, "
-                            f'got {type(value).__name__}.'
-                        )
-                elif isinstance(expected_type, str) and expected_type == 'np.ndarray':
-                    if not isinstance(value, np.ndarray):
-                        raise TypeError(
-                            f"Parameter '{name}': expected np.ndarray, got {type(value).__name__}."
-                        )
-                else:
-                    if hasattr(expected_type, '__name__'):
-                        if type(value).__name__ != expected_type.__name__:
-                            raise TypeError(
-                                f"Parameter '{name}': expected {expected_type}, "
-                                f'got {type(value).__name__}.'
-                            )
-                    else:
-                        if type(value).__name__ != str(expected_type):
-                            raise TypeError(
-                                f"Parameter '{name}': expected {expected_type}, "
-                                f'got {type(value).__name__}.'
-                            )
-
-        return func(self, *args, **kwargs)
-
-    return wrapper
diff --git a/src/easydiffraction/utils/logging.py b/src/easydiffraction/utils/logging.py
new file mode 100644
index 00000000..b059ae3d
--- /dev/null
+++ b/src/easydiffraction/utils/logging.py
@@ -0,0 +1,310 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from __future__ import annotations
+
+import logging
+import os
+import warnings
+from contextlib import suppress
+from enum import Enum
+from enum import IntEnum
+from enum import auto
+from typing import TYPE_CHECKING
+
+if TYPE_CHECKING:  # pragma: no cover
+    from types import TracebackType
+
+from rich.logging import RichHandler
+
+
+class Logger:
+    """Centralized logging with Rich formatting and two modes.
+
+    Environment variables:
+    ED_LOG_MODE: set default mode ('verbose' or 'compact')
+    ED_LOG_LEVEL: set default level ('DEBUG', 'INFO', etc.)
+    """
+
+    class Mode(Enum):
+        """Output modes (see :class:`Logger`)."""
+
+        VERBOSE = 'verbose'  # rich traceback panel
+        COMPACT = 'compact'  # single line; no traceback
+
+    class Level(IntEnum):
+        """Mirror stdlib logging levels."""
+
+        DEBUG = logging.DEBUG
+        INFO = logging.INFO
+        WARNING = logging.WARNING
+        ERROR = logging.ERROR
+        CRITICAL = logging.CRITICAL
+
+    class Reaction(Enum):
+        """Reaction to errors (see :class:`Logger`)."""
+
+        RAISE = auto()
+        WARN = auto()
+
+    _logger = logging.getLogger('easydiffraction')
+    _configured = False
+    _mode: 'Logger.Mode' = Mode.VERBOSE
+    _reaction: 'Logger.Reaction' = Reaction.RAISE  # TODO: not default?
+
+    # ---------------- environment detection ----------------
+    @staticmethod
+    def _in_jupyter() -> bool:  # pragma: no cover - heuristic
+        try:
+            from IPython import get_ipython  # type: ignore[import-not-found]
+
+            return get_ipython() is not None
+        except Exception:  # noqa: BLE001
+            return False
+
+    @staticmethod
+    def _in_pytest() -> bool:
+        import sys
+
+        return 'pytest' in sys.modules
+
+    # ---------------- configuration ----------------
+    @classmethod
+    def configure(
+        cls,
+        *,
+        mode: 'Logger.Mode' | None = None,
+        level: 'Logger.Level' | None = None,
+        reaction: 'Logger.Reaction' | None = None,
+        rich_tracebacks: bool | None = None,
+    ) -> None:
+        """Configure logger.
+
+        mode: default COMPACT in Jupyter else VERBOSE
+        level: minimum log level
+        rich_tracebacks: override automatic choice
+
+        Environment variables:
+        ED_LOG_MODE: set default mode ('verbose' or 'compact')
+        ED_LOG_LEVEL: set default level ('DEBUG', 'INFO', etc.)
+        """
+        env_mode = os.getenv('ED_LOG_MODE')
+        env_level = os.getenv('ED_LOG_LEVEL')
+        env_reaction = os.getenv('ED_LOG_REACTION')
+
+        if mode is None and env_mode is not None:
+            with suppress(ValueError):
+                mode = cls.Mode(env_mode.lower())
+
+        if level is None and env_level is not None:
+            with suppress(KeyError):
+                level = cls.Level[env_level.upper()]
+
+        if reaction is None and env_reaction is not None:
+            with suppress(KeyError):
+                reaction = cls.Reaction[env_reaction.upper()]
+
+        if mode is None:
+            # Default to VERBOSE even in Jupyter unless explicitly set
+            mode = cls.Mode.VERBOSE
+        if level is None:
+            level = cls.Level.INFO
+        if reaction is None:
+            reaction = cls.Reaction.RAISE
+        cls._mode = mode
+        cls._reaction = reaction
+
+        if rich_tracebacks is None:
+            rich_tracebacks = mode == cls.Mode.VERBOSE
+
+        log = cls._logger
+        log.handlers.clear()
+        log.propagate = False
+        log.setLevel(int(level))
+
+        from rich.console import Console
+
+        # Enable rich tracebacks inside Jupyter environments
+        if cls._in_jupyter():
+            from rich import traceback
+
+            traceback.install(
+                show_locals=False,
+                suppress=['easydiffraction'],
+                # max_frames=10 if mode == cls.Mode.VERBOSE else 1,
+                # word_wrap=False,
+                # extra_lines=0,  # no extra context lines
+                # locals_max_length=0,  # no local vars shown
+                # locals_max_string=0,  # no local string previews
+            )
+        console = Console(
+            width=120,
+            # color_system="truecolor",
+            force_jupyter=False,
+            # force_terminal=False,
+            # force_interactive=True,
+            # legacy_windows=False,
+            # soft_wrap=True,
+        )
+        handler = RichHandler(
+            rich_tracebacks=rich_tracebacks,
+            markup=True,
+            show_time=False,
+            show_path=False,
+            tracebacks_show_locals=False,
+            tracebacks_suppress=['easydiffraction'],
+            tracebacks_max_frames=10,
+            console=console,
+        )
+        handler.setFormatter(logging.Formatter('%(message)s'))
+        log.addHandler(handler)
+        cls._configured = True
+
+        import sys
+
+        if rich_tracebacks and mode == cls.Mode.VERBOSE:
+            if not hasattr(cls, '_orig_excepthook'):
+                cls._orig_excepthook = sys.excepthook  # type: ignore[attr-defined]
+
+            def _aligned_excepthook(
+                exc_type: type[BaseException],
+                exc: BaseException,
+                tb: TracebackType | None,
+            ) -> None:
+                original_args = getattr(exc, 'args', tuple())
+                message = str(exc)
+                with suppress(Exception):
+                    exc.args = tuple()
+                try:
+                    cls._logger.error(message, exc_info=(exc_type, exc, tb))
+                except Exception:  # pragma: no cover
+                    cls._logger.error('Unhandled exception (logging failure)')
+                with suppress(Exception):
+                    exc.args = original_args
+
+            sys.excepthook = _aligned_excepthook  # type: ignore[assignment]
+        elif mode == cls.Mode.COMPACT:
+            import sys
+
+            if not hasattr(cls, '_orig_excepthook'):
+                cls._orig_excepthook = sys.excepthook  # type: ignore[attr-defined]
+
+            def _compact_excepthook(
+                _exc_type: type[BaseException],
+                exc: BaseException,
+                _tb: TracebackType | None,
+            ) -> None:
+                # Use Rich logger to keep formatting in terminal
+                cls._logger.error(str(exc))
+                raise SystemExit(1)
+
+            sys.excepthook = _compact_excepthook  # type: ignore[assignment]
+
+            # Disable Jupyter/IPython tracebacks properly
+            cls._install_jupyter_traceback_suppressor()
+        else:
+            if hasattr(cls, '_orig_excepthook'):
+                sys.excepthook = cls._orig_excepthook  # type: ignore[attr-defined]
+
+    @classmethod
+    def _install_jupyter_traceback_suppressor(cls) -> None:
+        """Install traceback suppressor in Jupyter, safely and lint-
+        clean.
+        """
+        try:
+            from IPython import get_ipython
+
+            ip = get_ipython()
+            if ip is not None:
+
+                def _suppress_jupyter_traceback(
+                    _shell,
+                    _etype,
+                    _evalue,
+                    _tb,
+                    _tb_offset=None,
+                ):
+                    cls._logger.error(str(_evalue))
+                    return None
+
+                ip.set_custom_exc((BaseException,), _suppress_jupyter_traceback)
+        except Exception as err:
+            msg = f'Failed to install Jupyter traceback suppressor: {err!r}'
+            cls._logger.debug(msg)
+
+    # ---------------- helpers ----------------
+    @classmethod
+    def set_mode(cls, mode: 'Logger.Mode') -> None:
+        cls.configure(mode=mode, level=cls.Level(cls._logger.level))
+
+    @classmethod
+    def set_level(cls, level: 'Logger.Level') -> None:
+        cls.configure(mode=cls._mode, level=level)
+
+    @classmethod
+    def mode(cls) -> 'Logger.Mode':
+        return cls._mode
+
+    @classmethod
+    def _lazy_config(cls) -> None:
+        if not cls._configured:  # pragma: no cover - trivial
+            cls.configure()
+
+    # ---------------- core routing ----------------
+    @classmethod
+    def handle(
+        cls,
+        message: str,
+        *,
+        level: 'Logger.Level' = Level.ERROR,
+        exc_type: type[BaseException] | None = AttributeError,
+    ) -> None:
+        """Route a log message (see class docs for policy)."""
+        cls._lazy_config()
+        if exc_type is not None:
+            if exc_type is UserWarning:
+                if cls._in_pytest():
+                    # Always issue a real warning so pytest can catch it
+                    warnings.warn(message, UserWarning, stacklevel=2)
+                else:
+                    # Outside pytest → normal Rich logging
+                    cls._logger.warning(message)
+                return
+            if cls._mode is cls.Mode.VERBOSE:
+                raise exc_type(message)
+            if cls._mode is cls.Mode.COMPACT:
+                raise exc_type(message) from None
+        cls._logger.log(int(level), message)
+
+    # ---------------- convenience API ----------------
+    @classmethod
+    def debug(cls, message: str) -> None:
+        cls.handle(message, level=cls.Level.DEBUG, exc_type=None)
+
+    @classmethod
+    def info(cls, message: str) -> None:
+        cls.handle(message, level=cls.Level.INFO, exc_type=None)
+
+    @classmethod
+    def warning(cls, message: str, exc_type: type[BaseException] | None = None) -> None:
+        cls.handle(message, level=cls.Level.WARNING, exc_type=exc_type)
+
+    @classmethod
+    def error(cls, message: str, exc_type: type[BaseException] = AttributeError) -> None:
+        if cls._reaction is cls.Reaction.RAISE:
+            cls.handle(message, level=cls.Level.ERROR, exc_type=exc_type)
+        elif cls._reaction is cls.Reaction.WARN:
+            cls.handle(message, level=cls.Level.WARNING, exc_type=UserWarning)
+
+    @classmethod
+    def critical(cls, message: str, exc_type: type[BaseException] = RuntimeError) -> None:
+        cls.handle(message, level=cls.Level.CRITICAL, exc_type=exc_type)
+
+    @classmethod
+    def exception(cls, message: str) -> None:
+        """Log current exception from inside ``except`` block."""
+        cls._lazy_config()
+        cls._logger.error(message, exc_info=True)
+
+
+log = Logger  # ergonomic alias
diff --git a/src/easydiffraction/utils/utils.py b/src/easydiffraction/utils/utils.py
index bf21835a..5e3b7de2 100644
--- a/src/easydiffraction/utils/utils.py
+++ b/src/easydiffraction/utils/utils.py
@@ -1,7 +1,6 @@
 # SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
 # SPDX-License-Identifier: BSD-3-Clause
 
-import importlib
 import io
 import json
 import os
@@ -10,7 +9,9 @@
 import zipfile
 from importlib.metadata import PackageNotFoundError
 from importlib.metadata import version
+from importlib.util import find_spec
 from typing import List
+from typing import Optional
 from urllib.parse import urlparse
 
 import numpy as np
@@ -18,6 +19,9 @@
 import pooch
 from packaging.version import Version
 from tabulate import tabulate
+from uncertainties import UFloat
+from uncertainties import ufloat
+from uncertainties import ufloat_fromstr
 
 try:
     import IPython
@@ -405,7 +409,7 @@ def is_colab() -> bool:
         bool: True if running in Google Colab PyCharm, False otherwise.
     """
     try:
-        return importlib.util.find_spec('google.colab') is not None
+        return find_spec('google.colab') is not None
     except ModuleNotFoundError:
         return False
 
@@ -689,3 +693,47 @@ def get_value_from_xye_header(file_path, key):
         return float(match.group(1))
     else:
         raise ValueError(f'{key} not found in the header.')
+
+
+def str_to_ufloat(s: Optional[str], default: Optional[float] = None) -> UFloat:
+    """Parse a CIF-style numeric string into a `ufloat` with an optional
+    uncertainty.
+
+    Examples of supported input:
+    - "3.566"       → ufloat(3.566, nan)
+    - "3.566(2)"    → ufloat(3.566, 0.002)
+    - None          → ufloat(default, nan)
+
+    Behavior:
+    - If the input string contains a value with parentheses (e.g.
+      "3.566(2)"), the number in parentheses is interpreted as an
+      estimated standard deviation (esd) in the last digit(s).
+    - If the input string has no parentheses, an uncertainty of NaN is
+      assigned to indicate "no esd provided".
+    - If parsing fails, the function falls back to the given `default`
+      value with uncertainty NaN.
+
+    Parameters
+    ----------
+    s : str or None
+        Numeric string in CIF format (e.g. "3.566", "3.566(2)") or None.
+    default : float or None, optional
+        Default value to use if `s` is None or parsing fails.
+        Defaults to None.
+
+    Returns:
+    -------
+    UFloat
+        An `uncertainties.UFloat` object with the parsed value and
+        uncertainty. The uncertainty will be NaN if not specified or
+        parsing failed.
+    """
+    if s is None:
+        return ufloat(default, np.nan)
+
+    if '(' not in s and ')' not in s:
+        s = f'{s}(nan)'
+    try:
+        return ufloat_fromstr(s)
+    except Exception:
+        return ufloat(default, np.nan)
diff --git a/tests/functional/fitting/test_pair-distribution-function.py b/tests/functional/fitting/test_pair-distribution-function.py
index 70f03d7a..a1df4ff8 100644
--- a/tests/functional/fitting/test_pair-distribution-function.py
+++ b/tests/functional/fitting/test_pair-distribution-function.py
@@ -1,3 +1,6 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
 import os
 import tempfile
 
@@ -13,16 +16,28 @@ def test_single_fit_pdf_xray_pd_cw_nacl() -> None:
     project = ed.Project()
 
     # Set sample model
-    project.sample_models.add(name='nacl')
+    project.sample_models.add_minimal(name='nacl')
     sample_model = project.sample_models['nacl']
     sample_model.space_group.name_h_m = 'F m -3 m'
     sample_model.space_group.it_coordinate_system_code = '1'
     sample_model.cell.length_a = 5.6018
-    sample_model.atom_sites.add(
-        label='Na', type_symbol='Na', fract_x=0, fract_y=0, fract_z=0, wyckoff_letter='a', b_iso=1.1053
+    sample_model.atom_sites.add_from_args(
+        label='Na',
+        type_symbol='Na',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='a',
+        b_iso=1.1053,
     )
-    sample_model.atom_sites.add(
-        label='Cl', type_symbol='Cl', fract_x=0.5, fract_y=0.5, fract_z=0.5, wyckoff_letter='b', b_iso=0.5708
+    sample_model.atom_sites.add_from_args(
+        label='Cl',
+        type_symbol='Cl',
+        fract_x=0.5,
+        fract_y=0.5,
+        fract_z=0.5,
+        wyckoff_letter='b',
+        b_iso=0.5708,
     )
 
     # Set experiment
@@ -44,7 +59,7 @@ def test_single_fit_pdf_xray_pd_cw_nacl() -> None:
     experiment.peak.sharp_delta_1 = 0
     experiment.peak.sharp_delta_2 = 3.5041
     experiment.peak.damp_particle_diameter = 0
-    experiment.linked_phases.add(id='nacl', scale=0.4254)
+    experiment.linked_phases.add_from_args(id='nacl', scale=0.4254)
 
     # Select fitting parameters
     sample_model.cell.length_a.free = True
@@ -59,7 +74,8 @@ def test_single_fit_pdf_xray_pd_cw_nacl() -> None:
     project.analysis.fit()
 
     # Compare fit quality
-    assert_almost_equal(project.analysis.fit_results.reduced_chi_square, desired=1.48, decimal=2)
+    chi2 = project.analysis.fit_results.reduced_chi_square
+    assert_almost_equal(chi2, desired=1.48, decimal=2)
 
 
 @pytest.mark.fast
@@ -67,13 +83,19 @@ def test_single_fit_pdf_neutron_pd_cw_ni():
     project = ed.Project()
 
     # Set sample model
-    project.sample_models.add(name='ni')
+    project.sample_models.add_minimal(name='ni')
     sample_model = project.sample_models['ni']
     sample_model.space_group.name_h_m.value = 'F m -3 m'
     sample_model.space_group.it_coordinate_system_code = '1'
     sample_model.cell.length_a = 3.526
-    sample_model.atom_sites.add(
-        label='Ni', type_symbol='Ni', fract_x=0, fract_y=0, fract_z=0, wyckoff_letter='a', b_iso=0.4281
+    sample_model.atom_sites.add_from_args(
+        label='Ni',
+        type_symbol='Ni',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='a',
+        b_iso=0.4281,
     )
 
     # Set experiment
@@ -94,7 +116,7 @@ def test_single_fit_pdf_neutron_pd_cw_ni():
     experiment.peak.sharp_delta_1 = 0
     experiment.peak.sharp_delta_2 = 2.5587
     experiment.peak.damp_particle_diameter = 0
-    experiment.linked_phases.add(id='ni', scale=0.9892)
+    experiment.linked_phases.add_from_args(id='ni', scale=0.9892)
 
     # Select fitting parameters
     sample_model.cell.length_a.free = True
@@ -108,19 +130,28 @@ def test_single_fit_pdf_neutron_pd_cw_ni():
     project.analysis.fit()
 
     # Compare fit quality
-    assert_almost_equal(project.analysis.fit_results.reduced_chi_square, desired=207.1, decimal=1)
+    chi2 = project.analysis.fit_results.reduced_chi_square
+    assert_almost_equal(chi2, desired=207.1, decimal=1)
 
 
 def test_single_fit_pdf_neutron_pd_tof_si():
     project = ed.Project()
 
     # Set sample model
-    project.sample_models.add(name='si')
+    project.sample_models.add_minimal(name='si')
     sample_model = project.sample_models['si']
     sample_model.space_group.name_h_m.value = 'F d -3 m'
     sample_model.space_group.it_coordinate_system_code = '1'
     sample_model.cell.length_a = 5.4306
-    sample_model.atom_sites.add(label='Si', type_symbol='Si', fract_x=0, fract_y=0, fract_z=0, wyckoff_letter='a', b_iso=0.717)
+    sample_model.atom_sites.add_from_args(
+        label='Si',
+        type_symbol='Si',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='a',
+        b_iso=0.717,
+    )
 
     # Set experiment
     data_file = 'NOM_9999_Si_640g_PAC_50_ff_ftfrgr_up-to-50.gr'
@@ -140,7 +171,7 @@ def test_single_fit_pdf_neutron_pd_tof_si():
     experiment.peak.sharp_delta_1 = 2.54
     experiment.peak.sharp_delta_2 = -1.7525
     experiment.peak.damp_particle_diameter = 0
-    experiment.linked_phases.add(id='si', scale=1.2728)
+    experiment.linked_phases.add_from_args(id='si', scale=1.2728)
 
     # Select fitting parameters
     project.sample_models['si'].cell.length_a.free = True
@@ -156,7 +187,8 @@ def test_single_fit_pdf_neutron_pd_tof_si():
     project.analysis.fit()
 
     # Compare fit quality
-    assert_almost_equal(project.analysis.fit_results.reduced_chi_square, desired=170.54, decimal=1)
+    chi2 = project.analysis.fit_results.reduced_chi_square
+    assert_almost_equal(chi2, desired=170.54, decimal=1)
 
 
 if __name__ == '__main__':
diff --git a/tests/functional/fitting/test_powder-diffraction_constant-wavelength.py b/tests/functional/fitting/test_powder-diffraction_constant-wavelength.py
index 98c0a5fc..81ba8ef2 100644
--- a/tests/functional/fitting/test_powder-diffraction_constant-wavelength.py
+++ b/tests/functional/fitting/test_powder-diffraction_constant-wavelength.py
@@ -1,12 +1,15 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
 import os
 import tempfile
 
 import pytest
 from numpy.testing import assert_almost_equal
 
-from easydiffraction import Experiment
+from easydiffraction import ExperimentFactory
 from easydiffraction import Project
-from easydiffraction import SampleModel
+from easydiffraction import SampleModelFactory
 from easydiffraction import download_from_repository
 
 TEMP_DIR = tempfile.gettempdir()
@@ -14,18 +17,52 @@
 
 def test_single_fit_neutron_pd_cwl_lbco() -> None:
     # Set sample model
-    model = SampleModel('lbco')
+    model = SampleModelFactory.create(name='lbco')
     model.space_group.name_h_m = 'P m -3 m'
     model.cell.length_a = 3.88
-    model.atom_sites.add('La', 'La', 0, 0, 0, occupancy=0.5, b_iso=0.1)
-    model.atom_sites.add('Ba', 'Ba', 0, 0, 0, occupancy=0.5, b_iso=0.1)
-    model.atom_sites.add('Co', 'Co', 0.5, 0.5, 0.5, b_iso=0.1)
-    model.atom_sites.add('O', 'O', 0, 0.5, 0.5, b_iso=0.1)
+    model.atom_sites.add_from_args(
+        label='La',
+        type_symbol='La',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='a',
+        occupancy=0.5,
+        b_iso=0.1,
+    )
+    model.atom_sites.add_from_args(
+        label='Ba',
+        type_symbol='Ba',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='a',
+        occupancy=0.5,
+        b_iso=0.1,
+    )
+    model.atom_sites.add_from_args(
+        label='Co',
+        type_symbol='Co',
+        fract_x=0.5,
+        fract_y=0.5,
+        fract_z=0.5,
+        wyckoff_letter='b',
+        b_iso=0.1,
+    )
+    model.atom_sites.add_from_args(
+        label='O',
+        type_symbol='O',
+        fract_x=0,
+        fract_y=0.5,
+        fract_z=0.5,
+        wyckoff_letter='c',
+        b_iso=0.1,
+    )
 
     # Set experiment
     data_file = 'hrpt_lbco.xye'
     download_from_repository(data_file, destination=TEMP_DIR)
-    expt = Experiment(name='hrpt', data_path=os.path.join(TEMP_DIR, data_file))
+    expt = ExperimentFactory.create(name='hrpt', data_path=os.path.join(TEMP_DIR, data_file))
     expt.instrument.setup_wavelength = 1.494
     expt.instrument.calib_twotheta_offset = 0
     expt.peak.broad_gauss_u = 0.1
@@ -33,9 +70,9 @@ def test_single_fit_neutron_pd_cwl_lbco() -> None:
     expt.peak.broad_gauss_w = 0.2
     expt.peak.broad_lorentz_x = 0
     expt.peak.broad_lorentz_y = 0
-    expt.linked_phases.add('lbco', scale=5.0)
-    expt.background.add(x=10, y=170)
-    expt.background.add(x=165, y=170)
+    expt.linked_phases.add_from_args(id='lbco', scale=5.0)
+    expt.background.add_from_args(x=10, y=170)
+    expt.background.add_from_args(x=165, y=170)
 
     # Create project
     project = Project()
@@ -93,7 +130,7 @@ def test_single_fit_neutron_pd_cwl_lbco() -> None:
 @pytest.mark.fast
 def test_single_fit_neutron_pd_cwl_lbco_with_constraints() -> None:
     # Set sample model
-    model = SampleModel('lbco')
+    model = SampleModelFactory.create(name='lbco')
 
     space_group = model.space_group
     space_group.name_h_m = 'P m -3 m'
@@ -102,16 +139,50 @@ def test_single_fit_neutron_pd_cwl_lbco_with_constraints() -> None:
     cell.length_a = 3.8909
 
     atom_sites = model.atom_sites
-    atom_sites.add('La', 'La', 0, 0, 0, b_iso=1.0, occupancy=0.5)
-    atom_sites.add('Ba', 'Ba', 0, 0, 0, b_iso=1.0, occupancy=0.5)
-    atom_sites.add('Co', 'Co', 0.5, 0.5, 0.5, b_iso=1.0)
-    atom_sites.add('O', 'O', 0, 0.5, 0.5, b_iso=1.0)
+    atom_sites.add_from_args(
+        label='La',
+        type_symbol='La',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='a',
+        b_iso=1.0,
+        occupancy=0.5,
+    )
+    atom_sites.add_from_args(
+        label='Ba',
+        type_symbol='Ba',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='a',
+        b_iso=1.0,
+        occupancy=0.5,
+    )
+    atom_sites.add_from_args(
+        label='Co',
+        type_symbol='Co',
+        fract_x=0.5,
+        fract_y=0.5,
+        fract_z=0.5,
+        wyckoff_letter='b',
+        b_iso=1.0,
+    )
+    atom_sites.add_from_args(
+        label='O',
+        type_symbol='O',
+        fract_x=0,
+        fract_y=0.5,
+        fract_z=0.5,
+        wyckoff_letter='c',
+        b_iso=1.0,
+    )
 
     # Set experiment
     data_file = 'hrpt_lbco.xye'
     download_from_repository(data_file, destination=TEMP_DIR)
 
-    expt = Experiment(name='hrpt', data_path=os.path.join(TEMP_DIR, data_file))
+    expt = ExperimentFactory.create(name='hrpt', data_path=os.path.join(TEMP_DIR, data_file))
 
     instrument = expt.instrument
     instrument.setup_wavelength = 1.494
@@ -125,18 +196,18 @@ def test_single_fit_neutron_pd_cwl_lbco_with_constraints() -> None:
     peak.broad_lorentz_y = 0.0797
 
     background = expt.background
-    background.add(x=10, y=174.3)
-    background.add(x=20, y=159.8)
-    background.add(x=30, y=167.9)
-    background.add(x=50, y=166.1)
-    background.add(x=70, y=172.3)
-    background.add(x=90, y=171.1)
-    background.add(x=110, y=172.4)
-    background.add(x=130, y=182.5)
-    background.add(x=150, y=173.0)
-    background.add(x=165, y=171.1)
-
-    expt.linked_phases.add('lbco', scale=9.0976)
+    background.add_from_args(x=10, y=174.3)
+    background.add_from_args(x=20, y=159.8)
+    background.add_from_args(x=30, y=167.9)
+    background.add_from_args(x=50, y=166.1)
+    background.add_from_args(x=70, y=172.3)
+    background.add_from_args(x=90, y=171.1)
+    background.add_from_args(x=110, y=172.4)
+    background.add_from_args(x=130, y=182.5)
+    background.add_from_args(x=150, y=173.0)
+    background.add_from_args(x=165, y=171.1)
+
+    expt.linked_phases.add_from_args(id='lbco', scale=9.0976)
 
     # Create project
     project = Project()
@@ -182,14 +253,18 @@ def test_single_fit_neutron_pd_cwl_lbco_with_constraints() -> None:
     # ------------ 2nd fitting ------------
 
     # Set aliases for parameters
-    project.analysis.aliases.add(label='biso_La', param_uid=atom_sites['La'].b_iso.uid)
-    project.analysis.aliases.add(label='biso_Ba', param_uid=atom_sites['Ba'].b_iso.uid)
-    project.analysis.aliases.add(label='occ_La', param_uid=atom_sites['La'].occupancy.uid)
-    project.analysis.aliases.add(label='occ_Ba', param_uid=atom_sites['Ba'].occupancy.uid)
+    project.analysis.aliases.add_from_args(label='biso_La', param_uid=atom_sites['La'].b_iso.uid)
+    project.analysis.aliases.add_from_args(label='biso_Ba', param_uid=atom_sites['Ba'].b_iso.uid)
+    project.analysis.aliases.add_from_args(
+        label='occ_La', param_uid=atom_sites['La'].occupancy.uid
+    )
+    project.analysis.aliases.add_from_args(
+        label='occ_Ba', param_uid=atom_sites['Ba'].occupancy.uid
+    )
 
     # Set constraints
-    project.analysis.constraints.add(lhs_alias='biso_Ba', rhs_expr='biso_La')
-    project.analysis.constraints.add(lhs_alias='occ_Ba', rhs_expr='1 - occ_La')
+    project.analysis.constraints.add_from_args(lhs_alias='biso_Ba', rhs_expr='biso_La')
+    project.analysis.constraints.add_from_args(lhs_alias='occ_Ba', rhs_expr='1 - occ_La')
 
     # Apply constraints
     project.analysis.apply_constraints()
@@ -211,22 +286,62 @@ def test_single_fit_neutron_pd_cwl_lbco_with_constraints() -> None:
 
 def test_fit_neutron_pd_cwl_hs() -> None:
     # Set sample model
-    model = SampleModel('hs')
+    model = SampleModelFactory.create(name='hs')
     model.space_group.name_h_m = 'R -3 m'
     model.space_group.it_coordinate_system_code = 'h'
     model.cell.length_a = 6.8615
     model.cell.length_c = 14.136
-    model.atom_sites.add('Zn', 'Zn', 0, 0, 0.5, wyckoff_letter='b', b_iso=0.1)
-    model.atom_sites.add('Cu', 'Cu', 0.5, 0, 0, wyckoff_letter='e', b_iso=1.2)
-    model.atom_sites.add('O', 'O', 0.206, -0.206, 0.061, wyckoff_letter='h', b_iso=0.7)
-    model.atom_sites.add('Cl', 'Cl', 0, 0, 0.197, wyckoff_letter='c', b_iso=1.1)
-    model.atom_sites.add('H', '2H', 0.132, -0.132, 0.09, wyckoff_letter='h', b_iso=2.3)
+    model.atom_sites.add_from_args(
+        label='Zn',
+        type_symbol='Zn',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0.5,
+        wyckoff_letter='b',
+        b_iso=0.1,
+    )
+    model.atom_sites.add_from_args(
+        label='Cu',
+        type_symbol='Cu',
+        fract_x=0.5,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='e',
+        b_iso=1.2,
+    )
+    model.atom_sites.add_from_args(
+        label='O',
+        type_symbol='O',
+        fract_x=0.206,
+        fract_y=-0.206,
+        fract_z=0.061,
+        wyckoff_letter='h',
+        b_iso=0.7,
+    )
+    model.atom_sites.add_from_args(
+        label='Cl',
+        type_symbol='Cl',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0.197,
+        wyckoff_letter='c',
+        b_iso=1.1,
+    )
+    model.atom_sites.add_from_args(
+        label='H',
+        type_symbol='2H',
+        fract_x=0.132,
+        fract_y=-0.132,
+        fract_z=0.09,
+        wyckoff_letter='h',
+        b_iso=2.3,
+    )
     model.apply_symmetry_constraints()
 
     # Set experiment
     data_file = 'hrpt_hs.xye'
     download_from_repository(data_file, destination=TEMP_DIR)
-    expt = Experiment(name='hrpt', data_path=os.path.join(TEMP_DIR, data_file))
+    expt = ExperimentFactory.create(name='hrpt', data_path=os.path.join(TEMP_DIR, data_file))
     expt.instrument.setup_wavelength = 1.89
     expt.instrument.calib_twotheta_offset = 0.0
     expt.peak.broad_gauss_u = 0.1579
@@ -234,16 +349,16 @@ def test_fit_neutron_pd_cwl_hs() -> None:
     expt.peak.broad_gauss_w = 0.3498
     expt.peak.broad_lorentz_x = 0.2927
     expt.peak.broad_lorentz_y = 0
-    expt.background.add(x=4.4196, y=648.413)
-    expt.background.add(x=6.6207, y=523.788)
-    expt.background.add(x=10.4918, y=454.938)
-    expt.background.add(x=15.4634, y=435.913)
-    expt.background.add(x=45.6041, y=472.972)
-    expt.background.add(x=74.6844, y=486.606)
-    expt.background.add(x=103.4187, y=472.409)
-    expt.background.add(x=121.6311, y=496.734)
-    expt.background.add(x=159.4116, y=473.146)
-    expt.linked_phases.add('hs', scale=0.492)
+    expt.background.add_from_args(x=4.4196, y=648.413)
+    expt.background.add_from_args(x=6.6207, y=523.788)
+    expt.background.add_from_args(x=10.4918, y=454.938)
+    expt.background.add_from_args(x=15.4634, y=435.913)
+    expt.background.add_from_args(x=45.6041, y=472.972)
+    expt.background.add_from_args(x=74.6844, y=486.606)
+    expt.background.add_from_args(x=103.4187, y=472.409)
+    expt.background.add_from_args(x=121.6311, y=496.734)
+    expt.background.add_from_args(x=159.4116, y=473.146)
+    expt.linked_phases.add_from_args(id='hs', scale=0.492)
 
     # Create project
     project = Project()
diff --git a/tests/functional/fitting/test_powder-diffraction_joint-fit.py b/tests/functional/fitting/test_powder-diffraction_joint-fit.py
index a9b505a6..2cfb97f7 100644
--- a/tests/functional/fitting/test_powder-diffraction_joint-fit.py
+++ b/tests/functional/fitting/test_powder-diffraction_joint-fit.py
@@ -1,12 +1,15 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
 import os
 import tempfile
 
 import pytest
 from numpy.testing import assert_almost_equal
 
-from easydiffraction import Experiment
+from easydiffraction import ExperimentFactory
 from easydiffraction import Project
-from easydiffraction import SampleModel
+from easydiffraction import SampleModelFactory
 from easydiffraction import download_from_repository
 
 TEMP_DIR = tempfile.gettempdir()
@@ -15,21 +18,61 @@
 @pytest.mark.fast
 def test_joint_fit_split_dataset_neutron_pd_cwl_pbso4() -> None:
     # Set sample model
-    model = SampleModel('pbso4')
-    model.space_group.name_h_m.value = 'P n m a'
-    model.cell.length_a.value = 8.47
-    model.cell.length_b.value = 5.39
-    model.cell.length_c.value = 6.95
-    model.atom_sites.add('Pb', 'Pb', 0.1876, 0.25, 0.167, b_iso=1.37)
-    model.atom_sites.add('S', 'S', 0.0654, 0.25, 0.684, b_iso=0.3777)
-    model.atom_sites.add('O1', 'O', 0.9082, 0.25, 0.5954, b_iso=1.9764)
-    model.atom_sites.add('O2', 'O', 0.1935, 0.25, 0.5432, b_iso=1.4456)
-    model.atom_sites.add('O3', 'O', 0.0811, 0.0272, 0.8086, b_iso=1.2822)
+    model = SampleModelFactory.create(name='pbso4')
+    model.space_group.name_h_m = 'P n m a'
+    model.cell.length_a = 8.47
+    model.cell.length_b = 5.39
+    model.cell.length_c = 6.95
+    model.atom_sites.add_from_args(
+        label='Pb',
+        type_symbol='Pb',
+        fract_x=0.1876,
+        fract_y=0.25,
+        fract_z=0.167,
+        wyckoff_letter='c',
+        b_iso=1.37,
+    )
+    model.atom_sites.add_from_args(
+        label='S',
+        type_symbol='S',
+        fract_x=0.0654,
+        fract_y=0.25,
+        fract_z=0.684,
+        wyckoff_letter='c',
+        b_iso=0.3777,
+    )
+    model.atom_sites.add_from_args(
+        label='O1',
+        type_symbol='O',
+        fract_x=0.9082,
+        fract_y=0.25,
+        fract_z=0.5954,
+        wyckoff_letter='c',
+        b_iso=1.9764,
+    )
+    model.atom_sites.add_from_args(
+        label='O2',
+        type_symbol='O',
+        fract_x=0.1935,
+        fract_y=0.25,
+        fract_z=0.5432,
+        wyckoff_letter='c',
+        b_iso=1.4456,
+    )
+    model.atom_sites.add_from_args(
+        label='O3',
+        type_symbol='O',
+        fract_x=0.0811,
+        fract_y=0.0272,
+        fract_z=0.8086,
+        wyckoff_letter='d',
+        b_iso=1.2822,
+    )
 
     # Set experiments
     data_file = 'd1a_pbso4_first-half.dat'
     download_from_repository(data_file, destination=TEMP_DIR)
-    expt1 = Experiment(name='npd1', data_path=os.path.join(TEMP_DIR, data_file))
+    expt1 = ExperimentFactory.create(name='npd1', data_path=os.path.join(TEMP_DIR, data_file))
     expt1.instrument.setup_wavelength = 1.91
     expt1.instrument.calib_twotheta_offset = -0.1406
     expt1.peak.broad_gauss_u = 0.139
@@ -37,7 +80,7 @@ def test_joint_fit_split_dataset_neutron_pd_cwl_pbso4() -> None:
     expt1.peak.broad_gauss_w = 0.386
     expt1.peak.broad_lorentz_x = 0
     expt1.peak.broad_lorentz_y = 0.0878
-    expt1.linked_phases.add('pbso4', scale=1.46)
+    expt1.linked_phases.add_from_args(id='pbso4', scale=1.46)
     expt1.background_type = 'line-segment'
     for x, y in [
         (11.0, 206.1624),
@@ -49,11 +92,11 @@ def test_joint_fit_split_dataset_neutron_pd_cwl_pbso4() -> None:
         (120.0, 244.4525),
         (153.0, 226.0595),
     ]:
-        expt1.background.add(x, y)
+        expt1.background.add_from_args(x=x, y=y)
 
     data_file = 'd1a_pbso4_second-half.dat'
     download_from_repository(data_file, destination=TEMP_DIR)
-    expt2 = Experiment(name='npd2', data_path=os.path.join(TEMP_DIR, data_file))
+    expt2 = ExperimentFactory.create(name='npd2', data_path=os.path.join(TEMP_DIR, data_file))
     expt2.instrument.setup_wavelength = 1.91
     expt2.instrument.calib_twotheta_offset = -0.1406
     expt2.peak.broad_gauss_u = 0.139
@@ -61,7 +104,7 @@ def test_joint_fit_split_dataset_neutron_pd_cwl_pbso4() -> None:
     expt2.peak.broad_gauss_w = 0.386
     expt2.peak.broad_lorentz_x = 0
     expt2.peak.broad_lorentz_y = 0.0878
-    expt2.linked_phases.add('pbso4', scale=1.46)
+    expt2.linked_phases.add_from_args(id='pbso4', scale=1.46)
     expt2.background_type = 'line-segment'
     for x, y in [
         (11.0, 206.1624),
@@ -73,7 +116,7 @@ def test_joint_fit_split_dataset_neutron_pd_cwl_pbso4() -> None:
         (120.0, 244.4525),
         (153.0, 226.0595),
     ]:
-        expt2.background.add(x, y)
+        expt2.background.add_from_args(x=x, y=y)
 
     # Create project
     project = Project()
@@ -101,21 +144,61 @@ def test_joint_fit_split_dataset_neutron_pd_cwl_pbso4() -> None:
 @pytest.mark.fast
 def test_joint_fit_neutron_xray_pd_cwl_pbso4() -> None:
     # Set sample model
-    model = SampleModel('pbso4')
+    model = SampleModelFactory.create(name='pbso4')
     model.space_group.name_h_m = 'P n m a'
     model.cell.length_a = 8.47
     model.cell.length_b = 5.39
     model.cell.length_c = 6.95
-    model.atom_sites.add('Pb', 'Pb', 0.1876, 0.25, 0.167, b_iso=1.37)
-    model.atom_sites.add('S', 'S', 0.0654, 0.25, 0.684, b_iso=0.3777)
-    model.atom_sites.add('O1', 'O', 0.9082, 0.25, 0.5954, b_iso=1.9764)
-    model.atom_sites.add('O2', 'O', 0.1935, 0.25, 0.5432, b_iso=1.4456)
-    model.atom_sites.add('O3', 'O', 0.0811, 0.0272, 0.8086, b_iso=1.2822)
+    model.atom_sites.add_from_args(
+        label='Pb',
+        type_symbol='Pb',
+        fract_x=0.1876,
+        fract_y=0.25,
+        fract_z=0.167,
+        wyckoff_letter='c',
+        b_iso=1.37,
+    )
+    model.atom_sites.add_from_args(
+        label='S',
+        type_symbol='S',
+        fract_x=0.0654,
+        fract_y=0.25,
+        fract_z=0.684,
+        wyckoff_letter='c',
+        b_iso=0.3777,
+    )
+    model.atom_sites.add_from_args(
+        label='O1',
+        type_symbol='O',
+        fract_x=0.9082,
+        fract_y=0.25,
+        fract_z=0.5954,
+        wyckoff_letter='c',
+        b_iso=1.9764,
+    )
+    model.atom_sites.add_from_args(
+        label='O2',
+        type_symbol='O',
+        fract_x=0.1935,
+        fract_y=0.25,
+        fract_z=0.5432,
+        wyckoff_letter='c',
+        b_iso=1.4456,
+    )
+    model.atom_sites.add_from_args(
+        label='O3',
+        type_symbol='O',
+        fract_x=0.0811,
+        fract_y=0.0272,
+        fract_z=0.8086,
+        wyckoff_letter='d',
+        b_iso=1.2822,
+    )
 
     # Set experiments
     data_file = 'd1a_pbso4.dat'
     download_from_repository(data_file, destination=TEMP_DIR)
-    expt1 = Experiment(
+    expt1 = ExperimentFactory.create(
         name='npd',
         data_path=os.path.join(TEMP_DIR, data_file),
         radiation_probe='neutron',
@@ -127,7 +210,7 @@ def test_joint_fit_neutron_xray_pd_cwl_pbso4() -> None:
     expt1.peak.broad_gauss_w = 0.386
     expt1.peak.broad_lorentz_x = 0
     expt1.peak.broad_lorentz_y = 0.088
-    expt1.linked_phases.add('pbso4', scale=1.5)
+    expt1.linked_phases.add_from_args(id='pbso4', scale=1.5)
     for x, y in [
         (11.0, 206.1624),
         (15.0, 194.75),
@@ -138,11 +221,11 @@ def test_joint_fit_neutron_xray_pd_cwl_pbso4() -> None:
         (120.0, 244.4525),
         (153.0, 226.0595),
     ]:
-        expt1.background.add(x, y)
+        expt1.background.add_from_args(x=x, y=y)
 
     data_file = 'lab_pbso4.dat'
     download_from_repository(data_file, destination=TEMP_DIR)
-    expt2 = Experiment(
+    expt2 = ExperimentFactory.create(
         name='xrd',
         data_path=os.path.join(TEMP_DIR, data_file),
         radiation_probe='xray',
@@ -154,7 +237,7 @@ def test_joint_fit_neutron_xray_pd_cwl_pbso4() -> None:
     expt2.peak.broad_gauss_w = 0.021272
     expt2.peak.broad_lorentz_x = 0
     expt2.peak.broad_lorentz_y = 0.057691
-    expt2.linked_phases.add('pbso4', scale=0.001)
+    expt2.linked_phases.add_from_args(id='pbso4', scale=0.001)
     for x, y in [
         (11.0, 141.8516),
         (13.0, 102.8838),
@@ -165,7 +248,7 @@ def test_joint_fit_neutron_xray_pd_cwl_pbso4() -> None:
         (90.0, 113.7473),
         (110.0, 132.4643),
     ]:
-        expt2.background.add(x, y)
+        expt2.background.add_from_args(x=x, y=y)
 
     # Create project
     project = Project()
diff --git a/tests/functional/fitting/test_powder-diffraction_multiphase.py b/tests/functional/fitting/test_powder-diffraction_multiphase.py
index c75bc110..c3595cba 100644
--- a/tests/functional/fitting/test_powder-diffraction_multiphase.py
+++ b/tests/functional/fitting/test_powder-diffraction_multiphase.py
@@ -1,11 +1,14 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
 import os
 import tempfile
 
 from numpy.testing import assert_almost_equal
 
-from easydiffraction import Experiment
+from easydiffraction import ExperimentFactory
 from easydiffraction import Project
-from easydiffraction import SampleModel
+from easydiffraction import SampleModelFactory
 from easydiffraction import download_from_repository
 
 TEMP_DIR = tempfile.gettempdir()
@@ -13,25 +16,67 @@
 
 def test_single_fit_neutron_pd_tof_mcstas_lbco_si() -> None:
     # Set sample models
-    model_1 = SampleModel('lbco')
+    model_1 = SampleModelFactory.create(name='lbco')
     model_1.space_group.name_h_m = 'P m -3 m'
     model_1.space_group.it_coordinate_system_code = '1'
     model_1.cell.length_a = 3.8909
-    model_1.atom_sites.add('La', 'La', 0, 0, 0, wyckoff_letter='a', b_iso=0.2, occupancy=0.5)
-    model_1.atom_sites.add('Ba', 'Ba', 0, 0, 0, wyckoff_letter='a', b_iso=0.2, occupancy=0.5)
-    model_1.atom_sites.add('Co', 'Co', 0.5, 0.5, 0.5, wyckoff_letter='b', b_iso=0.2567)
-    model_1.atom_sites.add('O', 'O', 0, 0.5, 0.5, wyckoff_letter='c', b_iso=1.4041)
+    model_1.atom_sites.add_from_args(
+        label='La',
+        type_symbol='La',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='a',
+        b_iso=0.2,
+        occupancy=0.5,
+    )
+    model_1.atom_sites.add_from_args(
+        label='Ba',
+        type_symbol='Ba',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='a',
+        b_iso=0.2,
+        occupancy=0.5,
+    )
+    model_1.atom_sites.add_from_args(
+        label='Co',
+        type_symbol='Co',
+        fract_x=0.5,
+        fract_y=0.5,
+        fract_z=0.5,
+        wyckoff_letter='b',
+        b_iso=0.2567,
+    )
+    model_1.atom_sites.add_from_args(
+        label='O',
+        type_symbol='O',
+        fract_x=0,
+        fract_y=0.5,
+        fract_z=0.5,
+        wyckoff_letter='c',
+        b_iso=1.4041,
+    )
 
-    model_2 = SampleModel('si')
+    model_2 = SampleModelFactory.create(name='si')
     model_2.space_group.name_h_m = 'F d -3 m'
     model_2.space_group.it_coordinate_system_code = '2'
     model_2.cell.length_a = 5.43146
-    model_2.atom_sites.add('Si', 'Si', 0.0, 0.0, 0.0, wyckoff_letter='a', b_iso=0.0)
+    model_2.atom_sites.add_from_args(
+        label='Si',
+        type_symbol='Si',
+        fract_x=0.0,
+        fract_y=0.0,
+        fract_z=0.0,
+        wyckoff_letter='a',
+        b_iso=0.0,
+    )
 
     # Set experiment
     data_file = 'mcstas_lbco-si.xys'
     download_from_repository(data_file, destination=TEMP_DIR)
-    expt = Experiment(
+    expt = ExperimentFactory.create(
         name='mcstas',
         data_path=os.path.join(TEMP_DIR, data_file),
         beam_mode='time-of-flight',
@@ -48,10 +93,10 @@ def test_single_fit_neutron_pd_tof_mcstas_lbco_si() -> None:
     expt.peak.broad_mix_beta_1 = 0.0041
     expt.peak.asym_alpha_0 = 0.0
     expt.peak.asym_alpha_1 = 0.0097
-    expt.linked_phases.add('lbco', scale=4.0)
-    expt.linked_phases.add('si', scale=0.2)
+    expt.linked_phases.add_from_args(id='lbco', scale=4.0)
+    expt.linked_phases.add_from_args(id='si', scale=0.2)
     for x in range(45000, 115000, 5000):
-        expt.background.add(x=x, y=0.2)
+        expt.background.add_from_args(x=x, y=0.2)
 
     # Create project
     project = Project()
@@ -60,7 +105,7 @@ def test_single_fit_neutron_pd_tof_mcstas_lbco_si() -> None:
     project.experiments.add(expt)
 
     # Exclude regions from fitting
-    project.experiments['mcstas'].excluded_regions.add(start=108000, end=200000)
+    project.experiments['mcstas'].excluded_regions.add_from_args(start=108000, end=200000)
 
     # Prepare for fitting
     project.analysis.current_calculator = 'cryspy'
diff --git a/tests/functional/fitting/test_powder-diffraction_time-of-flight.py b/tests/functional/fitting/test_powder-diffraction_time-of-flight.py
index f77fba0a..b40c4369 100644
--- a/tests/functional/fitting/test_powder-diffraction_time-of-flight.py
+++ b/tests/functional/fitting/test_powder-diffraction_time-of-flight.py
@@ -1,11 +1,14 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
 import os
 import tempfile
 
 from numpy.testing import assert_almost_equal
 
-from easydiffraction import Experiment
+from easydiffraction import ExperimentFactory
 from easydiffraction import Project
-from easydiffraction import SampleModel
+from easydiffraction import SampleModelFactory
 from easydiffraction import download_from_repository
 
 TEMP_DIR = tempfile.gettempdir()
@@ -13,16 +16,24 @@
 
 def test_single_fit_neutron_pd_tof_si() -> None:
     # Set sample model
-    model = SampleModel('si')
+    model = SampleModelFactory.create(name='si')
     model.space_group.name_h_m = 'F d -3 m'
     model.space_group.it_coordinate_system_code = '2'
     model.cell.length_a = 5.4315
-    model.atom_sites.add('Si', 'Si', 0.125, 0.125, 0.125, b_iso=0.529)
+    model.atom_sites.add_from_args(
+        label='Si',
+        type_symbol='Si',
+        fract_x=0.125,
+        fract_y=0.125,
+        fract_z=0.125,
+        wyckoff_letter='a',
+        b_iso=0.529,
+    )
 
     # Set experiment
     data_file = 'sepd_si.xye'
     download_from_repository(data_file, destination=TEMP_DIR)
-    expt = Experiment(
+    expt = ExperimentFactory.create(
         name='sepd',
         data_path=os.path.join(TEMP_DIR, data_file),
         beam_mode='time-of-flight',
@@ -39,9 +50,9 @@ def test_single_fit_neutron_pd_tof_si() -> None:
     expt.peak.broad_mix_beta_1 = 0.00946
     expt.peak.asym_alpha_0 = 0.0
     expt.peak.asym_alpha_1 = 0.5971
-    expt.linked_phases.add('si', scale=14.92)
+    expt.linked_phases.add_from_args(id='si', scale=14.92)
     for x in range(0, 35000, 5000):
-        expt.background.add(x=x, y=200)
+        expt.background.add_from_args(x=x, y=200)
     expt.show_as_cif()
 
     # Create project
@@ -70,21 +81,69 @@ def test_single_fit_neutron_pd_tof_si() -> None:
 
 def test_single_fit_neutron_pd_tof_ncaf() -> None:
     # Set sample model
-    model = SampleModel('ncaf')
+    model = SampleModelFactory.create(name='ncaf')
     model.space_group.name_h_m = 'I 21 3'
     model.space_group.it_coordinate_system_code = '1'
     model.cell.length_a = 10.250256
-    model.atom_sites.add('Ca', 'Ca', 0.4661, 0.0, 0.25, wyckoff_letter='b', b_iso=0.9)
-    model.atom_sites.add('Al', 'Al', 0.25171, 0.25171, 0.25171, wyckoff_letter='a', b_iso=0.66)
-    model.atom_sites.add('Na', 'Na', 0.08481, 0.08481, 0.08481, wyckoff_letter='a', b_iso=1.9)
-    model.atom_sites.add('F1', 'F', 0.1375, 0.3053, 0.1195, wyckoff_letter='c', b_iso=0.9)
-    model.atom_sites.add('F2', 'F', 0.3626, 0.3634, 0.1867, wyckoff_letter='c', b_iso=1.28)
-    model.atom_sites.add('F3', 'F', 0.4612, 0.4612, 0.4612, wyckoff_letter='a', b_iso=0.79)
+    model.atom_sites.add_from_args(
+        label='Ca',
+        type_symbol='Ca',
+        fract_x=0.4661,
+        fract_y=0.0,
+        fract_z=0.25,
+        wyckoff_letter='b',
+        b_iso=0.9,
+    )
+    model.atom_sites.add_from_args(
+        label='Al',
+        type_symbol='Al',
+        fract_x=0.25171,
+        fract_y=0.25171,
+        fract_z=0.25171,
+        wyckoff_letter='a',
+        b_iso=0.66,
+    )
+    model.atom_sites.add_from_args(
+        label='Na',
+        type_symbol='Na',
+        fract_x=0.08481,
+        fract_y=0.08481,
+        fract_z=0.08481,
+        wyckoff_letter='a',
+        b_iso=1.9,
+    )
+    model.atom_sites.add_from_args(
+        label='F1',
+        type_symbol='F',
+        fract_x=0.1375,
+        fract_y=0.3053,
+        fract_z=0.1195,
+        wyckoff_letter='c',
+        b_iso=0.9,
+    )
+    model.atom_sites.add_from_args(
+        label='F2',
+        type_symbol='F',
+        fract_x=0.3626,
+        fract_y=0.3634,
+        fract_z=0.1867,
+        wyckoff_letter='c',
+        b_iso=1.28,
+    )
+    model.atom_sites.add_from_args(
+        label='F3',
+        type_symbol='F',
+        fract_x=0.4612,
+        fract_y=0.4612,
+        fract_z=0.4612,
+        wyckoff_letter='a',
+        b_iso=0.79,
+    )
 
     # Set experiment
     data_file = 'wish_ncaf.xye'
     download_from_repository(data_file, destination=TEMP_DIR)
-    expt = Experiment(
+    expt = ExperimentFactory.create(
         name='wish',
         data_path=os.path.join(TEMP_DIR, data_file),
         beam_mode='time-of-flight',
@@ -101,7 +160,7 @@ def test_single_fit_neutron_pd_tof_ncaf() -> None:
     expt.peak.broad_mix_beta_1 = 0.0099
     expt.peak.asym_alpha_0 = -0.009
     expt.peak.asym_alpha_1 = 0.1085
-    expt.linked_phases.add('ncaf', scale=1.0928)
+    expt.linked_phases.add_from_args(id='ncaf', scale=1.0928)
     for x, y in [
         (9162, 465),
         (11136, 593),
@@ -132,7 +191,7 @@ def test_single_fit_neutron_pd_tof_ncaf() -> None:
         (91958, 268),
         (102712, 262),
     ]:
-        expt.background.add(x, y)
+        expt.background.add_from_args(x=x, y=y)
 
     # Create project
     project = Project()
diff --git a/tests/unit/analysis/calculators/test_calculator_base.py b/tests/unit/analysis/calculators/test_calculator_base.py
deleted file mode 100644
index 7c9df501..00000000
--- a/tests/unit/analysis/calculators/test_calculator_base.py
+++ /dev/null
@@ -1,83 +0,0 @@
-from unittest.mock import MagicMock
-from unittest.mock import patch
-
-import numpy as np
-import pytest
-
-from easydiffraction.analysis.calculators.calculator_base import CalculatorBase
-
-
-# Mock subclass of CalculatorBase to test its concrete methods
-class MockCalculator(CalculatorBase):
-    @property
-    def name(self):
-        return 'MockCalculator'
-
-    @property
-    def engine_imported(self):
-        return True
-
-    def calculate_structure_factors(self, sample_model, experiment):
-        return np.array([1.0, 2.0, 3.0])
-
-    def _calculate_single_model_pattern(self, sample_model, experiment, called_by_minimizer):
-        return np.array([1.0, 2.0, 3.0])
-
-
-@pytest.fixture
-def mock_sample_models():
-    sample_models = MagicMock()
-    sample_models.get_all_params.return_value = {'param1': 1, 'param2': 2}
-    sample_models.get_ids.return_value = ['phase1', 'phase2']
-    sample_models.__getitem__.side_effect = lambda key: MagicMock(apply_symmetry_constraints=MagicMock())
-    return sample_models
-
-
-@pytest.fixture
-def mock_experiment():
-    experiment = MagicMock()
-    experiment.datastore.x = np.array([1.0, 2.0, 3.0])
-    experiment.datastore.bkg = None
-    experiment.datastore.calc = None
-    experiment.linked_phases = [
-        MagicMock(_entry_id='phase1', scale=MagicMock(value=2.0)),
-        MagicMock(_entry_id='phase2', scale=MagicMock(value=1.5)),
-    ]
-    experiment.background.calculate.return_value = np.array([0.1, 0.2, 0.3])
-    return experiment
-
-
-@patch('easydiffraction.core.singletons.ConstraintsHandler.get')
-def test_calculate_pattern(mock_constraints_handler, mock_sample_models, mock_experiment):
-    mock_constraints_handler.return_value.apply = MagicMock()
-
-    calculator = MockCalculator()
-    calculator.calculate_pattern(mock_sample_models, mock_experiment)
-    result = mock_experiment.datastore.calc
-
-    # Assertions
-    assert np.allclose(result, np.array([3.6, 7.2, 10.8]))
-    mock_constraints_handler.return_value.apply.assert_called_once_with()
-    assert mock_experiment.datastore.bkg is not None
-    assert mock_experiment.datastore.calc is not None
-
-
-def test_get_valid_linked_phases(mock_sample_models, mock_experiment):
-    calculator = MockCalculator()
-
-    valid_phases = calculator._get_valid_linked_phases(mock_sample_models, mock_experiment)
-
-    # Assertions
-    assert len(valid_phases) == 2
-    assert valid_phases[0]._entry_id == 'phase1'
-    assert valid_phases[1]._entry_id == 'phase2'
-
-
-def test_calculate_structure_factors(mock_sample_models, mock_experiment):
-    calculator = MockCalculator()
-
-    # Mock the method's behavior if necessary
-    result = calculator.calculate_structure_factors(mock_sample_models, mock_experiment)
-
-    # Assertions
-    assert np.allclose(result, np.array([1.0, 2.0, 3.0]))
diff --git a/tests/unit/analysis/calculators/test_calculator_cryspy.py b/tests/unit/analysis/calculators/test_calculator_cryspy.py
deleted file mode 100644
index 1d611854..00000000
--- a/tests/unit/analysis/calculators/test_calculator_cryspy.py
+++ /dev/null
@@ -1,103 +0,0 @@
-from unittest.mock import MagicMock
-from unittest.mock import patch
-
-import numpy as np
-import pytest
-
-from easydiffraction.analysis.calculators.calculator_cryspy import CryspyCalculator
-
-
-@pytest.fixture
-def mock_sample_model():
-    sample_model = MagicMock()
-    sample_model.name = 'sample1'
-    sample_model.cell.length_a.value = 1.0
-    sample_model.cell.length_b.value = 2.0
-    sample_model.cell.length_c.value = 3.0
-    sample_model.cell.angle_alpha.value = 90.0
-    sample_model.cell.angle_beta.value = 90.0
-    sample_model.cell.angle_gamma.value = 90.0
-    sample_model.atom_sites = [
-        MagicMock(
-            fract_x=MagicMock(value=0.1),
-            fract_y=MagicMock(value=0.2),
-            fract_z=MagicMock(value=0.3),
-            occupancy=MagicMock(value=1.0),
-            b_iso=MagicMock(value=0.5),
-        )
-    ]
-    return sample_model
-
-
-@pytest.fixture
-def mock_experiment():
-    experiment = MagicMock()
-    experiment.name = 'experiment1'
-    experiment.type.beam_mode.value = 'constant wavelength'
-    experiment.datastore.x = np.array([1.0, 2.0, 3.0])
-    experiment.datastore.meas = np.array([10.0, 20.0, 30.0])
-    experiment.datastore.meas_su = np.array([0.1, 0.2, 0.3])
-    experiment.instrument.calib_twotheta_offset.value = 0.0
-    experiment.instrument.setup_wavelength.value = 1.54
-    experiment.peak.broad_gauss_u.value = 0.1
-    experiment.peak.broad_gauss_v.value = 0.2
-    experiment.peak.broad_gauss_w.value = 0.3
-    experiment.peak.broad_lorentz_x.value = 0.4
-    experiment.peak.broad_lorentz_y.value = 0.5
-    return experiment
-
-
-@patch('easydiffraction.analysis.calculators.calculator_cryspy.str_to_globaln')
-def test_recreate_cryspy_obj(mock_str_to_globaln, mock_sample_model, mock_experiment):
-    mock_str_to_globaln.return_value = MagicMock(add_items=MagicMock())
-
-    calculator = CryspyCalculator()
-    cryspy_obj = calculator._recreate_cryspy_obj(mock_sample_model, mock_experiment)
-
-    # Assertions
-    mock_str_to_globaln.assert_called()
-    assert cryspy_obj.add_items.called
-
-
-@patch('easydiffraction.analysis.calculators.calculator_cryspy.rhochi_calc_chi_sq_by_dictionary')
-def test_calculate_single_model_pattern(mock_rhochi_calc, mock_sample_model, mock_experiment):
-    mock_rhochi_calc.return_value = None
-
-    calculator = CryspyCalculator()
-    calculator._cryspy_dicts = {'experiment1': {'mock_key': 'mock_value'}}
-
-    result = calculator._calculate_single_model_pattern(mock_sample_model, mock_experiment, called_by_minimizer=False)
-
-    # Assertions
-    assert isinstance(result, np.ndarray) or result == []
-    mock_rhochi_calc.assert_called()
-
-
-def test_recreate_cryspy_dict(mock_sample_model, mock_experiment):
-    calculator = CryspyCalculator()
-    calculator._cryspy_dicts = {
-        'sample1_experiment1': {
-            'pd_experiment1': {
-                'offset_ttheta': [0.1],
-                'wavelength': [1.54],
-                'resolution_parameters': [0.1, 0.2, 0.3, 0.4, 0.5],
-            },
-            'crystal_sample1': {
-                'unit_cell_parameters': [0, 0, 0, 0, 0, 0],
-                'atom_fract_xyz': [[0], [0], [0]],
-                'atom_occupancy': [0],
-                'atom_b_iso': [0],
-            },
-        }
-    }
-
-    cryspy_dict = calculator._recreate_cryspy_dict(mock_sample_model, mock_experiment)
-
-    # Assertions
-    assert cryspy_dict['crystal_sample1']['unit_cell_parameters'][:3] == [1.0, 2.0, 3.0]
-    assert cryspy_dict['crystal_sample1']['atom_fract_xyz'][0][0] == 0.1
-    assert cryspy_dict['crystal_sample1']['atom_occupancy'][0] == 1.0
-    assert cryspy_dict['crystal_sample1']['atom_b_iso'][0] == 0.5
-    assert cryspy_dict['pd_experiment1']['offset_ttheta'][0] == 0.0
-    assert cryspy_dict['pd_experiment1']['wavelength'][0] == 1.54
-    assert cryspy_dict['pd_experiment1']['resolution_parameters'] == [0.1, 0.2, 0.3, 0.4, 0.5]
diff --git a/tests/unit/analysis/calculators/test_calculator_factory.py b/tests/unit/analysis/calculators/test_calculator_factory.py
deleted file mode 100644
index 2a35d0b1..00000000
--- a/tests/unit/analysis/calculators/test_calculator_factory.py
+++ /dev/null
@@ -1,65 +0,0 @@
-from unittest.mock import patch
-
-import pytest
-
-from easydiffraction.analysis.calculators.calculator_crysfml import CrysfmlCalculator
-from easydiffraction.analysis.calculators.calculator_cryspy import CryspyCalculator
-from easydiffraction.analysis.calculators.calculator_factory import CalculatorFactory
-from easydiffraction.analysis.calculators.calculator_pdffit import PdffitCalculator
-from easydiffraction.utils.formatting import paragraph
-
-
-@pytest.fixture
-def mock_calculators():
-    with (
-        patch.object(CrysfmlCalculator, 'engine_imported', True),
-        patch.object(CryspyCalculator, 'engine_imported', True),
-        patch.object(PdffitCalculator, 'engine_imported', False),
-    ):
-        yield
-
-
-def test_supported_calculators(mock_calculators):
-    supported = CalculatorFactory._supported_calculators()
-
-    # Assertions
-    assert 'crysfml' in supported
-    assert 'cryspy' in supported
-    assert 'pdffit' not in supported  # Engine not imported
-
-
-def test_list_supported_calculators(mock_calculators):
-    supported_list = CalculatorFactory.list_supported_calculators()
-
-    # Assertions
-    assert 'crysfml' in supported_list
-    assert 'cryspy' in supported_list
-    assert 'pdffit' not in supported_list  # Engine not imported
-
-
-@patch('builtins.print')
-def test_show_supported_calculators(mock_print, mock_calculators):
-    CalculatorFactory.show_supported_calculators()
-
-    # Assertions
-    mock_print.assert_any_call(paragraph('Supported calculators'))
-    assert any('CrysFML library for crystallographic calculations' in call.args[0] for call in mock_print.call_args_list)
-    assert any('CrysPy library for crystallographic calculations' in call.args[0] for call in mock_print.call_args_list)
-
-
-def test_create_calculator(mock_calculators):
-    crysfml_calculator = CalculatorFactory.create_calculator('crysfml')
-    cryspy_calculator = CalculatorFactory.create_calculator('cryspy')
-    pdffit_calculator = CalculatorFactory.create_calculator('pdffit')  # Not supported
-
-    # Assertions
-    assert isinstance(crysfml_calculator, CrysfmlCalculator)
-    assert isinstance(cryspy_calculator, CryspyCalculator)
-    assert pdffit_calculator is None
-
-
-def test_create_calculator_unknown(mock_calculators):
-    unknown_calculator = CalculatorFactory.create_calculator('unknown')
-
-    # Assertions
-    assert unknown_calculator is None
diff --git a/tests/unit/analysis/collections/test_joint_fit_experiment.py b/tests/unit/analysis/collections/test_joint_fit_experiment.py
deleted file mode 100644
index bb6d9d02..00000000
--- a/tests/unit/analysis/collections/test_joint_fit_experiment.py
+++ /dev/null
@@ -1,22 +0,0 @@
-from easydiffraction.analysis.collections.joint_fit_experiments import JointFitExperiment
-
-# filepath: src/easydiffraction/analysis/collections/test_joint_fit_experiments.py
-
-
-def test_joint_fit_experiment_initialization():
-    # Test initialization of JointFitExperiment
-    expt = JointFitExperiment(id='exp1', weight=1.5)
-    assert expt.id.value == 'exp1'
-    assert expt.id.name == 'id'
-    assert expt.id.cif_name == 'id'
-    assert expt.weight.value == 1.5
-    assert expt.weight.name == 'weight'
-    assert expt.weight.cif_name == 'weight'
-
-
-def test_joint_fit_experiment_properties():
-    # Test properties of JointFitExperiment
-    expt = JointFitExperiment(id='exp2', weight=2.0)
-    assert expt.cif_category_key == 'joint_fit_experiment'
-    assert expt.category_key == 'joint_fit_experiment'
-    assert expt._entry_id == 'exp2'
diff --git a/tests/unit/analysis/minimizers/test_fitting_progress_tracker.py b/tests/unit/analysis/minimizers/test_fitting_progress_tracker.py
deleted file mode 100644
index c82f6e49..00000000
--- a/tests/unit/analysis/minimizers/test_fitting_progress_tracker.py
+++ /dev/null
@@ -1,98 +0,0 @@
-from unittest.mock import patch
-
-import numpy as np
-import pytest
-
-from easydiffraction.analysis.fitting.progress_tracker import FittingProgressTracker
-from easydiffraction.analysis.fitting.progress_tracker import format_cell
-
-
-def test_format_cell():
-    # Test center alignment
-    assert format_cell('test', width=10, align='center') == '   test   '
-    # Test left alignment
-    assert format_cell('test', width=10, align='left') == 'test      '
-    # Test right alignment
-    assert format_cell('test', width=10, align='right') == '      test'
-    # Test default alignment (center)
-    assert format_cell('test', width=10) == '   test   '
-    # Test invalid alignment
-    assert format_cell('test', width=10, align='invalid') == 'test'
-
-
-@pytest.fixture
-def tracker():
-    return FittingProgressTracker()
-
-
-@patch('builtins.print')
-def test_start_tracking(mock_print, tracker):
-    tracker.start_tracking('MockMinimizer')
-
-    # Assertions
-    mock_print.assert_any_call("🚀 Starting fit process with 'MockMinimizer'...")
-    mock_print.assert_any_call('📈 Goodness-of-fit (reduced χ²) change:')
-    assert mock_print.call_count > 2  # Ensure headers and borders are printed
-
-
-@patch('builtins.print')
-def test_add_tracking_info(mock_print, tracker):
-    tracker.add_tracking_info([1, '9.0', '10% ↓'])
-
-    # Assertions
-    mock_print.assert_called_once()
-    assert '│        1        │       9.0       │      10% ↓      │' in mock_print.call_args[0][0]
-
-
-@patch('builtins.print')
-def test_finish_tracking(mock_print, tracker):
-    tracker._last_iteration = 5
-    tracker._last_chi2 = 1.23
-    tracker._best_chi2 = 1.23
-    tracker._best_iteration = 5
-
-    tracker.finish_tracking()
-
-    # Assertions
-    mock_print.assert_any_call('🏆 Best goodness-of-fit (reduced χ²) is 1.23 at iteration 5')
-    mock_print.assert_any_call('✅ Fitting complete.')
-
-
-def test_reset(tracker):
-    tracker._iteration = 5
-    tracker._previous_chi2 = 1.23
-    tracker.reset()
-
-    # Assertions
-    assert tracker._iteration == 0
-    assert tracker._previous_chi2 is None
-
-
-@patch('easydiffraction.analysis.fitting.metrics.calculate_reduced_chi_square', return_value=1.23)
-@patch('builtins.print')
-def test_track(mock_print, mock_calculate_chi2, tracker):
-    residuals = np.array([1.1, 2.1, 3.1, 4.1, 5.1])
-    parameters = [1.0, 2.0, 3.0]
-
-    tracker.track(residuals, parameters)
-
-    # Assertions
-    # mock_calculate_chi2.assert_called_once_with(residuals, len(parameters))
-    assert tracker._iteration == 1
-    assert tracker._previous_chi2 == 29.025
-    assert tracker._best_chi2 == 29.025
-    assert tracker._best_iteration == 1
-    mock_print.assert_called()
-
-
-def test_start_timer(tracker):
-    with patch('time.perf_counter', return_value=100.0):
-        tracker.start_timer()
-        assert tracker._start_time == 100.0
-
-
-def test_stop_timer(tracker):
-    with patch('time.perf_counter', side_effect=[100.0, 105.0]):
-        tracker.start_timer()
-        tracker.stop_timer()
-        assert tracker._fitting_time == 5.0
diff --git a/tests/unit/analysis/minimizers/test_minimizer_base.py b/tests/unit/analysis/minimizers/test_minimizer_base.py
deleted file mode 100644
index be613c05..00000000
--- a/tests/unit/analysis/minimizers/test_minimizer_base.py
+++ /dev/null
@@ -1,116 +0,0 @@
-from unittest.mock import MagicMock
-from unittest.mock import patch
-
-import pytest
-
-from easydiffraction.analysis.fitting.results import FitResults
-from easydiffraction.analysis.minimizers.minimizer_base import MinimizerBase
-
-
-# Mock subclass of MinimizerBase to test its methods
-class MockMinimizer(MinimizerBase):
-    def _prepare_solver_args(self, parameters):
-        return {'mock_arg': 'mock_value'}
-
-    def _run_solver(self, objective_function, **engine_parameters):
-        return {'success': True, 'raw_result': 'mock_result'}
-
-    def _sync_result_to_parameters(self, raw_result, parameters):
-        for param in parameters:
-            param.value = 1.0  # Mock synchronization
-
-    def _check_success(self, raw_result):
-        return raw_result.get('success', False)
-
-    def _finalize_fit(self, parameters, raw_result):
-        return FitResults(
-            success=raw_result.get('success', False),
-            parameters=parameters,
-            chi_square=raw_result.get('chi_square', 0.0),
-            reduced_chi_square=raw_result.get('reduced_chi_square', 0.0),
-            message=raw_result.get('message', ''),
-            iterations=raw_result.get('iterations', 0),
-            engine_result=raw_result.get('raw_result', None),
-            starting_parameters=[p.start_value for p in parameters],
-            fitting_time=raw_result.get('fitting_time', 0.0),
-        )
-
-
-@pytest.fixture
-def mock_minimizer():
-    return MockMinimizer(name='MockMinimizer', method='mock_method', max_iterations=100)
-
-
-@pytest.fixture
-def mock_parameters():
-    param1 = MagicMock(name='param1', value=None, start_value=0.5, uncertainty=None)
-    param2 = MagicMock(name='param2', value=None, start_value=1.0, uncertainty=None)
-    return [param1, param2]
-
-
-@pytest.fixture
-def mock_objective_function():
-    return MagicMock(return_value=[1.0, 2.0, 3.0])
-
-
-def test_prepare_solver_args(mock_minimizer, mock_parameters):
-    solver_args = mock_minimizer._prepare_solver_args(mock_parameters)
-    assert solver_args == {'mock_arg': 'mock_value'}
-
-
-def test_run_solver(mock_minimizer, mock_objective_function):
-    raw_result = mock_minimizer._run_solver(mock_objective_function, mock_arg='mock_value')
-    assert raw_result == {'success': True, 'raw_result': 'mock_result'}
-
-
-def test_sync_result_to_parameters(mock_minimizer, mock_parameters):
-    raw_result = {'success': True}
-    mock_minimizer._sync_result_to_parameters(raw_result, mock_parameters)
-
-    # Assertions
-    for param in mock_parameters:
-        assert param.value == 1.0
-
-
-def test_check_success(mock_minimizer):
-    raw_result = {'success': True}
-    assert mock_minimizer._check_success(raw_result) is True
-
-    raw_result = {'success': False}
-    assert mock_minimizer._check_success(raw_result) is False
-
-
-def test_finalize_fit(mock_minimizer, mock_parameters):
-    raw_result = {'success': True}
-    result = mock_minimizer._finalize_fit(mock_parameters, raw_result)
-
-    # Assertions
-    assert isinstance(result, FitResults)
-    assert result.success is True
-    assert result.parameters == mock_parameters
-
-
-@patch('easydiffraction.analysis.fitting.progress_tracker.FittingProgressTracker')
-def test_fit(mock_tracker, mock_minimizer, mock_parameters, mock_objective_function):
-    mock_minimizer.tracker.finish_tracking = MagicMock()
-    result = mock_minimizer.fit(mock_parameters, mock_objective_function)
-
-    # Assertions
-    assert isinstance(result, FitResults)
-    assert result.success is True
-
-
-def test_create_objective_function(mock_minimizer):
-    parameters = [MagicMock()]
-    sample_models = MagicMock()
-    experiments = MagicMock()
-    calculator = MagicMock()
-
-    objective_function = mock_minimizer._create_objective_function(parameters, sample_models, experiments, calculator)
-
-    # Assertions
-    assert callable(objective_function)
-    with patch.object(mock_minimizer, '_objective_function', return_value=[1.0, 2.0, 3.0]) as mock_objective:
-        residuals = objective_function({'param1': 1.0})
-        mock_objective.assert_called_once_with({'param1': 1.0}, parameters, sample_models, experiments, calculator)
-        assert residuals == [1.0, 2.0, 3.0]
diff --git a/tests/unit/analysis/minimizers/test_minimizer_dfols.py b/tests/unit/analysis/minimizers/test_minimizer_dfols.py
deleted file mode 100644
index db26f0bc..00000000
--- a/tests/unit/analysis/minimizers/test_minimizer_dfols.py
+++ /dev/null
@@ -1,79 +0,0 @@
-from unittest.mock import MagicMock
-from unittest.mock import patch
-
-import numpy as np
-import pytest
-
-from easydiffraction.analysis.minimizers.minimizer_dfols import DfolsMinimizer
-
-
-@pytest.fixture
-def mock_parameters():
-    param1 = MagicMock(name='param1', value=1.0, min=0.0, max=2.0, uncertainty=None)
-    param2 = MagicMock(name='param2', value=2.0, min=1.0, max=3.0, uncertainty=None)
-    return [param1, param2]
-
-
-@pytest.fixture
-def mock_objective_function():
-    return MagicMock(return_value=np.array([1.0, 2.0, 3.0]))
-
-
-@pytest.fixture
-def dfols_minimizer():
-    return DfolsMinimizer(name='dfols', max_iterations=100)
-
-
-def test_prepare_solver_args(dfols_minimizer, mock_parameters):
-    solver_args = dfols_minimizer._prepare_solver_args(mock_parameters)
-
-    # Assertions
-    assert np.allclose(solver_args['x0'], [1.0, 2.0])
-    assert np.allclose(solver_args['bounds'][0], [0.0, 1.0])  # Lower bounds
-    assert np.allclose(solver_args['bounds'][1], [2.0, 3.0])  # Upper bounds
-
-
-@patch('easydiffraction.analysis.minimizers.minimizer_dfols.solve')
-def test_run_solver(mock_solve, dfols_minimizer, mock_objective_function):
-    mock_solve.return_value = MagicMock(x=np.array([1.5, 2.5]), flag=0)
-
-    solver_args = {'x0': np.array([1.0, 2.0]), 'bounds': (np.array([0.0, 1.0]), np.array([2.0, 3.0]))}
-    raw_result = dfols_minimizer._run_solver(mock_objective_function, **solver_args)
-
-    # Assertions
-    mock_solve.assert_called_once_with(
-        mock_objective_function, x0=solver_args['x0'], bounds=solver_args['bounds'], maxfun=dfols_minimizer.max_iterations
-    )
-    assert np.allclose(raw_result.x, [1.5, 2.5])
-
-
-def test_sync_result_to_parameters(dfols_minimizer, mock_parameters):
-    raw_result = MagicMock(x=np.array([1.5, 2.5]))
-
-    dfols_minimizer._sync_result_to_parameters(mock_parameters, raw_result)
-
-    # Assertions
-    assert mock_parameters[0].value == 1.5
-    assert mock_parameters[1].value == 2.5
-    assert mock_parameters[0].uncertainty is None
-    assert mock_parameters[1].uncertainty is None
-
-
-def test_check_success(dfols_minimizer):
-    raw_result = MagicMock(flag=0, EXIT_SUCCESS=0)
-    assert dfols_minimizer._check_success(raw_result) is True
-
-    raw_result = MagicMock(flag=1, EXIT_SUCCESS=0)
-    assert dfols_minimizer._check_success(raw_result) is False
-
-
-@patch('easydiffraction.analysis.minimizers.minimizer_dfols.solve')
-def test_fit(mock_solve, dfols_minimizer, mock_parameters, mock_objective_function):
-    mock_solve.return_value = MagicMock(x=np.array([1.5, 2.5]), flag=0)
-    dfols_minimizer.tracker.finish_tracking = MagicMock()
-
-    result = dfols_minimizer.fit(mock_parameters, mock_objective_function)
-
-    # Assertions
-    assert np.allclose([p.value for p in result.parameters], [1.5, 2.5])
-    assert result.iterations == 0  # DFO-LS doesn't provide iteration count by default
diff --git a/tests/unit/analysis/minimizers/test_minimizer_factory.py b/tests/unit/analysis/minimizers/test_minimizer_factory.py
deleted file mode 100644
index a0d5caed..00000000
--- a/tests/unit/analysis/minimizers/test_minimizer_factory.py
+++ /dev/null
@@ -1,66 +0,0 @@
-from unittest.mock import patch
-
-import pytest
-
-from easydiffraction.analysis.minimizers.minimizer_dfols import DfolsMinimizer
-from easydiffraction.analysis.minimizers.minimizer_factory import MinimizerFactory
-from easydiffraction.analysis.minimizers.minimizer_lmfit import LmfitMinimizer
-
-
-def test_list_available_minimizers():
-    minimizers = MinimizerFactory.list_available_minimizers()
-
-    # Assertions
-    assert isinstance(minimizers, list)
-    assert 'lmfit' in minimizers
-    assert 'dfols' in minimizers
-
-
-@patch('builtins.print')
-def test_show_available_minimizers(mock_print):
-    MinimizerFactory.show_available_minimizers()
-
-    # Assertions
-    # mock_print.assert_any_call("Available minimizers")
-    assert any(
-        'LMFIT library using the default Levenberg-Marquardt least squares method' in call.args[0]
-        for call in mock_print.call_args_list
-    )
-    assert any(
-        'DFO-LS library for derivative-free least-squares optimization' in call.args[0] for call in mock_print.call_args_list
-    )
-
-
-def test_create_minimizer():
-    # Test creating an LmfitMinimizer
-    minimizer = MinimizerFactory.create_minimizer('lmfit')
-    assert isinstance(minimizer, LmfitMinimizer)
-    assert minimizer.method == 'leastsq'
-
-    # Test creating a DfolsMinimizer
-    minimizer = MinimizerFactory.create_minimizer('dfols')
-    assert isinstance(minimizer, DfolsMinimizer)
-    assert minimizer.method is None
-
-    # Test invalid minimizer
-    with pytest.raises(ValueError, match="Unknown minimizer 'invalid'.*"):
-        MinimizerFactory.create_minimizer('invalid')
-
-
-def test_register_minimizer():
-    class MockMinimizer:
-        def __init__(self, method=None):
-            self.method = method
-
-    MinimizerFactory.register_minimizer(
-        name='mock_minimizer', minimizer_cls=MockMinimizer, method='mock_method', description='Mock minimizer for testing'
-    )
-
-    # Assertions
-    minimizers = MinimizerFactory.list_available_minimizers()
-    assert 'mock_minimizer' in minimizers
-
-    # Test creating the registered minimizer
-    minimizer = MinimizerFactory.create_minimizer('mock_minimizer')
-    assert isinstance(minimizer, MockMinimizer)
-    assert minimizer.method == 'mock_method'
diff --git a/tests/unit/analysis/minimizers/test_minimizer_lmfit.py b/tests/unit/analysis/minimizers/test_minimizer_lmfit.py
deleted file mode 100644
index 5a0e5938..00000000
--- a/tests/unit/analysis/minimizers/test_minimizer_lmfit.py
+++ /dev/null
@@ -1,98 +0,0 @@
-from unittest.mock import MagicMock
-from unittest.mock import patch
-
-import lmfit
-import pytest
-
-from easydiffraction.analysis.minimizers.minimizer_lmfit import LmfitMinimizer
-from easydiffraction.core.objects import Parameter
-
-
-@pytest.fixture
-def mock_parameters():
-    param1 = Parameter(name='param1', cif_name='param1', value=1.0, free=True, min_value=0.0, max_value=2.0, uncertainty=None)
-    param2 = Parameter(name='param2', cif_name='param2', value=2.0, free=False, min_value=1.0, max_value=3.0, uncertainty=None)
-    return [param1, param2]
-
-
-@pytest.fixture
-def mock_objective_function():
-    return MagicMock(return_value=[1.0, 2.0, 3.0])
-
-
-@pytest.fixture
-def lmfit_minimizer():
-    return LmfitMinimizer(name='lmfit', method='leastsq', max_iterations=100)
-
-
-def test_prepare_solver_args(lmfit_minimizer, mock_parameters):
-    solver_args = lmfit_minimizer._prepare_solver_args(mock_parameters)
-
-    # Assertions
-    assert isinstance(solver_args['engine_parameters'], lmfit.Parameters)
-    assert 'None__param1' in solver_args['engine_parameters']
-    assert 'None__param2' in solver_args['engine_parameters']
-    assert solver_args['engine_parameters']['None__param1'].value == 1.0
-    assert solver_args['engine_parameters']['None__param1'].min == 0.0
-    assert solver_args['engine_parameters']['None__param1'].max == 2.0
-    assert solver_args['engine_parameters']['None__param1'].vary is True
-    assert solver_args['engine_parameters']['None__param2'].value == 2.0
-    assert solver_args['engine_parameters']['None__param2'].vary is False
-
-
-@patch('easydiffraction.analysis.minimizers.minimizer_lmfit.lmfit.minimize')
-def test_run_solver(mock_minimize, lmfit_minimizer, mock_objective_function, mock_parameters):
-    mock_minimize.return_value = MagicMock(params={'param1': MagicMock(value=1.5), 'param2': MagicMock(value=2.5)})
-
-    solver_args = lmfit_minimizer._prepare_solver_args(mock_parameters)
-    raw_result = lmfit_minimizer._run_solver(mock_objective_function, **solver_args)
-
-    # Assertions
-    mock_minimize.assert_called_once_with(
-        mock_objective_function,
-        params=solver_args['engine_parameters'],
-        method='leastsq',
-        nan_policy='propagate',
-        max_nfev=lmfit_minimizer.max_iterations,
-    )
-    assert raw_result.params['param1'].value == 1.5
-    assert raw_result.params['param2'].value == 2.5
-
-
-def test_sync_result_to_parameters(lmfit_minimizer, mock_parameters):
-    raw_result = MagicMock(
-        params={'None__param1': MagicMock(value=1.5, stderr=0.1), 'None__param2': MagicMock(value=2.5, stderr=0.2)}
-    )
-
-    lmfit_minimizer._sync_result_to_parameters(mock_parameters, raw_result)
-
-    # Assertions
-    assert mock_parameters[0].value == 1.5
-    assert mock_parameters[0].uncertainty == 0.1
-    assert mock_parameters[1].value == 2.5
-    assert mock_parameters[1].uncertainty == 0.2
-
-
-def test_check_success(lmfit_minimizer):
-    raw_result = MagicMock(success=True)
-    assert lmfit_minimizer._check_success(raw_result) is True
-
-    raw_result = MagicMock(success=False)
-    assert lmfit_minimizer._check_success(raw_result) is False
-
-
-@patch('easydiffraction.analysis.minimizers.minimizer_lmfit.lmfit.minimize')
-def test_fit(mock_minimize, lmfit_minimizer, mock_parameters, mock_objective_function):
-    mock_minimize.return_value = MagicMock(
-        params={'None__param1': MagicMock(value=1.5, stderr=0.1), 'None__param2': MagicMock(value=2.5, stderr=0.2)},
-        success=True,
-    )
-    lmfit_minimizer.tracker.finish_tracking = MagicMock()
-    result = lmfit_minimizer.fit(mock_parameters, mock_objective_function)
-
-    # Assertions
-    assert result.success is True
-    assert result.parameters[0].value == 1.5
-    assert result.parameters[0].uncertainty == 0.1
-    assert result.parameters[1].value == 2.5
-    assert result.parameters[1].uncertainty == 0.2
diff --git a/tests/unit/analysis/test_analysis.py b/tests/unit/analysis/test_analysis.py
deleted file mode 100644
index 245a57b0..00000000
--- a/tests/unit/analysis/test_analysis.py
+++ /dev/null
@@ -1,157 +0,0 @@
-from unittest.mock import MagicMock
-from unittest.mock import patch
-
-import pytest
-
-from easydiffraction.analysis.analysis import Analysis
-
-
-@pytest.fixture
-def mock_project():
-    project = MagicMock()
-    project.sample_models.get_all_params.return_value = [
-        MagicMock(
-            datablock_id='block1',
-            category_key='cat1',
-            collection_entry_id='entry1',
-            name='param1',
-            value=1.0,
-            units='unit1',
-            free=True,
-            min=0.0,
-            max=2.0,
-            uncertainty=0.1,
-        )
-    ]
-    project.experiments.get_all_params.return_value = [
-        MagicMock(
-            datablock_id='block2',
-            category_key='cat2',
-            collection_entry_id='entry2',
-            name='param2',
-            value=2.0,
-            units='unit2',
-            free=False,
-            min=1.0,
-            max=3.0,
-            uncertainty=0.2,
-        )
-    ]
-    project.sample_models.get_fittable_params.return_value = project.sample_models.get_all_params()
-    project.experiments.get_fittable_params.return_value = project.experiments.get_all_params()
-    project.sample_models.get_free_params.return_value = project.sample_models.get_all_params()
-    project.experiments.get_free_params.return_value = project.experiments.get_all_params()
-    project.experiments.ids = ['experiment1', 'experiment2']
-    project._varname = 'project'
-    return project
-
-
-@pytest.fixture
-def analysis(mock_project):
-    return Analysis(project=mock_project)
-
-
-# @patch("builtins.print")
-# def test_show_all_params(mock_print, analysis):
-#    analysis._show_params = MagicMock()
-#    analysis.show_all_params()
-#
-#    # Assertions
-#    assert('parameters for all experiments' in mock_print.call_args[0][0])
-#
-# @patch("builtins.print")
-# def test_show_fittable_params(mock_print, analysis):
-#    analysis._show_params = MagicMock()
-#    analysis.show_fittable_params()
-#
-#    # Assertions
-#    assert('Fittable parameters for all experiments' in mock_print.call_args[0][0])
-#
-# @patch("builtins.print")
-# def test_show_free_params(mock_print, analysis):
-#    analysis._show_params = MagicMock()
-#    analysis.show_free_params()
-#
-#    # Assertions
-#    assert('Free parameters for both sample models' in mock_print.call_args[0][0])
-#    # mock_print.assert_any_call("Free parameters for both sample models (🧩 data blocks) and experiments (🔬 data blocks)")
-
-
-@patch('builtins.print')
-def test_show_current_calculator(mock_print, analysis):
-    analysis.show_current_calculator()
-
-    # Assertions
-    # mock_print.assert_any_call("Current calculator")
-    mock_print.assert_any_call('cryspy')
-
-
-@patch('builtins.print')
-def test_show_current_minimizer(mock_print, analysis):
-    analysis.show_current_minimizer()
-
-    # Assertions
-    # mock_print.assert_any_call("Current minimizer")
-    mock_print.assert_any_call('lmfit (leastsq)')
-
-
-@patch('easydiffraction.analysis.calculators.calculator_factory.CalculatorFactory.create_calculator')
-@patch('builtins.print')
-def test_current_calculator_setter(mock_print, mock_create_calculator, analysis):
-    mock_create_calculator.return_value = MagicMock()
-
-    analysis.current_calculator = 'pdffit2'
-
-    # Assertions
-    mock_create_calculator.assert_called_once_with('pdffit2')
-
-
-@patch('easydiffraction.analysis.minimizers.minimizer_factory.MinimizerFactory.create_minimizer')
-@patch('builtins.print')
-def test_current_minimizer_setter(mock_print, mock_create_minimizer, analysis):
-    mock_create_minimizer.return_value = MagicMock()
-
-    analysis.current_minimizer = 'dfols'
-
-    # Assertions
-    mock_print.assert_any_call('dfols')
-
-
-@patch('builtins.print')
-def test_fit_mode_setter(mock_print, analysis):
-    analysis.fit_mode = 'joint'
-
-    # Assertions
-    assert analysis.fit_mode == 'joint'
-    mock_print.assert_any_call('joint')
-
-
-@patch('easydiffraction.analysis.minimization.DiffractionMinimizer.fit')
-@patch('builtins.print')
-def no_test_fit_single_mode(mock_print, mock_fit, analysis, mock_project):
-    analysis.fit_mode = 'single'
-    analysis.fit()
-
-    # Assertions
-    mock_fit.assert_called()
-    mock_print.assert_any_call('single')
-
-
-@patch('easydiffraction.analysis.minimization.DiffractionMinimizer.fit')
-@patch('builtins.print')
-def test_fit_joint_mode(mock_print, mock_fit, analysis, mock_project):
-    analysis.fit_mode = 'joint'
-    analysis.fit()
-
-    # Assertions
-    mock_fit.assert_called_once()
-
-
-@patch('builtins.print')
-def test_as_cif(mock_print, analysis):
-    cif_text = analysis.as_cif()
-
-    # Assertions
-    assert '_analysis.calculator_engine  cryspy' in cif_text
-    assert '_analysis.fitting_engine  "lmfit (leastsq)"' in cif_text
-    assert '_analysis.fit_mode  single' in cif_text
diff --git a/tests/unit/analysis/test_minimization.py b/tests/unit/analysis/test_minimization.py
deleted file mode 100644
index 90e39c3f..00000000
--- a/tests/unit/analysis/test_minimization.py
+++ /dev/null
@@ -1,163 +0,0 @@
-from unittest.mock import MagicMock
-from unittest.mock import patch
-
-import numpy as np
-import pytest
-
-from easydiffraction.analysis.minimization import DiffractionMinimizer
-
-
-@pytest.fixture
-def mock_sample_models():
-    sample_models = MagicMock()
-    sample_models.get_free_params.return_value = [
-        MagicMock(name='param1', value=1.0, start_value=None, min=0.0, max=2.0, free=True),
-        MagicMock(name='param2', value=2.0, start_value=None, min=1.0, max=3.0, free=True),
-    ]
-    return sample_models
-
-
-@pytest.fixture
-def mock_experiments():
-    experiments = MagicMock()
-    experiments.get_free_params.return_value = [
-        MagicMock(name='param3', value=3.0, start_value=None, min=2.0, max=4.0, free=True),
-    ]
-    experiments.ids = ['experiment1']
-    experiments._items = {
-        'experiment1': MagicMock(
-            datastore=MagicMock(
-                pattern=MagicMock(
-                    meas=np.array([10.0, 20.0, 30.0]),
-                    meas_su=np.array([1.0, 1.0, 1.0]),
-                    excluded=np.array([False, False, False]),
-                )
-            )
-        )
-    }
-    return experiments
-
-
-@pytest.fixture
-def mock_calculator():
-    calculator = MagicMock()
-
-    def mock_calculate_pattern(sample_models, experiment, **kwargs):
-        experiment.datastore.calc = np.array([9.0, 19.0, 29.0])
-
-    calculator.calculate_pattern.side_effect = mock_calculate_pattern
-    return calculator
-
-
-@pytest.fixture
-def mock_minimizer():
-    minimizer = MagicMock()
-    minimizer.fit.return_value = MagicMock(success=True)
-    minimizer._sync_result_to_parameters = MagicMock()
-    minimizer.tracker.track = MagicMock(return_value=np.array([1.0, 2.0, 3.0]))
-    return minimizer
-
-
-@pytest.fixture
-def diffraction_minimizer(mock_minimizer):
-    with patch(
-        'easydiffraction.analysis.minimizers.minimizer_factory.MinimizerFactory.create_minimizer',
-        return_value=mock_minimizer,
-    ):
-        return DiffractionMinimizer(selection='lmfit (leastsq)')
-
-
-def test_fit_no_params(
-    diffraction_minimizer,
-    mock_sample_models,
-    mock_experiments,
-    mock_calculator,
-):
-    mock_sample_models.get_free_params.return_value = []
-    mock_experiments.get_free_params.return_value = []
-
-    result = diffraction_minimizer.fit(
-        mock_sample_models,
-        mock_experiments,
-        mock_calculator,
-    )
-
-    # Assertions
-    assert result is None
-
-
-def test_fit_with_params(
-    diffraction_minimizer,
-    mock_sample_models,
-    mock_experiments,
-    mock_calculator,
-):
-    diffraction_minimizer.fit(
-        mock_sample_models,
-        mock_experiments,
-        mock_calculator,
-    )
-
-    # Assertions
-    assert diffraction_minimizer.results.success is True
-    assert mock_calculator.calculate_pattern.called
-    assert mock_sample_models.get_free_params.called
-    assert mock_experiments.get_free_params.called
-
-
-def test_residual_function(
-    diffraction_minimizer,
-    mock_sample_models,
-    mock_experiments,
-    mock_calculator,
-):
-    parameters = mock_sample_models.get_free_params() + mock_experiments.get_free_params()
-    engine_params = MagicMock()
-
-    residuals = diffraction_minimizer._residual_function(
-        engine_params=engine_params,
-        parameters=parameters,
-        sample_models=mock_sample_models,
-        experiments=mock_experiments,
-        calculator=mock_calculator,
-    )
-
-    # Assertions
-    assert isinstance(residuals, np.ndarray)
-    assert len(residuals) == 3
-    assert mock_calculator.calculate_pattern.called
-    assert diffraction_minimizer.minimizer._sync_result_to_parameters.called
-
-
-# @patch(
-#    'easydiffraction.analysis.reliability_factors.get_reliability_inputs',
-#    return_value=(np.array([10.0]), np.array([9.0]), np.array([1.0])),
-# )
-# def test_process_fit_results(
-#    mock_get_reliability_inputs,
-#    diffraction_minimizer,
-#    mock_sample_models,
-#    mock_experiments,
-#    mock_calculator,
-# ):
-#    diffraction_minimizer.results = MagicMock()
-#    diffraction_minimizer._process_fit_results(
-#        mock_sample_models,
-#        mock_experiments,
-#        mock_calculator,
-#    )
-#
-#    # Assertions
-#    # mock_get_reliability_inputs.assert_called_once_with(mock_sample_models, mock_experiments, mock_calculator)
-#
-#    # Extract the arguments passed to `display_results`
-#    _, kwargs = diffraction_minimizer.results.display_results.call_args
-#
-#    # Assertions for arrays
-#    np.testing.assert_array_equal(kwargs['y_calc'], np.array([9.0, 19.0, 29.0]))
-#    np.testing.assert_array_equal(kwargs['y_err'], np.array([1.0, 1.0, 1.0]))
-#    np.testing.assert_array_equal(kwargs['y_obs'], np.array([10.0, 20.0, 30.0]))
-#
-#    # Assertions for other arguments
-#    assert kwargs['f_obs'] is None
-#    assert kwargs['f_calc'] is None
diff --git a/tests/unit/analysis/test_reliability_factors.py b/tests/unit/analysis/test_reliability_factors.py
deleted file mode 100644
index 9f326b55..00000000
--- a/tests/unit/analysis/test_reliability_factors.py
+++ /dev/null
@@ -1,110 +0,0 @@
-from unittest.mock import Mock
-
-import numpy as np
-
-from easydiffraction.analysis.fitting.metrics import calculate_r_factor
-from easydiffraction.analysis.fitting.metrics import calculate_r_factor_squared
-from easydiffraction.analysis.fitting.metrics import calculate_rb_factor
-from easydiffraction.analysis.fitting.metrics import calculate_reduced_chi_square
-from easydiffraction.analysis.fitting.metrics import calculate_weighted_r_factor
-from easydiffraction.analysis.fitting.metrics import get_reliability_inputs
-
-
-def test_calculate_r_factor():
-    y_obs = [10, 20, 30]
-    y_calc = [9, 19, 29]
-    result = calculate_r_factor(y_obs, y_calc)
-    expected = 0.05
-    np.testing.assert_allclose(result, expected)
-
-    # Test with empty arrays
-    assert np.isnan(calculate_r_factor([], []))
-
-    # Test with zero denominator
-    assert np.isnan(calculate_r_factor([0, 0, 0], [1, 1, 1]))
-
-
-def test_calculate_weighted_r_factor():
-    y_obs = [10, 20, 30]
-    y_calc = [9, 19, 29]
-    weights = [1, 1, 1]
-    result = calculate_weighted_r_factor(y_obs, y_calc, weights)
-    expected = 0.04629100498862757
-    np.testing.assert_allclose(result, expected)
-
-    # Test with empty arrays
-    assert np.isnan(calculate_weighted_r_factor([], [], []))
-
-    # Test with zero denominator
-    assert np.isnan(calculate_weighted_r_factor([0, 0, 0], [1, 1, 1], [1, 1, 1]))
-
-
-def test_calculate_rb_factor():
-    y_obs = [10, 20, 30]
-    y_calc = [9, 19, 29]
-    result = calculate_rb_factor(y_obs, y_calc)
-    expected = 0.05
-    np.testing.assert_allclose(result, expected)
-
-    # Test with empty arrays
-    assert np.isnan(calculate_rb_factor([], []))
-
-    # Test with zero denominator
-    assert np.isnan(calculate_rb_factor([0, 0, 0], [1, 1, 1]))
-
-
-def test_calculate_r_factor_squared():
-    y_obs = [10, 20, 30]
-    y_calc = [9, 19, 29]
-    result = calculate_r_factor_squared(y_obs, y_calc)
-    expected = 0.04629100498862757
-    np.testing.assert_allclose(result, expected)
-
-    # Test with empty arrays
-    assert np.isnan(calculate_r_factor_squared([], []))
-
-    # Test with zero denominator
-    assert np.isnan(calculate_r_factor_squared([0, 0, 0], [1, 1, 1]))
-
-
-def test_calculate_reduced_chi_square():
-    residuals = [1, 2, 3]
-    num_parameters = 1
-    result = calculate_reduced_chi_square(residuals, num_parameters)
-    expected = 7.0
-    np.testing.assert_allclose(result, expected)
-
-    # Test with empty residuals
-    assert np.isnan(calculate_reduced_chi_square([], 1))
-
-    # Test with zero degrees of freedom
-    assert np.isnan(calculate_reduced_chi_square([1, 2, 3], 3))
-
-
-def test_get_reliability_inputs():
-    # Mock inputs
-    sample_models = None
-    experiments = Mock()
-    calculator = Mock()
-
-    experiments._items = {
-        'experiment1': Mock(
-            datastore=Mock(
-                meas=np.array([10.0, 20.0, 30.0]),
-                meas_su=np.array([1.0, 1.0, 1.0]),
-                excluded=np.array([False, False, False]),
-            )
-        )
-    }
-
-    def mock_calculate_pattern(sample_models, experiment, **kwargs):
-        experiment.datastore.calc = np.array([9.0, 19.0, 29.0])
-
-    calculator.calculate_pattern.side_effect = mock_calculate_pattern
-
-    y_obs, y_calc, y_err = get_reliability_inputs(sample_models, experiments, calculator)
-
-    # Assertions
-    np.testing.assert_array_equal(y_obs, [10.0, 20.0, 30.0])
-    np.testing.assert_array_equal(y_calc, [9.0, 19.0, 29.0])
-    np.testing.assert_array_equal(y_err, [1.0, 1.0, 1.0])
diff --git a/tests/unit/core/test_objects.py b/tests/unit/core/test_objects.py
deleted file mode 100644
index 7873e85b..00000000
--- a/tests/unit/core/test_objects.py
+++ /dev/null
@@ -1,128 +0,0 @@
-from easydiffraction.core.objects import Collection
-from easydiffraction.core.objects import Component
-from easydiffraction.core.objects import Datablock
-from easydiffraction.core.objects import Descriptor
-from easydiffraction.core.objects import Parameter
-
-# filepath: src/easydiffraction/core/test_objects.py
-
-
-def test_descriptor_initialization():
-    desc = Descriptor(value=10, name='test', cif_name='test_cif', editable=True)
-    assert desc.value == 10
-    assert desc.name == 'test'
-    assert desc.cif_name == 'test_cif'
-    assert desc.editable is True
-
-
-def test_descriptor_value_setter():
-    desc = Descriptor(value=10, name='test', cif_name='test_cif', editable=True)
-    desc.value = 20
-    assert desc.value == 20
-
-    desc_non_editable = Descriptor(value=10, name='test', cif_name='test_cif', editable=False)
-    desc_non_editable.value = 30
-    assert desc_non_editable.value == 10  # Value should not change
-
-
-def test_parameter_initialization():
-    param = Parameter(
-        value=5.0,
-        name='param',
-        cif_name='param_cif',
-        uncertainty=0.1,
-        free=True,
-        constrained=False,
-        min_value=0.0,
-        max_value=10.0,
-    )
-    assert param.value == 5.0
-    assert param.uncertainty == 0.1
-    assert param.free is True
-    assert param.constrained is False
-    assert param.min == 0.0
-    assert param.max == 10.0
-
-
-def test_component_abstract_methods():
-    class TestComponent(Component):
-        @property
-        def category_key(self):
-            return 'test_category'
-
-        @property
-        def cif_category_key(self):
-            return 'test_cif_category'
-
-    comp = TestComponent()
-    assert comp.category_key == 'test_category'
-    assert comp.cif_category_key == 'test_cif_category'
-
-
-def test_component_attribute_handling():
-    class TestComponent(Component):
-        @property
-        def category_key(self):
-            return 'test_category'
-
-        @property
-        def cif_category_key(self):
-            return 'test_cif_category'
-
-    comp = TestComponent()
-    desc = Descriptor(value=10, name='test', cif_name='test_cif')
-    comp.test_attr = desc
-    assert comp.test_attr.value == 10  # Access Descriptor value directly
-
-
-def test_collection_add_and_retrieve():
-    class TestCollection(Collection):
-        @property
-        def _child_class(self):
-            return str
-
-    collection = TestCollection()
-
-    collection._items['item1'] = 'value1'
-    collection._items['item2'] = 'value2'
-
-    assert collection['item1'] == 'value1'
-    assert collection['item2'] == 'value2'
-
-
-def test_collection_iteration():
-    class TestCollection(Collection):
-        @property
-        def _child_class(self):
-            return str
-
-    collection = TestCollection()
-
-    collection._items['item1'] = 'value1'
-    collection._items['item2'] = 'value2'
-
-    items = list(collection)
-    assert items == ['value1', 'value2']
-
-
-def test_datablock_components():
-    class TestComponent(Component):
-        @property
-        def category_key(self):
-            return 'test_category'
-
-        @property
-        def cif_category_key(self):
-            return 'test_cif_category'
-
-    class TestDatablock(Datablock):
-        def __init__(self):
-            super().__init__()
-            self.component1 = TestComponent()
-            self.component2 = TestComponent()
-
-    datablock = TestDatablock()
-    items = datablock.items()
-    assert len(items) == 2
-    assert isinstance(items[0], TestComponent)
-    assert isinstance(items[1], TestComponent)
diff --git a/tests/unit/core/test_singletons.py b/tests/unit/core/test_singletons.py
deleted file mode 100644
index f7f22212..00000000
--- a/tests/unit/core/test_singletons.py
+++ /dev/null
@@ -1,87 +0,0 @@
-from unittest.mock import MagicMock
-
-import pytest
-
-from easydiffraction.core.objects import Parameter
-from easydiffraction.core.singletons import BaseSingleton
-from easydiffraction.core.singletons import ConstraintsHandler
-from easydiffraction.core.singletons import UidMapHandler
-
-
-@pytest.fixture
-def params():
-    param1 = Parameter(value=1.0, name='param1', cif_name='param1_cif')
-    param2 = Parameter(value=2.0, name='param2', cif_name='param2_cif')
-    return param1, param2
-
-
-@pytest.fixture
-def mock_aliases(params):
-    param1, param2 = params
-    mock = MagicMock()
-    mock._items = {
-        'alias1': MagicMock(label=MagicMock(value='alias1'), param_uid=MagicMock(value=param1.uid)),
-        'alias2': MagicMock(label=MagicMock(value='alias2'), param_uid=MagicMock(value=param2.uid)),
-    }
-    return mock
-
-
-@pytest.fixture
-def mock_constraints():
-    mock = MagicMock()
-    mock._items = {
-        'expr1': MagicMock(lhs_alias=MagicMock(value='alias1'), rhs_expr=MagicMock(value='alias2 + 1')),
-        'expr2': MagicMock(lhs_alias=MagicMock(value='alias2'), rhs_expr=MagicMock(value='alias1 * 2')),
-    }
-    return mock
-
-
-def test_base_singleton():
-    class TestSingleton(BaseSingleton):
-        pass
-
-    instance1 = TestSingleton.get()
-    instance2 = TestSingleton.get()
-
-    assert instance1 is instance2  # Ensure only one instance is created
-
-
-def test_uid_map_handler(params):
-    param1, param2 = params
-    handler = UidMapHandler.get()
-    uid_map = handler.get_uid_map()
-
-    assert uid_map[param1.uid] is param1
-    assert uid_map[param2.uid] is param2
-    assert uid_map[param1.uid].uid == 'None.param1_cif'
-    assert uid_map[param2.uid].uid == 'None.param2_cif'
-
-
-def test_constraints_handler_set_aliases(mock_aliases, params):
-    param1, param2 = params
-    handler = ConstraintsHandler.get()
-    handler.set_aliases(mock_aliases)
-
-    assert handler._alias_to_param['alias1'].param_uid.value is param1.uid
-    assert handler._alias_to_param['alias2'].param_uid.value is param2.uid
-
-
-def test_constraints_handler_set_constraints(mock_constraints):
-    handler = ConstraintsHandler.get()
-    handler.set_constraints(mock_constraints)
-
-    assert len(handler._parsed_constraints) == 2
-    assert handler._parsed_constraints[0] == ('alias1', 'alias2 + 1')
-    assert handler._parsed_constraints[1] == ('alias2', 'alias1 * 2')
-
-
-def test_constraints_handler_apply(mock_aliases, mock_constraints, params):
-    param1, _ = params
-    handler = ConstraintsHandler.get()
-    handler.set_aliases(mock_aliases)
-    handler.set_constraints(mock_constraints)
-
-    handler.apply()
-
-    assert param1.value == 3.0
-    assert param1.constrained is True
diff --git a/tests/unit/easydiffraction/analysis/calculators/test_base.py b/tests/unit/easydiffraction/analysis/calculators/test_base.py
new file mode 100644
index 00000000..53a1684d
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/calculators/test_base.py
@@ -0,0 +1,60 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_module_import():
+    import easydiffraction.analysis.calculators.base as MUT
+
+    assert MUT.__name__ == 'easydiffraction.analysis.calculators.base'
+
+
+def test_calculator_base_get_valid_linked_phases_filters_missing():
+    from easydiffraction.analysis.calculators.base import CalculatorBase
+
+    class DummyCalc(CalculatorBase):
+        @property
+        def name(self):
+            return 'dummy'
+
+        @property
+        def engine_imported(self):
+            return True
+
+        def calculate_structure_factors(self, sample_model, experiment):
+            pass
+
+        def _calculate_single_model_pattern(self, sample_model, experiment, called_by_minimizer):
+            return np.zeros_like(experiment.datastore.x)
+
+    class DummyLinked:
+        def __init__(self, entry_name):
+            self._identity = type('I', (), {'category_entry_name': entry_name})
+            self.scale = type('S', (), {'value': 1.0})
+            self.id = type('ID', (), {'value': entry_name})
+
+    class DummyStore:
+        def __init__(self, n=5):
+            self.x = np.arange(n, dtype=float)
+
+    class DummyExperiment:
+        def __init__(self, linked):
+            self.linked_phases = linked
+            self.datastore = DummyStore()
+
+            def _public():
+                return []
+
+            self._public_attrs = _public
+
+    class DummySampleModels(dict):
+        @property
+        def names(self):
+            return list(self.keys())
+
+    calc = DummyCalc()
+    expt = DummyExperiment([DummyLinked('present'), DummyLinked('absent')])
+    sm = DummySampleModels({'present': object()})
+    valid = calc._get_valid_linked_phases(sm, expt)
+    assert len(valid) == 1 and valid[0]._identity.category_entry_name == 'present'
diff --git a/tests/unit/easydiffraction/analysis/calculators/test_crysfml.py b/tests/unit/easydiffraction/analysis/calculators/test_crysfml.py
new file mode 100644
index 00000000..d0eea743
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/calculators/test_crysfml.py
@@ -0,0 +1,29 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+
+def test_module_import():
+    import easydiffraction.analysis.calculators.crysfml as MUT
+
+    assert MUT.__name__ == 'easydiffraction.analysis.calculators.crysfml'
+
+
+def test_crysfml_engine_flag_and_structure_factors_raises():
+    from easydiffraction.analysis.calculators.crysfml import CrysfmlCalculator
+
+    calc = CrysfmlCalculator()
+    # engine_imported is a boolean flag; it may be False in our env
+    assert isinstance(calc.engine_imported, bool)
+    with pytest.raises(NotImplementedError):
+        calc.calculate_structure_factors(sample_models=None, experiments=None)
+
+
+def test_crysfml_adjust_pattern_length_truncates():
+    from easydiffraction.analysis.calculators.crysfml import CrysfmlCalculator
+
+    calc = CrysfmlCalculator()
+    long = list(range(10))
+    out = calc._adjust_pattern_length(long, target_length=4)
+    assert out == [0, 1, 2, 3]
diff --git a/tests/unit/easydiffraction/analysis/calculators/test_cryspy.py b/tests/unit/easydiffraction/analysis/calculators/test_cryspy.py
new file mode 100644
index 00000000..f1bfd927
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/calculators/test_cryspy.py
@@ -0,0 +1,25 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.analysis.calculators.cryspy as MUT
+
+    assert MUT.__name__ == 'easydiffraction.analysis.calculators.cryspy'
+
+
+def test_cryspy_calculator_engine_flag_and_converters():
+    # These tests avoid requiring real cryspy by not invoking heavy paths
+    from easydiffraction.analysis.calculators.cryspy import CryspyCalculator
+
+    calc = CryspyCalculator()
+    # engine_imported is boolean (may be False if cryspy not installed)
+    assert isinstance(calc.engine_imported, bool)
+
+    # Converters should just delegate/format without external deps
+    class DummySample:
+        @property
+        def as_cif(self):
+            return 'data_x'
+
+    # _convert_sample_model_to_cryspy_cif returns input as_cif
+    assert calc._convert_sample_model_to_cryspy_cif(DummySample()) == 'data_x'
diff --git a/tests/unit/easydiffraction/analysis/calculators/test_factory.py b/tests/unit/easydiffraction/analysis/calculators/test_factory.py
new file mode 100644
index 00000000..2fed1816
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/calculators/test_factory.py
@@ -0,0 +1,41 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_list_and_show_supported_calculators_do_not_crash(capsys, monkeypatch):
+    from easydiffraction.analysis.calculators.factory import CalculatorFactory
+
+    # Simulate no engines available by forcing engine_imported to False
+    class DummyCalc:
+        def __call__(self):
+            return self
+
+        @property
+        def engine_imported(self):
+            return False
+
+    monkeypatch = monkeypatch  # keep name
+    monkeypatch.setitem(
+        CalculatorFactory._potential_calculators,
+        'dummy',
+        {
+            'description': 'Dummy calc',
+            'class': DummyCalc,
+        },
+    )
+
+    lst = CalculatorFactory.list_supported_calculators()
+    assert isinstance(lst, list)
+
+    CalculatorFactory.show_supported_calculators()
+    out = capsys.readouterr().out
+    # Should print the paragraph title
+    assert 'Supported calculators' in out
+
+
+def test_create_calculator_unknown_returns_none(capsys):
+    from easydiffraction.analysis.calculators.factory import CalculatorFactory
+
+    obj = CalculatorFactory.create_calculator('this_is_unknown')
+    assert obj is None
+    out = capsys.readouterr().out
+    assert 'Unknown calculator' in out
diff --git a/tests/unit/easydiffraction/analysis/calculators/test_pdffit.py b/tests/unit/easydiffraction/analysis/calculators/test_pdffit.py
new file mode 100644
index 00000000..fdb7783e
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/calculators/test_pdffit.py
@@ -0,0 +1,98 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_module_import():
+    import easydiffraction.analysis.calculators.pdffit as MUT
+
+    assert MUT.__name__ == 'easydiffraction.analysis.calculators.pdffit'
+
+
+def test_pdffit_engine_flag_and_hkl_message(capsys):
+    from easydiffraction.analysis.calculators.pdffit import PdffitCalculator
+
+    calc = PdffitCalculator()
+    assert isinstance(calc.engine_imported, bool)
+    # calculate_structure_factors prints fixed message and returns [] by contract
+    out = calc.calculate_structure_factors(sample_models=None, experiments=None)
+    assert out == []
+    # The method prints a note
+    printed = capsys.readouterr().out
+    assert 'HKLs (not applicable)' in printed
+
+
+def test_pdffit_cif_v2_to_v1_regex_behavior(monkeypatch):
+    # Exercise the regex conversion path indirectly by providing minimal objects
+    from easydiffraction.analysis.calculators.pdffit import PdffitCalculator
+
+    class DummyParam:
+        def __init__(self, v):
+            self.value = v
+
+    class DummyPeak:
+        # provide required attributes used in calculation
+        def __init__(self):
+            self.sharp_delta_1 = DummyParam(0.0)
+            self.sharp_delta_2 = DummyParam(0.0)
+            self.damp_particle_diameter = DummyParam(0.0)
+            self.cutoff_q = DummyParam(1.0)
+            self.damp_q = DummyParam(0.0)
+            self.broad_q = DummyParam(0.0)
+
+    class DummyLinkedPhases(dict):
+        def __getitem__(self, k):
+            return type('LP', (), {'scale': DummyParam(1.0)})()
+
+    class DummyExperiment:
+        def __init__(self):
+            self.name = 'E'
+            self.peak = DummyPeak()
+            self.datastore = type('D', (), {'x': np.linspace(0.0, 1.0, 5)})()
+            self.type = type('T', (), {'radiation_probe': type('P', (), {'value': 'neutron'})()})()
+            self.linked_phases = DummyLinkedPhases()
+
+    class DummySampleModel:
+        name = 'PhaseA'
+
+        @property
+        def as_cif(self):
+            # CIF v2-like tags with dots between letters
+            return '_atom.site.label A1\n_cell.length_a 1.0'
+
+    # Monkeypatch PdfFit and parser to avoid real engine usage
+    import easydiffraction.analysis.calculators.pdffit as mod
+
+    class FakePdf:
+        def add_structure(self, s):
+            pass
+
+        def setvar(self, *a, **k):
+            pass
+
+        def read_data_lists(self, *a, **k):
+            pass
+
+        def calc(self):
+            pass
+
+        def getpdf_fit(self):
+            return [0.0, 0.0, 0.0, 0.0, 0.0]
+
+    class FakeParser:
+        def parse(self, text):
+            # Ensure the dot between letters is converted to underscore
+            assert '_atom_site_label' in text or '_atom.site.label' not in text
+            return object()
+
+    monkeypatch.setattr(mod, 'PdfFit', FakePdf)
+    monkeypatch.setattr(mod, 'pdffit_cif_parser', lambda: FakeParser())
+    monkeypatch.setattr(mod, 'redirect_stdout', lambda *a, **k: None)
+    monkeypatch.setattr(mod, '_pdffit_devnull', None, raising=False)
+
+    calc = PdffitCalculator()
+    pattern = calc._calculate_single_model_pattern(
+        DummySampleModel(), DummyExperiment(), called_by_minimizer=False
+    )
+    assert isinstance(pattern, np.ndarray) and pattern.shape[0] == 5
diff --git a/tests/unit/easydiffraction/analysis/categories/test_aliases.py b/tests/unit/easydiffraction/analysis/categories/test_aliases.py
new file mode 100644
index 00000000..1971ee73
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/categories/test_aliases.py
@@ -0,0 +1,15 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.analysis.categories.aliases import Alias
+from easydiffraction.analysis.categories.aliases import Aliases
+
+
+def test_alias_creation_and_collection():
+    a = Alias(label='x', param_uid='p1')
+    assert a.label.value == 'x'
+    coll = Aliases()
+    coll.add(a)
+    # Collections index by entry name; check via names or direct indexing
+    assert 'x' in coll.names
+    assert coll['x'].param_uid.value == 'p1'
diff --git a/tests/unit/easydiffraction/analysis/categories/test_constraints.py b/tests/unit/easydiffraction/analysis/categories/test_constraints.py
new file mode 100644
index 00000000..96d960ae
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/categories/test_constraints.py
@@ -0,0 +1,14 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.analysis.categories.constraints import Constraint
+from easydiffraction.analysis.categories.constraints import Constraints
+
+
+def test_constraint_creation_and_collection():
+    c = Constraint(lhs_alias='a', rhs_expr='b + c')
+    assert c.lhs_alias.value == 'a'
+    coll = Constraints()
+    coll.add(c)
+    assert 'a' in coll.names
+    assert coll['a'].rhs_expr.value == 'b + c'
diff --git a/tests/unit/easydiffraction/analysis/categories/test_joint_fit_experiments.py b/tests/unit/easydiffraction/analysis/categories/test_joint_fit_experiments.py
new file mode 100644
index 00000000..cf706705
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/categories/test_joint_fit_experiments.py
@@ -0,0 +1,15 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.analysis.categories.joint_fit_experiments import JointFitExperiment
+from easydiffraction.analysis.categories.joint_fit_experiments import JointFitExperiments
+
+
+def test_joint_fit_experiment_and_collection():
+    j = JointFitExperiment(id='ex1', weight=0.5)
+    assert j.id.value == 'ex1'
+    assert j.weight.value == 0.5
+    coll = JointFitExperiments()
+    coll.add(j)
+    assert 'ex1' in coll.names
+    assert coll['ex1'].weight.value == 0.5
diff --git a/tests/unit/easydiffraction/analysis/fit_helpers/test_metrics.py b/tests/unit/easydiffraction/analysis/fit_helpers/test_metrics.py
new file mode 100644
index 00000000..184dad92
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/fit_helpers/test_metrics.py
@@ -0,0 +1,56 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_calculate_r_metrics_and_chi_square():
+    from easydiffraction.analysis.fit_helpers import metrics as M
+
+    y_obs = np.array([1.0, 2.0, 3.0])
+    y_calc = np.array([1.1, 1.9, 2.8])
+    weights = np.array([1.0, 2.0, 3.0])
+    residuals = y_obs - y_calc
+
+    r = M.calculate_r_factor(y_obs, y_calc)
+    rb = M.calculate_rb_factor(y_obs, y_calc)
+    rw = M.calculate_weighted_r_factor(y_obs, y_calc, weights)
+    r2 = M.calculate_r_factor_squared(y_obs, y_calc)
+    chi2 = M.calculate_reduced_chi_square(residuals, num_parameters=1)
+
+    assert 0 <= r <= 1 and np.isfinite(r)
+    assert np.isclose(r, rb)
+    assert np.isfinite(rw)
+    assert np.isfinite(r2)
+    assert np.isfinite(chi2)
+
+
+def test_get_reliability_inputs_collects_arrays_with_default_su():
+    from easydiffraction.analysis.fit_helpers import metrics as M
+
+    # Minimal fakes for experiments
+    class DS:
+        def __init__(self):
+            self.meas = np.array([1.0, 2.0])
+            self.meas_su = None  # triggers default ones
+            self.calc = np.array([1.1, 1.9])
+
+    class Expt:
+        def __init__(self):
+            self.datastore = DS()
+
+    class Expts(dict):
+        def values(self):
+            return [Expt()]
+
+    class SampleModels(dict):
+        pass
+
+    class Calc:
+        def calculate_pattern(self, sample_models, experiment):
+            # no-op; calc already set in DS
+            return None
+
+    y_obs, y_calc, y_err = M.get_reliability_inputs(SampleModels(), Expts(), Calc())
+    assert y_obs.shape == (2,) and y_calc.shape == (2,) and y_err.shape == (2,)
+    assert np.allclose(y_err, 1.0)
diff --git a/tests/unit/easydiffraction/analysis/fit_helpers/test_reporting.py b/tests/unit/easydiffraction/analysis/fit_helpers/test_reporting.py
new file mode 100644
index 00000000..3ac4c1c9
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/fit_helpers/test_reporting.py
@@ -0,0 +1,60 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.analysis.fit_helpers.reporting as MUT
+
+    expected_module_name = 'easydiffraction.analysis.fit_helpers.reporting'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_fitresults_display_results_prints_and_table(capsys, monkeypatch):
+    # Arrange: build a minimal fake parameter object with required attributes
+    class Identity:
+        def __init__(self):
+            self.datablock_entry_name = 'db'
+            self.category_code = 'cat'
+            self.category_entry_name = 'entry'
+
+    class Param:
+        def __init__(self, start, value, uncertainty, name='p', units='u'):
+            self._identity = Identity()
+            self._fit_start_value = start
+            self.value = value
+            self.uncertainty = uncertainty
+            self.name = name
+            self.units = units
+
+    from easydiffraction.analysis.fit_helpers.reporting import FitResults
+
+    params = [Param(start=1.0, value=1.2, uncertainty=0.05, name='a', units='arb')]
+
+    # Act: create results and display with all metrics available
+    fr = FitResults(
+        success=True,
+        parameters=params,
+        reduced_chi_square=1.2345,
+        fitting_time=0.9876,
+    )
+
+    y_obs = [10.0, 20.0]
+    y_calc = [9.5, 19.5]
+    y_err = [1.0, 1.0]
+    f_obs = [5.0, 6.0]
+    f_calc = [5.1, 5.9]
+
+    fr.display_results(y_obs=y_obs, y_calc=y_calc, y_err=y_err, f_obs=f_obs, f_calc=f_calc)
+
+    # Assert: key lines printed and a table rendered
+    out = capsys.readouterr().out
+    assert 'Fit results' in out
+    assert 'Success: True' in out
+    assert 'reduced χ²' in out
+    assert 'R-factor (Rf)' in out
+    assert 'R-factor squared (Rf²)' in out
+    assert 'Weighted R-factor (wR)' in out
+    assert 'Bragg R-factor (BR)' in out
+    assert 'Fitted parameters:' in out
+    # Table border from tabulate fancy_outline
+    assert '╒' in out or '+' in out
diff --git a/tests/unit/easydiffraction/analysis/fit_helpers/test_tracking.py b/tests/unit/easydiffraction/analysis/fit_helpers/test_tracking.py
new file mode 100644
index 00000000..2c9495c1
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/fit_helpers/test_tracking.py
@@ -0,0 +1,45 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_module_import():
+    import easydiffraction.analysis.fit_helpers.tracking as MUT
+
+    expected_module_name = 'easydiffraction.analysis.fit_helpers.tracking'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_tracker_terminal_flow_prints_and_updates_best(monkeypatch, capsys):
+    import easydiffraction.analysis.fit_helpers.tracking as tracking_mod
+    from easydiffraction.analysis.fit_helpers.tracking import FitProgressTracker
+
+    # Force terminal branch (not notebook)
+    monkeypatch.setattr(tracking_mod, 'is_notebook', lambda: False)
+
+    tracker = FitProgressTracker()
+    tracker.start_tracking('dummy')
+    tracker.start_timer()
+
+    # First iteration sets previous and best
+    res1 = np.array([2.0, 1.0])  # chi2 = 5, dof depends on num params but relative change only
+    tracker.track(res1, parameters=[1])
+
+    # Second iteration small change below threshold -> no row emitted
+    out1 = capsys.readouterr().out
+    assert 'Goodness-of-fit' in out1
+
+    res2 = np.array([1.9, 1.0])
+    tracker.track(res2, parameters=[1])
+
+    # Third iteration large improvement -> row emitted
+    res3 = np.array([0.1, 0.1])
+    tracker.track(res3, parameters=[1])
+
+    tracker.stop_timer()
+    tracker.finish_tracking()
+    out2 = capsys.readouterr().out
+    assert 'Best goodness-of-fit' in out2
+    assert tracker.best_iteration is not None
diff --git a/tests/unit/easydiffraction/analysis/minimizers/test_base.py b/tests/unit/easydiffraction/analysis/minimizers/test_base.py
new file mode 100644
index 00000000..d608bdc2
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/minimizers/test_base.py
@@ -0,0 +1,107 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_module_import():
+    import easydiffraction.analysis.minimizers.base as MUT
+
+    assert MUT.__name__ == 'easydiffraction.analysis.minimizers.base'
+
+
+def test_minimizer_base_fit_flow_and_finalize():
+    from easydiffraction.analysis.minimizers.base import MinimizerBase
+
+    class DummyParam:
+        def __init__(self, v):
+            self.value = v
+
+    class DummyResult:
+        def __init__(self, success=True):
+            self.success = success
+
+    class DummyMinimizer(MinimizerBase):
+        def __init__(self):
+            super().__init__(name='dummy', method='m', max_iterations=5)
+            self.synced = False
+
+        def _prepare_solver_args(self, parameters):
+            # Make sure parameters list is received
+            assert isinstance(parameters, list)
+            return {'engine_parameters': {'ok': True}}
+
+        def _run_solver(self, objective_function, **kwargs):
+            # Exercise calling of the provided objective
+            residuals = objective_function(kwargs.get('engine_parameters'))
+            # Update tracker so finish_tracking has valid metrics
+            self.tracker.track(residuals=np.array(residuals), parameters=[1])
+            return DummyResult(success=True)
+
+        def _sync_result_to_parameters(self, parameters, raw_result):
+            # Mark that syncing happened and tweak a parameter
+            self.synced = True
+            if parameters:
+                parameters[0].value = 42
+
+        def _check_success(self, raw_result):
+            return getattr(raw_result, 'success', False)
+
+        # Provide residuals implementation used by _objective_function
+        def _compute_residuals(
+            self, engine_params, parameters, sample_models, experiments, calculator
+        ):
+            # Minimal residuals; verify engine params passed through
+            assert engine_params == {'ok': True}
+            return np.array([0.0, 0.0])
+
+    minim = DummyMinimizer()
+
+    params = [DummyParam(1.0), DummyParam(2.0)]
+
+    # Wrap minimizer's objective creator to simulate higher-level usage
+    objective = minim._create_objective_function(
+        parameters=params,
+        sample_models=None,
+        experiments=None,
+        calculator=None,
+    )
+
+    result = minim.fit(parameters=params, objective_function=objective)
+
+    # Assertions: finalize populated, sync occurred, tracker captured time
+    assert result.success is True
+    assert minim.synced is True
+    assert isinstance(result.parameters, list) and result.parameters[0].value == 42
+    # Fitting time should be a positive float
+    assert minim.tracker.fitting_time is not None and minim.tracker.fitting_time >= 0.0
+
+
+def test_minimizer_base_create_objective_function_uses_compute_residuals():
+    from easydiffraction.analysis.minimizers.base import MinimizerBase
+
+    class M(MinimizerBase):
+        def _prepare_solver_args(self, parameters):
+            return {}
+
+        def _run_solver(self, objective_function, **kwargs):
+            return None
+
+        def _sync_result_to_parameters(self, parameters, raw_result):
+            pass
+
+        def _check_success(self, raw_result):
+            return True
+
+        def _compute_residuals(
+            self, engine_params, parameters, sample_models, experiments, calculator
+        ):
+            # Return a deterministic vector to assert against
+            return np.array([1.0, 2.0, 3.0])
+
+    m = M()
+    f = m._create_objective_function(
+        parameters=[], sample_models=None, experiments=None, calculator=None
+    )
+    out = f({})
+    assert np.allclose(out, np.array([1.0, 2.0, 3.0]))
diff --git a/tests/unit/easydiffraction/analysis/minimizers/test_dfols.py b/tests/unit/easydiffraction/analysis/minimizers/test_dfols.py
new file mode 100644
index 00000000..b3bb4e03
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/minimizers/test_dfols.py
@@ -0,0 +1,50 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_module_import():
+    import easydiffraction.analysis.minimizers.dfols as MUT
+
+    assert MUT.__name__ == 'easydiffraction.analysis.minimizers.dfols'
+
+
+def test_dfols_prepare_run_and_sync(monkeypatch):
+    from easydiffraction.analysis.minimizers.dfols import DfolsMinimizer
+
+    class P:
+        def __init__(self, v, lo=-np.inf, hi=np.inf):
+            self.value = v
+            self.fit_min = lo
+            self.fit_max = hi
+            self.uncertainty = None
+
+    class FakeRes:
+        EXIT_SUCCESS = 0
+
+        def __init__(self):
+            self.x = np.array([3.0, 4.0])
+            self.flag = 0
+
+    # Patch dfols.solve to return our FakeRes
+    import easydiffraction.analysis.minimizers.dfols as mod
+
+    def fake_solve(fun, x0, bounds, maxfun):
+        # Verify we pass reasonable arguments
+        assert isinstance(x0, np.ndarray) and x0.shape[0] == 2
+        assert isinstance(bounds, tuple) and all(isinstance(b, np.ndarray) for b in bounds)
+        return FakeRes()
+
+    monkeypatch.setattr(mod, 'solve', fake_solve)
+
+    minim = DfolsMinimizer(max_iterations=10)
+    params = [P(1.0, lo=0.0, hi=5.0), P(2.0, lo=1.0, hi=6.0)]
+    kwargs = minim._prepare_solver_args(params)
+    assert set(kwargs.keys()) == {'x0', 'bounds'}
+    res = minim._run_solver(lambda p: np.array([0.0]), **kwargs)
+    # Sync back values and check success flag handling
+    minim._sync_result_to_parameters(params, res)
+    assert params[0].value == 3.0 and params[1].value == 4.0
+    assert params[0].uncertainty is None and params[1].uncertainty is None
+    assert minim._check_success(res) is True
diff --git a/tests/unit/easydiffraction/analysis/minimizers/test_factory.py b/tests/unit/easydiffraction/analysis/minimizers/test_factory.py
new file mode 100644
index 00000000..a429342d
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/minimizers/test_factory.py
@@ -0,0 +1,51 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_minimizer_factory_list_and_show(capsys):
+    from easydiffraction.analysis.minimizers.factory import MinimizerFactory
+
+    lst = MinimizerFactory.list_available_minimizers()
+    assert isinstance(lst, list) and len(lst) >= 1
+    MinimizerFactory.show_available_minimizers()
+    out = capsys.readouterr().out
+    assert 'Supported minimizers' in out
+
+
+def test_minimizer_factory_unknown_raises():
+    from easydiffraction.analysis.minimizers.factory import MinimizerFactory
+
+    try:
+        MinimizerFactory.create_minimizer('___unknown___')
+    except ValueError as e:
+        assert 'Unknown minimizer' in str(e)
+    else:
+        assert False, 'Expected ValueError'
+
+
+def test_minimizer_factory_create_known_and_register(monkeypatch):
+    from easydiffraction.analysis.minimizers.base import MinimizerBase
+    from easydiffraction.analysis.minimizers.factory import MinimizerFactory
+
+    # Create a known minimizer instance (lmfit (leastsq) exists)
+    m = MinimizerFactory.create_minimizer('lmfit (leastsq)')
+    assert isinstance(m, MinimizerBase)
+
+    # Register a custom minimizer and create it
+    class Custom(MinimizerBase):
+        def _prepare_solver_args(self, parameters):
+            return {}
+
+        def _run_solver(self, objective_function, **kwargs):
+            return None
+
+        def _sync_result_to_parameters(self, raw_result, parameters):
+            pass
+
+        def _check_success(self, raw_result):
+            return True
+
+    MinimizerFactory.register_minimizer(
+        name='custom-test', minimizer_cls=Custom, method=None, description='x'
+    )
+    created = MinimizerFactory.create_minimizer('custom-test')
+    assert isinstance(created, Custom)
diff --git a/tests/unit/easydiffraction/analysis/minimizers/test_lmfit.py b/tests/unit/easydiffraction/analysis/minimizers/test_lmfit.py
new file mode 100644
index 00000000..e7322bcd
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/minimizers/test_lmfit.py
@@ -0,0 +1,73 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import types
+
+import numpy as np
+
+
+def test_module_import():
+    import easydiffraction.analysis.minimizers.lmfit as MUT
+
+    assert MUT.__name__ == 'easydiffraction.analysis.minimizers.lmfit'
+
+
+def test_lmfit_prepare_and_sync(monkeypatch):
+    from easydiffraction.analysis.minimizers.lmfit import LmfitMinimizer
+
+    class P:
+        def __init__(self, name, value, free=True, lo=-np.inf, hi=np.inf):
+            self._minimizer_uid = name
+            self._value = value
+            self.free = free
+            self.fit_min = lo
+            self.fit_max = hi
+            self.uncertainty = None
+
+        @property
+        def value(self):
+            return self._value
+
+        @value.setter
+        def value(self, v):
+            self._value = v
+
+    # Fake lmfit.Parameters and result structure
+    class FakeParam:
+        def __init__(self, value, stderr=None):
+            self.value = value
+            self.stderr = stderr
+
+    class FakeParams(dict):
+        def add(self, name, value, vary, min, max):
+            self[name] = types.SimpleNamespace(value=value, vary=vary, min=min, max=max)
+
+    class FakeResult:
+        def __init__(self):
+            self.params = {'p1': FakeParam(10.0, stderr=0.5), 'p2': FakeParam(20.0, stderr=1.0)}
+            self.success = True
+
+    # Monkeypatch lmfit in module namespace
+    import easydiffraction.analysis.minimizers.lmfit as lm
+
+    monkeypatch.setattr(
+        lm,
+        'lmfit',
+        types.SimpleNamespace(Parameters=FakeParams, minimize=lambda *a, **k: FakeResult()),
+    )
+
+    minim = LmfitMinimizer()
+    params = [P('p1', 1.0), P('p2', 2.0)]
+
+    # Prepare
+    kwargs = minim._prepare_solver_args(params)
+    assert isinstance(kwargs.get('engine_parameters'), FakeParams)
+    # Run solver calls our fake minimize and returns FakeResult
+    res = minim._run_solver(lambda *a, **k: np.array([0.0]), **kwargs)
+    assert isinstance(res, FakeResult)
+
+    # Sync back updates parameter values and uncertainties
+    minim._sync_result_to_parameters(params, res)
+    assert params[0].value == 10.0 and params[0].uncertainty == 0.5
+    assert params[1].value == 20.0 and params[1].uncertainty == 1.0
+    assert minim._check_success(res) is True
diff --git a/tests/unit/easydiffraction/analysis/test_analysis.py b/tests/unit/easydiffraction/analysis/test_analysis.py
new file mode 100644
index 00000000..53a2b796
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/test_analysis.py
@@ -0,0 +1,84 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.analysis.analysis as MUT
+
+    expected_module_name = 'easydiffraction.analysis.analysis'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def _make_project_with_names(names):
+    class ExpCol:
+        def __init__(self, names):
+            self._names = names
+
+        @property
+        def names(self):
+            return self._names
+
+    class P:
+        experiments = ExpCol(names)
+        sample_models = object()
+        _varname = 'proj'
+
+    return P()
+
+
+def test_show_current_calculator_and_minimizer_prints(capsys):
+    from easydiffraction.analysis.analysis import Analysis
+
+    a = Analysis(project=_make_project_with_names([]))
+    a.show_current_calculator()
+    a.show_current_minimizer()
+    out = capsys.readouterr().out
+    assert 'Current calculator' in out
+    assert 'cryspy' in out
+    assert 'Current minimizer' in out
+    assert 'lmfit (leastsq)' in out
+
+
+def test_current_calculator_setter_success_and_unknown(monkeypatch, capsys):
+    from easydiffraction.analysis import calculators as calc_pkg
+    from easydiffraction.analysis.analysis import Analysis
+
+    a = Analysis(project=_make_project_with_names([]))
+
+    # Success path
+    monkeypatch.setattr(
+        calc_pkg.factory.CalculatorFactory,
+        'create_calculator',
+        lambda name: object(),
+    )
+    a.current_calculator = 'pdffit'
+    out = capsys.readouterr().out
+    assert 'Current calculator changed to' in out
+    assert a.current_calculator == 'pdffit'
+
+    # Unknown path (create_calculator returns None): no change
+    monkeypatch.setattr(
+        calc_pkg.factory.CalculatorFactory,
+        'create_calculator',
+        lambda name: None,
+    )
+    a.current_calculator = 'unknown'
+    assert a.current_calculator == 'pdffit'
+
+
+def test_fit_modes_show_and_switch_to_joint(monkeypatch, capsys):
+    from easydiffraction.analysis.analysis import Analysis
+
+    a = Analysis(project=_make_project_with_names(['e1', 'e2']))
+
+    a.show_available_fit_modes()
+    a.show_current_fit_mode()
+    out1 = capsys.readouterr().out
+    assert 'Available fit modes' in out1
+    assert 'Current fit mode' in out1
+    assert 'single' in out1
+
+    a.fit_mode = 'joint'
+    out2 = capsys.readouterr().out
+    assert 'Current fit mode changed to' in out2
+    assert a.fit_mode == 'joint'
diff --git a/tests/unit/easydiffraction/analysis/test_analysis_access_params.py b/tests/unit/easydiffraction/analysis/test_analysis_access_params.py
new file mode 100644
index 00000000..9fb8bc63
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/test_analysis_access_params.py
@@ -0,0 +1,50 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_how_to_access_parameters_prints_paths_and_uids(capsys):
+    from easydiffraction.analysis.analysis import Analysis
+    from easydiffraction.core.parameters import Parameter
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import DataTypes
+    from easydiffraction.io.cif.handler import CifHandler
+
+    # Build two parameters with identity metadata set directly
+    def make_param(db, cat, entry, name, val):
+        p = Parameter(
+            name=name,
+            value_spec=AttributeSpec(value=val, type_=DataTypes.NUMERIC, default=0.0),
+            cif_handler=CifHandler(names=[f'_{cat}.{name}']),
+        )
+        # Inject identity metadata (avoid parent chain)
+        p._identity.datablock_entry_name = lambda: db
+        p._identity.category_code = cat
+        if entry:
+            p._identity.category_entry_name = lambda: entry
+        else:
+            p._identity.category_entry_name = lambda: ''
+        return p
+
+    p1 = make_param('db1', 'catA', '', 'alpha', 1.0)
+    p2 = make_param('db2', 'catB', 'row1', 'beta', 2.0)
+
+    class Coll:
+        def __init__(self, params):
+            self.parameters = params
+
+    class Project:
+        _varname = 'proj'
+
+        def __init__(self):
+            self.sample_models = Coll([p1])
+            self.experiments = Coll([p2])
+
+    a = Analysis(Project())
+    a.how_to_access_parameters()
+    out = capsys.readouterr().out
+    assert 'How to access parameters' in out
+    # Expect code path strings
+    assert "proj.sample_models['db1'].catA.alpha" in out
+    assert "proj.experiments['db2'].catB['row1'].beta" in out
+    # Expect CIF uid (owner.unique_name) present for both
+    assert 'db1.catA.alpha' in out
+    assert 'db2.catB.row1.beta' in out
diff --git a/tests/unit/easydiffraction/analysis/test_analysis_show_empty.py b/tests/unit/easydiffraction/analysis/test_analysis_show_empty.py
new file mode 100644
index 00000000..473437b2
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/test_analysis_show_empty.py
@@ -0,0 +1,39 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_show_params_empty_branches(capsys):
+    from easydiffraction.analysis.analysis import Analysis
+
+    class Empty:
+        @property
+        def parameters(self):
+            return []
+
+        @property
+        def fittable_parameters(self):
+            return []
+
+        @property
+        def free_parameters(self):
+            return []
+
+    class P:
+        sample_models = Empty()
+        experiments = Empty()
+        _varname = 'proj'
+
+    a = Analysis(project=P())
+
+    # show_all_params -> warning path
+    a.show_all_params()
+    # show_fittable_params -> warning path
+    a.show_fittable_params()
+    # show_free_params -> warning path
+    a.show_free_params()
+
+    out = capsys.readouterr().out
+    assert (
+        'No parameters found' in out
+        or 'No fittable parameters' in out
+        or 'No free parameters' in out
+    )
diff --git a/tests/unit/easydiffraction/analysis/test_calculation.py b/tests/unit/easydiffraction/analysis/test_calculation.py
new file mode 100644
index 00000000..7e55f26f
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/test_calculation.py
@@ -0,0 +1,39 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.analysis.calculation as MUT
+
+    expected_module_name = 'easydiffraction.analysis.calculation'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_calculator_wrapper_set_and_calls(monkeypatch):
+    from easydiffraction.analysis.calculation import Calculator
+
+    calls = {}
+
+    class DummyCalc:
+        def calculate_structure_factors(self, sm, exps):
+            calls['sf'] = True
+            return ['hkl']
+
+        def calculate_pattern(self, sm, expt):
+            calls['pat'] = True
+
+    class DummyFactory:
+        def create_calculator(self, engine):
+            calls['engine'] = engine
+            return DummyCalc()
+
+    c = Calculator(engine='cryspy')
+    # Inject dummy factory
+    c.calculator_factory = DummyFactory()
+    c.set_calculator('pdffit')
+    assert calls['engine'] == 'pdffit'
+
+    # Call delegates
+    assert c.calculate_structure_factors('sm', 'exps') == ['hkl']
+    c.calculate_pattern('sm', 'expt')
+    assert calls['sf'] and calls['pat']
diff --git a/tests/unit/easydiffraction/analysis/test_fitting.py b/tests/unit/easydiffraction/analysis/test_fitting.py
new file mode 100644
index 00000000..95ed171c
--- /dev/null
+++ b/tests/unit/easydiffraction/analysis/test_fitting.py
@@ -0,0 +1,36 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.analysis.fitting as MUT
+
+    expected_module_name = 'easydiffraction.analysis.fitting'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_fitter_early_exit_when_no_params(capsys, monkeypatch):
+    from easydiffraction.analysis.fitting import Fitter
+
+    class DummyCollection:
+        free_parameters = []
+
+        def __init__(self):
+            self._names = ['e1']
+
+        @property
+        def names(self):
+            return self._names
+
+    class DummyMin:
+        tracker = type('T', (), {'track': staticmethod(lambda a, b: a)})()
+
+        def fit(self, params, obj):
+            return None
+
+    f = Fitter()
+    # Avoid creating a real minimizer
+    f.minimizer = DummyMin()
+    f.fit(sample_models=DummyCollection(), experiments=DummyCollection(), calculator=object())
+    out = capsys.readouterr().out
+    assert 'No parameters selected for fitting' in out
diff --git a/tests/unit/easydiffraction/core/test_category.py b/tests/unit/easydiffraction/core/test_category.py
new file mode 100644
index 00000000..6d4ae695
--- /dev/null
+++ b/tests/unit/easydiffraction/core/test_category.py
@@ -0,0 +1,67 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.core.category import CategoryCollection
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import StringDescriptor
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import DataTypes
+from easydiffraction.io.cif.handler import CifHandler
+
+
+class SimpleItem(CategoryItem):
+    def __init__(self, entry_name):
+        super().__init__()
+        self._identity.category_code = 'simple'
+        self._identity.category_entry_name = entry_name
+        object.__setattr__(
+            self,
+            '_a',
+            StringDescriptor(
+                name='a',
+                description='',
+                value_spec=AttributeSpec(value='x', type_=DataTypes.STRING, default=''),
+                cif_handler=CifHandler(names=['_simple.a']),
+            ),
+        )
+        object.__setattr__(
+            self,
+            '_b',
+            StringDescriptor(
+                name='b',
+                description='',
+                value_spec=AttributeSpec(value='y', type_=DataTypes.STRING, default=''),
+                cif_handler=CifHandler(names=['_simple.b']),
+            ),
+        )
+
+    @property
+    def a(self):
+        return self._a
+
+    @property
+    def b(self):
+        return self._b
+
+
+class SimpleCollection(CategoryCollection):
+    def __init__(self):
+        super().__init__(item_type=SimpleItem)
+
+
+def test_category_item_str_and_properties():
+    it = SimpleItem('name1')
+    s = str(it)
+    assert '<' in s and 'a=' in s and 'b=' in s
+    assert it.unique_name.endswith('.simple.name1') or it.unique_name == 'simple.name1'
+    assert len(it.parameters) == 2
+
+
+def test_category_collection_str_and_cif_calls():
+    c = SimpleCollection()
+    c.add(SimpleItem('n1'))
+    c.add(SimpleItem('n2'))
+    s = str(c)
+    assert 'collection' in s and '2 items' in s
+    # as_cif delegates to serializer; should be a string (possibly empty)
+    assert isinstance(c.as_cif, str)
diff --git a/tests/unit/easydiffraction/core/test_collection.py b/tests/unit/easydiffraction/core/test_collection.py
new file mode 100644
index 00000000..b8388f68
--- /dev/null
+++ b/tests/unit/easydiffraction/core/test_collection.py
@@ -0,0 +1,31 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_collection_add_get_delete_and_names():
+    from easydiffraction.core.collection import CollectionBase
+    from easydiffraction.core.identity import Identity
+
+    class Item:
+        def __init__(self, name):
+            self._identity = Identity(owner=self, category_entry=lambda: name)
+
+    class MyCollection(CollectionBase):
+        @property
+        def parameters(self):
+            return []
+
+        @property
+        def as_cif(self) -> str:
+            return ''
+
+    c = MyCollection(item_type=Item)
+    a = Item('a')
+    b = Item('b')
+    c['a'] = a
+    c['b'] = b
+    assert c['a'] is a and c['b'] is b
+    a2 = Item('a')
+    c['a'] = a2
+    assert c['a'] is a2 and len(list(c.keys())) == 2
+    del c['b']
+    assert list(c.names) == ['a']
diff --git a/tests/unit/easydiffraction/core/test_datablock.py b/tests/unit/easydiffraction/core/test_datablock.py
new file mode 100644
index 00000000..7e227c22
--- /dev/null
+++ b/tests/unit/easydiffraction/core/test_datablock.py
@@ -0,0 +1,73 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_datablock_collection_add_and_filters_with_real_parameters():
+    from easydiffraction.core.category import CategoryItem
+    from easydiffraction.core.datablock import DatablockCollection
+    from easydiffraction.core.datablock import DatablockItem
+    from easydiffraction.core.parameters import Parameter
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import DataTypes
+    from easydiffraction.io.cif.handler import CifHandler
+
+    class Cat(CategoryItem):
+        def __init__(self):
+            super().__init__()
+            self._identity.category_code = 'cat'
+            self._identity.category_entry_name = 'e1'
+            # real Parameters
+            self._p1 = Parameter(
+                name='p1',
+                description='',
+                value_spec=AttributeSpec(value=1.0, type_=DataTypes.NUMERIC, default=0.0),
+                units='',
+                cif_handler=CifHandler(names=['_cat.p1']),
+            )
+            self._p2 = Parameter(
+                name='p2',
+                description='',
+                value_spec=AttributeSpec(value=2.0, type_=DataTypes.NUMERIC, default=0.0),
+                units='',
+                cif_handler=CifHandler(names=['_cat.p2']),
+            )
+            # Make p2 constrained and not free
+            self._p2._constrained = True
+            self._p2._free = False
+            # Mark p1 free to be included in free_parameters
+            self._p1.free = True
+
+        @property
+        def p1(self):
+            return self._p1
+
+        @property
+        def p2(self):
+            return self._p2
+
+    class Block(DatablockItem):
+        def __init__(self, name):
+            super().__init__()
+            # set datablock entry name
+            self._identity.datablock_entry_name = lambda: name
+            # include the category as attribute so DatablockItem.parameters picks them up
+            self._cat = Cat()
+
+        @property
+        def cat(self):
+            return self._cat
+
+    coll = DatablockCollection(item_type=Block)
+    a = Block('A')
+    b = Block('B')
+    coll.add(a)
+    coll.add(b)
+    # parameters collection aggregates from both blocks (p1 & p2 each)
+    params = coll.parameters
+    assert len(params) == 4
+    # fittable excludes constrained parameters
+    fittable = coll.fittable_parameters
+    assert all(isinstance(p, Parameter) for p in fittable)
+    assert len(fittable) == 2  # only p1 from each block
+    # free is subset of fittable where free=True (true for p1)
+    free_params = coll.free_parameters
+    assert free_params == fittable
diff --git a/tests/unit/easydiffraction/core/test_diagnostic.py b/tests/unit/easydiffraction/core/test_diagnostic.py
new file mode 100644
index 00000000..ffb11457
--- /dev/null
+++ b/tests/unit/easydiffraction/core/test_diagnostic.py
@@ -0,0 +1,33 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+from easydiffraction.core.diagnostic import Diagnostics
+
+
+class DummyLogger:
+    def __init__(self):
+        self.last = None
+
+    def error(self, message, exc_type):
+        self.last = ('error', message, exc_type)
+
+    def debug(self, message):
+        self.last = ('debug', message)
+
+
+def test_diagnostics_error_and_debug_monkeypatch(monkeypatch: pytest.MonkeyPatch):
+    dummy = DummyLogger()
+    # Patch module-level log used by Diagnostics
+    import easydiffraction.core.diagnostic as diag_mod
+
+    monkeypatch.setattr(diag_mod, 'log', dummy, raising=True)
+
+    Diagnostics.no_value('x', default=1)
+    assert dummy.last[0] == 'debug'
+
+    Diagnostics.type_mismatch('x', value=3, expected_type=int)
+    kind, msg, exc = dummy.last
+    assert kind == 'error'
+    assert issubclass(exc, TypeError)
diff --git a/tests/unit/easydiffraction/core/test_factory.py b/tests/unit/easydiffraction/core/test_factory.py
new file mode 100644
index 00000000..040232ca
--- /dev/null
+++ b/tests/unit/easydiffraction/core/test_factory.py
@@ -0,0 +1,29 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+
+def test_module_import():
+    import easydiffraction.core.factory as MUT
+
+    expected_module_name = 'easydiffraction.core.factory'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_validate_args_valid_and_invalid():
+    import easydiffraction.core.factory as MUT
+
+    specs = [
+        {'required': ['a'], 'optional': ['b']},
+        {'required': ['x', 'y'], 'optional': []},
+    ]
+    # valid: only required
+    MUT.FactoryBase._validate_args({'a'}, specs, 'Thing')
+    # valid: required + optional subset
+    MUT.FactoryBase._validate_args({'a', 'b'}, specs, 'Thing')
+    MUT.FactoryBase._validate_args({'x', 'y'}, specs, 'Thing')
+    # invalid: unknown key
+    with pytest.raises(ValueError):
+        MUT.FactoryBase._validate_args({'a', 'c'}, specs, 'Thing')
diff --git a/tests/unit/easydiffraction/core/test_guard.py b/tests/unit/easydiffraction/core/test_guard.py
new file mode 100644
index 00000000..9f9e9a90
--- /dev/null
+++ b/tests/unit/easydiffraction/core/test_guard.py
@@ -0,0 +1,53 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+
+def test_guard_allows_only_declared_public_properties_and_links_parent(monkeypatch):
+    from easydiffraction.core.guard import GuardedBase
+
+    class Child(GuardedBase):
+        @property
+        def parameters(self):
+            return []
+
+        @property
+        def as_cif(self) -> str:
+            return ''
+
+        @property
+        def value(self):
+            return getattr(self, '_value', 0)
+
+        @value.setter
+        def value(self, v):
+            self._assign_attr('_value', v)
+
+    class Parent(GuardedBase):
+        def __init__(self):
+            super().__init__()
+            self._child = Child()
+
+        @property
+        def child(self):
+            return self._child
+
+        @property
+        def parameters(self):
+            return []
+
+        @property
+        def as_cif(self) -> str:
+            return ''
+
+    p = Parent()
+    # Writable property on child should set and link parent
+    p.child.value = 3
+    assert p.child.value == 3
+    # Private assign links parent automatically
+    assert p.child._parent is p
+
+    # Unknown attribute should raise AttributeError under current logging mode
+    with pytest.raises(AttributeError):
+        p.child.unknown_attr = 1
diff --git a/tests/unit/easydiffraction/core/test_identity.py b/tests/unit/easydiffraction/core/test_identity.py
new file mode 100644
index 00000000..1093e872
--- /dev/null
+++ b/tests/unit/easydiffraction/core/test_identity.py
@@ -0,0 +1,30 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_identity_direct_and_parent_resolution():
+    from easydiffraction.core.identity import Identity
+
+    class Node:
+        def __init__(self, name=None, parent=None):
+            self._identity = Identity(owner=self, category_code=name)
+            if parent is not None:
+                self._parent = parent
+
+    parent = Node(name='cat')
+    child = Node(parent=parent)
+    assert parent._identity.category_code == 'cat'
+    assert child._identity.category_code == 'cat'
+
+
+def test_identity_cycle_safe_resolution():
+    from easydiffraction.core.identity import Identity
+
+    class Node:
+        def __init__(self):
+            self._identity = Identity(owner=self)
+
+    a = Node()
+    b = Node()
+    a._parent = b
+    b._parent = a
+    assert a._identity.category_code is None
diff --git a/tests/unit/easydiffraction/core/test_parameters.py b/tests/unit/easydiffraction/core/test_parameters.py
new file mode 100644
index 00000000..dc5afd15
--- /dev/null
+++ b/tests/unit/easydiffraction/core/test_parameters.py
@@ -0,0 +1,100 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+import pytest
+
+
+def test_module_import():
+    import easydiffraction.core.parameters as MUT
+
+    assert MUT.__name__ == 'easydiffraction.core.parameters'
+
+
+def test_string_descriptor_type_override_raises_type_error():
+    # Creating a StringDescriptor with a NUMERIC spec should raise via Diagnostics
+    from easydiffraction.core.parameters import StringDescriptor
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import DataTypes
+    from easydiffraction.io.cif.handler import CifHandler
+
+    with pytest.raises(TypeError):
+        StringDescriptor(
+            name='title',
+            value_spec=AttributeSpec(value='abc', type_=DataTypes.NUMERIC, default='x'),
+            description='Title text',
+            cif_handler=CifHandler(names=['_proj.title']),
+        )
+
+
+def test_numeric_descriptor_str_includes_units():
+    from easydiffraction.core.parameters import NumericDescriptor
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import DataTypes
+    from easydiffraction.io.cif.handler import CifHandler
+
+    d = NumericDescriptor(
+        name='w',
+        value_spec=AttributeSpec(value=1.23, type_=DataTypes.NUMERIC, default=0.0),
+        units='deg',
+        cif_handler=CifHandler(names=['_x.w']),
+    )
+    s = str(d)
+    assert s.startswith('<') and s.endswith('>') and 'deg' in s and 'w' in s
+
+
+def test_parameter_string_repr_and_as_cif_and_flags():
+    from easydiffraction.core.parameters import Parameter
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import DataTypes
+    from easydiffraction.io.cif.handler import CifHandler
+
+    p = Parameter(
+        name='a',
+        value_spec=AttributeSpec(value=2.5, type_=DataTypes.NUMERIC, default=0.0),
+        units='A',
+        cif_handler=CifHandler(names=['_param.a']),
+    )
+    # Update extra attributes
+    p.uncertainty = 0.1
+    p.free = True
+
+    s = str(p)
+    assert '± 0.1' in s and 'A' in s and '(free=True)' in s
+
+    # CIF line is `<tag> <value>`
+    assert p.as_cif == '_param.a 2.5'
+
+    # CifHandler uid is owner's unique_name (parameter name here)
+    assert p._cif_handler.uid == p.unique_name == 'a'
+
+
+def test_parameter_uncertainty_must_be_non_negative():
+    from easydiffraction.core.parameters import Parameter
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import DataTypes
+    from easydiffraction.io.cif.handler import CifHandler
+
+    p = Parameter(
+        name='b',
+        value_spec=AttributeSpec(value=1.0, type_=DataTypes.NUMERIC, default=0.0),
+        cif_handler=CifHandler(names=['_param.b']),
+    )
+    with pytest.raises(TypeError):
+        p.uncertainty = -0.5
+
+
+def test_parameter_fit_bounds_assign_and_read():
+    from easydiffraction.core.parameters import Parameter
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import DataTypes
+    from easydiffraction.io.cif.handler import CifHandler
+
+    p = Parameter(
+        name='c',
+        value_spec=AttributeSpec(value=0.0, type_=DataTypes.NUMERIC, default=0.0),
+        cif_handler=CifHandler(names=['_param.c']),
+    )
+    p.fit_min = -1.0
+    p.fit_max = 10.0
+    assert np.isclose(p.fit_min, -1.0) and np.isclose(p.fit_max, 10.0)
diff --git a/tests/unit/easydiffraction/core/test_singletons.py b/tests/unit/easydiffraction/core/test_singletons.py
new file mode 100644
index 00000000..b798c345
--- /dev/null
+++ b/tests/unit/easydiffraction/core/test_singletons.py
@@ -0,0 +1,45 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+
+def test_uid_map_handler_singleton_and_add_and_replace_uid():
+    from easydiffraction.core.parameters import NumericDescriptor
+    from easydiffraction.core.singletons import UidMapHandler
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import DataTypes
+    from easydiffraction.io.cif.handler import CifHandler
+
+    h1 = UidMapHandler.get()
+    h2 = UidMapHandler.get()
+    assert h1 is h2
+
+    # Clean slate for test
+    h1.get_uid_map().clear()
+
+    d = NumericDescriptor(
+        name='p',
+        value_spec=AttributeSpec(value=1.0, type_=DataTypes.NUMERIC, default=0.0),
+        cif_handler=CifHandler(names=['_x.p']),
+    )
+    h1.add_to_uid_map(d)
+    assert d.uid in h1.get_uid_map()
+
+    # replace_uid: bad key
+    with pytest.raises(KeyError):
+        h1.replace_uid('missing', 'new')
+
+    # replace_uid: success path
+    old_uid = d.uid
+    new_uid = old_uid + 'x'
+    h1.replace_uid(old_uid, new_uid)
+    assert new_uid in h1.get_uid_map() and old_uid not in h1.get_uid_map()
+
+
+def test_uid_map_handler_rejects_non_descriptor():
+    from easydiffraction.core.singletons import UidMapHandler
+
+    h = UidMapHandler.get()
+    with pytest.raises(TypeError):
+        h.add_to_uid_map(object())
diff --git a/tests/unit/easydiffraction/core/test_validation.py b/tests/unit/easydiffraction/core/test_validation.py
new file mode 100644
index 00000000..4a07121a
--- /dev/null
+++ b/tests/unit/easydiffraction/core/test_validation.py
@@ -0,0 +1,65 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.core.validation as MUT
+
+    expected_module_name = 'easydiffraction.core.validation'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_type_validator_accepts_and_rejects(monkeypatch):
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import DataTypes
+    from easydiffraction.utils.logging import log
+
+    # So that errors do not raise in test process
+    log.configure(reaction=log.Reaction.WARN)
+
+    spec = AttributeSpec(type_=DataTypes.STRING, default='abc')
+    # valid
+    expected = 'xyz'
+    actual = spec.validated('xyz', name='p')
+    assert expected == actual
+    # invalid -> fallback to default
+    expected_fallback = 'abc'
+    actual_fallback = spec.validated(10, name='p')
+    assert expected_fallback == actual_fallback
+
+
+def test_range_validator_bounds(monkeypatch):
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import DataTypes
+    from easydiffraction.core.validation import RangeValidator
+    from easydiffraction.utils.logging import log
+
+    log.configure(reaction=log.Reaction.WARN)
+    spec = AttributeSpec(
+        type_=DataTypes.NUMERIC, default=1.0, content_validator=RangeValidator(ge=0, le=2)
+    )
+    # inside range
+    expected = 1.5
+    actual = spec.validated(1.5, name='p')
+    assert expected == actual
+    # outside -> fallback default
+    expected_fallback = 1.0
+    actual_fallback = spec.validated(5.0, name='p')
+    assert expected_fallback == actual_fallback
+
+
+def test_membership_and_regex_validators(monkeypatch):
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import MembershipValidator
+    from easydiffraction.core.validation import RegexValidator
+    from easydiffraction.utils.logging import log
+
+    log.configure(reaction=log.Reaction.WARN)
+    mspec = AttributeSpec(default='b', content_validator=MembershipValidator(['a', 'b']))
+    assert mspec.validated('a', name='m') == 'a'
+    # reject -> fallback default
+    assert mspec.validated('c', name='m') == 'b'
+
+    rspec = AttributeSpec(default='a1', content_validator=RegexValidator(r'^[a-z]\d$'))
+    assert rspec.validated('b2', name='r') == 'b2'
+    assert rspec.validated('BAD', name='r') == 'a1'
diff --git a/tests/unit/easydiffraction/crystallography/test_crystallography.py b/tests/unit/easydiffraction/crystallography/test_crystallography.py
new file mode 100644
index 00000000..46bb1538
--- /dev/null
+++ b/tests/unit/easydiffraction/crystallography/test_crystallography.py
@@ -0,0 +1,9 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.crystallography.crystallography as MUT
+
+    expected_module_name = 'easydiffraction.crystallography.crystallography'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
diff --git a/tests/unit/easydiffraction/crystallography/test_space_groups.py b/tests/unit/easydiffraction/crystallography/test_space_groups.py
new file mode 100644
index 00000000..637212e3
--- /dev/null
+++ b/tests/unit/easydiffraction/crystallography/test_space_groups.py
@@ -0,0 +1,9 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.crystallography.space_groups as MUT
+
+    expected_module_name = 'easydiffraction.crystallography.space_groups'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
diff --git a/tests/unit/easydiffraction/experiments/categories/background/test_base.py b/tests/unit/easydiffraction/experiments/categories/background/test_base.py
new file mode 100644
index 00000000..72b656db
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/background/test_base.py
@@ -0,0 +1,62 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_background_base_minimal_impl_and_collection_cif():
+    from easydiffraction.core.category import CategoryItem
+    from easydiffraction.core.collection import CollectionBase
+    from easydiffraction.core.parameters import Parameter
+    from easydiffraction.core.validation import AttributeSpec
+    from easydiffraction.core.validation import DataTypes
+    from easydiffraction.experiments.categories.background.base import BackgroundBase
+    from easydiffraction.io.cif.handler import CifHandler
+
+    class ConstantBackground(CategoryItem):
+        def __init__(self, name: str, value: float):
+            # CategoryItem doesn't define __init__; call GuardedBase via super()
+            super().__init__()
+            self._identity.category_code = 'background'
+            self._identity.category_entry_name = name
+            self._level = Parameter(
+                name='level',
+                value_spec=AttributeSpec(value=value, type_=DataTypes.NUMERIC, default=0.0),
+                cif_handler=CifHandler(names=['_bkg.level']),
+            )
+
+        def calculate(self, x_data):
+            return np.full_like(np.asarray(x_data), fill_value=self._level.value, dtype=float)
+
+        def show(self):
+            # No-op for tests
+            return None
+
+    class BackgroundCollection(BackgroundBase):
+        def __init__(self):
+            # Initialize underlying collection with the item type
+            CollectionBase.__init__(self, item_type=ConstantBackground)
+
+        def calculate(self, x_data):
+            x = np.asarray(x_data)
+            total = np.zeros_like(x, dtype=float)
+            for item in self.values():
+                total += item.calculate(x)
+            return total
+
+        def show(self) -> None:  # pragma: no cover - trivial
+            return None
+
+    coll = BackgroundCollection()
+    a = ConstantBackground('a', 1.0)
+    b = ConstantBackground('b', 2.0)
+    coll.add(a)
+    coll.add(b)
+
+    # calculate sums two backgrounds externally (out of scope), here just verify item.calculate
+    x = np.array([0.0, 1.0, 2.0])
+    assert np.allclose(a.calculate(x), [1.0, 1.0, 1.0])
+
+    # CIF of collection is loop with header tag and two rows
+    cif = coll.as_cif
+    assert 'loop_' in cif and '_bkg.level' in cif and '1.0' in cif and '2.0' in cif
diff --git a/tests/unit/easydiffraction/experiments/categories/background/test_chebyshev.py b/tests/unit/easydiffraction/experiments/categories/background/test_chebyshev.py
new file mode 100644
index 00000000..81c608a5
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/background/test_chebyshev.py
@@ -0,0 +1,26 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_chebyshev_background_calculate_and_cif():
+    from easydiffraction.experiments.categories.background.chebyshev import (
+        ChebyshevPolynomialBackground,
+    )
+    from easydiffraction.experiments.categories.background.chebyshev import PolynomialTerm
+
+    cb = ChebyshevPolynomialBackground()
+    x = np.linspace(0.0, 1.0, 5)
+
+    # Empty background -> zeros
+    y0 = cb.calculate(x)
+    assert np.allclose(y0, 0.0)
+
+    # Add two terms and verify CIF contains expected tags
+    t0 = PolynomialTerm(order=0, coef=1.0)
+    t1 = PolynomialTerm(order=1, coef=0.5)
+    cb.add(t0)
+    cb.add(t1)
+    cif = cb.as_cif
+    assert '_pd_background.Chebyshev_order' in cif and '_pd_background.Chebyshev_coef' in cif
diff --git a/tests/unit/easydiffraction/experiments/categories/background/test_enums.py b/tests/unit/easydiffraction/experiments/categories/background/test_enums.py
new file mode 100644
index 00000000..a7d3b757
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/background/test_enums.py
@@ -0,0 +1,11 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_background_enum_default_and_descriptions():
+    import easydiffraction.experiments.categories.background.enums as MUT
+
+    assert MUT.BackgroundTypeEnum.default() == MUT.BackgroundTypeEnum.LINE_SEGMENT
+    assert (
+        MUT.BackgroundTypeEnum.LINE_SEGMENT.description() == 'Linear interpolation between points'
+    )
+    assert MUT.BackgroundTypeEnum.CHEBYSHEV.description() == 'Chebyshev polynomial background'
diff --git a/tests/unit/easydiffraction/experiments/categories/background/test_factory.py b/tests/unit/easydiffraction/experiments/categories/background/test_factory.py
new file mode 100644
index 00000000..0a282157
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/background/test_factory.py
@@ -0,0 +1,24 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+
+def test_background_factory_default_and_errors():
+    from easydiffraction.experiments.categories.background.enums import BackgroundTypeEnum
+    from easydiffraction.experiments.categories.background.factory import BackgroundFactory
+
+    # Default should produce a LineSegmentBackground
+    obj = BackgroundFactory.create()
+    assert obj.__class__.__name__.endswith('LineSegmentBackground')
+
+    # Explicit type
+    obj2 = BackgroundFactory.create(BackgroundTypeEnum.CHEBYSHEV)
+    assert obj2.__class__.__name__.endswith('ChebyshevPolynomialBackground')
+
+    # Unsupported enum (fake) should raise ValueError
+    class FakeEnum:
+        value = 'x'
+
+    with pytest.raises(ValueError):
+        BackgroundFactory.create(FakeEnum)  # type: ignore[arg-type]
diff --git a/tests/unit/easydiffraction/experiments/categories/background/test_line_segment.py b/tests/unit/easydiffraction/experiments/categories/background/test_line_segment.py
new file mode 100644
index 00000000..c9e9b68c
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/background/test_line_segment.py
@@ -0,0 +1,33 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_line_segment_background_calculate_and_cif():
+    from easydiffraction.experiments.categories.background.line_segment import LineSegment
+    from easydiffraction.experiments.categories.background.line_segment import (
+        LineSegmentBackground,
+    )
+
+    bkg = LineSegmentBackground()
+    # No points -> zeros
+    x = np.array([0.0, 1.0, 2.0])
+    y0 = bkg.calculate(x)
+    assert np.allclose(y0, [0.0, 0.0, 0.0])
+
+    # Add two points -> linear interpolation
+    p1 = LineSegment(x=0.0, y=0.0)
+    p2 = LineSegment(x=2.0, y=4.0)
+    bkg.add(p1)
+    bkg.add(p2)
+    y = bkg.calculate(x)
+    assert np.allclose(y, [0.0, 2.0, 4.0])
+
+    # CIF loop has correct header and rows
+    cif = bkg.as_cif
+    assert (
+        'loop_' in cif
+        and '_pd_background.line_segment_X' in cif
+        and '_pd_background.line_segment_intensity' in cif
+    )
diff --git a/tests/unit/easydiffraction/experiments/categories/instrument/test_base.py b/tests/unit/easydiffraction/experiments/categories/instrument/test_base.py
new file mode 100644
index 00000000..52ec4d30
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/instrument/test_base.py
@@ -0,0 +1,12 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_instrument_base_sets_category_code():
+    from easydiffraction.experiments.categories.instrument.base import InstrumentBase
+
+    class DummyInstr(InstrumentBase):
+        def __init__(self):
+            super().__init__()
+
+    d = DummyInstr()
+    assert d._identity.category_code == 'instrument'
diff --git a/tests/unit/easydiffraction/experiments/categories/instrument/test_cwl.py b/tests/unit/easydiffraction/experiments/categories/instrument/test_cwl.py
new file mode 100644
index 00000000..9898df52
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/instrument/test_cwl.py
@@ -0,0 +1,12 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.experiments.categories.instrument.cwl import CwlInstrument
+
+
+def test_cwl_instrument_parameters_settable():
+    instr = CwlInstrument()
+    instr.setup_wavelength = 2.0
+    instr.calib_twotheta_offset = 0.1
+    assert instr.setup_wavelength.value == 2.0
+    assert instr.calib_twotheta_offset.value == 0.1
diff --git a/tests/unit/easydiffraction/experiments/categories/instrument/test_factory.py b/tests/unit/easydiffraction/experiments/categories/instrument/test_factory.py
new file mode 100644
index 00000000..35023d8c
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/instrument/test_factory.py
@@ -0,0 +1,37 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+
+def test_instrument_factory_default_and_errors():
+    try:
+        from easydiffraction.experiments.categories.instrument.factory import InstrumentFactory
+        from easydiffraction.experiments.experiment.enums import BeamModeEnum
+        from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+    except ImportError as e:  # pragma: no cover - environment-specific circular import
+        pytest.skip(f'InstrumentFactory import triggers circular import in this context: {e}')
+        return
+
+    inst = InstrumentFactory.create()  # defaults
+    assert inst.__class__.__name__ in {'CwlInstrument', 'TofInstrument'}
+
+    # Valid combinations
+    inst2 = InstrumentFactory.create(ScatteringTypeEnum.BRAGG, BeamModeEnum.CONSTANT_WAVELENGTH)
+    assert inst2.__class__.__name__ == 'CwlInstrument'
+    inst3 = InstrumentFactory.create(ScatteringTypeEnum.BRAGG, BeamModeEnum.TIME_OF_FLIGHT)
+    assert inst3.__class__.__name__ == 'TofInstrument'
+
+    # Invalid scattering type
+    class FakeST:
+        pass
+
+    with pytest.raises(ValueError):
+        InstrumentFactory.create(FakeST, BeamModeEnum.CONSTANT_WAVELENGTH)  # type: ignore[arg-type]
+
+    # Invalid beam mode
+    class FakeBM:
+        pass
+
+    with pytest.raises(ValueError):
+        InstrumentFactory.create(ScatteringTypeEnum.BRAGG, FakeBM)  # type: ignore[arg-type]
diff --git a/tests/unit/easydiffraction/experiments/categories/instrument/test_tof.py b/tests/unit/easydiffraction/experiments/categories/instrument/test_tof.py
new file mode 100644
index 00000000..73008da4
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/instrument/test_tof.py
@@ -0,0 +1,44 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_tof_instrument_defaults_and_setters_and_parameters_and_cif():
+    from easydiffraction.experiments.categories.instrument.tof import TofInstrument
+
+    inst = TofInstrument()
+
+    # Defaults
+    assert np.isclose(inst.setup_twotheta_bank.value, 150.0)
+    assert np.isclose(inst.calib_d_to_tof_offset.value, 0.0)
+    assert np.isclose(inst.calib_d_to_tof_linear.value, 10000.0)
+    assert np.isclose(inst.calib_d_to_tof_quad.value, -0.00001)
+    assert np.isclose(inst.calib_d_to_tof_recip.value, 0.0)
+
+    # Setters
+    inst.setup_twotheta_bank = 160.0
+    inst.calib_d_to_tof_offset = 1.0
+    inst.calib_d_to_tof_linear = 9000.0
+    inst.calib_d_to_tof_quad = -2e-5
+    inst.calib_d_to_tof_recip = 0.5
+
+    assert np.isclose(inst.setup_twotheta_bank.value, 160.0)
+    assert np.isclose(inst.calib_d_to_tof_offset.value, 1.0)
+    assert np.isclose(inst.calib_d_to_tof_linear.value, 9000.0)
+    assert np.isclose(inst.calib_d_to_tof_quad.value, -2e-5)
+    assert np.isclose(inst.calib_d_to_tof_recip.value, 0.5)
+
+    # Parameters exposure via CategoryItem.parameters
+    names = {p.name for p in inst.parameters}
+    assert {
+        'twotheta_bank',
+        'd_to_tof_offset',
+        'd_to_tof_linear',
+        'd_to_tof_quad',
+        'd_to_tof_recip',
+    }.issubset(names)
+
+    # CIF representation of the item should include tags in separate lines
+    cif = inst.as_cif
+    assert '_instr.2theta_bank' in cif and '_instr.d_to_tof_linear' in cif
diff --git a/tests/unit/easydiffraction/experiments/categories/peak/test_base.py b/tests/unit/easydiffraction/experiments/categories/peak/test_base.py
new file mode 100644
index 00000000..5499fc77
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/peak/test_base.py
@@ -0,0 +1,13 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.experiments.categories.peak.base import PeakBase
+
+
+def test_peak_base_identity_code():
+    class DummyPeak(PeakBase):
+        def __init__(self):
+            super().__init__()
+
+    p = DummyPeak()
+    assert p._identity.category_code == 'peak'
diff --git a/tests/unit/easydiffraction/experiments/categories/peak/test_cwl.py b/tests/unit/easydiffraction/experiments/categories/peak/test_cwl.py
new file mode 100644
index 00000000..074e99f1
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/peak/test_cwl.py
@@ -0,0 +1,34 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_cwl_peak_classes_expose_expected_parameters_and_category():
+    from easydiffraction.experiments.categories.peak.cwl import CwlPseudoVoigt
+    from easydiffraction.experiments.categories.peak.cwl import CwlSplitPseudoVoigt
+    from easydiffraction.experiments.categories.peak.cwl import CwlThompsonCoxHastings
+
+    pv = CwlPseudoVoigt()
+    spv = CwlSplitPseudoVoigt()
+    tch = CwlThompsonCoxHastings()
+
+    # Category code set by PeakBase
+    for obj in (pv, spv, tch):
+        assert obj._identity.category_code == 'peak'
+
+    # Broadening parameters added by CwlBroadeningMixin
+    for obj in (pv, spv, tch):
+        names = {p.name for p in obj.parameters}
+        assert {
+            'broad_gauss_u',
+            'broad_gauss_v',
+            'broad_gauss_w',
+            'broad_lorentz_x',
+            'broad_lorentz_y',
+        }.issubset(names)
+
+    # EmpiricalAsymmetry added only for split PV
+    names_spv = {p.name for p in spv.parameters}
+    assert {'asym_empir_1', 'asym_empir_2', 'asym_empir_3', 'asym_empir_4'}.issubset(names_spv)
+
+    # FCJ asymmetry for TCH
+    names_tch = {p.name for p in tch.parameters}
+    assert {'asym_fcj_1', 'asym_fcj_2'}.issubset(names_tch)
diff --git a/tests/unit/easydiffraction/experiments/categories/peak/test_cwl_mixins.py b/tests/unit/easydiffraction/experiments/categories/peak/test_cwl_mixins.py
new file mode 100644
index 00000000..99890e31
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/peak/test_cwl_mixins.py
@@ -0,0 +1,30 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.experiments.categories.peak.cwl import CwlPseudoVoigt
+from easydiffraction.experiments.categories.peak.cwl import CwlSplitPseudoVoigt
+from easydiffraction.experiments.categories.peak.cwl import CwlThompsonCoxHastings
+
+
+def test_cwl_pseudo_voigt_params_exist_and_settable():
+    peak = CwlPseudoVoigt()
+    # Created by _add_constant_wavelength_broadening
+    assert peak.broad_gauss_u.name == 'broad_gauss_u'
+    peak.broad_gauss_u = 0.123
+    assert peak.broad_gauss_u.value == 0.123
+
+
+def test_cwl_split_pseudo_voigt_adds_empirical_asymmetry():
+    peak = CwlSplitPseudoVoigt()
+    # Has broadening and empirical asymmetry params
+    assert peak.broad_gauss_w.name == 'broad_gauss_w'
+    assert peak.asym_empir_1.name == 'asym_empir_1'
+    peak.asym_empir_2 = 0.345
+    assert peak.asym_empir_2.value == 0.345
+
+
+def test_cwl_tch_adds_fcj_asymmetry():
+    peak = CwlThompsonCoxHastings()
+    assert peak.asym_fcj_1.name == 'asym_fcj_1'
+    peak.asym_fcj_2 = 0.456
+    assert peak.asym_fcj_2.value == 0.456
diff --git a/tests/unit/easydiffraction/experiments/categories/peak/test_factory.py b/tests/unit/easydiffraction/experiments/categories/peak/test_factory.py
new file mode 100644
index 00000000..c9f04490
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/peak/test_factory.py
@@ -0,0 +1,58 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+
+def test_peak_factory_default_and_combinations_and_errors():
+    from easydiffraction.experiments.categories.peak.factory import PeakFactory
+    from easydiffraction.experiments.experiment.enums import BeamModeEnum
+    from easydiffraction.experiments.experiment.enums import PeakProfileTypeEnum
+    from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+
+    # Defaults -> valid object for default enums
+    p = PeakFactory.create()
+    assert p._identity.category_code == 'peak'
+
+    # Explicit valid combos
+    p1 = PeakFactory.create(
+        ScatteringTypeEnum.BRAGG,
+        BeamModeEnum.CONSTANT_WAVELENGTH,
+        PeakProfileTypeEnum.PSEUDO_VOIGT,
+    )
+    assert p1.__class__.__name__ == 'CwlPseudoVoigt'
+    p2 = PeakFactory.create(
+        ScatteringTypeEnum.BRAGG,
+        BeamModeEnum.TIME_OF_FLIGHT,
+        PeakProfileTypeEnum.PSEUDO_VOIGT_IKEDA_CARPENTER,
+    )
+    assert p2.__class__.__name__ == 'TofPseudoVoigtIkedaCarpenter'
+    p3 = PeakFactory.create(
+        ScatteringTypeEnum.TOTAL,
+        BeamModeEnum.CONSTANT_WAVELENGTH,
+        PeakProfileTypeEnum.GAUSSIAN_DAMPED_SINC,
+    )
+    assert p3.__class__.__name__ == 'TotalGaussianDampedSinc'
+
+    # Invalid scattering type
+    class FakeST:
+        pass
+
+    with pytest.raises(ValueError):
+        PeakFactory.create(
+            FakeST, BeamModeEnum.CONSTANT_WAVELENGTH, PeakProfileTypeEnum.PSEUDO_VOIGT
+        )  # type: ignore[arg-type]
+
+    # Invalid beam mode
+    class FakeBM:
+        pass
+
+    with pytest.raises(ValueError):
+        PeakFactory.create(ScatteringTypeEnum.BRAGG, FakeBM, PeakProfileTypeEnum.PSEUDO_VOIGT)  # type: ignore[arg-type]
+
+    # Invalid profile type
+    class FakePPT:
+        pass
+
+    with pytest.raises(ValueError):
+        PeakFactory.create(ScatteringTypeEnum.BRAGG, BeamModeEnum.CONSTANT_WAVELENGTH, FakePPT)  # type: ignore[arg-type]
diff --git a/tests/unit/easydiffraction/experiments/categories/peak/test_tof.py b/tests/unit/easydiffraction/experiments/categories/peak/test_tof.py
new file mode 100644
index 00000000..138c824c
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/peak/test_tof.py
@@ -0,0 +1,25 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.experiments.categories.peak.tof import TofPseudoVoigt
+from easydiffraction.experiments.categories.peak.tof import TofPseudoVoigtBackToBack
+from easydiffraction.experiments.categories.peak.tof import TofPseudoVoigtIkedaCarpenter
+
+
+def test_tof_pseudo_voigt_has_broadening_params():
+    peak = TofPseudoVoigt()
+    assert peak.broad_gauss_sigma_0.name == 'gauss_sigma_0'
+    peak.broad_gauss_sigma_2 = 1.23
+    assert peak.broad_gauss_sigma_2.value == 1.23
+
+
+def test_tof_back_to_back_adds_ikeda_carpenter():
+    peak = TofPseudoVoigtBackToBack()
+    assert peak.asym_alpha_0.name == 'asym_alpha_0'
+    peak.asym_alpha_1 = 0.77
+    assert peak.asym_alpha_1.value == 0.77
+
+
+def test_tof_ikeda_carpenter_has_mix_beta():
+    peak = TofPseudoVoigtIkedaCarpenter()
+    assert peak.broad_mix_beta_0.name == 'mix_beta_0'
diff --git a/tests/unit/easydiffraction/experiments/categories/peak/test_tof_mixins.py b/tests/unit/easydiffraction/experiments/categories/peak/test_tof_mixins.py
new file mode 100644
index 00000000..583b8ffa
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/peak/test_tof_mixins.py
@@ -0,0 +1,38 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_tof_broadening_and_asymmetry_mixins():
+    from easydiffraction.experiments.categories.peak.base import PeakBase
+    from easydiffraction.experiments.categories.peak.tof_mixins import IkedaCarpenterAsymmetryMixin
+    from easydiffraction.experiments.categories.peak.tof_mixins import TofBroadeningMixin
+
+    class TofPeak(PeakBase, TofBroadeningMixin, IkedaCarpenterAsymmetryMixin):
+        def __init__(self):
+            super().__init__()
+            self._add_time_of_flight_broadening()
+            self._add_ikeda_carpenter_asymmetry()
+
+    p = TofPeak()
+    names = {param.name for param in p.parameters}
+    # Broadening
+    assert {
+        'gauss_sigma_0',
+        'gauss_sigma_1',
+        'gauss_sigma_2',
+        'lorentz_gamma_0',
+        'lorentz_gamma_1',
+        'lorentz_gamma_2',
+        'mix_beta_0',
+        'mix_beta_1',
+    }.issubset(names)
+    # Asymmetry
+    assert {'asym_alpha_0', 'asym_alpha_1'}.issubset(names)
+
+    # Verify setters update values
+    p.broad_gauss_sigma_0 = 1.0
+    p.asym_alpha_1 = 0.5
+    assert np.isclose(p.broad_gauss_sigma_0.value, 1.0)
+    assert np.isclose(p.asym_alpha_1.value, 0.5)
diff --git a/tests/unit/easydiffraction/experiments/categories/peak/test_total.py b/tests/unit/easydiffraction/experiments/categories/peak/test_total.py
new file mode 100644
index 00000000..741018be
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/peak/test_total.py
@@ -0,0 +1,36 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_total_gaussian_damped_sinc_parameters_and_setters():
+    from easydiffraction.experiments.categories.peak.total import TotalGaussianDampedSinc
+
+    p = TotalGaussianDampedSinc()
+    assert p._identity.category_code == 'peak'
+    names = {param.name for param in p.parameters}
+    assert {
+        'damp_q',
+        'broad_q',
+        'cutoff_q',
+        'sharp_delta_1',
+        'sharp_delta_2',
+        'damp_particle_diameter',
+    }.issubset(names)
+
+    # Setters update values
+    p.damp_q = 0.1
+    p.broad_q = 0.2
+    p.cutoff_q = 30.0
+    p.sharp_delta_1 = 1.0
+    p.sharp_delta_2 = 2.0
+    p.damp_particle_diameter = 50.0
+
+    vals = {param.name: param.value for param in p.parameters}
+    assert np.isclose(vals['damp_q'], 0.1)
+    assert np.isclose(vals['broad_q'], 0.2)
+    assert np.isclose(vals['cutoff_q'], 30.0)
+    assert np.isclose(vals['sharp_delta_1'], 1.0)
+    assert np.isclose(vals['sharp_delta_2'], 2.0)
+    assert np.isclose(vals['damp_particle_diameter'], 50.0)
diff --git a/tests/unit/easydiffraction/experiments/categories/peak/test_total_mixins.py b/tests/unit/easydiffraction/experiments/categories/peak/test_total_mixins.py
new file mode 100644
index 00000000..c7cd6d01
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/peak/test_total_mixins.py
@@ -0,0 +1,12 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.experiments.categories.peak.total import TotalGaussianDampedSinc
+
+
+def test_total_gaussian_damped_sinc_params():
+    peak = TotalGaussianDampedSinc()
+    assert peak.damp_q.name == 'damp_q'
+    peak.damp_q = 0.12
+    assert peak.damp_q.value == 0.12
+    assert peak.broad_q.name == 'broad_q'
diff --git a/tests/unit/easydiffraction/experiments/categories/test_excluded_regions.py b/tests/unit/easydiffraction/experiments/categories/test_excluded_regions.py
new file mode 100644
index 00000000..536bf2d8
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/test_excluded_regions.py
@@ -0,0 +1,41 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_excluded_regions_add_updates_datastore_and_cif():
+    from types import SimpleNamespace
+
+    from easydiffraction.experiments.categories.excluded_regions import ExcludedRegion
+    from easydiffraction.experiments.categories.excluded_regions import ExcludedRegions
+
+    # Minimal fake datastore
+    full_x = np.array([0.0, 1.0, 2.0, 3.0])
+    full_meas = np.array([10.0, 11.0, 12.0, 13.0])
+    full_meas_su = np.array([1.0, 1.0, 1.0, 1.0])
+    ds = SimpleNamespace(
+        full_x=full_x,
+        full_meas=full_meas,
+        full_meas_su=full_meas_su,
+        excluded=np.zeros_like(full_x, dtype=bool),
+        x=full_x.copy(),
+        meas=full_meas.copy(),
+        meas_su=full_meas_su.copy(),
+    )
+
+    coll = ExcludedRegions()
+    # stitch in a parent with datastore
+    object.__setattr__(coll, '_parent', SimpleNamespace(datastore=ds))
+
+    r = ExcludedRegion(start=1.0, end=2.0)
+    coll.add(r)
+
+    # Second and third points excluded
+    assert np.all(ds.excluded == np.array([False, True, True, False]))
+    assert np.all(ds.x == np.array([0.0, 3.0]))
+    assert np.all(ds.meas == np.array([10.0, 13.0]))
+
+    # CIF loop includes header tags
+    cif = coll.as_cif
+    assert 'loop_' in cif and '_excluded_region.start' in cif and '_excluded_region.end' in cif
diff --git a/tests/unit/easydiffraction/experiments/categories/test_experiment_type.py b/tests/unit/easydiffraction/experiments/categories/test_experiment_type.py
new file mode 100644
index 00000000..8a78444c
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/test_experiment_type.py
@@ -0,0 +1,36 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.experiments.categories.experiment_type as MUT
+
+    expected_module_name = 'easydiffraction.experiments.categories.experiment_type'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_experiment_type_properties_and_validation(monkeypatch):
+    from easydiffraction.experiments.categories.experiment_type import ExperimentType
+    from easydiffraction.experiments.experiment.enums import BeamModeEnum
+    from easydiffraction.experiments.experiment.enums import RadiationProbeEnum
+    from easydiffraction.experiments.experiment.enums import SampleFormEnum
+    from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+    from easydiffraction.utils.logging import log
+
+    log.configure(reaction=log.Reaction.WARN)
+
+    et = ExperimentType(
+        sample_form=SampleFormEnum.POWDER.value,
+        beam_mode=BeamModeEnum.CONSTANT_WAVELENGTH.value,
+        radiation_probe=RadiationProbeEnum.NEUTRON.value,
+        scattering_type=ScatteringTypeEnum.BRAGG.value,
+    )
+    # getters nominal
+    assert et.sample_form.value == SampleFormEnum.POWDER.value
+    assert et.beam_mode.value == BeamModeEnum.CONSTANT_WAVELENGTH.value
+    assert et.radiation_probe.value == RadiationProbeEnum.NEUTRON.value
+    assert et.scattering_type.value == ScatteringTypeEnum.BRAGG.value
+
+    # try invalid value should fall back to previous (membership validator)
+    et.sample_form = 'invalid'
+    assert et.sample_form.value == SampleFormEnum.POWDER.value
diff --git a/tests/unit/easydiffraction/experiments/categories/test_linked_phases.py b/tests/unit/easydiffraction/experiments/categories/test_linked_phases.py
new file mode 100644
index 00000000..298d3b91
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/categories/test_linked_phases.py
@@ -0,0 +1,16 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_linked_phases_add_and_cif_headers():
+    from easydiffraction.experiments.categories.linked_phases import LinkedPhase
+    from easydiffraction.experiments.categories.linked_phases import LinkedPhases
+
+    lp = LinkedPhase(id='Si', scale=2.0)
+    assert lp.id.value == 'Si' and lp.scale.value == 2.0
+
+    coll = LinkedPhases()
+    coll.add(lp)
+
+    # CIF loop header presence
+    cif = coll.as_cif
+    assert 'loop_' in cif and '_pd_phase_block.id' in cif and '_pd_phase_block.scale' in cif
diff --git a/tests/unit/easydiffraction/experiments/datastore/test_base.py b/tests/unit/easydiffraction/experiments/datastore/test_base.py
new file mode 100644
index 00000000..04e22171
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/datastore/test_base.py
@@ -0,0 +1,9 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.experiments.datastore.base as MUT
+
+    expected_module_name = 'easydiffraction.experiments.datastore.base'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
diff --git a/tests/unit/easydiffraction/experiments/datastore/test_factory.py b/tests/unit/easydiffraction/experiments/datastore/test_factory.py
new file mode 100644
index 00000000..0bb9325f
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/datastore/test_factory.py
@@ -0,0 +1,24 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+# Deterministic import order to avoid a circular import in isolation:
+# Pre-import the experiment enums so that when DatastoreFactory pulls in
+# PdDatastore -> enums, the module is already initialized and doesn't re-enter
+# the experiment package initialization.
+import easydiffraction.experiments.experiment.enums as _exp_enums  # noqa: F401
+from easydiffraction.experiments.datastore.factory import DatastoreFactory
+
+
+def test_create_powder_and_sc_datastores():
+    ds_pd = DatastoreFactory.create(sample_form='powder', beam_mode='constant wavelength')
+    assert hasattr(ds_pd, 'beam_mode')
+
+    ds_sc = DatastoreFactory.create(sample_form='single crystal', beam_mode='constant wavelength')
+    assert not hasattr(ds_sc, 'beam_mode')
+
+
+def test_create_invalid_sample_form_raises():
+    with pytest.raises(ValueError):
+        DatastoreFactory.create(sample_form='unknown', beam_mode='constant wavelength')
diff --git a/tests/unit/easydiffraction/experiments/datastore/test_pd.py b/tests/unit/easydiffraction/experiments/datastore/test_pd.py
new file mode 100644
index 00000000..3ecaa288
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/datastore/test_pd.py
@@ -0,0 +1,9 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.experiments.datastore.pd as MUT
+
+    expected_module_name = 'easydiffraction.experiments.datastore.pd'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
diff --git a/tests/unit/easydiffraction/experiments/datastore/test_sc.py b/tests/unit/easydiffraction/experiments/datastore/test_sc.py
new file mode 100644
index 00000000..35bae2c3
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/datastore/test_sc.py
@@ -0,0 +1,9 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.experiments.datastore.sc as MUT
+
+    expected_module_name = 'easydiffraction.experiments.datastore.sc'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
diff --git a/tests/unit/easydiffraction/experiments/experiment/test_base.py b/tests/unit/easydiffraction/experiments/experiment/test_base.py
new file mode 100644
index 00000000..bd0f93c9
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/experiment/test_base.py
@@ -0,0 +1,40 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+
+
+def test_module_import():
+    import easydiffraction.experiments.experiment.base as MUT
+
+    expected_module_name = 'easydiffraction.experiments.experiment.base'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_pd_experiment_peak_profile_type_switch(capsys):
+    from easydiffraction.experiments.categories.experiment_type import ExperimentType
+    from easydiffraction.experiments.experiment.base import PdExperimentBase
+    from easydiffraction.experiments.experiment.enums import BeamModeEnum
+    from easydiffraction.experiments.experiment.enums import PeakProfileTypeEnum
+    from easydiffraction.experiments.experiment.enums import RadiationProbeEnum
+    from easydiffraction.experiments.experiment.enums import SampleFormEnum
+    from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+
+    class ConcretePd(PdExperimentBase):
+        def _load_ascii_data_to_experiment(self, data_path: str) -> None:
+            pass
+
+    et = ExperimentType(
+        sample_form=SampleFormEnum.POWDER.value,
+        beam_mode=BeamModeEnum.CONSTANT_WAVELENGTH.value,
+        radiation_probe=RadiationProbeEnum.NEUTRON.value,
+        scattering_type=ScatteringTypeEnum.BRAGG.value,
+    )
+    ex = ConcretePd(name='ex1', type=et)
+    # valid switch using enum
+    ex.peak_profile_type = PeakProfileTypeEnum.PSEUDO_VOIGT
+    assert ex.peak_profile_type == PeakProfileTypeEnum.PSEUDO_VOIGT
+    # invalid string should warn and keep previous
+    ex.peak_profile_type = 'non-existent'
+    captured = capsys.readouterr().out
+    assert 'Unsupported' in captured or 'Unknown' in captured
diff --git a/tests/unit/easydiffraction/experiments/experiment/test_bragg_pd.py b/tests/unit/easydiffraction/experiments/experiment/test_bragg_pd.py
new file mode 100644
index 00000000..cdc13f97
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/experiment/test_bragg_pd.py
@@ -0,0 +1,72 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+import pytest
+
+from easydiffraction.experiments.categories.background.enums import BackgroundTypeEnum
+from easydiffraction.experiments.categories.experiment_type import ExperimentType
+from easydiffraction.experiments.experiment.bragg_pd import BraggPdExperiment
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+from easydiffraction.experiments.experiment.enums import RadiationProbeEnum
+from easydiffraction.experiments.experiment.enums import SampleFormEnum
+from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+
+
+def _mk_type_powder_cwl_bragg():
+    return ExperimentType(
+        sample_form=SampleFormEnum.POWDER.value,
+        beam_mode=BeamModeEnum.CONSTANT_WAVELENGTH.value,
+        radiation_probe=RadiationProbeEnum.NEUTRON.value,
+        scattering_type=ScatteringTypeEnum.BRAGG.value,
+    )
+
+
+def test_background_defaults_and_change():
+    expt = BraggPdExperiment(name='e1', type=_mk_type_powder_cwl_bragg())
+    # default background type
+    assert expt.background_type == BackgroundTypeEnum.default()
+
+    # change to a supported type
+    expt.background_type = BackgroundTypeEnum.CHEBYSHEV
+    assert expt.background_type == BackgroundTypeEnum.CHEBYSHEV
+
+    # unknown type keeps previous type and prints warnings (no raise)
+    expt.background_type = 'not-a-type'  # invalid string
+    assert expt.background_type == BackgroundTypeEnum.CHEBYSHEV
+
+
+def test_load_ascii_data_rounds_and_defaults_sy(tmp_path: pytest.TempPathFactory):
+    expt = BraggPdExperiment(name='e1', type=_mk_type_powder_cwl_bragg())
+
+    # Case 1: provide only two columns -> sy defaults to sqrt(y) and min clipped to 1.0
+    p = tmp_path / 'data2col.dat'
+    x = np.array([1.123456, 2.987654, 3.5])
+    y = np.array([0.0, 4.0, 9.0])
+    data = np.column_stack([x, y])
+    np.savetxt(p, data)
+
+    expt._load_ascii_data_to_experiment(str(p))
+
+    # x rounded to 4 decimals
+    assert np.allclose(expt.datastore.x, np.round(x, 4))
+    # sy = sqrt(y) with values < 1e-4 replaced by 1.0
+    expected_sy = np.sqrt(y)
+    expected_sy = np.where(expected_sy < 1e-4, 1.0, expected_sy)
+    assert np.allclose(expt.datastore.meas_su, expected_sy)
+    assert expt.datastore.excluded.shape == expt.datastore.x.shape
+
+    # Case 2: three columns provided -> sy taken from file and clipped
+    p3 = tmp_path / 'data3col.dat'
+    sy = np.array([0.0, 1e-5, 0.2])  # first two should clip to 1.0
+    data3 = np.column_stack([x, y, sy])
+    np.savetxt(p3, data3)
+    expt._load_ascii_data_to_experiment(str(p3))
+    expected_sy3 = np.where(sy < 1e-4, 1.0, sy)
+    assert np.allclose(expt.datastore.meas_su, expected_sy3)
+
+    # Case 3: invalid shape -> currently triggers an exception (IndexError on shape[1])
+    pinv = tmp_path / 'invalid.dat'
+    np.savetxt(pinv, np.ones((5, 1)))
+    with pytest.raises(Exception):
+        expt._load_ascii_data_to_experiment(str(pinv))
diff --git a/tests/unit/easydiffraction/experiments/experiment/test_bragg_sc.py b/tests/unit/easydiffraction/experiments/experiment/test_bragg_sc.py
new file mode 100644
index 00000000..b4567ead
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/experiment/test_bragg_sc.py
@@ -0,0 +1,35 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+from easydiffraction.experiments.categories.experiment_type import ExperimentType
+from easydiffraction.experiments.experiment.bragg_sc import BraggScExperiment
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+from easydiffraction.experiments.experiment.enums import RadiationProbeEnum
+from easydiffraction.experiments.experiment.enums import SampleFormEnum
+from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+from easydiffraction.utils.logging import Logger
+
+
+def _mk_type_sc_bragg():
+    return ExperimentType(
+        sample_form=SampleFormEnum.SINGLE_CRYSTAL.value,
+        beam_mode=BeamModeEnum.CONSTANT_WAVELENGTH.value,
+        radiation_probe=RadiationProbeEnum.NEUTRON.value,
+        scattering_type=ScatteringTypeEnum.BRAGG.value,
+    )
+
+
+class _ConcreteBraggSc(BraggScExperiment):
+    def _load_ascii_data_to_experiment(self, data_path: str) -> None:
+        # Not used in this test
+        pass
+
+
+def test_init_and_placeholder_no_crash(monkeypatch: pytest.MonkeyPatch):
+    # Prevent logger from raising on attribute errors inside __init__
+    monkeypatch.setattr(Logger, '_reaction', Logger.Reaction.WARN, raising=True)
+    expt = _ConcreteBraggSc(name='sc1', type=_mk_type_sc_bragg())
+    # show_meas_chart just prints placeholder text; ensure no exception
+    expt.show_meas_chart()
diff --git a/tests/unit/easydiffraction/experiments/experiment/test_enums.py b/tests/unit/easydiffraction/experiments/experiment/test_enums.py
new file mode 100644
index 00000000..e8514b51
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/experiment/test_enums.py
@@ -0,0 +1,20 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+
+
+def test_module_import():
+    import easydiffraction.experiments.experiment.enums as MUT
+
+    expected_module_name = 'easydiffraction.experiments.experiment.enums'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_default_enums_consistency():
+    import easydiffraction.experiments.experiment.enums as MUT
+
+    assert MUT.SampleFormEnum.default() in list(MUT.SampleFormEnum)
+    assert MUT.ScatteringTypeEnum.default() in list(MUT.ScatteringTypeEnum)
+    assert MUT.RadiationProbeEnum.default() in list(MUT.RadiationProbeEnum)
+    assert MUT.BeamModeEnum.default() in list(MUT.BeamModeEnum)
diff --git a/tests/unit/easydiffraction/experiments/experiment/test_factory.py b/tests/unit/easydiffraction/experiments/experiment/test_factory.py
new file mode 100644
index 00000000..61492265
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/experiment/test_factory.py
@@ -0,0 +1,35 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+
+
+def test_module_import():
+    import easydiffraction.experiments.experiment.factory as MUT
+
+    expected_module_name = 'easydiffraction.experiments.experiment.factory'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_experiment_factory_create_without_data_and_invalid_combo():
+    import easydiffraction.experiments.experiment.factory as EF
+    from easydiffraction.experiments.experiment.enums import BeamModeEnum
+    from easydiffraction.experiments.experiment.enums import RadiationProbeEnum
+    from easydiffraction.experiments.experiment.enums import SampleFormEnum
+    from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+
+    ex = EF.ExperimentFactory.create(
+        name='ex1',
+        sample_form=SampleFormEnum.POWDER.value,
+        beam_mode=BeamModeEnum.CONSTANT_WAVELENGTH.value,
+        radiation_probe=RadiationProbeEnum.NEUTRON.value,
+        scattering_type=ScatteringTypeEnum.BRAGG.value,
+    )
+    # Instance should be created (BraggPdExperiment)
+    assert hasattr(ex, 'type') and ex.type.sample_form.value == SampleFormEnum.POWDER.value
+
+    # invalid combination: unexpected key
+    with pytest.raises(ValueError):
+        EF.ExperimentFactory.create(name='ex2', unexpected=True)
diff --git a/tests/unit/easydiffraction/experiments/experiment/test_instrument_mixin.py b/tests/unit/easydiffraction/experiments/experiment/test_instrument_mixin.py
new file mode 100644
index 00000000..b0ecdc49
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/experiment/test_instrument_mixin.py
@@ -0,0 +1,11 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+
+
+def test_module_import():
+    import easydiffraction.experiments.experiment.instrument_mixin as MUT
+
+    expected_module_name = 'easydiffraction.experiments.experiment.instrument_mixin'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
diff --git a/tests/unit/easydiffraction/experiments/experiment/test_total_pd.py b/tests/unit/easydiffraction/experiments/experiment/test_total_pd.py
new file mode 100644
index 00000000..c008e579
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/experiment/test_total_pd.py
@@ -0,0 +1,51 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+import pytest
+
+from easydiffraction.experiments.categories.experiment_type import ExperimentType
+from easydiffraction.experiments.experiment.enums import BeamModeEnum
+from easydiffraction.experiments.experiment.enums import RadiationProbeEnum
+from easydiffraction.experiments.experiment.enums import SampleFormEnum
+from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+from easydiffraction.experiments.experiment.total_pd import TotalPdExperiment
+
+
+def _mk_type_powder_total():
+    return ExperimentType(
+        sample_form=SampleFormEnum.POWDER.value,
+        beam_mode=BeamModeEnum.CONSTANT_WAVELENGTH.value,
+        radiation_probe=RadiationProbeEnum.NEUTRON.value,
+        scattering_type=ScatteringTypeEnum.TOTAL.value,
+    )
+
+
+def test_load_ascii_data_pdf(tmp_path: pytest.TempPathFactory):
+    expt = TotalPdExperiment(name='pdf1', type=_mk_type_powder_total())
+
+    # Mock diffpy.utils.parsers.loaddata.loadData by creating a small parser module on sys.path
+    data = np.column_stack([
+        np.array([0.0, 1.0, 2.0]),
+        np.array([10.0, 11.0, 12.0]),
+        np.array([0.01, 0.02, 0.03]),
+    ])
+    f = tmp_path / 'g.dat'
+    np.savetxt(f, data)
+
+    # Try to import loadData; if diffpy isn't installed, expect ImportError
+    try:
+        has_diffpy = True
+    except Exception:
+        has_diffpy = False
+
+    if not has_diffpy:
+        with pytest.raises(ImportError):
+            expt._load_ascii_data_to_experiment(str(f))
+        return
+
+    # With diffpy available, load should succeed
+    expt._load_ascii_data_to_experiment(str(f))
+    assert np.allclose(expt.datastore.x, data[:, 0])
+    assert np.allclose(expt.datastore.meas, data[:, 1])
+    assert np.allclose(expt.datastore.meas_su, data[:, 2])
diff --git a/tests/unit/easydiffraction/experiments/test_experiments.py b/tests/unit/easydiffraction/experiments/test_experiments.py
new file mode 100644
index 00000000..3ffa982b
--- /dev/null
+++ b/tests/unit/easydiffraction/experiments/test_experiments.py
@@ -0,0 +1,40 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.experiments.experiments as MUT
+
+    expected_module_name = 'easydiffraction.experiments.experiments'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_experiments_show_and_remove(monkeypatch, capsys):
+    from easydiffraction.experiments.experiment.base import ExperimentBase
+    from easydiffraction.experiments.experiments import Experiments
+
+    class DummyType:
+        def __init__(self):
+            self.sample_form = type('E', (), {'value': 'powder'})
+            self.beam_mode = type('E', (), {'value': 'constant wavelength'})
+
+    class DummyExp(ExperimentBase):
+        def __init__(self, name='e1'):
+            super().__init__(name=name, type=DummyType())
+
+        def _load_ascii_data_to_experiment(self, data_path: str) -> None:
+            pass
+
+    exps = Experiments()
+    exps.add(DummyExp('a'))
+    exps.add(DummyExp('b'))
+    exps.show_names()
+    out = capsys.readouterr().out
+    assert 'Defined experiments' in out
+
+    # Remove by name should not raise
+    exps.remove('a')
+    # Still can show names
+    exps.show_names()
+    out2 = capsys.readouterr().out
+    assert 'Defined experiments' in out2
diff --git a/tests/unit/easydiffraction/io/cif/test_handler.py b/tests/unit/easydiffraction/io/cif/test_handler.py
new file mode 100644
index 00000000..a5bf7de2
--- /dev/null
+++ b/tests/unit/easydiffraction/io/cif/test_handler.py
@@ -0,0 +1,16 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_cif_handler_names_and_uid():
+    import easydiffraction.io.cif.handler as H
+
+    names = ['_cell.length_a', '_cell.length_b']
+    h = H.CifHandler(names=names)
+    assert h.names == names
+    assert h.uid is None
+
+    class Owner:
+        unique_name = 'db.cat.entry.param'
+
+    h.attach(Owner())
+    assert h.uid == 'db.cat.entry.param'
diff --git a/tests/unit/easydiffraction/io/cif/test_serialize.py b/tests/unit/easydiffraction/io/cif/test_serialize.py
new file mode 100644
index 00000000..83d09978
--- /dev/null
+++ b/tests/unit/easydiffraction/io/cif/test_serialize.py
@@ -0,0 +1,83 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.io.cif.serialize as MUT
+
+    expected_module_name = 'easydiffraction.io.cif.serialize'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_format_value_quotes_whitespace_strings():
+    import easydiffraction.io.cif.serialize as MUT
+
+    assert MUT.format_value('a b') == '"a b"'
+    assert MUT.format_value('ab') == 'ab'
+
+
+def test_param_to_cif_minimal():
+    import easydiffraction.io.cif.serialize as MUT
+    from easydiffraction.io.cif.handler import CifHandler
+
+    class P:
+        def __init__(self):
+            self._cif_handler = CifHandler(names=['_x.y'])  # noqa: SLF001 for tests
+            self.value = 3
+
+    p = P()
+    assert MUT.param_to_cif(p) == '_x.y 3'
+
+
+def test_category_collection_to_cif_empty_and_one_row():
+    import easydiffraction.io.cif.serialize as MUT
+    from easydiffraction.core.category import CategoryCollection
+    from easydiffraction.core.category import CategoryItem
+    from easydiffraction.io.cif.handler import CifHandler
+
+    class Item(CategoryItem):
+        def __init__(self, name, value):
+            super().__init__()
+            self._identity.category_entry_name = name
+            self._p = type('P', (), {})()
+            self._p._cif_handler = CifHandler(names=['_x'])  # noqa: SLF001
+            self._p.value = value
+
+        @property
+        def parameters(self):
+            return [self._p]
+
+        @property
+        def as_cif(self) -> str:
+            return MUT.category_item_to_cif(self)
+
+    coll = CategoryCollection(item_type=Item)
+    assert MUT.category_collection_to_cif(coll) == ''
+    i = Item('n1', 5)
+    coll['n1'] = i
+    out = MUT.category_collection_to_cif(coll)
+    assert 'loop_' in out and '_x' in out and '5' in out
+
+
+def test_project_to_cif_assembles_present_sections():
+    import easydiffraction.io.cif.serialize as MUT
+
+    class Obj:
+        def __init__(self, text):
+            self._text = text
+
+        @property
+        def as_cif(self):
+            return self._text
+
+    class Project:
+        def __init__(self):
+            self.info = Obj('I')
+            self.sample_models = None
+            self.experiments = Obj('E')
+            self.analysis = None
+            self.summary = None
+
+    p = Project()
+    out = MUT.project_to_cif(p)
+    assert out == 'I\n\nE'
diff --git a/tests/unit/easydiffraction/io/cif/test_serialize_more.py b/tests/unit/easydiffraction/io/cif/test_serialize_more.py
new file mode 100644
index 00000000..004bd84e
--- /dev/null
+++ b/tests/unit/easydiffraction/io/cif/test_serialize_more.py
@@ -0,0 +1,181 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_datastore_to_cif_empty_returns_empty_string():
+    import easydiffraction.io.cif.serialize as MUT
+
+    class DS:
+        def _cif_mapping(self):
+            return {'x': '_x', 'y': '_y'}
+
+        # x, y absent or empty should yield empty CIF
+        x = np.array([])
+        y = np.array([])
+
+    out = MUT.datastore_to_cif(DS())
+    assert out == ''
+
+
+def test_datastore_to_cif_writes_rows_and_respects_max_points():
+    import easydiffraction.io.cif.serialize as MUT
+
+    class DS:
+        def __init__(self, n):
+            self.x = np.arange(n)
+            self.y = np.arange(n) + 100
+
+        def _cif_mapping(self):
+            return {'x': '_x', 'y': '_y'}
+
+    # Small dataset: no ellipsis
+    ds_small = DS(3)
+    out_small = MUT.datastore_to_cif(ds_small)
+    assert out_small.splitlines()[0] == 'loop_'
+    assert '_x' in out_small and '_y' in out_small
+    assert '0 100' in out_small and '2 102' in out_small
+
+    # Larger dataset with max_points enforced
+    ds_large = DS(10)
+    out_large = MUT.datastore_to_cif(ds_large, max_points=2)
+    lines = out_large.splitlines()
+    assert '...' in lines
+    # First two rows and last two rows present
+    assert '0 100' in out_large and '1 101' in out_large
+    assert '8 108' in out_large and '9 109' in out_large
+
+
+def test_datablock_item_to_cif_includes_item_and_collection():
+    import easydiffraction.io.cif.serialize as MUT
+    from easydiffraction.core.category import CategoryCollection
+    from easydiffraction.core.category import CategoryItem
+    from easydiffraction.io.cif.handler import CifHandler
+
+    class Item(CategoryItem):
+        def __init__(self, val):
+            super().__init__()
+            self._p = type('P', (), {})()
+            self._p._cif_handler = CifHandler(names=['_aa'])  # noqa: SLF001
+            self._p.value = val
+
+        @property
+        def parameters(self):
+            return [self._p]
+
+        @property
+        def as_cif(self) -> str:
+            return MUT.category_item_to_cif(self)
+
+    class DB:
+        def __init__(self):
+            self._identity = type('I', (), {'datablock_entry_name': 'block1'})()
+            # one CategoryItem-like
+            self.item = Item(42)
+            # one CategoryCollection-like
+            self.coll = CategoryCollection(item_type=Item)
+            self.coll['row1'] = Item(7)
+
+    out = MUT.datablock_item_to_cif(DB())
+    assert out.startswith('data_block1')
+    assert '_aa 42' in out
+    assert 'loop_' in out and '_aa' in out and '7' in out
+
+
+def test_datablock_collection_to_cif_concatenates_blocks():
+    import easydiffraction.io.cif.serialize as MUT
+
+    class B:
+        def __init__(self, t):
+            self._t = t
+
+        @property
+        def as_cif(self):
+            return self._t
+
+    coll = {'a': B('A'), 'b': B('B')}
+    out = MUT.datablock_collection_to_cif(coll)
+    assert out == 'A\n\nB'
+
+
+def test_project_info_to_cif_contains_core_fields():
+    import easydiffraction.io.cif.serialize as MUT
+    from easydiffraction.project.project_info import ProjectInfo
+
+    info = ProjectInfo(name='p1', title='My Title', description='Some description text')
+    out = MUT.project_info_to_cif(info)
+    assert '_project.id               p1' in out
+    assert '_project.title' in out and 'My Title' in out
+    assert '_project.description' in out
+    assert '_project.created' in out and '_project.last_modified' in out
+
+
+def test_experiment_to_cif_with_and_without_data():
+    import easydiffraction.io.cif.serialize as MUT
+
+    class DS:
+        def __init__(self, text):
+            self._text = text
+
+        @property
+        def as_cif(self):
+            return self._text
+
+    class Exp:
+        def __init__(self, data_text):
+            self._identity = type('I', (), {'datablock_entry_name': 'expA'})()
+            self.datastore = DS(data_text)
+            # Minimal CategoryItem to be picked up by datablock_item_to_cif
+            from easydiffraction.core.category import CategoryItem
+            from easydiffraction.io.cif.handler import CifHandler
+
+            class Item(CategoryItem):
+                def __init__(self):
+                    super().__init__()
+                    self._p = type('P', (), {})()
+                    self._p._cif_handler = CifHandler(names=['_k'])  # noqa: SLF001
+                    self._p.value = 1
+
+                @property
+                def parameters(self):
+                    return [self._p]
+
+                @property
+                def as_cif(self):
+                    return MUT.category_item_to_cif(self)
+
+            self.item = Item()
+
+    out_with = MUT.experiment_to_cif(Exp('loop_\n_x\n1'))
+    assert out_with.startswith('data_expA') and 'loop_' in out_with
+
+    out_without = MUT.experiment_to_cif(Exp(''))
+    assert out_without.startswith('data_expA') and out_without.endswith('_k 1')
+
+
+def test_analysis_to_cif_renders_all_sections():
+    import easydiffraction.io.cif.serialize as MUT
+
+    class Obj:
+        def __init__(self, t):
+            self._t = t
+
+        @property
+        def as_cif(self):
+            return self._t
+
+    class A:
+        current_calculator = 'cryspy engine'
+        current_minimizer = 'lmfit (leastsq)'
+        fit_mode = 'single'
+        aliases = Obj('ALIASES')
+        constraints = Obj('CONSTRAINTS')
+
+    out = MUT.analysis_to_cif(A())
+    lines = out.splitlines()
+    assert lines[0].startswith('_analysis.calculator_engine')
+    assert '"cryspy engine"' in lines[0]
+    assert lines[1].startswith('_analysis.fitting_engine') and '"lmfit (leastsq)"' in lines[1]
+    assert lines[2].startswith('_analysis.fit_mode') and 'single' in lines[2]
+    assert 'ALIASES' in out and 'CONSTRAINTS' in out
diff --git a/tests/unit/easydiffraction/plotting/plotters/test_plotter_ascii.py b/tests/unit/easydiffraction/plotting/plotters/test_plotter_ascii.py
new file mode 100644
index 00000000..ab68b4d8
--- /dev/null
+++ b/tests/unit/easydiffraction/plotting/plotters/test_plotter_ascii.py
@@ -0,0 +1,23 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_module_import():
+    import easydiffraction.plotting.plotters.plotter_ascii as MUT
+
+    expected_module_name = 'easydiffraction.plotting.plotters.plotter_ascii'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_ascii_plotter_plot_minimal(capsys):
+    from easydiffraction.plotting.plotters.plotter_ascii import AsciiPlotter
+
+    x = np.array([0.0, 1.0, 2.0])
+    y = np.array([1.0, 2.0, 3.0])
+    p = AsciiPlotter()
+    p.plot(x=x, y_series=[y], labels=['meas'], axes_labels=['x', 'y'], title='T', height=5)
+    out = capsys.readouterr().out
+    assert 'Displaying data for selected x-range' in out
diff --git a/tests/unit/easydiffraction/plotting/plotters/test_plotter_base.py b/tests/unit/easydiffraction/plotting/plotters/test_plotter_base.py
new file mode 100644
index 00000000..71e52753
--- /dev/null
+++ b/tests/unit/easydiffraction/plotting/plotters/test_plotter_base.py
@@ -0,0 +1,36 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import importlib
+
+
+def test_module_import():
+    import easydiffraction.plotting.plotters.plotter_base as MUT
+
+    expected_module_name = 'easydiffraction.plotting.plotters.plotter_base'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_default_engine_switches_with_notebook(monkeypatch):
+    # Force is_notebook() to True, then reload module
+    import easydiffraction.plotting.plotters.plotter_base as pb
+    import easydiffraction.utils.utils as utils
+
+    monkeypatch.setattr(utils, 'is_notebook', lambda: True)
+    pb2 = importlib.reload(pb)
+    assert pb2.DEFAULT_ENGINE == 'plotly'
+
+    # Now force False
+    monkeypatch.setattr(utils, 'is_notebook', lambda: False)
+    pb3 = importlib.reload(pb)
+    assert pb3.DEFAULT_ENGINE == 'asciichartpy'
+
+
+def test_default_axes_labels_keys_present():
+    import easydiffraction.plotting.plotters.plotter_base as pb
+    from easydiffraction.experiments.experiment.enums import BeamModeEnum
+    from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+
+    assert (ScatteringTypeEnum.BRAGG, BeamModeEnum.CONSTANT_WAVELENGTH) in pb.DEFAULT_AXES_LABELS
+    assert (ScatteringTypeEnum.BRAGG, BeamModeEnum.TIME_OF_FLIGHT) in pb.DEFAULT_AXES_LABELS
diff --git a/tests/unit/easydiffraction/plotting/plotters/test_plotter_plotly.py b/tests/unit/easydiffraction/plotting/plotters/test_plotter_plotly.py
new file mode 100644
index 00000000..bc9270f1
--- /dev/null
+++ b/tests/unit/easydiffraction/plotting/plotters/test_plotter_plotly.py
@@ -0,0 +1,87 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.plotting.plotters.plotter_plotly as MUT
+
+    expected_module_name = 'easydiffraction.plotting.plotters.plotter_plotly'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_get_trace_and_plot(monkeypatch):
+    import easydiffraction.plotting.plotters.plotter_plotly as pp
+
+    # Arrange: force non-PyCharm branch and stub fig.show/HTML/display so nothing opens
+    monkeypatch.setattr(pp, 'is_pycharm', lambda: False)
+
+    shown = {'count': 0}
+
+    class DummyFig:
+        def update_xaxes(self, **kwargs):
+            pass
+
+        def update_yaxes(self, **kwargs):
+            pass
+
+        def show(self, **kwargs):
+            shown['count'] += 1
+
+    # Patch go.Scatter and go.Figure to minimal dummies
+    class DummyScatter:
+        def __init__(self, **kwargs):
+            self.kwargs = kwargs
+
+    class DummyGO:
+        class Scatter(DummyScatter):
+            pass
+
+        class Figure(DummyFig):
+            def __init__(self, data=None, layout=None):
+                self.data = data
+                self.layout = layout
+
+        class Layout:
+            def __init__(self, **kwargs):
+                self.kwargs = kwargs
+
+    class DummyPIO:
+        @staticmethod
+        def to_html(fig, include_plotlyjs=None, full_html=None, config=None):
+            return '<div>plot</div>'
+
+    dummy_display_calls = {'count': 0}
+
+    def dummy_display(obj):
+        dummy_display_calls['count'] += 1
+
+    class DummyHTML:
+        def __init__(self, html):
+            self.html = html
+
+    monkeypatch.setattr(pp, 'go', DummyGO)
+    monkeypatch.setattr(pp, 'pio', DummyPIO)
+    monkeypatch.setattr(pp, 'display', dummy_display)
+    monkeypatch.setattr(pp, 'HTML', DummyHTML)
+
+    plotter = pp.PlotlyPlotter()
+
+    # Exercise _get_trace
+    x = [0, 1, 2]
+    y = [1, 2, 3]
+    trace = plotter._get_trace(x, y, label='calc')
+    assert hasattr(trace, 'kwargs')
+    assert trace.kwargs['x'] == x and trace.kwargs['y'] == y
+
+    # Exercise plot (non-PyCharm, display path)
+    plotter.plot(
+        x,
+        y_series=[y],
+        labels=['calc'],
+        axes_labels=['x', 'y'],
+        title='t',
+        height=None,
+    )
+
+    # One HTML display call expected
+    assert dummy_display_calls['count'] == 1 or shown['count'] == 1
diff --git a/tests/unit/easydiffraction/plotting/test_plotting.py b/tests/unit/easydiffraction/plotting/test_plotting.py
new file mode 100644
index 00000000..64987638
--- /dev/null
+++ b/tests/unit/easydiffraction/plotting/test_plotting.py
@@ -0,0 +1,138 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.plotting.plotting as MUT
+
+    expected_module_name = 'easydiffraction.plotting.plotting'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_plotter_configuration_and_engine_switch(capsys):
+    from easydiffraction.plotting.plotting import Plotter
+
+    p = Plotter()
+    # show config prints a table
+    p.show_config()
+    out1 = capsys.readouterr().out
+    assert 'Current plotter configuration' in out1
+
+    # show supported engines prints a table
+    p.show_supported_engines()
+    out2 = capsys.readouterr().out
+    assert 'Supported plotter engines' in out2
+
+    # Switch engine to its current value (no-op, but exercise setter)
+    cur = p.engine
+    p.engine = cur
+    # And to an unsupported engine (prints error and leaves engine unchanged)
+    p.engine = '___not_supported___'
+    assert p.engine == cur
+
+    # Supported engines include both known backends
+    p.show_supported_engines()
+    out3 = capsys.readouterr().out
+    assert 'asciichartpy' in out3 or 'plotly' in out3
+
+
+def test_plotter_factory_unsupported(capsys):
+    from easydiffraction.plotting.plotting import PlotterFactory
+
+    obj = PlotterFactory.create_plotter('nope')
+    assert obj is None
+    out = capsys.readouterr().out
+    assert 'Unsupported plotting engine' in out
+
+
+def test_plotter_error_paths_and_filtering(capsys):
+    from easydiffraction.experiments.experiment.enums import BeamModeEnum
+    from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+    from easydiffraction.plotting.plotting import Plotter
+
+    class Ptn:
+        def __init__(self, x=None, meas=None, calc=None, d=None):
+            self.x = x
+            self.meas = meas
+            self.calc = calc
+            self.d = d if d is not None else x
+
+    class ExptType:
+        def __init__(self):
+            self.scattering_type = type('S', (), {'value': ScatteringTypeEnum.BRAGG})
+            self.beam_mode = type('B', (), {'value': BeamModeEnum.CONSTANT_WAVELENGTH})
+
+    p = Plotter()
+
+    # Error paths
+    p.plot_meas(Ptn(x=None, meas=None), 'E', ExptType())
+    out = capsys.readouterr().out
+    # plot_meas uses formatting.error(...) without printing -> no stdout
+    assert out == ''
+
+    p.plot_meas(Ptn(x=[1], meas=None), 'E', ExptType())
+    out = capsys.readouterr().out
+    # Same here: no print, so no stdout
+    assert out == ''
+
+    p.plot_calc(Ptn(x=None, calc=None), 'E', ExptType())
+    out = capsys.readouterr().out
+    # plot_calc also uses formatting.error(...) without printing for x is None
+    assert out == ''
+
+    p.plot_calc(Ptn(x=[1], calc=None), 'E', ExptType())
+    out = capsys.readouterr().out
+    assert 'No calculated data available' in out or 'No calculated data' in out
+
+    p.plot_meas_vs_calc(Ptn(x=None), 'E', ExptType())
+    out = capsys.readouterr().out
+    assert 'No data available' in out
+    p.plot_meas_vs_calc(Ptn(x=[1], meas=None, calc=[1]), 'E', ExptType())
+    out = capsys.readouterr().out
+    assert 'No measured data available' in out
+    p.plot_meas_vs_calc(Ptn(x=[1], meas=[1], calc=None), 'E', ExptType())
+    out = capsys.readouterr().out
+    assert 'No calculated data available' in out
+
+    # Filtering
+    import numpy as np
+
+    p.x_min, p.x_max = 0.5, 1.5
+    arr = np.array([0.0, 1.0, 2.0])
+    filt = p._filtered_y_array(arr, arr, None, None)
+    assert np.allclose(filt, np.array([1.0]))
+
+
+def test_plotter_routes_to_ascii_plotter(monkeypatch):
+    import numpy as np
+
+    import easydiffraction.plotting.plotters.plotter_ascii as ascii_mod
+    from easydiffraction.experiments.experiment.enums import BeamModeEnum
+    from easydiffraction.experiments.experiment.enums import ScatteringTypeEnum
+    from easydiffraction.plotting.plotting import Plotter
+
+    called = {}
+
+    def fake_plot(self, x, y_series, labels, axes_labels, title, height=None):
+        called['labels'] = tuple(labels)
+        called['axes'] = tuple(axes_labels)
+        called['title'] = title
+
+    monkeypatch.setattr(ascii_mod.AsciiPlotter, 'plot', fake_plot)
+
+    class Ptn:
+        def __init__(self):
+            self.x = np.array([0.0, 1.0])
+            self.meas = np.array([1.0, 2.0])
+            self.d = self.x
+
+    class ExptType:
+        def __init__(self):
+            self.scattering_type = type('S', (), {'value': ScatteringTypeEnum.BRAGG})
+            self.beam_mode = type('B', (), {'value': BeamModeEnum.CONSTANT_WAVELENGTH})
+
+    p = Plotter()
+    p.engine = 'asciichartpy'  # ensure AsciiPlotter
+    p.plot_meas(Ptn(), 'E', ExptType())
+    assert called['labels'] == ('meas',)
+    assert 'Measured data' in called['title']
diff --git a/tests/unit/easydiffraction/project/test_project.py b/tests/unit/easydiffraction/project/test_project.py
new file mode 100644
index 00000000..7fb6e8d6
--- /dev/null
+++ b/tests/unit/easydiffraction/project/test_project.py
@@ -0,0 +1,9 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.project.project as MUT
+
+    expected_module_name = 'easydiffraction.project.project'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
diff --git a/tests/unit/easydiffraction/project/test_project_d_spacing.py b/tests/unit/easydiffraction/project/test_project_d_spacing.py
new file mode 100644
index 00000000..121bc905
--- /dev/null
+++ b/tests/unit/easydiffraction/project/test_project_d_spacing.py
@@ -0,0 +1,102 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+
+
+def test_update_pattern_d_spacing_branches(monkeypatch, capsys):
+    # Arrange minimal experiment/collection using real Experiments
+    from easydiffraction.experiments.experiment.base import PdExperimentBase
+    from easydiffraction.experiments.experiment.instrument_mixin import InstrumentMixin
+    from easydiffraction.experiments.experiments import Experiments
+
+    class DS:
+        def __init__(self, x):
+            self.x = x
+            self.d = None
+
+    class Instr:
+        def __init__(self):
+            self.calib_d_to_tof_offset = type('P', (), {'value': 1.0})
+            self.calib_d_to_tof_linear = type('P', (), {'value': 2.0})
+            self.calib_d_to_tof_quad = type('P', (), {'value': 0.0})
+            self.setup_wavelength = type('P', (), {'value': 1.54})
+
+    class TypeObj:
+        def __init__(self, beam_mode_value):
+            self.beam_mode = type('E', (), {'value': beam_mode_value})
+            self.sample_form = type('E', (), {'value': 'powder'})
+            self.scattering_type = type('E', (), {'value': 'bragg'})
+
+    class DummyExp(InstrumentMixin, PdExperimentBase):
+        def __init__(self, name, beam_mode_value):
+            super().__init__(name=name, type=TypeObj(beam_mode_value))
+            # Replace with controlled datastore/instrument for test
+            self._datastore = DS(x=np.array([1.0, 2.0, 3.0]))
+
+        def _load_ascii_data_to_experiment(self, data_path: str) -> None:
+            pass
+
+    exps = Experiments()
+    tof_exp = DummyExp('e_tof', 'time-of-flight')
+    cwl_exp = DummyExp('e_cwl', 'constant wavelength')
+    exps.add(tof_exp)
+    exps.add(cwl_exp)
+
+    from easydiffraction.project.project import Project
+
+    proj = Project()
+    proj.experiments = exps
+
+    # Act TOF
+    proj.update_pattern_d_spacing('e_tof')
+    # Act CWL
+    proj.update_pattern_d_spacing('e_cwl')
+
+    # Assert: d arrays were computed
+    assert isinstance(tof_exp.datastore.d, np.ndarray)
+    assert isinstance(cwl_exp.datastore.d, np.ndarray)
+
+
+def test_update_pattern_d_spacing_unsupported_prints(monkeypatch, capsys):
+    # Use real Experiments and flip the mode to unsupported post-init
+    from easydiffraction.experiments.experiment.base import PdExperimentBase
+    from easydiffraction.experiments.experiment.instrument_mixin import InstrumentMixin
+    from easydiffraction.experiments.experiments import Experiments
+
+    class DS:
+        def __init__(self):
+            self.x = np.array([1.0])
+            self.d = None
+
+    class TypeObj:
+        def __init__(self, beam_mode_value):
+            self.beam_mode = type('E', (), {'value': beam_mode_value})
+            self.sample_form = type('E', (), {'value': 'powder'})
+            self.scattering_type = type('E', (), {'value': 'bragg'})
+
+    class DummyExp(InstrumentMixin, PdExperimentBase):
+        def __init__(self, name, beam_mode_value):
+            super().__init__(name=name, type=TypeObj(beam_mode_value))
+            self._datastore = DS()
+
+        def _load_ascii_data_to_experiment(self, data_path: str) -> None:
+            pass
+
+    exps = Experiments()
+    exp = DummyExp('e1', 'constant wavelength')
+    # Flip to unsupported value after init to avoid factory issues
+    exp.type.beam_mode = type('E', (), {'value': 'unsupported'})
+    exps.add(exp)
+
+    from easydiffraction.project.project import Project
+
+    p = Project()
+    p.experiments = exps
+
+    # Act
+    p.update_pattern_d_spacing('e1')
+
+    # Assert warning printed
+    out = capsys.readouterr().out
+    assert 'Unsupported beam mode' in out
diff --git a/tests/unit/easydiffraction/project/test_project_info.py b/tests/unit/easydiffraction/project/test_project_info.py
new file mode 100644
index 00000000..88116d81
--- /dev/null
+++ b/tests/unit/easydiffraction/project/test_project_info.py
@@ -0,0 +1,9 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_module_import():
+    import easydiffraction.project.project_info as MUT
+
+    expected_module_name = 'easydiffraction.project.project_info'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
diff --git a/tests/unit/easydiffraction/project/test_project_load_and_summary_wrap.py b/tests/unit/easydiffraction/project/test_project_load_and_summary_wrap.py
new file mode 100644
index 00000000..8753b775
--- /dev/null
+++ b/tests/unit/easydiffraction/project/test_project_load_and_summary_wrap.py
@@ -0,0 +1,39 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_project_load_prints_and_sets_path(tmp_path, capsys):
+    from easydiffraction.project.project import Project
+
+    p = Project()
+    dir_path = tmp_path / 'pdir'
+    p.load(str(dir_path))
+    out = capsys.readouterr().out
+    assert 'Loading project' in out and str(dir_path) in out
+    # Path should be set on ProjectInfo
+    assert p.info.path == dir_path
+
+
+def test_summary_show_project_info_wraps_description(capsys):
+    from easydiffraction.summary.summary import Summary
+
+    long_desc = ' '.join(['desc'] * 50)  # long text to trigger wrapping
+
+    class Info:
+        title = 'T'
+        description = long_desc
+
+    class Project:
+        def __init__(self):
+            self.info = Info()
+
+    s = Summary(Project())
+    s.show_project_info()
+    out = capsys.readouterr().out
+    # Title and Description paragraph headers present
+    assert 'PROJECT INFO' in out
+    assert 'Title' in out
+    assert 'Description' in out
+    # Ensure multiple lines of description were printed (wrapped)
+    # Keep the exact word count and verify the presence of line breaks in the description block
+    assert out.count('desc') == 50  # all words are present exactly once
+    assert '\ndesc ' in out or ' desc\n' in out  # wrapped across lines
diff --git a/tests/unit/easydiffraction/project/test_project_save.py b/tests/unit/easydiffraction/project/test_project_save.py
new file mode 100644
index 00000000..47941f27
--- /dev/null
+++ b/tests/unit/easydiffraction/project/test_project_save.py
@@ -0,0 +1,39 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_project_save_uses_cwd_when_no_explicit_path(monkeypatch, tmp_path, capsys):
+    # Default ProjectInfo.path is cwd; ensure save writes into a temp cwd, not repo root
+    from easydiffraction.project.project import Project
+
+    monkeypatch.chdir(tmp_path)
+    p = Project()
+    p.save()
+    out = capsys.readouterr().out
+    # It should announce saving and create the three core files in cwd
+    assert 'Saving project' in out
+    assert (tmp_path / 'project.cif').exists()
+    assert (tmp_path / 'analysis.cif').exists()
+    assert (tmp_path / 'summary.cif').exists()
+
+
+def test_project_save_as_writes_core_files(tmp_path, monkeypatch):
+    from easydiffraction.analysis.analysis import Analysis
+    from easydiffraction.project.project import Project
+    from easydiffraction.project.project_info import ProjectInfo
+    from easydiffraction.summary.summary import Summary
+
+    # Monkeypatch as_cif producers to avoid heavy internals
+    monkeypatch.setattr(ProjectInfo, 'as_cif', lambda self: 'info')
+    monkeypatch.setattr(Analysis, 'as_cif', lambda self: 'analysis')
+    monkeypatch.setattr(Summary, 'as_cif', lambda self: 'summary')
+
+    p = Project(name='p1')
+    target = tmp_path / 'proj_dir'
+    p.save_as(str(target))
+
+    # Assert expected files/dirs exist
+    assert (target / 'project.cif').is_file()
+    assert (target / 'analysis.cif').is_file()
+    assert (target / 'summary.cif').is_file()
+    assert (target / 'sample_models').is_dir()
+    assert (target / 'experiments').is_dir()
diff --git a/tests/unit/easydiffraction/sample_models/categories/test_atom_sites.py b/tests/unit/easydiffraction/sample_models/categories/test_atom_sites.py
new file mode 100644
index 00000000..b182fe38
--- /dev/null
+++ b/tests/unit/easydiffraction/sample_models/categories/test_atom_sites.py
@@ -0,0 +1,29 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.sample_models.categories.atom_sites import AtomSite
+from easydiffraction.sample_models.categories.atom_sites import AtomSites
+
+
+def test_atom_site_defaults_and_setters():
+    a = AtomSite(label='Si1', type_symbol='Si')
+    a.fract_x = 0.1
+    a.fract_y = 0.2
+    a.fract_z = 0.3
+    a.occupancy = 0.9
+    a.b_iso = 1.5
+    a.adp_type = 'Biso'
+    assert a.label.value == 'Si1'
+    assert a.type_symbol.value == 'Si'
+    assert (a.fract_x.value, a.fract_y.value, a.fract_z.value) == (0.1, 0.2, 0.3)
+    assert a.occupancy.value == 0.9
+    assert a.b_iso.value == 1.5
+    assert a.adp_type.value == 'Biso'
+
+
+def test_atom_sites_collection_adds_by_label():
+    sites = AtomSites()
+    a = AtomSite(label='O1', type_symbol='O')
+    sites.add(a)
+    assert 'O1' in sites.names
+    assert sites['O1'].type_symbol.value == 'O'
diff --git a/tests/unit/easydiffraction/sample_models/categories/test_cell.py b/tests/unit/easydiffraction/sample_models/categories/test_cell.py
new file mode 100644
index 00000000..aade56db
--- /dev/null
+++ b/tests/unit/easydiffraction/sample_models/categories/test_cell.py
@@ -0,0 +1,43 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+
+def test_cell_defaults_and_overrides():
+    from easydiffraction.sample_models.categories.cell import Cell
+
+    c = Cell()
+    # Defaults from AttributeSpec in implementation
+    assert pytest.approx(c.length_a.value) == 10.0
+    assert pytest.approx(c.length_b.value) == 10.0
+    assert pytest.approx(c.length_c.value) == 10.0
+    assert pytest.approx(c.angle_alpha.value) == 90.0
+    assert pytest.approx(c.angle_beta.value) == 90.0
+    assert pytest.approx(c.angle_gamma.value) == 90.0
+
+    # Override through constructor
+    c2 = Cell(length_a=12.3, angle_beta=100.0)
+    assert pytest.approx(c2.length_a.value) == 12.3
+    assert pytest.approx(c2.angle_beta.value) == 100.0
+
+
+def test_cell_setters_apply_validation_and_units():
+    from easydiffraction.sample_models.categories.cell import Cell
+
+    c = Cell()
+    # Set valid values within range
+    c.length_a = 5.5
+    c.angle_gamma = 120.0
+    assert pytest.approx(c.length_a.value) == 5.5
+    assert pytest.approx(c.angle_gamma.value) == 120.0
+    # Check units are preserved on parameter objects
+    assert c.length_a.units == 'Å'
+    assert c.angle_gamma.units == 'deg'
+
+
+def test_cell_identity_category_code():
+    from easydiffraction.sample_models.categories.cell import Cell
+
+    c = Cell()
+    assert c._identity.category_code == 'cell'
diff --git a/tests/unit/easydiffraction/sample_models/categories/test_space_group.py b/tests/unit/easydiffraction/sample_models/categories/test_space_group.py
new file mode 100644
index 00000000..02136c14
--- /dev/null
+++ b/tests/unit/easydiffraction/sample_models/categories/test_space_group.py
@@ -0,0 +1,15 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.sample_models.categories.space_group import SpaceGroup
+
+
+def test_space_group_name_updates_it_code():
+    sg = SpaceGroup()
+    # default name 'P 1' should set code to the first available
+    default_code = sg.it_coordinate_system_code.value
+    sg.name_h_m = 'P 1'
+    assert sg.it_coordinate_system_code.value == sg._it_coordinate_system_code_allowed_values[0]
+    # changing name resets the code again
+    sg.name_h_m = 'P -1'
+    assert sg.it_coordinate_system_code.value == sg._it_coordinate_system_code_allowed_values[0]
diff --git a/tests/unit/easydiffraction/sample_models/sample_model/test_base.py b/tests/unit/easydiffraction/sample_models/sample_model/test_base.py
new file mode 100644
index 00000000..941e0af9
--- /dev/null
+++ b/tests/unit/easydiffraction/sample_models/sample_model/test_base.py
@@ -0,0 +1,12 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.sample_models.sample_model.base import SampleModelBase
+
+
+def test_sample_model_base_str_and_properties():
+    m = SampleModelBase(name='m1')
+    m.name = 'm2'
+    assert m.name == 'm2'
+    s = str(m)
+    assert 'SampleModelBase' in s or '<' in s
diff --git a/tests/unit/easydiffraction/sample_models/sample_model/test_factory.py b/tests/unit/easydiffraction/sample_models/sample_model/test_factory.py
new file mode 100644
index 00000000..f6d7e694
--- /dev/null
+++ b/tests/unit/easydiffraction/sample_models/sample_model/test_factory.py
@@ -0,0 +1,16 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import pytest
+
+from easydiffraction.sample_models.sample_model.factory import SampleModelFactory
+
+
+def test_create_minimal_by_name():
+    m = SampleModelFactory.create(name='abc')
+    assert m.name == 'abc'
+
+
+def test_invalid_arg_combo_raises():
+    with pytest.raises(ValueError):
+        SampleModelFactory.create(name=None, cif_path=None)
diff --git a/tests/unit/easydiffraction/sample_models/test_sample_models.py b/tests/unit/easydiffraction/sample_models/test_sample_models.py
new file mode 100644
index 00000000..21870518
--- /dev/null
+++ b/tests/unit/easydiffraction/sample_models/test_sample_models.py
@@ -0,0 +1,12 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from easydiffraction.sample_models.sample_models import SampleModels
+
+
+def test_add_minimal_and_remove():
+    models = SampleModels()
+    models.add_minimal('m1')
+    assert 'm1' in models.names
+    models.remove('m1')
+    assert 'm1' not in models
diff --git a/tests/unit/easydiffraction/summary/test_summary.py b/tests/unit/easydiffraction/summary/test_summary.py
new file mode 100644
index 00000000..6a25c3ff
--- /dev/null
+++ b/tests/unit/easydiffraction/summary/test_summary.py
@@ -0,0 +1,60 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_summary_as_cif_returns_placeholder_string():
+    from easydiffraction.summary.summary import Summary
+
+    class P:
+        pass
+
+    s = Summary(P())
+    out = s.as_cif()
+    assert isinstance(out, str)
+    assert 'To be added' in out
+
+
+def test_summary_show_report_prints_sections(capsys):
+    from easydiffraction.summary.summary import Summary
+
+    class Info:
+        title = 'T'
+        description = ''
+
+    class Project:
+        def __init__(self):
+            self.info = Info()
+            self.sample_models = {}  # empty mapping to exercise loops safely
+            self.experiments = {}  # empty mapping to exercise loops safely
+
+            class A:
+                current_calculator = 'cryspy'
+                current_minimizer = 'lmfit'
+
+                class R:
+                    reduced_chi_square = 0.0
+
+                fit_results = R()
+
+            self.analysis = A()
+
+    s = Summary(Project())
+    s.show_report()
+    out = capsys.readouterr().out
+    # Verify that all top-level sections appear (titles are uppercased by formatter)
+    assert 'PROJECT INFO' in out
+    assert 'CRYSTALLOGRAPHIC DATA' in out
+    assert 'EXPERIMENTS' in out
+    assert 'FITTING' in out
+
+
+
+
+
+
+
+def test_module_import():
+    import easydiffraction.summary.summary as MUT
+
+    expected_module_name = 'easydiffraction.summary.summary'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
diff --git a/tests/unit/easydiffraction/summary/test_summary_details.py b/tests/unit/easydiffraction/summary/test_summary_details.py
new file mode 100644
index 00000000..fb32eafc
--- /dev/null
+++ b/tests/unit/easydiffraction/summary/test_summary_details.py
@@ -0,0 +1,135 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+def test_summary_crystallographic_and_experimental_sections(capsys):
+    from easydiffraction.summary.summary import Summary
+
+    # Build a minimal sample model stub that exposes required attributes
+    class Val:
+        def __init__(self, v):
+            self.value = v
+
+    class CellParam:
+        def __init__(self, name, value):
+            self.name = name
+            self.value = value
+
+    class Model:
+        def __init__(self):
+            self.name = 'phaseA'
+            self.space_group = type('SG', (), {'name_h_m': Val('P 1')})()
+
+            class Cell:
+                @property
+                def parameters(self_inner):
+                    return [
+                        CellParam('length_a', 5.4321),
+                        CellParam('angle_alpha', 90.0),
+                    ]
+
+            self.cell = Cell()
+
+            class Site:
+                def __init__(self, label, typ, x, y, z, occ, biso):
+                    self.label = Val(label)
+                    self.type_symbol = Val(typ)
+                    self.fract_x = Val(x)
+                    self.fract_y = Val(y)
+                    self.fract_z = Val(z)
+                    self.occupancy = Val(occ)
+                    self.b_iso = Val(biso)
+
+            self.atom_sites = [Site('Na1', 'Na', 0.1, 0.2, 0.3, 1.0, 0.5)]
+
+    # Minimal experiment stub with instrument and peak info
+    class Expt:
+        def __init__(self):
+            self.name = 'exp1'
+            typ = type(
+                'T',
+                (),
+                {
+                    'sample_form': Val('powder'),
+                    'radiation_probe': Val('neutron'),
+                    'beam_mode': Val('constant wavelength'),
+                },
+            )
+            self.type = typ()
+
+            class Instr:
+                def __init__(self):
+                    self.setup_wavelength = Val(1.23456)
+                    self.calib_twotheta_offset = Val(0.12345)
+
+                def _public_attrs(self):
+                    return ['setup_wavelength', 'calib_twotheta_offset']
+
+            self.instrument = Instr()
+            self.peak_profile_type = 'pseudo-Voigt'
+
+            class Peak:
+                def __init__(self):
+                    self.broad_gauss_u = Val(0.1)
+                    self.broad_gauss_v = Val(0.2)
+                    self.broad_gauss_w = Val(0.3)
+                    self.broad_lorentz_x = Val(0.4)
+                    self.broad_lorentz_y = Val(0.5)
+
+                def _public_attrs(self):
+                    return [
+                        'broad_gauss_u',
+                        'broad_gauss_v',
+                        'broad_gauss_w',
+                        'broad_lorentz_x',
+                        'broad_lorentz_y',
+                    ]
+
+            self.peak = Peak()
+
+        def _public_attrs(self):
+            return ['instrument', 'peak_profile_type', 'peak']
+
+    class Info:
+        title = 'T'
+        description = ''
+
+    class Project:
+        def __init__(self):
+            self.info = Info()
+            self.sample_models = {'phaseA': Model()}
+            self.experiments = {'exp1': Expt()}
+
+            class A:
+                current_calculator = 'cryspy'
+                current_minimizer = 'lmfit'
+
+                class R:
+                    reduced_chi_square = 1.23
+
+                fit_results = R()
+
+            self.analysis = A()
+
+    s = Summary(Project())
+    # Run both sections separately for targeted assertions
+    s.show_crystallographic_data()
+    s.show_experimental_data()
+    out = capsys.readouterr().out
+
+    # Crystallographic section
+    assert 'CRYSTALLOGRAPHIC DATA' in out
+    assert '🧩 phaseA' in out
+    assert 'Space group' in out and 'P 1' in out
+    # Cell parameter names are shortened by the implementation (e.g., 'length_a' -> 'a')
+    assert 'Cell parameters' in out and ' a ' in out and ' alpha ' in out
+    assert 'Atom sites' in out and 'Na1' in out and 'Na' in out
+
+    # Experimental section
+    assert 'EXPERIMENTS' in out
+    assert '🔬 exp1' in out
+    assert 'powder' in out and 'neutron' in out and 'constant wavelength' in out
+    assert 'Wavelength' in out and '1.23456'[:6] in out
+    assert '2θ offset' in out and '0.12345'[:6] in out
+    assert 'Profile type' in out and 'pseudo-Voigt' in out
+    assert 'Peak broadening (Gaussian)' in out
+    assert 'Peak broadening (Lorentzian)' in out
diff --git a/tests/unit/easydiffraction/test___init__.py b/tests/unit/easydiffraction/test___init__.py
new file mode 100644
index 00000000..5a0b82d4
--- /dev/null
+++ b/tests/unit/easydiffraction/test___init__.py
@@ -0,0 +1,51 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+# Focused tests for package __init__: lazy attributes and error path
+import importlib
+
+import pytest
+
+
+def test_lazy_attributes_resolve_and_are_accessible():
+    import easydiffraction as ed
+
+    # Access a few lazy attributes; just ensure they exist and are callable/class-like
+    assert hasattr(ed, 'Project')
+    assert hasattr(ed, 'ExperimentFactory')
+    assert hasattr(ed, 'SampleModelFactory')
+
+    # Access utility functions from utils via lazy getattr
+    assert callable(ed.show_version)
+    assert callable(ed.get_value_from_xye_header)
+
+    # Import once to exercise __getattr__; subsequent access should be cached by Python
+    _ = ed.Project
+    _ = ed.ExperimentFactory
+
+
+def test___getattr__unknown_raises_attribute_error():
+    ed = importlib.import_module('easydiffraction')
+    with pytest.raises(AttributeError):
+        ed.DefinitelyUnknownAttribute
+
+
+def test_lazy_functions_execute_with_monkeypatch(monkeypatch, capsys, tmp_path):
+    import easydiffraction as ed
+    import easydiffraction.utils.utils as utils
+
+    # 1) list_tutorials uses utils.fetch_tutorial_list → monkeypatch there
+    monkeypatch.setattr(utils, 'fetch_tutorial_list', lambda: ['a.ipynb', 'b.ipynb'])
+    ed.list_tutorials()  # calls into utils.list_tutorials
+    out = capsys.readouterr().out
+    assert 'Tutorials available for easydiffraction' in out
+
+    # 2) download_from_repository should call pooch.retrieve; avoid network
+    import easydiffraction.utils.utils as utils
+
+    calls = {}
+    monkeypatch.setattr(utils.pooch, 'retrieve', lambda **kw: calls.setdefault('ok', True))
+    utils.download_from_repository(
+        'dummy.txt', branch='main', destination=str(tmp_path), overwrite=True
+    )
+    assert calls.get('ok') is True
diff --git a/tests/unit/easydiffraction/test___main__.py b/tests/unit/easydiffraction/test___main__.py
new file mode 100644
index 00000000..6db1dc35
--- /dev/null
+++ b/tests/unit/easydiffraction/test___main__.py
@@ -0,0 +1,54 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+from typer.testing import CliRunner
+
+runner = CliRunner()
+
+
+def test_module_import():
+    import easydiffraction.__main__ as MUT
+
+    expected_module_name = 'easydiffraction.__main__'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_cli_version_invokes_show_version(monkeypatch, capsys):
+    import easydiffraction as ed
+    import easydiffraction.__main__ as main_mod
+
+    called = {'ok': False}
+
+    def fake_show_version():
+        print('VERSION_OK')
+        called['ok'] = True
+
+    monkeypatch.setattr(ed, 'show_version', fake_show_version)
+    result = runner.invoke(main_mod.app, ['--version'])
+    assert result.exit_code == 0
+    assert called['ok']
+    assert 'VERSION_OK' in result.stdout
+
+
+def test_cli_help_shows_and_exits_zero():
+    import easydiffraction.__main__ as main_mod
+
+    result = runner.invoke(main_mod.app, ['--help'])
+    assert result.exit_code == 0
+    assert 'EasyDiffraction command-line interface' in result.stdout
+
+
+def test_cli_subcommands_call_utils(monkeypatch):
+    import easydiffraction as ed
+    import easydiffraction.__main__ as main_mod
+
+    logs = []
+    monkeypatch.setattr(ed, 'list_tutorials', lambda: logs.append('LIST'))
+    monkeypatch.setattr(ed, 'fetch_tutorials', lambda: logs.append('FETCH'))
+
+    res1 = runner.invoke(main_mod.app, ['list-tutorials'])
+    res2 = runner.invoke(main_mod.app, ['fetch-tutorials'])
+
+    assert res1.exit_code == 0 and res2.exit_code == 0
+    assert logs == ['LIST', 'FETCH']
diff --git a/tests/unit/easydiffraction/utils/test_formatting.py b/tests/unit/easydiffraction/utils/test_formatting.py
new file mode 100644
index 00000000..3aebb21b
--- /dev/null
+++ b/tests/unit/easydiffraction/utils/test_formatting.py
@@ -0,0 +1,39 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import re
+
+
+def _strip_ansi(s: str) -> str:
+    return re.sub(r'\x1b\[[0-9;]*m', '', s)
+
+
+def test_chapter_uppercase_and_length():
+    import easydiffraction.utils.formatting as F
+
+    title = 'Intro'
+    s = _strip_ansi(F.chapter(title))
+    # chapter uses box drawing SYMBOL = '═'
+    assert '═' in s and title.upper() in s
+
+
+def test_section_formatting_contains_markers():
+    import easydiffraction.utils.formatting as F
+
+    s = _strip_ansi(F.section('part'))
+    assert '*** PART ***' in s.upper()
+
+
+def test_paragraph_preserves_quotes():
+    import easydiffraction.utils.formatting as F
+
+    s = _strip_ansi(F.paragraph("Hello 'World'"))
+    assert "'World'" in s
+
+
+def test_error_warning_info_prefixes():
+    import easydiffraction.utils.formatting as F
+
+    assert 'Error' in _strip_ansi(F.error('x'))
+    assert 'Warning' in _strip_ansi(F.warning('x'))
+    assert 'Info' in _strip_ansi(F.info('x'))
diff --git a/tests/unit/easydiffraction/utils/test_logging.py b/tests/unit/easydiffraction/utils/test_logging.py
new file mode 100644
index 00000000..a77d9297
--- /dev/null
+++ b/tests/unit/easydiffraction/utils/test_logging.py
@@ -0,0 +1,27 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+
+
+def test_module_import():
+    import easydiffraction.utils.logging as MUT
+
+    expected_module_name = 'easydiffraction.utils.logging'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_logger_configure_and_warn_reaction():
+    import easydiffraction.utils.logging as MUT
+
+    # configure to WARN so .error produces warnings and not exceptions
+    MUT.log.configure(reaction=MUT.log.Reaction.WARN)
+    MUT.log.debug('d')
+    MUT.log.info('i')
+    MUT.log.warning('w')
+    MUT.log.error('e')
+    # switch mode/level
+    MUT.log.set_level(MUT.log.Level.INFO)
+    MUT.log.set_mode(MUT.log.Mode.VERBOSE)
+    # nothing to assert; absence of exception is success
+    assert True
diff --git a/tests/unit/easydiffraction/utils/test_utils.py b/tests/unit/easydiffraction/utils/test_utils.py
new file mode 100644
index 00000000..9b209f64
--- /dev/null
+++ b/tests/unit/easydiffraction/utils/test_utils.py
@@ -0,0 +1,198 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+import numpy as np
+import pytest
+
+
+
+def test_module_import():
+    import easydiffraction.utils.utils as MUT
+
+    expected_module_name = 'easydiffraction.utils.utils'
+    actual_module_name = MUT.__name__
+    assert expected_module_name == actual_module_name
+
+
+def test_twotheta_to_d_scalar_and_array():
+    import easydiffraction.utils.utils as MUT
+
+    wavelength = 1.54
+    # scalar
+    expected_scalar = wavelength / (2 * np.sin(np.radians(30 / 2)))
+    actual_scalar = MUT.twotheta_to_d(30.0, wavelength)
+    assert np.isclose(expected_scalar, actual_scalar)
+    # array
+    twotheta = np.array([10.0, 20.0, 40.0])
+    expected_array = wavelength / (2 * np.sin(np.radians(twotheta / 2)))
+    actual_array = MUT.twotheta_to_d(twotheta, wavelength)
+    assert np.allclose(expected_array, actual_array)
+
+
+def test_tof_to_d_linear_case():
+    import easydiffraction.utils.utils as MUT
+
+    tof = np.array([10.0, 20.0, 30.0])
+    offset, linear, quad = 2.0, 4.0, 0.0
+    expected = (tof - offset) / linear
+    actual = MUT.tof_to_d(tof, offset, linear, quad)
+    assert np.allclose(expected, actual)
+
+
+def test_tof_to_d_quadratic_case_smallest_positive_root():
+    import easydiffraction.utils.utils as MUT
+
+    # Model: TOF = quad * d^2, with offset=linear=0
+    quad = 2.0
+    tof = np.array([2.0, 8.0, 18.0])  # roots: sqrt(tof/quad)
+    expected = np.sqrt(tof / quad)
+    actual = MUT.tof_to_d(tof, offset=0.0, linear=0.0, quad=quad)
+    assert np.allclose(expected, actual, equal_nan=False)
+
+
+def test_str_to_ufloat_parsing_nominal_and_esd():
+    import easydiffraction.utils.utils as MUT
+
+    u = MUT.str_to_ufloat('3.566(2)')
+    expected = np.array([3.566, 0.002])
+    actual = np.array([u.nominal_value, u.std_dev])
+    assert np.allclose(expected, actual)
+
+
+def test_str_to_ufloat_no_esd_defaults_nan():
+    import easydiffraction.utils.utils as MUT
+
+    u = MUT.str_to_ufloat('1.23')
+    expected_value = 1.23
+    actual_value = u.nominal_value
+    # uncertainty is NaN when not specified
+    assert np.isclose(expected_value, actual_value) and np.isnan(u.std_dev)
+
+
+def test_get_value_from_xye_header(tmp_path):
+    import easydiffraction.utils.utils as MUT
+
+    text = 'DIFC = 123.45 two_theta = 67.89\nrest of file\n'
+    p = tmp_path / 'file.xye'
+    p.write_text(text)
+    expected_difc = 123.45
+    expected_two_theta = 67.89
+    actual = np.array([
+        MUT.get_value_from_xye_header(p, 'DIFC'),
+        MUT.get_value_from_xye_header(p, 'two_theta'),
+    ])
+    expected = np.array([expected_difc, expected_two_theta])
+    assert np.allclose(expected, actual)
+
+
+def test_validate_url_rejects_non_http_https():
+    import easydiffraction.utils.utils as MUT
+
+    with pytest.raises(ValueError):
+        MUT._validate_url('ftp://example.com/file')
+
+
+def test_is_github_ci_env_true(monkeypatch):
+    import easydiffraction.utils.utils as MUT
+
+    monkeypatch.setenv('GITHUB_ACTIONS', 'true')
+    expected = True
+    actual = MUT.is_github_ci()
+    assert expected == actual
+
+
+def test_package_version_missing_package_returns_none():
+    import easydiffraction.utils.utils as MUT
+
+    expected = None
+    actual = MUT.package_version('__definitely_not_installed__')
+    assert expected == actual
+
+
+def test_is_notebook_false_in_plain_env(monkeypatch):
+    import easydiffraction.utils.utils as MUT
+
+    # Ensure no IPython and not PyCharm
+    monkeypatch.setattr(MUT, 'IPython', None)
+    monkeypatch.setenv('PYCHARM_HOSTED', '', prepend=False)
+    assert MUT.is_notebook() is False
+
+
+def test_is_pycharm_and_is_colab(monkeypatch):
+    import easydiffraction.utils.utils as MUT
+
+    # PyCharm
+    monkeypatch.setenv('PYCHARM_HOSTED', '1')
+    assert MUT.is_pycharm() is True
+    # Colab detection when module is absent -> False
+    assert MUT.is_colab() is False
+
+
+def test_render_table_terminal_branch(capsys, monkeypatch):
+    import easydiffraction.utils.utils as MUT
+
+    monkeypatch.setattr(MUT, 'is_notebook', lambda: False)
+    MUT.render_table(columns_data=[[1, 2], [3, 4]], columns_alignment=['left', 'left'])
+    out = capsys.readouterr().out
+    # fancy_outline uses box-drawing characters; accept a couple of expected ones
+    assert ('╒' in out and '╕' in out) or ('┌' in out and '┐' in out)
+
+
+def test_fetch_tutorial_list_handles_missing_release(monkeypatch):
+    import easydiffraction.utils.utils as MUT
+
+    # Force _get_release_info to return None twice (tag & latest) → empty list
+    monkeypatch.setattr(MUT, '_get_release_info', lambda tag: None)
+    notebooks = MUT.fetch_tutorial_list()
+    assert notebooks == []
+
+
+def test_fetch_tutorial_list_no_asset(monkeypatch):
+    import easydiffraction.utils.utils as MUT
+
+    release_info = {'assets': []}
+    monkeypatch.setattr(MUT, '_get_release_info', lambda tag: release_info)
+    notebooks = MUT.fetch_tutorial_list()
+    assert notebooks == []
+
+
+def test_show_version_prints(capsys, monkeypatch):
+    import easydiffraction.utils.utils as MUT
+
+    monkeypatch.setattr(MUT, 'package_version', lambda name: '1.2.3+abc')
+    MUT.show_version()
+    out = capsys.readouterr().out
+    assert '1.2.3+abc' in out
+
+
+def test_extract_notebooks_from_asset_with_inmemory_zip(monkeypatch):
+    import io
+    import zipfile
+
+    import easydiffraction.utils.utils as MUT
+
+    # Build an in-memory zip with .ipynb files
+    mem = io.BytesIO()
+    with zipfile.ZipFile(mem, 'w') as zf:
+        zf.writestr('dir/a.ipynb', '{}')
+        zf.writestr('b.ipynb', '{}')
+        zf.writestr('c.txt', 'x')
+    data = mem.getvalue()
+
+    class DummyResp:
+        def __init__(self, b):
+            self._b = b
+
+        def read(self):
+            return self._b
+
+        def __enter__(self):
+            return self
+
+        def __exit__(self, *args):
+            return False
+
+    monkeypatch.setattr(MUT, '_safe_urlopen', lambda url: DummyResp(data))
+    out = MUT._extract_notebooks_from_asset('https://example.com/tut.zip')
+    # returns sorted basenames of .ipynb
+    assert out == ['a.ipynb', 'b.ipynb']
diff --git a/tests/unit/experiments/collections/test_background.py b/tests/unit/experiments/collections/test_background.py
deleted file mode 100644
index 0e6fc527..00000000
--- a/tests/unit/experiments/collections/test_background.py
+++ /dev/null
@@ -1,106 +0,0 @@
-from unittest.mock import patch
-
-import numpy as np
-import pytest
-
-from easydiffraction.experiments.collections.background import BackgroundFactory
-from easydiffraction.experiments.collections.background import ChebyshevPolynomialBackground
-from easydiffraction.experiments.collections.background import LineSegmentBackground
-from easydiffraction.experiments.collections.background import Point
-from easydiffraction.experiments.collections.background import PolynomialTerm
-
-
-def test_point_initialization():
-    point = Point(x=1.0, y=2.0)
-    assert point.x.value == 1.0
-    assert point.y.value == 2.0
-    assert point.cif_category_key == 'pd_background'
-    assert point.category_key == 'background'
-    assert point._entry_id == '1.0'
-
-
-def test_polynomial_term_initialization():
-    term = PolynomialTerm(order=2, coef=3.0)
-    assert term.order.value == 2
-    assert term.coef.value == 3.0
-    assert term.cif_category_key == 'pd_background'
-    assert term.category_key == 'background'
-    assert term._entry_id == '2'
-
-
-def test_line_segment_background_add_and_calculate():
-    background = LineSegmentBackground()
-    background.add(1.0, 2.0)
-    background.add(3.0, 4.0)
-
-    x_data = np.array([1.0, 2.0, 3.0])
-    y_data = background.calculate(x_data)
-
-    assert np.array_equal(y_data, np.array([2.0, 3.0, 4.0]))
-
-
-def test_line_segment_background_calculate_no_points():
-    background = LineSegmentBackground()
-    x_data = np.array([1.0, 2.0, 3.0])
-
-    with patch('builtins.print') as mock_print:
-        y_data = background.calculate(x_data)
-        assert np.array_equal(y_data, np.zeros_like(x_data))
-        assert 'No background points found. Setting background to zero.' in str(mock_print.call_args.args[0])
-
-
-def test_line_segment_background_show(capsys):
-    background = LineSegmentBackground()
-    background.add(1.0, 2.0)
-    background.add(3.0, 4.0)
-
-    background.show()
-    captured = capsys.readouterr()
-    assert 'Line-segment background points' in captured.out
-
-
-def test_chebyshev_polynomial_background_add_and_calculate():
-    background = ChebyshevPolynomialBackground()
-    background.add(order=0, coef=1.0)
-    background.add(order=1, coef=2.0)
-
-    x_data = np.array([0.0, 0.5, 1.0])
-    y_data = background.calculate(x_data)
-
-    # Expected values are calculated using the Chebyshev polynomial formula
-    u = (x_data - x_data.min()) / (x_data.max() - x_data.min()) * 2 - 1
-    expected_y = 1.0 + 2.0 * u
-    assert np.allclose(y_data, expected_y)
-
-
-def test_chebyshev_polynomial_background_calculate_no_terms():
-    background = ChebyshevPolynomialBackground()
-    x_data = np.array([0.0, 0.5, 1.0])
-
-    with patch('builtins.print') as mock_print:
-        y_data = background.calculate(x_data)
-        assert np.array_equal(y_data, np.zeros_like(x_data))
-        assert 'No background points found. Setting background to zero.' in str(mock_print.call_args.args[0])
-
-
-def test_chebyshev_polynomial_background_show(capsys):
-    background = ChebyshevPolynomialBackground()
-    background.add(order=0, coef=1.0)
-    background.add(order=1, coef=2.0)
-
-    background.show()
-    captured = capsys.readouterr()
-    assert 'Chebyshev polynomial background terms' in captured.out
-
-
-def test_background_factory_create_supported_types():
-    line_segment_background = BackgroundFactory.create('line-segment')
-    assert isinstance(line_segment_background, LineSegmentBackground)
-
-    chebyshev_background = BackgroundFactory.create('chebyshev polynomial')
-    assert isinstance(chebyshev_background, ChebyshevPolynomialBackground)
-
-
-def test_background_factory_create_unsupported_type():
-    with pytest.raises(ValueError, match="Unsupported background type: 'unsupported'.*"):
-        BackgroundFactory.create('unsupported')
diff --git a/tests/unit/experiments/collections/test_datastore.py b/tests/unit/experiments/collections/test_datastore.py
deleted file mode 100644
index ab1b870a..00000000
--- a/tests/unit/experiments/collections/test_datastore.py
+++ /dev/null
@@ -1,181 +0,0 @@
-import numpy as np
-import pytest
-
-from easydiffraction.experiments.datastore import DatastoreFactory
-from easydiffraction.experiments.datastore import PowderDatastore
-from easydiffraction.experiments.datastore import SingleCrystalDatastore
-
-
-def test_powder_datastore_init():
-    ds = PowderDatastore(beam_mode='constant wavelength')
-    assert ds.meas is None
-    assert ds.meas_su is None
-    assert ds.calc is None
-
-    assert ds.beam_mode == 'constant wavelength'
-    assert ds.x is None
-    assert ds.d is None
-    assert ds.bkg is None
-
-
-def test_powder_datastore_calc():
-    ds = PowderDatastore()
-    with pytest.raises(TypeError):
-        ds.calc = [1, 2, 3]  # Should raise TypeError because list is not allowed
-    arr = np.array([1, 2, 3])
-    ds.calc = arr
-    assert np.array_equal(ds.calc, arr)
-
-
-def test_single_crystal_datastore_init():
-    ds = SingleCrystalDatastore()
-    assert ds.meas is None
-    assert ds.meas_su is None
-    assert ds.calc is None
-
-    assert ds.sin_theta_over_lambda is None
-    assert ds.index_h is None
-    assert ds.index_k is None
-    assert ds.index_l is None
-
-
-def test_datastore_factory_create_powder():
-    ds = DatastoreFactory.create(sample_form='powder')
-    assert isinstance(ds, PowderDatastore)
-
-
-def test_datastore_factory_create_single_crystal():
-    ds = DatastoreFactory.create(sample_form='single crystal')
-    assert isinstance(ds, SingleCrystalDatastore)
-
-
-def test_datastore_factory_create_powder_time_of_flight():
-    ds = DatastoreFactory.create(sample_form='powder', beam_mode='time-of-flight')
-    assert isinstance(ds, PowderDatastore)
-    assert ds.beam_mode == 'time-of-flight'
-
-
-def test_datastore_factory_create_powder_constant_wavelength():
-    ds = DatastoreFactory.create(sample_form='powder', beam_mode='constant wavelength')
-    assert isinstance(ds, PowderDatastore)
-    assert ds.beam_mode == 'constant wavelength'
-
-
-def test_datastore_factory_create_invalid_sample_form():
-    with pytest.raises(ValueError, match="Unsupported sample form: 'invalid'"):
-        DatastoreFactory.create(sample_form='invalid')
-
-
-def test_datastore_factory_create_invalid_beam_mode():
-    with pytest.raises(ValueError, match="Unsupported beam mode: 'invalid'"):
-        DatastoreFactory.create(beam_mode='invalid')
-
-
-def test_datastore_factory_cif_mapping_powder_time_of_flight():
-    ds = DatastoreFactory.create(
-        sample_form='powder',
-        beam_mode='time-of-flight',
-    )
-    desired = {
-        'x': '_pd_meas.time_of_flight',
-        'meas': '_pd_meas.intensity_total',
-        'meas_su': '_pd_meas.intensity_total_su',
-    }
-    actual = ds._cif_mapping()
-    assert actual == desired
-
-
-def test_datastore_factory_cif_mapping_powder_constant_wavelength():
-    ds = DatastoreFactory.create(
-        sample_form='powder',
-        beam_mode='constant wavelength',
-    )
-    desired = {
-        'x': '_pd_meas.2theta_scan',
-        'meas': '_pd_meas.intensity_total',
-        'meas_su': '_pd_meas.intensity_total_su',
-    }
-    actual = ds._cif_mapping()
-    assert actual == desired
-
-
-def test_datastore_factory_cif_mapping_single_crystal():
-    ds = DatastoreFactory.create(
-        sample_form='single crystal',
-        beam_mode='constant wavelength',
-    )
-    desired = {
-        'index_h': '_refln.index_h',
-        'index_k': '_refln.index_k',
-        'index_l': '_refln.index_l',
-        'meas': '_refln.intensity_meas',
-        'meas_su': '_refln.intensity_meas_su',
-    }
-    actual = ds._cif_mapping()
-    assert actual == desired
-
-
-def test_powder_as_cif_constant_wavelength():
-    ds = PowderDatastore(beam_mode='constant wavelength')
-    ds.x = np.array([1.0, 2.0, 3.0])
-    ds.meas = np.array([10.0, 20.0, 30.0])
-    ds.meas_su = np.array([0.1, 0.2, 0.3])
-    ds.bkg = np.array([0.5, 0.5, 0.5])
-    cif = ds.as_cif()
-    assert '_pd_meas.2theta_scan' in cif
-    assert '_pd_meas.intensity_total' in cif
-    assert '_pd_meas.intensity_total_su' in cif
-
-
-def test_powder_as_cif_time_of_flight():
-    ds = PowderDatastore(beam_mode='time-of-flight')
-    ds.x = np.array([0.5, 1.0, 1.5])
-    ds.meas = np.array([15.0, 25.0, 35.0])
-    ds.meas_su = np.array([0.15, 0.25, 0.35])
-    ds.bkg = np.array([0.4, 0.4, 0.4])
-    cif = ds.as_cif()
-    assert '_pd_meas.time_of_flight' in cif
-    assert '_pd_meas.intensity_total' in cif
-    assert '_pd_meas.intensity_total_su' in cif
-
-
-def test_single_crystal_as_cif():
-    ds = SingleCrystalDatastore()
-    ds.sin_theta_over_lambda = np.array([0.1, 0.2])
-    ds.index_h = np.array([1, 0])
-    ds.index_k = np.array([0, 1])
-    ds.index_l = np.array([0, 0])
-    ds.meas = np.array([100, 200])
-    ds.meas_su = np.array([10, 20])
-    cif = ds.as_cif()
-    assert '_refln.index_h' in cif
-    assert '_refln.index_k' in cif
-    assert '_refln.index_l' in cif
-    assert '_refln.intensity_meas' in cif
-    assert '_refln.intensity_meas_su' in cif
-
-
-def test_as_cif_truncation():
-    ds = PowderDatastore()
-    ds.x = np.arange(10)
-    ds.meas = np.arange(10) * 10
-    ds.meas_su = np.arange(10) * 0.1
-    ds.bkg = np.arange(10) * 0.5
-
-    cif = ds.as_cif(max_points=2)
-
-    # It should contain CIF headers
-    assert '_pd_meas.2theta_scan' in cif
-    assert '_pd_meas.intensity_total' in cif
-    assert '_pd_meas.intensity_total_su' in cif
-
-    # It should contain first 2 and last 2 rows, but not the middle
-    assert '0 0 0.0' in cif
-    assert '1 10 0.1' in cif
-    assert '3 20 0.2' not in cif
-    assert '7 70 0.7' not in cif
-    assert '8 80 0.8' in cif
-    assert '9 90 0.9' in cif
-
-    # Ellipsis should indicate truncation
-    assert '...' in cif
diff --git a/tests/unit/experiments/collections/test_linked_phases.py b/tests/unit/experiments/collections/test_linked_phases.py
deleted file mode 100644
index 367e083f..00000000
--- a/tests/unit/experiments/collections/test_linked_phases.py
+++ /dev/null
@@ -1,46 +0,0 @@
-from easydiffraction.experiments.collections.linked_phases import LinkedPhase
-from easydiffraction.experiments.collections.linked_phases import LinkedPhases
-
-
-def test_linked_phase_category_key():
-    lp = LinkedPhase(id='phase1', scale=1.0)
-    assert lp.category_key == 'linked_phases'
-
-
-def test_linked_phase_cif_category_key():
-    lp = LinkedPhase(id='phase1', scale=1.0)
-    assert lp.cif_category_key == 'pd_phase_block'
-
-
-def test_linked_phase_init():
-    lp = LinkedPhase(id='phase1', scale=1.23)
-    assert lp.id.value == 'phase1'
-    assert lp.id.name == 'id'
-    assert lp.id.cif_name == 'id'
-    assert lp.scale.value == 1.23
-    assert lp.scale.name == 'scale'
-    assert lp.scale.cif_name == 'scale'
-
-
-def test_linked_phases_type():
-    lps = LinkedPhases()
-    assert lps._type == 'category'
-
-
-def test_linked_phases_child_class():
-    lps = LinkedPhases()
-    assert lps._child_class is LinkedPhase
-
-
-def test_linked_phases_init_empty():
-    lps = LinkedPhases()
-    assert len(lps._items) == 0
-
-
-def test_linked_phases_add():
-    lps = LinkedPhases()
-    lps.add(id='phase1', scale=1.0)
-    lps.add(id='phase2', scale=2.0)
-    assert len(lps._items) == 2
-    assert lps['phase1'].scale.value == 1.0
-    assert lps['phase2'].scale.value == 2.0
diff --git a/tests/unit/experiments/components/test_experiment_type.py b/tests/unit/experiments/components/test_experiment_type.py
deleted file mode 100644
index 68fac38f..00000000
--- a/tests/unit/experiments/components/test_experiment_type.py
+++ /dev/null
@@ -1,54 +0,0 @@
-from easydiffraction.core.objects import Descriptor
-from easydiffraction.experiments.components.experiment_type import ExperimentType
-
-
-def test_experiment_type_initialization():
-    experiment_type = ExperimentType(
-        sample_form='powder',
-        beam_mode='constant wavelength',
-        radiation_probe='neutron',
-        scattering_type='bragg',
-    )
-
-    assert isinstance(experiment_type.sample_form, Descriptor)
-    assert experiment_type.sample_form.value == 'powder'
-    assert experiment_type.sample_form.name == 'sample_form'
-    assert experiment_type.sample_form.cif_name == 'sample_form'
-
-    assert isinstance(experiment_type.beam_mode, Descriptor)
-    assert experiment_type.beam_mode.value == 'constant wavelength'
-    assert experiment_type.beam_mode.name == 'beam_mode'
-    assert experiment_type.beam_mode.cif_name == 'beam_mode'
-
-    assert isinstance(experiment_type.radiation_probe, Descriptor)
-    assert experiment_type.radiation_probe.value == 'neutron'
-    assert experiment_type.radiation_probe.name == 'radiation_probe'
-    assert experiment_type.radiation_probe.cif_name == 'radiation_probe'
-
-
-def test_experiment_type_properties():
-    experiment_type = ExperimentType(
-        sample_form='single crystal',
-        beam_mode='time-of-flight',
-        radiation_probe='xray',
-        scattering_type='bragg',
-    )
-
-    assert experiment_type.category_key == 'expt_type'
-    assert experiment_type.cif_category_key == 'expt_type'
-    assert experiment_type.datablock_id is None
-    assert experiment_type.entry_id is None
-    assert experiment_type._locked is True
-
-
-def no_test_experiment_type_locking_attributes():
-    # TODO: hmm this doesn't work as expected.
-    experiment_type = ExperimentType(
-        sample_form='powder',
-        beam_mode='constant wavelength',
-        radiation_probe='neutron',
-        scattering_type='bragg',
-    )
-    experiment_type._locked = True  # Disallow adding new attributes
-    experiment_type.new_attribute = 'value'
-    assert not hasattr(experiment_type, 'new_attribute')
diff --git a/tests/unit/experiments/components/test_instrument.py b/tests/unit/experiments/components/test_instrument.py
deleted file mode 100644
index 084dc41e..00000000
--- a/tests/unit/experiments/components/test_instrument.py
+++ /dev/null
@@ -1,85 +0,0 @@
-import pytest
-
-from easydiffraction.core.objects import Parameter
-from easydiffraction.experiments.components.instrument import ConstantWavelengthInstrument
-from easydiffraction.experiments.components.instrument import InstrumentBase
-from easydiffraction.experiments.components.instrument import InstrumentFactory
-from easydiffraction.experiments.components.instrument import TimeOfFlightInstrument
-
-
-def test_instrument_base_properties():
-    instrument = InstrumentBase()
-    assert instrument.category_key == 'instrument'
-    assert instrument.cif_category_key == 'instr'
-    assert instrument._entry_id is None
-
-
-def test_constant_wavelength_instrument_initialization():
-    instrument = ConstantWavelengthInstrument(setup_wavelength=1.5406, calib_twotheta_offset=0.1)
-
-    assert isinstance(instrument.setup_wavelength, Parameter)
-    assert instrument.setup_wavelength.value == 1.5406
-    assert instrument.setup_wavelength.name == 'wavelength'
-    assert instrument.setup_wavelength.cif_name == 'wavelength'
-    assert instrument.setup_wavelength.units == 'Å'
-
-    assert isinstance(instrument.calib_twotheta_offset, Parameter)
-    assert instrument.calib_twotheta_offset.value == 0.1
-    assert instrument.calib_twotheta_offset.name == 'twotheta_offset'
-    assert instrument.calib_twotheta_offset.cif_name == '2theta_offset'
-    assert instrument.calib_twotheta_offset.units == 'deg'
-
-
-def test_time_of_flight_instrument_initialization():
-    instrument = TimeOfFlightInstrument(
-        setup_twotheta_bank=150.0,
-        calib_d_to_tof_offset=0.5,
-        calib_d_to_tof_linear=10000.0,
-        calib_d_to_tof_quad=-1.0,
-        calib_d_to_tof_recip=0.1,
-    )
-
-    assert isinstance(instrument.setup_twotheta_bank, Parameter)
-    assert instrument.setup_twotheta_bank.value == 150.0
-    assert instrument.setup_twotheta_bank.name == 'twotheta_bank'
-    assert instrument.setup_twotheta_bank.cif_name == '2theta_bank'
-    assert instrument.setup_twotheta_bank.units == 'deg'
-
-    assert isinstance(instrument.calib_d_to_tof_offset, Parameter)
-    assert instrument.calib_d_to_tof_offset.value == 0.5
-    assert instrument.calib_d_to_tof_offset.name == 'd_to_tof_offset'
-    assert instrument.calib_d_to_tof_offset.cif_name == 'd_to_tof_offset'
-    assert instrument.calib_d_to_tof_offset.units == 'µs'
-
-    assert isinstance(instrument.calib_d_to_tof_linear, Parameter)
-    assert instrument.calib_d_to_tof_linear.value == 10000.0
-    assert instrument.calib_d_to_tof_linear.name == 'd_to_tof_linear'
-    assert instrument.calib_d_to_tof_linear.cif_name == 'd_to_tof_linear'
-    assert instrument.calib_d_to_tof_linear.units == 'µs/Å'
-
-    assert isinstance(instrument.calib_d_to_tof_quad, Parameter)
-    assert instrument.calib_d_to_tof_quad.value == -1.0
-    assert instrument.calib_d_to_tof_quad.name == 'd_to_tof_quad'
-    assert instrument.calib_d_to_tof_quad.cif_name == 'd_to_tof_quad'
-    assert instrument.calib_d_to_tof_quad.units == 'µs/Ų'
-
-    assert isinstance(instrument.calib_d_to_tof_recip, Parameter)
-    assert instrument.calib_d_to_tof_recip.value == 0.1
-    assert instrument.calib_d_to_tof_recip.name == 'd_to_tof_recip'
-    assert instrument.calib_d_to_tof_recip.cif_name == 'd_to_tof_recip'
-    assert instrument.calib_d_to_tof_recip.units == 'µs·Å'
-
-
-def test_instrument_factory_create_constant_wavelength():
-    instrument = InstrumentFactory.create(beam_mode='constant wavelength')
-    assert isinstance(instrument, ConstantWavelengthInstrument)
-
-
-def test_instrument_factory_create_time_of_flight():
-    instrument = InstrumentFactory.create(beam_mode='time-of-flight')
-    assert isinstance(instrument, TimeOfFlightInstrument)
-
-
-def test_instrument_factory_create_invalid_beam_mode():
-    with pytest.raises(ValueError, match="Unsupported beam mode: 'invalid'.*"):
-        InstrumentFactory.create(beam_mode='invalid')
diff --git a/tests/unit/experiments/components/test_peak.py b/tests/unit/experiments/components/test_peak.py
deleted file mode 100644
index 1de1c15d..00000000
--- a/tests/unit/experiments/components/test_peak.py
+++ /dev/null
@@ -1,145 +0,0 @@
-import pytest
-
-from easydiffraction.core.objects import Parameter
-from easydiffraction.experiments.components.peak import ConstantWavelengthBroadeningMixin
-from easydiffraction.experiments.components.peak import ConstantWavelengthPseudoVoigt
-from easydiffraction.experiments.components.peak import ConstantWavelengthSplitPseudoVoigt
-from easydiffraction.experiments.components.peak import ConstantWavelengthThompsonCoxHastings
-from easydiffraction.experiments.components.peak import EmpiricalAsymmetryMixin
-from easydiffraction.experiments.components.peak import FcjAsymmetryMixin
-from easydiffraction.experiments.components.peak import IkedaCarpenterAsymmetryMixin
-from easydiffraction.experiments.components.peak import PeakBase
-from easydiffraction.experiments.components.peak import PeakFactory
-from easydiffraction.experiments.components.peak import TimeOfFlightBroadeningMixin
-from easydiffraction.experiments.components.peak import TimeOfFlightPseudoVoigt
-from easydiffraction.experiments.components.peak import TimeOfFlightPseudoVoigtBackToBack
-from easydiffraction.experiments.components.peak import TimeOfFlightPseudoVoigtIkedaCarpenter
-
-
-# --- Tests for Mixins ---
-def test_constant_wavelength_broadening_mixin():
-    class TestClass(ConstantWavelengthBroadeningMixin):
-        def __init__(self):
-            self._add_constant_wavelength_broadening()
-
-    obj = TestClass()
-    assert isinstance(obj.broad_gauss_u, Parameter)
-    assert obj.broad_gauss_u.value == 0.01
-    assert obj.broad_gauss_v.value == -0.01
-    assert obj.broad_gauss_w.value == 0.02
-    assert obj.broad_lorentz_x.value == 0.0
-    assert obj.broad_lorentz_y.value == 0.0
-
-
-def test_time_of_flight_broadening_mixin():
-    class TestClass(TimeOfFlightBroadeningMixin):
-        def __init__(self):
-            self._add_time_of_flight_broadening()
-
-    obj = TestClass()
-    assert isinstance(obj.broad_gauss_sigma_0, Parameter)
-    assert obj.broad_gauss_sigma_0.value == 0.0
-    assert obj.broad_gauss_sigma_1.value == 0.0
-    assert obj.broad_gauss_sigma_2.value == 0.0
-    assert obj.broad_lorentz_gamma_0.value == 0.0
-    assert obj.broad_lorentz_gamma_1.value == 0.0
-    assert obj.broad_lorentz_gamma_2.value == 0.0
-    assert obj.broad_mix_beta_0.value == 0.0
-    assert obj.broad_mix_beta_1.value == 0.0
-
-
-def test_empirical_asymmetry_mixin():
-    class TestClass(EmpiricalAsymmetryMixin):
-        def __init__(self):
-            self._add_empirical_asymmetry()
-
-    obj = TestClass()
-    assert isinstance(obj.asym_empir_1, Parameter)
-    assert obj.asym_empir_1.value == 0.1
-    assert obj.asym_empir_2.value == 0.2
-    assert obj.asym_empir_3.value == 0.3
-    assert obj.asym_empir_4.value == 0.4
-
-
-def test_fcj_asymmetry_mixin():
-    class TestClass(FcjAsymmetryMixin):
-        def __init__(self):
-            self._add_fcj_asymmetry()
-
-    obj = TestClass()
-    assert isinstance(obj.asym_fcj_1, Parameter)
-    assert obj.asym_fcj_1.value == 0.01
-    assert obj.asym_fcj_2.value == 0.02
-
-
-def test_ikeda_carpenter_asymmetry_mixin():
-    class TestClass(IkedaCarpenterAsymmetryMixin):
-        def __init__(self):
-            self._add_ikeda_carpenter_asymmetry()
-
-    obj = TestClass()
-    assert isinstance(obj.asym_alpha_0, Parameter)
-    assert obj.asym_alpha_0.value == 0.01
-    assert obj.asym_alpha_1.value == 0.02
-
-
-# --- Tests for Base and Derived Peak Classes ---
-def test_peak_base_properties():
-    peak = PeakBase()
-    assert peak.cif_category_key == 'peak'
-    assert peak.category_key == 'peak'
-    assert peak._entry_id is None
-
-
-def test_constant_wavelength_pseudo_voigt_initialization():
-    peak = ConstantWavelengthPseudoVoigt()
-    assert isinstance(peak.broad_gauss_u, Parameter)
-    assert peak.broad_gauss_u.value == 0.01
-
-
-def test_constant_wavelength_split_pseudo_voigt_initialization():
-    peak = ConstantWavelengthSplitPseudoVoigt()
-    assert isinstance(peak.broad_gauss_u, Parameter)
-    assert isinstance(peak.asym_empir_1, Parameter)
-    assert peak.asym_empir_1.value == 0.1
-
-
-def test_constant_wavelength_thompson_cox_hastings_initialization():
-    peak = ConstantWavelengthThompsonCoxHastings()
-    assert isinstance(peak.broad_gauss_u, Parameter)
-    assert isinstance(peak.asym_fcj_1, Parameter)
-    assert peak.asym_fcj_1.value == 0.01
-
-
-def test_time_of_flight_pseudo_voigt_initialization():
-    peak = TimeOfFlightPseudoVoigt()
-    assert isinstance(peak.broad_gauss_sigma_0, Parameter)
-    assert peak.broad_gauss_sigma_0.value == 0.0
-
-
-def test_time_of_flight_pseudo_voigt_ikeda_carpenter_initialization():
-    peak = TimeOfFlightPseudoVoigtIkedaCarpenter()
-    assert isinstance(peak.broad_gauss_sigma_0, Parameter)
-    assert isinstance(peak.asym_alpha_0, Parameter)
-
-
-def test_time_of_flight_pseudo_voigt_back_to_back_exponential_initialization():
-    peak = TimeOfFlightPseudoVoigtBackToBack()
-    assert isinstance(peak.broad_gauss_sigma_0, Parameter)
-    assert isinstance(peak.asym_alpha_0, Parameter)
-
-
-# --- Tests for PeakFactory ---
-def test_peak_factory_create_constant_wavelength_pseudo_voigt():
-    peak = PeakFactory.create(beam_mode='constant wavelength', profile_type='pseudo-voigt')
-    assert isinstance(peak, ConstantWavelengthPseudoVoigt)
-
-
-def test_peak_factory_create_invalid_beam_mode():
-    with pytest.raises(ValueError, match="Unsupported beam mode: 'invalid'.*"):
-        PeakFactory.create(beam_mode='invalid', profile_type='pseudo-voigt')
-
-
-def test_peak_factory_create_invalid_profile_type():
-    with pytest.raises(ValueError, match="Unsupported profile type 'invalid' for beam mode 'constant wavelength'.*"):
-        PeakFactory.create(beam_mode='constant wavelength', profile_type='invalid')
diff --git a/tests/unit/experiments/test_experiment.py b/tests/unit/experiments/test_experiment.py
deleted file mode 100644
index 8345a92d..00000000
--- a/tests/unit/experiments/test_experiment.py
+++ /dev/null
@@ -1,154 +0,0 @@
-from unittest.mock import MagicMock
-from unittest.mock import patch
-
-import numpy as np
-import pytest
-
-from easydiffraction.experiments.components.experiment_type import BeamModeEnum
-from easydiffraction.experiments.components.experiment_type import ExperimentType
-from easydiffraction.experiments.components.experiment_type import RadiationProbeEnum
-from easydiffraction.experiments.components.experiment_type import SampleFormEnum
-from easydiffraction.experiments.components.experiment_type import ScatteringTypeEnum
-from easydiffraction.experiments.experiment import BaseExperiment
-from easydiffraction.experiments.experiment import Experiment
-from easydiffraction.experiments.experiment import ExperimentFactory
-from easydiffraction.experiments.experiment import PowderExperiment
-from easydiffraction.experiments.experiment import SingleCrystalExperiment
-
-
-@pytest.fixture
-def expt_type():
-    return ExperimentType(
-        sample_form=SampleFormEnum.default(),
-        beam_mode=BeamModeEnum.default(),
-        radiation_probe='xray',
-        scattering_type='bragg',
-    )
-
-
-class ConcreteBaseExperiment(BaseExperiment):
-    """Concrete implementation of BaseExperiment for testing."""
-
-    def _load_ascii_data_to_experiment(self, data_path):
-        pass
-
-    def show_meas_chart(self, x_min=None, x_max=None):
-        pass
-
-
-class ConcreteSingleCrystalExperiment(SingleCrystalExperiment):
-    """Concrete implementation of SingleCrystalExperiment for
-    testing."""
-
-    def _load_ascii_data_to_experiment(self, data_path):
-        pass
-
-
-def test_base_experiment_initialization(expt_type):
-    experiment = ConcreteBaseExperiment(name='TestExperiment', type=expt_type)
-    assert experiment.name == 'TestExperiment'
-    assert experiment.type == expt_type
-
-
-def test_powder_experiment_initialization(expt_type):
-    experiment = PowderExperiment(name='PowderTest', type=expt_type)
-    assert experiment.name == 'PowderTest'
-    assert experiment.type == expt_type
-    assert experiment.background is not None
-    assert experiment.peak is not None
-    assert experiment.linked_phases is not None
-
-
-def test_powder_experiment_load_ascii_data(expt_type):
-    experiment = PowderExperiment(name='PowderTest', type=expt_type)
-    experiment.datastore = MagicMock()
-    mock_data = np.array([[1.0, 2.0, 0.1], [2.0, 3.0, 0.2]])
-    with patch('numpy.loadtxt', return_value=mock_data):
-        experiment._load_ascii_data_to_experiment('mock_path')
-    assert np.array_equal(experiment.datastore.x, mock_data[:, 0])
-    assert np.array_equal(experiment.datastore.meas, mock_data[:, 1])
-    assert np.array_equal(experiment.datastore.meas_su, mock_data[:, 2])
-
-
-def test_single_crystal_experiment_initialization(expt_type):
-    experiment = ConcreteSingleCrystalExperiment(name='SingleCrystalTest', type=expt_type)
-    assert experiment.name == 'SingleCrystalTest'
-    assert experiment.type == expt_type
-    assert experiment.linked_crystal is None
-
-
-def test_single_crystal_experiment_show_meas_chart(expt_type):
-    experiment = ConcreteSingleCrystalExperiment(name='SingleCrystalTest', type=expt_type)
-    with patch('builtins.print') as mock_print:
-        experiment.show_meas_chart()
-        mock_print.assert_called_once_with('Showing measured data chart is not implemented yet.')
-
-
-def test_experiment_factory_create_powder():
-    experiment = ExperimentFactory.create(
-        name='PowderTest',
-        sample_form=SampleFormEnum.POWDER.value,
-        beam_mode=BeamModeEnum.default().value,
-        radiation_probe=RadiationProbeEnum.default().value,
-        scattering_type=ScatteringTypeEnum.default().value,
-    )
-    assert isinstance(experiment, PowderExperiment)
-    assert experiment.name == 'PowderTest'
-
-
-# to be added once single crystal works
-def no_test_experiment_factory_create_single_crystal():
-    experiment = ExperimentFactory.create(
-        name='SingleCrystalTest',
-        sample_form=SampleFormEnum.SINGLE_CRYSTAL.value,
-        beam_mode=BeamModeEnum.default().value,
-        radiation_probe=RadiationProbeEnum.default().value,
-    )
-    assert isinstance(experiment, SingleCrystalExperiment)
-    assert experiment.name == 'SingleCrystalTest'
-
-
-def test_experiment_method():
-    mock_data = np.array([[1.0, 2.0, 0.1], [2.0, 3.0, 0.2]])
-    with patch('numpy.loadtxt', return_value=mock_data):
-        experiment = Experiment(
-            name='ExperimentTest',
-            sample_form='powder',
-            beam_mode=BeamModeEnum.default().value,
-            radiation_probe=RadiationProbeEnum.default().value,
-            data_path='mock_path',
-        )
-    assert isinstance(experiment, PowderExperiment)
-    assert experiment.name == 'ExperimentTest'
-    assert np.array_equal(experiment.datastore.x, mock_data[:, 0])
-    assert np.array_equal(experiment.datastore.meas, mock_data[:, 1])
-    assert np.array_equal(experiment.datastore.meas_su, mock_data[:, 2])
-
-
-def test_experiment_factory_invalid_args_missing_required():
-    # Missing required 'name'
-    with pytest.raises(ValueError, match='Invalid argument combination'):
-        ExperimentFactory.create(
-            sample_form=SampleFormEnum.POWDER.value,
-            beam_mode=BeamModeEnum.default().value,
-            radiation_probe=RadiationProbeEnum.default().value,
-            scattering_type=ScatteringTypeEnum.default().value,
-        )
-
-
-def test_experiment_factory_conflicting_args_cif_and_name():
-    # Conflicting: 'cif_path' with 'name'
-    with pytest.raises(ValueError, match='Invalid argument combination'):
-        ExperimentFactory.create(name='ConflictTest', cif_path='path/to/file.cif')
-
-
-def test_experiment_factory_conflicting_args_data_and_cif():
-    # Conflicting: multiple conflicting input sources
-    with pytest.raises(ValueError, match='Invalid argument combination'):
-        ExperimentFactory.create(name='ConflictTest', data_path='mock_path', cif_str='cif content')
-
-
-def test_experiment_factory_invalid_args_unsupported_key():
-    # Unsupported keyword
-    with pytest.raises(ValueError, match='Invalid argument combination'):
-        ExperimentFactory.create(foo='bar')
diff --git a/tests/unit/experiments/test_experiments.py b/tests/unit/experiments/test_experiments.py
deleted file mode 100644
index 7c346d0a..00000000
--- a/tests/unit/experiments/test_experiments.py
+++ /dev/null
@@ -1,86 +0,0 @@
-from unittest.mock import MagicMock
-from unittest.mock import patch
-
-from easydiffraction.experiments.experiment import BaseExperiment
-from easydiffraction.experiments.experiments import Experiments
-
-
-class ConcreteBaseExperiment(BaseExperiment):
-    """Concrete implementation of BaseExperiment for testing."""
-
-    def _load_ascii_data_to_experiment(self, data_path):
-        pass
-
-    def show_meas_chart(self, x_min=None, x_max=None):
-        pass
-
-
-def test_experiments_initialization():
-    experiments = Experiments()
-    assert isinstance(experiments, Experiments)
-    assert len(experiments.ids) == 0
-
-
-def test_experiments_add_prebuilt_experiment():
-    experiments = Experiments()
-    mock_experiment = MagicMock(spec=BaseExperiment)
-    mock_experiment.name = 'TestExperiment'
-
-    experiments.add(experiment=mock_experiment)
-    assert 'TestExperiment' in experiments.ids
-    assert experiments._experiments['TestExperiment'] == mock_experiment
-
-
-def test_experiments_add_from_data_path():
-    experiments = Experiments()
-    mock_experiment = MagicMock(spec=ConcreteBaseExperiment)
-    mock_experiment.name = 'TestExperiment'
-
-    with patch('easydiffraction.experiments.experiment.ExperimentFactory.create', return_value=mock_experiment):
-        experiments.add_from_data_path(
-            name='TestExperiment',
-            sample_form='powder',
-            beam_mode='constant wavelength',
-            radiation_probe='xray',
-            data_path='mock_path',
-        )
-
-    assert 'TestExperiment' in experiments.ids
-    assert experiments['TestExperiment'] == mock_experiment
-
-
-def test_experiments_remove():
-    experiments = Experiments()
-    mock_experiment = MagicMock(spec=BaseExperiment)
-    mock_experiment.name = 'TestExperiment'
-
-    experiments.add(experiment=mock_experiment)
-    assert 'TestExperiment' in experiments.ids
-
-    experiments.remove('TestExperiment')
-    assert 'TestExperiment' not in experiments.ids
-
-
-def test_experiments_show_names(capsys):
-    experiments = Experiments()
-    mock_experiment = MagicMock(spec=BaseExperiment)
-    mock_experiment.name = 'TestExperiment'
-
-    experiments.add(experiment=mock_experiment)
-    experiments.show_names()
-
-    captured = capsys.readouterr()
-    assert 'Defined experiments 🔬' in captured.out
-    assert 'TestExperiment' in captured.out
-
-
-def test_experiments_as_cif():
-    experiments = Experiments()
-    mock_experiment = MagicMock(spec=BaseExperiment)
-    mock_experiment.name = 'TestExperiment'
-    mock_experiment.as_cif.return_value = 'mock_cif_content'
-
-    experiments.add(experiment=mock_experiment)
-    cif_output = experiments.as_cif()
-
-    assert 'mock_cif_content' in cif_output
diff --git a/tests/unit/sample_models/collections/test_atom_sites.py b/tests/unit/sample_models/collections/test_atom_sites.py
deleted file mode 100644
index 5514e5b6..00000000
--- a/tests/unit/sample_models/collections/test_atom_sites.py
+++ /dev/null
@@ -1,86 +0,0 @@
-import pytest
-
-from easydiffraction.sample_models.collections.atom_sites import AtomSite
-from easydiffraction.sample_models.collections.atom_sites import AtomSites
-
-
-def test_atom_site_initialization():
-    atom_site = AtomSite(
-        label='O1',
-        type_symbol='O',
-        fract_x=0.1,
-        fract_y=0.2,
-        fract_z=0.3,
-        wyckoff_letter='a',
-        occupancy=0.8,
-        b_iso=1.2,
-        adp_type='Biso',
-    )
-
-    # Assertions
-    assert atom_site.label.value == 'O1'
-    assert atom_site.type_symbol.value == 'O'
-    assert atom_site.fract_x.value == 0.1
-    assert atom_site.fract_y.value == 0.2
-    assert atom_site.fract_z.value == 0.3
-    assert atom_site.wyckoff_letter.value == 'a'
-    assert atom_site.occupancy.value == 0.8
-    assert atom_site.b_iso.value == 1.2
-    assert atom_site.adp_type.value == 'Biso'
-
-
-def test_atom_site_properties():
-    atom_site = AtomSite(label='O1', type_symbol='O', fract_x=0.1, fract_y=0.2, fract_z=0.3)
-
-    # Assertions
-    assert atom_site.cif_category_key == 'atom_site'
-    assert atom_site.category_key == 'atom_sites'
-    assert atom_site._entry_id == 'O1'
-
-
-@pytest.fixture
-def atom_sites_collection():
-    return AtomSites()
-
-
-def test_atom_sites_add(atom_sites_collection):
-    atom_sites_collection.add(
-        label='O1',
-        type_symbol='O',
-        fract_x=0.1,
-        fract_y=0.2,
-        fract_z=0.3,
-        wyckoff_letter='a',
-        occupancy=0.8,
-        b_iso=1.2,
-        adp_type='Biso',
-    )
-
-    # Assertions
-    assert 'O1' in atom_sites_collection._items
-    atom_site = atom_sites_collection._items['O1']
-    assert isinstance(atom_site, AtomSite)
-    assert atom_site.label.value == 'O1'
-    assert atom_site.type_symbol.value == 'O'
-    assert atom_site.fract_x.value == 0.1
-    assert atom_site.fract_y.value == 0.2
-    assert atom_site.fract_z.value == 0.3
-    assert atom_site.wyckoff_letter.value == 'a'
-    assert atom_site.occupancy.value == 0.8
-    assert atom_site.b_iso.value == 1.2
-    assert atom_site.adp_type.value == 'Biso'
-
-
-def test_atom_sites_add_multiple(atom_sites_collection):
-    atom_sites_collection.add(label='O1', type_symbol='O', fract_x=0.1, fract_y=0.2, fract_z=0.3)
-    atom_sites_collection.add(label='C1', type_symbol='C', fract_x=0.4, fract_y=0.5, fract_z=0.6)
-
-    # Assertions
-    assert 'O1' in atom_sites_collection._items
-    assert 'C1' in atom_sites_collection._items
-    assert len(atom_sites_collection._items) == 2
-
-
-def test_atom_sites_type(atom_sites_collection):
-    # Assertions
-    assert atom_sites_collection._type == 'category'
diff --git a/tests/unit/sample_models/components/test_cell.py b/tests/unit/sample_models/components/test_cell.py
deleted file mode 100644
index a7cdf2f8..00000000
--- a/tests/unit/sample_models/components/test_cell.py
+++ /dev/null
@@ -1,37 +0,0 @@
-from easydiffraction.sample_models.components.cell import Cell
-
-
-def test_cell_initialization():
-    cell = Cell(length_a=5.0, length_b=6.0, length_c=7.0, angle_alpha=80.0, angle_beta=85.0, angle_gamma=95.0)
-
-    # Assertions
-    assert cell.length_a.value == 5.0
-    assert cell.length_b.value == 6.0
-    assert cell.length_c.value == 7.0
-    assert cell.angle_alpha.value == 80.0
-    assert cell.angle_beta.value == 85.0
-    assert cell.angle_gamma.value == 95.0
-
-    assert cell.length_a.units == 'Å'
-    assert cell.angle_alpha.units == 'deg'
-
-
-def test_cell_default_initialization():
-    cell = Cell()
-
-    # Assertions
-    assert cell.length_a.value == 10.0
-    assert cell.length_b.value == 10.0
-    assert cell.length_c.value == 10.0
-    assert cell.angle_alpha.value == 90.0
-    assert cell.angle_beta.value == 90.0
-    assert cell.angle_gamma.value == 90.0
-
-
-def test_cell_properties():
-    cell = Cell()
-
-    # Assertions
-    assert cell.cif_category_key == 'cell'
-    assert cell.category_key == 'cell'
-    assert cell._entry_id is None
diff --git a/tests/unit/sample_models/components/test_space_group.py b/tests/unit/sample_models/components/test_space_group.py
deleted file mode 100644
index 5e0d6a1b..00000000
--- a/tests/unit/sample_models/components/test_space_group.py
+++ /dev/null
@@ -1,31 +0,0 @@
-from easydiffraction.sample_models.components.space_group import SpaceGroup
-
-
-def test_space_group_initialization():
-    space_group = SpaceGroup(name_h_m='P 2/m', it_coordinate_system_code=1)
-
-    # Assertions
-    assert space_group.name_h_m.value == 'P 2/m'
-    assert space_group.name_h_m.name == 'name_h_m'
-    assert space_group.name_h_m.cif_name == 'name_H-M_alt'
-
-    assert space_group.it_coordinate_system_code.value == 1
-    assert space_group.it_coordinate_system_code.name == 'it_coordinate_system_code'
-    assert space_group.it_coordinate_system_code.cif_name == 'IT_coordinate_system_code'
-
-
-def test_space_group_default_initialization():
-    space_group = SpaceGroup()
-
-    # Assertions
-    assert space_group.name_h_m.value == 'P 1'
-    assert space_group.it_coordinate_system_code.value is None
-
-
-def test_space_group_properties():
-    space_group = SpaceGroup()
-
-    # Assertions
-    assert space_group.cif_category_key == 'space_group'
-    assert space_group.category_key == 'space_group'
-    assert space_group._entry_id is None
diff --git a/tests/unit/sample_models/test_sample_models.py b/tests/unit/sample_models/test_sample_models.py
deleted file mode 100644
index ce1f363b..00000000
--- a/tests/unit/sample_models/test_sample_models.py
+++ /dev/null
@@ -1,80 +0,0 @@
-from unittest.mock import MagicMock
-from unittest.mock import patch
-
-import pytest
-
-from easydiffraction.sample_models.sample_models import SampleModel
-from easydiffraction.sample_models.sample_models import SampleModels
-
-
-@pytest.fixture
-def mock_sample_model():
-    with (
-        patch('easydiffraction.sample_models.components.space_group.SpaceGroup') as mock_space_group,
-        patch('easydiffraction.sample_models.components.cell.Cell') as mock_cell,
-        patch('easydiffraction.sample_models.collections.atom_sites.AtomSites') as mock_atom_sites,
-    ):
-        space_group = mock_space_group.return_value
-        cell = mock_cell.return_value
-        atom_sites = mock_atom_sites.return_value
-
-        # Mock attributes
-        space_group.name_h_m.value = 'P 1'
-        space_group.it_coordinate_system_code.value = 1
-        cell.length_a.value = 1.0
-        cell.length_b.value = 2.0
-        cell.length_c.value = 3.0
-        cell.angle_alpha.value = 90.0
-        cell.angle_beta.value = 90.0
-        cell.angle_gamma.value = 90.0
-        atom_sites.__iter__.return_value = []
-
-        return SampleModel(name='test_model')
-
-
-@pytest.fixture
-def mock_sample_models():
-    return SampleModels()
-
-
-def test_sample_models_add(mock_sample_models, mock_sample_model):
-    mock_sample_models.add(model=mock_sample_model)
-
-    # Assertions
-    assert 'test_model' in mock_sample_models.get_ids()
-
-
-def test_sample_models_remove(mock_sample_models, mock_sample_model):
-    mock_sample_models.add(model=mock_sample_model)
-    mock_sample_models.remove('test_model')
-
-    # Assertions
-    assert 'test_model' not in mock_sample_models.get_ids()
-
-
-def test_sample_models_as_cif(mock_sample_models, mock_sample_model):
-    mock_sample_model.as_cif = MagicMock(return_value='data_test_model')
-    mock_sample_models.add(model=mock_sample_model)
-
-    cif = mock_sample_models.as_cif()
-
-    # Assertions
-    assert 'data_test_model' in cif
-
-
-@patch('builtins.print')
-def test_sample_models_show_names(mock_print, mock_sample_models, mock_sample_model):
-    mock_sample_models.add(model=mock_sample_model)
-    mock_sample_models.show_names()
-
-    # Assertions
-    mock_print.assert_called_with(['test_model'])
-
-
-@patch.object(SampleModel, 'show_params', autospec=True)
-def test_sample_models_show_params(mock_show_params, mock_sample_models, mock_sample_model):
-    mock_sample_models.add(model=mock_sample_model)
-    mock_sample_models.show_params()
-
-    # Assertions
-    mock_show_params.assert_called_once_with(mock_sample_model)
diff --git a/tests/unit/test_project.py b/tests/unit/test_project.py
deleted file mode 100644
index ba2f15b9..00000000
--- a/tests/unit/test_project.py
+++ /dev/null
@@ -1,212 +0,0 @@
-import datetime
-import os
-import pathlib
-import time
-from unittest.mock import MagicMock, ANY
-from unittest.mock import patch
-
-from easydiffraction.analysis.analysis import Analysis
-from easydiffraction.experiments.experiments import Experiments
-from easydiffraction.project import Project
-from easydiffraction.project import ProjectInfo
-from easydiffraction.sample_models.sample_models import SampleModels
-from easydiffraction.summary import Summary
-
-
-def _normalize_posix(p: pathlib.Path) -> str:
-    """Return a normalized POSIX-style path string with a leading '/'.
-
-    This makes tests robust across Windows and POSIX when using paths like
-    '/test/path' that, on Windows, become '\\test\\path'. We avoid relying on
-    drive letters or platform-specific semantics for these synthetic test paths.
-    """
-    s = str(p).replace('\\', '/')
-    if not s.startswith('/'):
-        s = '/' + s.lstrip('/')
-    return s
-
-# ------------------------------------------
-# Tests for ProjectInfo
-# ------------------------------------------
-
-
-def test_project_info_initialization():
-    project_info = ProjectInfo()
-
-    # Assertions
-    assert project_info.name == 'untitled_project'
-    assert project_info.title == 'Untitled Project'
-    assert project_info.description == ''
-    assert project_info.path == pathlib.Path.cwd()
-    assert isinstance(project_info.created, datetime.datetime)
-    assert isinstance(project_info.last_modified, datetime.datetime)
-
-
-def test_project_info_setters():
-    project_info = ProjectInfo()
-
-    # Set values
-    project_info.name = 'test_project'
-    project_info.title = 'Test Project'
-    project_info.description = 'This is a test project.'
-    project_info.path = '/test/path'
-
-    # Assertions
-    assert project_info.name == 'test_project'
-    assert project_info.title == 'Test Project'
-    assert project_info.description == 'This is a test project.'
-    # Use POSIX form for cross-platform consistency (Windows vs POSIX separators)
-    assert _normalize_posix(project_info.path) == '/test/path'
-
-
-def test_project_info_update_last_modified():
-    project_info = ProjectInfo()
-    initial_last_modified = project_info.last_modified
-
-    # Add a small delay to ensure the timestamps differ
-    time.sleep(0.001)
-    project_info.update_last_modified()
-
-    # Assertions
-    assert project_info.last_modified > initial_last_modified
-
-
-def test_project_info_as_cif():
-    project_info = ProjectInfo()
-    project_info.name = 'test_project'
-    project_info.title = 'Test Project'
-    project_info.description = 'This is a test project.'
-
-    cif = project_info.as_cif()
-
-    # Assertions
-    assert '_project.id               test_project' in cif
-    assert "_project.title            'Test Project'" in cif
-    assert "_project.description      'This is a test project.'" in cif
-
-
-@patch('builtins.print')
-def test_project_info_show_as_cif(mock_print):
-    project_info = ProjectInfo()
-    project_info.name = 'test_project'
-    project_info.title = 'Test Project'
-    project_info.description = 'This is a test project.'
-
-    project_info.show_as_cif()
-
-    # Assertions
-    mock_print.assert_called()
-
-
-# ------------------------------------------
-# Tests for Project
-# ------------------------------------------
-
-
-def test_project_initialization():
-    with (
-        patch('easydiffraction.sample_models.sample_models.SampleModels'),
-        patch('easydiffraction.experiments.experiments.Experiments'),
-        patch('easydiffraction.analysis.analysis.Analysis'),
-        patch('easydiffraction.summary.Summary'),
-    ):
-        project = Project()  # Directly assign the instance to a variable
-
-    # Assertions
-    assert project.name == 'untitled_project'
-    assert isinstance(project.sample_models, SampleModels)
-    assert isinstance(project.experiments, Experiments)
-    assert isinstance(project.analysis, Analysis)
-    assert isinstance(project.summary, Summary)
-
-
-@patch('builtins.print')
-def test_project_load(mock_print):
-    with (
-        patch('easydiffraction.sample_models.sample_models.SampleModels'),
-        patch('easydiffraction.experiments.experiments.Experiments'),
-        patch('easydiffraction.analysis.analysis.Analysis'),
-        patch('easydiffraction.summary.Summary'),
-    ):
-        project = Project()  # Directly assign the instance to a variable
-
-    project.load('/test/path')
-
-    # Assertions
-    # path is normalised/stored as a pathlib.Path
-    assert _normalize_posix(project.info.path) == '/test/path'
-    assert 'Loading project 📦 from /test/path' in mock_print.call_args_list[0][0][0]
-
-
-@patch('builtins.print')
-@patch('pathlib.Path.open', new_callable=MagicMock)
-@patch('pathlib.Path.mkdir')
-def test_project_save(mock_mkdir, mock_open, mock_print):
-    with (
-        patch('easydiffraction.sample_models.sample_models.SampleModels'),
-        patch('easydiffraction.experiments.experiments.Experiments'),
-        patch('easydiffraction.analysis.analysis.Analysis'),
-        patch('easydiffraction.summary.Summary'),
-    ):
-        project = Project()  # Directly assign the instance to a variable
-
-    project.info.path = '/test/path'
-    project.save()
-
-    # Assertions
-    # Bound Path.mkdir call does not pass the path object itself as first arg
-    mock_mkdir.assert_any_call(parents=True, exist_ok=True)
-    # Bound Path.open receives only the mode (path is bound); ensure at least one write call
-    mock_open.assert_any_call('w')
-
-
-@patch('builtins.print')
-@patch('pathlib.Path.open', new_callable=MagicMock)
-@patch('pathlib.Path.mkdir')
-def test_project_save_as(mock_mkdir, mock_open, mock_print):
-    with (
-        patch('easydiffraction.sample_models.sample_models.SampleModels'),
-        patch('easydiffraction.experiments.experiments.Experiments'),
-        patch('easydiffraction.analysis.analysis.Analysis'),
-        patch('easydiffraction.summary.Summary'),
-    ):
-        project = Project()  # Directly assign the instance to a variable
-
-    project.save_as('new_project_path')
-
-    # Assertions
-    assert project.info.path.name == 'new_project_path'
-    mock_mkdir.assert_any_call(parents=True, exist_ok=True)
-    mock_open.assert_any_call('w')
-
-
-def test_project_set_sample_models():
-    with (
-        patch('easydiffraction.sample_models.sample_models.SampleModels'),
-        patch('easydiffraction.experiments.experiments.Experiments'),
-        patch('easydiffraction.analysis.analysis.Analysis'),
-        patch('easydiffraction.summary.Summary'),
-    ):
-        project = Project()  # Directly assign the instance to a variable
-
-    sample_models = MagicMock()
-    project.set_sample_models(sample_models)
-
-    # Assertions
-    assert project.sample_models == sample_models
-
-
-def test_project_set_experiments():
-    with (
-        patch('easydiffraction.sample_models.sample_models.SampleModels'),
-        patch('easydiffraction.experiments.experiments.Experiments'),
-        patch('easydiffraction.analysis.analysis.Analysis'),
-        patch('easydiffraction.summary.Summary'),
-    ):
-        project = Project()  # Directly assign the instance to a variable
-
-    experiments = MagicMock()
-    project.set_experiments(experiments)
-
-    # Assertions
-    assert project.experiments == experiments
diff --git a/tests/unit/test_symmetry_lookup_table.py b/tests/unit/test_symmetry_lookup_table.py
deleted file mode 100644
index 8286eb73..00000000
--- a/tests/unit/test_symmetry_lookup_table.py
+++ /dev/null
@@ -1,129 +0,0 @@
-import numpy as np
-import pytest
-
-from easydiffraction.crystallography.space_groups import SPACE_GROUPS
-
-
-def test_lookup_table_consistency():
-    # Ensure that the space group numbers and system codes in the
-    # key are the same as in the actual entries.
-    for (it_number, it_code), entry in SPACE_GROUPS.items():
-        assert entry['IT_number'] == it_number
-        assert entry['IT_coordinate_system_code'] == it_code
-
-
-@pytest.mark.parametrize(
-    'key, expected',
-    [
-        (
-            (62, 'cab'),
-            {
-                'IT_number': 62,
-                'setting': 2,
-                'IT_coordinate_system_code': 'cab',
-                'name_H-M_alt': 'P b n m',
-                'crystal_system': 'orthorhombic',
-                'Wyckoff_positions': {
-                    'd': {
-                        'multiplicity': 8,
-                        'site_symmetry': '1',
-                        'coords_xyz': [
-                            '(x,y,z)',
-                            '(x+1/2,-y+1/2,-z)',
-                            '(-x,-y,z+1/2)',
-                            '(-x+1/2,y+1/2,-z+1/2)',
-                            '(-x,-y,-z)',
-                            '(-x+1/2,y+1/2,z)',
-                            '(x,y,-z+1/2)',
-                            '(x+1/2,-y+1/2,z+1/2)',
-                        ],
-                    },
-                    'c': {
-                        'multiplicity': 4,
-                        'site_symmetry': '.m.',
-                        'coords_xyz': ['(x,y,1/4)', '(x+1/2,-y+1/2,3/4)', '(-x,-y,3/4)', '(-x+1/2,y+1/2,1/4)'],
-                    },
-                    'b': {
-                        'multiplicity': 4,
-                        'site_symmetry': '-1',
-                        'coords_xyz': ['(1/2,0,0)', '(0,1/2,0)', '(1/2,0,1/2)', '(0,1/2,1/2)'],
-                    },
-                    'a': {
-                        'multiplicity': 4,
-                        'site_symmetry': '-1',
-                        'coords_xyz': ['(0,0,0)', '(1/2,1/2,0)', '(0,0,1/2)', '(1/2,1/2,1/2)'],
-                    },
-                },
-            },
-        ),
-        (
-            (199, '1'),
-            {
-                'IT_number': 199,
-                'setting': 0,
-                'IT_coordinate_system_code': '1',
-                'name_H-M_alt': 'I 21 3',
-                'crystal_system': 'cubic',
-                'Wyckoff_positions': {
-                    'c': {
-                        'multiplicity': 24,
-                        'site_symmetry': '1',
-                        'coords_xyz': [
-                            '(x,y,z)',
-                            '(-x+1/2,-y,z+1/2)',
-                            '(-x,y+1/2,-z+1/2)',
-                            '(x+1/2,-y+1/2,-z)',
-                            '(z,x,y)',
-                            '(z+1/2,-x+1/2,-y)',
-                            '(-z+1/2,-x,y+1/2)',
-                            '(-z,x+1/2,-y+1/2)',
-                            '(y,z,x)',
-                            '(-y,z+1/2,-x+1/2)',
-                            '(y+1/2,-z+1/2,-x)',
-                            '(-y+1/2,-z,x+1/2)',
-                        ],
-                    },
-                    'b': {
-                        'multiplicity': 12,
-                        'site_symmetry': '2..',
-                        'coords_xyz': [
-                            '(x,0,1/4)',
-                            '(-x+1/2,0,3/4)',
-                            '(1/4,x,0)',
-                            '(3/4,-x+1/2,0)',
-                            '(0,1/4,x)',
-                            '(0,3/4,-x+1/2)',
-                        ],
-                    },
-                    'a': {
-                        'multiplicity': 8,
-                        'site_symmetry': '.3.',
-                        'coords_xyz': ['(x,x,x)', '(-x+1/2,-x,x+1/2)', '(-x,x+1/2,-x+1/2)', '(x+1/2,-x+1/2,-x)'],
-                    },
-                },
-            },
-        ),
-    ],
-)
-def test_space_group_lookup_table_yields_expected(key, expected):
-    """Check the lookup table for a few keys and check that the output
-    matches the expected."""
-    entry = SPACE_GROUPS[key]
-
-    # Check that the keys are the same
-    assert set(entry.keys()) == set(expected.keys())
-
-    # Check the non-nested fields first
-    for sub_key in expected.keys():
-        if sub_key == 'Wyckoff_positions':
-            continue
-        assert expected[sub_key] == entry[sub_key]
-
-    # Then check Wyckoff
-    wyckoff_entry = entry['Wyckoff_positions']
-    wyckoff_expected = expected['Wyckoff_positions']
-    for site in wyckoff_expected.keys():
-        assert site in wyckoff_expected.keys()
-        assert wyckoff_entry[site]['multiplicity'] == wyckoff_expected[site]['multiplicity']
-        assert wyckoff_entry[site]['site_symmetry'] == wyckoff_expected[site]['site_symmetry']
-        assert np.all(wyckoff_entry[site]['coords_xyz'] == wyckoff_expected[site]['coords_xyz'])
diff --git a/tmp/Untitled.ipynb b/tmp/Untitled.ipynb
new file mode 100644
index 00000000..b8f6e58b
--- /dev/null
+++ b/tmp/Untitled.ipynb
@@ -0,0 +1,492 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "2b4ff90d-5a58-4202-ac2a-874168a2c6a2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from easydiffraction.sample_models.categories.atom_sites import AtomSite\n",
+    "from easydiffraction.sample_models.categories.cell import Cell\n",
+    "from easydiffraction.sample_models.categories.space_group import SpaceGroup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "1100c5b2-e00c-4513-bd2e-e30742d47e67",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from easydiffraction.utils.logging import Logger\n",
+    "\n",
+    "Logger.configure(\n",
+    "    level=Logger.Level.WARNING,\n",
+    "    mode=Logger.Mode.VERBOSE,\n",
+    "    reaction=Logger.Reaction.WARN,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "a1a30af4-91c9-4015-9c96-a571fd1a711a",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "s1 = AtomSite(label='La', type_symbol='La')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "5f8217f7-e8cf-4202-8369-ced7438657f2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "s1.fract_x.value = 1.234"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "4c9cf2fe-7f72-4b9d-a574-5eb8c40223c4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Type mismatch for \u001b[1m<\u001b[0m\u001b[1;95matom_site.La.fract_x\u001b[0m\u001b[1m>\u001b[0m. Expected `numeric`, got `str` \u001b[1m(\u001b[0m\u001b[32m'xyz'\u001b[0m\u001b[1m)\u001b[0m. Keeping current \u001b[1;36m1.234\u001b[0m.        \n"
+     ]
+    }
+   ],
+   "source": [
+    "s1.fract_x.value = 'xyz'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "cba23ca5-a865-428b-b1c8-90e38787e593",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Type mismatch for \u001b[1m<\u001b[0m\u001b[1;95matom_site.La.fract_x\u001b[0m\u001b[1m>\u001b[0m. Expected `numeric`, got `str` \u001b[1m(\u001b[0m\u001b[32m'qwe'\u001b[0m\u001b[1m)\u001b[0m. Keeping current \u001b[1;36m1.234\u001b[0m.        \n"
+     ]
+    }
+   ],
+   "source": [
+    "s1.fract_x = 'qwe'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "3ba30971-177b-40e4-b477-e79a00341f87",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Type mismatch for \u001b[1m<\u001b[0m\u001b[1;95mfract_x\u001b[0m\u001b[1m>\u001b[0m. Expected `numeric`, got `str` \u001b[1m(\u001b[0m\u001b[32m'uuuu'\u001b[0m\u001b[1m)\u001b[0m. Using default \u001b[1;36m0.0\u001b[0m.                        \n"
+     ]
+    }
+   ],
+   "source": [
+    "s1 = AtomSite(label='Si', type_symbol='Si', fract_x='uuuu')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "992966e7-6bb7-4bc7-bbff-80acfea6fd2c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "s1.fract_x.free = True"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "50ef6ebd-097d-4df2-93dc-39243bdba6fd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Type mismatch for \u001b[1m<\u001b[0m\u001b[1;95matom_site.Si.fract_x.free\u001b[0m\u001b[1m>\u001b[0m. Expected `bool`, got `str` \u001b[1m(\u001b[0m\u001b[32m'abc'\u001b[0m\u001b[1m)\u001b[0m. Keeping current \u001b[3;92mTrue\u001b[0m.       \n"
+     ]
+    }
+   ],
+   "source": [
+    "s1.fract_x.free = 'abc'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "2c46e9ca-f68d-4b71-b783-6660f357322c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "c = Cell()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "8e3fee6f-dc71-49a0-bf67-6f85f4ba83cd",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Value mismatch for \u001b[1m<\u001b[0m\u001b[1;95mlength_b\u001b[0m\u001b[1m>\u001b[0m. Provided \u001b[1;36m-8.8\u001b[0m outside \u001b[1m[\u001b[0m\u001b[1;36m0\u001b[0m, \u001b[1;36m1000\u001b[0m\u001b[1m]\u001b[0m. Using default \u001b[1;36m10.0\u001b[0m.                            \n"
+     ]
+    }
+   ],
+   "source": [
+    "c = Cell(length_b=-8.8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "749e3f57-1097-4939-b853-4c67148fb831",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Type mismatch for \u001b[1m<\u001b[0m\u001b[1;95mlength_b\u001b[0m\u001b[1m>\u001b[0m. Expected `numeric`, got `str` \u001b[1m(\u001b[0m\u001b[32m'7.7'\u001b[0m\u001b[1m)\u001b[0m. Using default \u001b[1;36m10.0\u001b[0m.                       \n"
+     ]
+    }
+   ],
+   "source": [
+    "c = Cell(length_b='7.7')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "f06c5fa7-372c-4d76-b749-634d92fe6d11",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "c = Cell(length_b=6.6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "70fd1bf8-e7a3-4576-bed2-b60edf8a8097",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Value mismatch for \u001b[1m<\u001b[0m\u001b[1;95mcell.length_b\u001b[0m\u001b[1m>\u001b[0m. Provided \u001b[1;36m-5.5\u001b[0m outside \u001b[1m[\u001b[0m\u001b[1;36m0\u001b[0m, \u001b[1;36m1000\u001b[0m\u001b[1m]\u001b[0m. Keeping current \u001b[1;36m6.6\u001b[0m.                      \n"
+     ]
+    }
+   ],
+   "source": [
+    "c.length_b.value = -5.5"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "b1277593-dea1-44c9-ac7e-d113f4ee3fda",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Value mismatch for \u001b[1m<\u001b[0m\u001b[1;95mcell.length_b\u001b[0m\u001b[1m>\u001b[0m. Provided \u001b[1;36m-4.4\u001b[0m outside \u001b[1m[\u001b[0m\u001b[1;36m0\u001b[0m, \u001b[1;36m1000\u001b[0m\u001b[1m]\u001b[0m. Keeping current \u001b[1;36m6.6\u001b[0m.                      \n"
+     ]
+    }
+   ],
+   "source": [
+    "c.length_b = -4.4"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "e174a5cf-2653-431b-a665-f88a8e4423f0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "c.length_b = 3.3"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "9b429e1d-eabd-4e35-a3b7-1a9b752bb4f1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Value mismatch for \u001b[1m<\u001b[0m\u001b[1;95mcell.length_b\u001b[0m\u001b[1m>\u001b[0m. Provided \u001b[1;36m2222.2\u001b[0m outside \u001b[1m[\u001b[0m\u001b[1;36m0\u001b[0m, \u001b[1;36m1000\u001b[0m\u001b[1m]\u001b[0m. Keeping current \u001b[1;36m3.3\u001b[0m.                    \n"
+     ]
+    }
+   ],
+   "source": [
+    "c.length_b = 2222.2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "65d2c0fb-8e35-493c-a3e3-24421e9326bb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Type mismatch for \u001b[1m<\u001b[0m\u001b[1;95mcell.length_b.free\u001b[0m\u001b[1m>\u001b[0m. Expected `bool`, got `str` \u001b[1m(\u001b[0m\u001b[32m'qwe'\u001b[0m\u001b[1m)\u001b[0m. Keeping current \u001b[3;91mFalse\u001b[0m.             \n"
+     ]
+    }
+   ],
+   "source": [
+    "c.length_b.free = 'qwe'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "4475ed9b-74d1-4080-8e57-0099b35e94f5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Unknown attribute \u001b[32m'fre'\u001b[0m of \u001b[1m<\u001b[0m\u001b[1;95mcell.length_b\u001b[0m\u001b[1m>\u001b[0m. Did you mean \u001b[32m'free'\u001b[0m?                                               \n"
+     ]
+    }
+   ],
+   "source": [
+    "c.length_b.fre = 'fre'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "e3d37a6d-9ec8-4d96-8f95-ce7b67e65f36",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Unknown attribute \u001b[32m'qwe'\u001b[0m of \u001b[1m<\u001b[0m\u001b[1;95mcell.length_b\u001b[0m\u001b[1m>\u001b[0m. Allowed writable: \u001b[32m'fit_max'\u001b[0m, \u001b[32m'fit_min'\u001b[0m, \u001b[32m'free'\u001b[0m, \u001b[32m'uncertainty'\u001b[0m,     \n",
+      "         \u001b[32m'value'\u001b[0m.                                                                                                       \n"
+     ]
+    }
+   ],
+   "source": [
+    "c.length_b.qwe = 'qwe'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "f108a56d-775c-4d4e-aedf-ecc4ead28178",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Cannot modify read-only attribute \u001b[32m'description'\u001b[0m of \u001b[1m<\u001b[0m\u001b[1;95mcell.length_b\u001b[0m\u001b[1m>\u001b[0m.                                            \n"
+     ]
+    }
+   ],
+   "source": [
+    "c.length_b.description = 'desc'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "382d6221-0074-4ec8-84a8-ec51e117420a",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Unknown attribute \u001b[32m'qwe'\u001b[0m of \u001b[1m<\u001b[0m\u001b[1;95mcell\u001b[0m\u001b[1m>\u001b[0m. Allowed writable: \u001b[32m'angle_alpha'\u001b[0m, \u001b[32m'angle_beta'\u001b[0m, \u001b[32m'angle_gamma'\u001b[0m, \u001b[32m'length_a'\u001b[0m,   \n",
+      "         \u001b[32m'length_b'\u001b[0m, \u001b[32m'length_c'\u001b[0m.                                                                                        \n"
+     ]
+    }
+   ],
+   "source": [
+    "c.qwe = 'qwe'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "7bf7bac1-79ce-45df-a2a8-c4b090359292",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sg = SpaceGroup()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "5c30d269-5167-4598-ac57-66715673d9b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Value mismatch for \u001b[1m<\u001b[0m\u001b[1;95mname_h_m\u001b[0m\u001b[1m>\u001b[0m. Provided \u001b[32m'qwe'\u001b[0m is unknown. \u001b[1m(\u001b[0m\u001b[1;36m230\u001b[0m allowed values not listed here\u001b[1m)\u001b[0m. Using default  \n",
+      "         \u001b[32m'P 1'\u001b[0m.                                                                                                         \n"
+     ]
+    }
+   ],
+   "source": [
+    "sg = SpaceGroup(name_h_m='qwe')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "c99fcf63-9536-4ea6-a30a-96367bb4aacb",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Value mismatch for \u001b[1m<\u001b[0m\u001b[1;95mname_h_m\u001b[0m\u001b[1m>\u001b[0m. Provided \u001b[32m'P n m'\u001b[0m is unknown. \u001b[1m(\u001b[0m\u001b[1;36m230\u001b[0m allowed values not listed here\u001b[1m)\u001b[0m. Using default\n",
+      "         \u001b[32m'P 1'\u001b[0m.                                                                                                         \n",
+      "\u001b[33mWARNING \u001b[0m Value mismatch for \u001b[1m<\u001b[0m\u001b[1;95mit_coordinate_system_code\u001b[0m\u001b[1m>\u001b[0m. Provided \u001b[32m'cab'\u001b[0m is unknown. Allowed values: \u001b[32m''\u001b[0m. Using default   \n",
+      "         \u001b[32m''\u001b[0m.                                                                                                            \n"
+     ]
+    }
+   ],
+   "source": [
+    "sg = SpaceGroup(name_h_m='P n m', it_coordinate_system_code='cab')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "c2d7509e-a49b-4c2b-aa45-76a97de0761e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Value mismatch for \u001b[1m<\u001b[0m\u001b[1;95mit_coordinate_system_code\u001b[0m\u001b[1m>\u001b[0m. Provided \u001b[32m'cabd'\u001b[0m is unknown. Allowed values: \u001b[32m'-cba'\u001b[0m, \u001b[32m'a-cb'\u001b[0m,    \n",
+      "         \u001b[32m'abc'\u001b[0m, \u001b[32m'ba-c'\u001b[0m, \u001b[32m'bca'\u001b[0m, \u001b[32m'cab'\u001b[0m. Using default \u001b[32m'abc'\u001b[0m.                                                              \n"
+     ]
+    }
+   ],
+   "source": [
+    "sg = SpaceGroup(name_h_m='P n m a', it_coordinate_system_code='cabd')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "07db2ef2-58f3-4b46-8223-a2067254db51",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[33mWARNING \u001b[0m Type mismatch for \u001b[1m<\u001b[0m\u001b[1;95mspace_group.name_h_m\u001b[0m\u001b[1m>\u001b[0m. Expected `string`, got `float` \u001b[1m(\u001b[0m\u001b[1;36m34.9\u001b[0m\u001b[1m)\u001b[0m. Keeping current \u001b[32m'P n m a'\u001b[0m.    \n"
+     ]
+    }
+   ],
+   "source": [
+    "sg.name_h_m = 34.9"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6934d72d-01a7-41e3-8684-5a1c6106e933",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sg.name_h_m = 'P 1'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a8a152ec-5a11-4c38-bca4-7a4230218f34",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "sg.name_h_m = 'P n m a'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6626a960-6390-4e76-8f27-dc2cebbdd123",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "cb299acb-0920-43f3-be25-c432544e1198",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python (Pixi)",
+   "language": "python",
+   "name": "pixi-kernel-python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/tmp/Untitled1.ipynb b/tmp/Untitled1.ipynb
new file mode 100644
index 00000000..6ebdcb97
--- /dev/null
+++ b/tmp/Untitled1.ipynb
@@ -0,0 +1,149 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "e7e00e10-ee5c-48cb-87f0-a34f8162a39d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from easydiffraction import SampleModelFactory"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "8aadcc06-0b34-40ea-a921-b326d2aa83e1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from easydiffraction.utils.logging import Logger\n",
+    "\n",
+    "Logger.configure(\n",
+    "    level=Logger.Level.WARNING,\n",
+    "    mode=Logger.Mode.VERBOSE,\n",
+    "    reaction=Logger.Reaction.WARN,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "26c42a06-7efc-468a-9c57-640447900d83",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #800000; text-decoration-color: #800000\">╭─────────────────────────────── </span><span style=\"color: #800000; text-decoration-color: #800000; font-weight: bold\">Traceback </span><span style=\"color: #bf7f7f; text-decoration-color: #bf7f7f; font-weight: bold\">(most recent call last)</span><span style=\"color: #800000; text-decoration-color: #800000\"> ────────────────────────────────╮</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span> in &lt;module&gt;:1                                                                                    <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>                                                                                                  <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span> <span style=\"color: #800000; text-decoration-color: #800000\">❱ </span>1 model = <span style=\"font-weight: bold; text-decoration: underline\">SampleModelFactory.create(name=</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold; text-decoration: underline\">'name'</span><span style=\"font-weight: bold; text-decoration: underline\">, cif_path=</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold; text-decoration: underline\">'path'</span><span style=\"font-weight: bold; text-decoration: underline\">)</span>                              <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">2 </span>                                                                                             <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>                                                                                                  <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">/Users/andrewsazonov/Development/github.com/easyscience/diffraction-lib/src/easydiffraction/samp</span> <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">le_models/sample_model/</span><span style=\"font-weight: bold\">factory.py</span>:28 in create                                                   <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>                                                                                                  <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> 25 </span><span style=\"color: #bfbf7f; text-decoration-color: #bfbf7f\">│   │   </span><span style=\"color: #808000; text-decoration-color: #808000\">\"\"\"</span>                                                                                <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> 26 </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"># Check for valid argument combinations</span>                                            <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> 27 </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   </span>user_args = {k <span style=\"color: #0000ff; text-decoration-color: #0000ff\">for</span> k, v <span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">in</span> kwargs.items() <span style=\"color: #0000ff; text-decoration-color: #0000ff\">if</span> v <span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">is</span> <span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">not</span> <span style=\"color: #0000ff; text-decoration-color: #0000ff\">None</span>}                        <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span> <span style=\"color: #800000; text-decoration-color: #800000\">❱ </span> 28 <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; text-decoration: underline\">cls</span><span style=\"font-weight: bold; text-decoration: underline\">._validate_args(user_args, </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; text-decoration: underline\">cls</span><span style=\"font-weight: bold; text-decoration: underline\">._ALLOWED_ARG_SPECS, </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; text-decoration: underline\">cls</span><span style=\"font-weight: bold; text-decoration: underline\">.</span><span style=\"color: #ff0000; text-decoration-color: #ff0000; font-weight: bold; text-decoration: underline\">__name__</span><span style=\"font-weight: bold; text-decoration: underline\">)</span>                <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> 29 </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   </span>                                                                                   <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> 30 </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   </span><span style=\"color: #0000ff; text-decoration-color: #0000ff\">if</span> <span style=\"color: #808000; text-decoration-color: #808000\">'cif_path'</span> <span style=\"color: #ff00ff; text-decoration-color: #ff00ff\">in</span> kwargs:                                                           <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\"> 31 </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   │   </span><span style=\"color: #0000ff; text-decoration-color: #0000ff\">return</span> <span style=\"color: #00ffff; text-decoration-color: #00ffff\">cls</span>._create_from_cif_path(kwargs[<span style=\"color: #808000; text-decoration-color: #808000\">'cif_path'</span>])                           <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>                                                                                                  <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">/Users/andrewsazonov/Development/github.com/easyscience/diffraction-lib/src/easydiffraction/core</span> <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span> <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">/</span><span style=\"font-weight: bold\">factory.py</span>:29 in _validate_args                                                                 <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>                                                                                                  <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">26 </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   │   │   </span>combos.append(<span style=\"color: #808000; text-decoration-color: #808000\">f'({</span>req<span style=\"color: #808000; text-decoration-color: #808000\">}[, {</span>opt<span style=\"color: #808000; text-decoration-color: #808000\">}])'</span>)                                          <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">27 </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   │   </span><span style=\"color: #0000ff; text-decoration-color: #0000ff\">else</span>:                                                                           <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">28 </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   │   │   </span>combos.append(<span style=\"color: #808000; text-decoration-color: #808000\">f'({</span>req<span style=\"color: #808000; text-decoration-color: #808000\">})'</span>)                                                   <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span> <span style=\"color: #800000; text-decoration-color: #800000\">❱ </span>29 <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   </span><span style=\"color: #0000ff; text-decoration-color: #0000ff; font-weight: bold; text-decoration: underline\">raise</span><span style=\"font-weight: bold; text-decoration: underline\"> </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; text-decoration: underline\">ValueError</span><span style=\"font-weight: bold; text-decoration: underline\">(</span>                                                                   <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">30 </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold; text-decoration: underline\">f'Invalid argument combination for {</span><span style=\"font-weight: bold; text-decoration: underline\">factory_name</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold; text-decoration: underline\">} creation.\\n'</span>                  <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">31 </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold; text-decoration: underline\">f'Provided: {</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; text-decoration: underline\">sorted</span><span style=\"font-weight: bold; text-decoration: underline\">(present)</span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold; text-decoration: underline\">}\\n'</span>                                                <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">│</span>   <span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">32 </span><span style=\"color: #7f7f7f; text-decoration-color: #7f7f7f\">│   │   │   </span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold; text-decoration: underline\">f'Allowed combinations:\\n  '</span><span style=\"font-weight: bold; text-decoration: underline\"> + </span><span style=\"color: #808000; text-decoration-color: #808000; font-weight: bold; text-decoration: underline\">'\\n  '</span><span style=\"font-weight: bold; text-decoration: underline\">.join(combos)</span>                              <span style=\"color: #800000; text-decoration-color: #800000\">│</span>\n",
+       "<span style=\"color: #800000; text-decoration-color: #800000\">╰──────────────────────────────────────────────────────────────────────────────────────────────────╯</span>\n",
+       "<span style=\"color: #ff0000; text-decoration-color: #ff0000; font-weight: bold\">ValueError: </span>Invalid argument combination for SampleModelFactory creation.\n",
+       "Provided: <span style=\"font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">'cif_path'</span>, <span style=\"color: #008000; text-decoration-color: #008000\">'name'</span><span style=\"font-weight: bold\">]</span>\n",
+       "Allowed combinations:\n",
+       "  <span style=\"font-weight: bold\">(</span>name<span style=\"font-weight: bold\">)</span>\n",
+       "  <span style=\"font-weight: bold\">(</span>cif_path<span style=\"font-weight: bold\">)</span>\n",
+       "  <span style=\"font-weight: bold\">(</span>cif_str<span style=\"font-weight: bold\">)</span>\n",
+       "</pre>\n"
+      ],
+      "text/plain": [
+       "\u001b[31m╭─\u001b[0m\u001b[31m──────────────────────────────\u001b[0m\u001b[31m \u001b[0m\u001b[1;31mTraceback \u001b[0m\u001b[1;2;31m(most recent call last)\u001b[0m\u001b[31m \u001b[0m\u001b[31m───────────────────────────────\u001b[0m\u001b[31m─╮\u001b[0m\n",
+       "\u001b[31m│\u001b[0m in <module>:1                                                                                    \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m                                                                                                  \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m \u001b[31m❱ \u001b[0m1 model = \u001b[1;4mSampleModelFactory.create(name=\u001b[0m\u001b[1;4;33m'\u001b[0m\u001b[1;4;33mname\u001b[0m\u001b[1;4;33m'\u001b[0m\u001b[1;4m, cif_path=\u001b[0m\u001b[1;4;33m'\u001b[0m\u001b[1;4;33mpath\u001b[0m\u001b[1;4;33m'\u001b[0m\u001b[1;4m)\u001b[0m                              \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m2 \u001b[0m                                                                                             \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m                                                                                                  \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m \u001b[2m/Users/andrewsazonov/Development/github.com/easyscience/diffraction-lib/src/easydiffraction/samp\u001b[0m \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m \u001b[2mle_models/sample_model/\u001b[0m\u001b[1mfactory.py\u001b[0m:28 in create                                                   \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m                                                                                                  \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m 25 \u001b[0m\u001b[2;33m│   │   \u001b[0m\u001b[33m\"\"\"\u001b[0m                                                                                \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m 26 \u001b[0m\u001b[2m│   │   \u001b[0m\u001b[2m# Check for valid argument combinations\u001b[0m                                            \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m 27 \u001b[0m\u001b[2m│   │   \u001b[0muser_args = {k \u001b[94mfor\u001b[0m k, v \u001b[95min\u001b[0m kwargs.items() \u001b[94mif\u001b[0m v \u001b[95mis\u001b[0m \u001b[95mnot\u001b[0m \u001b[94mNone\u001b[0m}                        \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m \u001b[31m❱ \u001b[0m 28 \u001b[2m│   │   \u001b[0m\u001b[1;4;96mcls\u001b[0m\u001b[1;4m._validate_args(user_args, \u001b[0m\u001b[1;4;96mcls\u001b[0m\u001b[1;4m._ALLOWED_ARG_SPECS, \u001b[0m\u001b[1;4;96mcls\u001b[0m\u001b[1;4m.\u001b[0m\u001b[1;4;91m__name__\u001b[0m\u001b[1;4m)\u001b[0m                \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m 29 \u001b[0m\u001b[2m│   │   \u001b[0m                                                                                   \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m 30 \u001b[0m\u001b[2m│   │   \u001b[0m\u001b[94mif\u001b[0m \u001b[33m'\u001b[0m\u001b[33mcif_path\u001b[0m\u001b[33m'\u001b[0m \u001b[95min\u001b[0m kwargs:                                                           \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m 31 \u001b[0m\u001b[2m│   │   │   \u001b[0m\u001b[94mreturn\u001b[0m \u001b[96mcls\u001b[0m._create_from_cif_path(kwargs[\u001b[33m'\u001b[0m\u001b[33mcif_path\u001b[0m\u001b[33m'\u001b[0m])                           \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m                                                                                                  \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m \u001b[2m/Users/andrewsazonov/Development/github.com/easyscience/diffraction-lib/src/easydiffraction/core\u001b[0m \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m \u001b[2m/\u001b[0m\u001b[1mfactory.py\u001b[0m:29 in _validate_args                                                                 \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m                                                                                                  \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m26 \u001b[0m\u001b[2m│   │   │   │   \u001b[0mcombos.append(\u001b[33mf\u001b[0m\u001b[33m'\u001b[0m\u001b[33m(\u001b[0m\u001b[33m{\u001b[0mreq\u001b[33m}\u001b[0m\u001b[33m[, \u001b[0m\u001b[33m{\u001b[0mopt\u001b[33m}\u001b[0m\u001b[33m])\u001b[0m\u001b[33m'\u001b[0m)                                          \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m27 \u001b[0m\u001b[2m│   │   │   \u001b[0m\u001b[94melse\u001b[0m:                                                                           \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m28 \u001b[0m\u001b[2m│   │   │   │   \u001b[0mcombos.append(\u001b[33mf\u001b[0m\u001b[33m'\u001b[0m\u001b[33m(\u001b[0m\u001b[33m{\u001b[0mreq\u001b[33m}\u001b[0m\u001b[33m)\u001b[0m\u001b[33m'\u001b[0m)                                                   \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m \u001b[31m❱ \u001b[0m29 \u001b[2m│   │   \u001b[0m\u001b[1;4;94mraise\u001b[0m\u001b[1;4m \u001b[0m\u001b[1;4;96mValueError\u001b[0m\u001b[1;4m(\u001b[0m                                                                   \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m30 \u001b[0m\u001b[2m│   │   │   \u001b[0m\u001b[1;4;33mf\u001b[0m\u001b[1;4;33m'\u001b[0m\u001b[1;4;33mInvalid argument combination for \u001b[0m\u001b[1;4;33m{\u001b[0m\u001b[1;4mfactory_name\u001b[0m\u001b[1;4;33m}\u001b[0m\u001b[1;4;33m creation.\u001b[0m\u001b[1;4;33m\\n\u001b[0m\u001b[1;4;33m'\u001b[0m                  \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m31 \u001b[0m\u001b[2m│   │   │   \u001b[0m\u001b[1;4;33mf\u001b[0m\u001b[1;4;33m'\u001b[0m\u001b[1;4;33mProvided: \u001b[0m\u001b[1;4;33m{\u001b[0m\u001b[1;4;96msorted\u001b[0m\u001b[1;4m(present)\u001b[0m\u001b[1;4;33m}\u001b[0m\u001b[1;4;33m\\n\u001b[0m\u001b[1;4;33m'\u001b[0m                                                \u001b[31m│\u001b[0m\n",
+       "\u001b[31m│\u001b[0m   \u001b[2m32 \u001b[0m\u001b[2m│   │   │   \u001b[0m\u001b[1;4;33mf\u001b[0m\u001b[1;4;33m'\u001b[0m\u001b[1;4;33mAllowed combinations:\u001b[0m\u001b[1;4;33m\\n\u001b[0m\u001b[1;4;33m  \u001b[0m\u001b[1;4;33m'\u001b[0m\u001b[1;4m + \u001b[0m\u001b[1;4;33m'\u001b[0m\u001b[1;4;33m\\n\u001b[0m\u001b[1;4;33m  \u001b[0m\u001b[1;4;33m'\u001b[0m\u001b[1;4m.join(combos)\u001b[0m                              \u001b[31m│\u001b[0m\n",
+       "\u001b[31m╰──────────────────────────────────────────────────────────────────────────────────────────────────╯\u001b[0m\n",
+       "\u001b[1;91mValueError: \u001b[0mInvalid argument combination for SampleModelFactory creation.\n",
+       "Provided: \u001b[1m[\u001b[0m\u001b[32m'cif_path'\u001b[0m, \u001b[32m'name'\u001b[0m\u001b[1m]\u001b[0m\n",
+       "Allowed combinations:\n",
+       "  \u001b[1m(\u001b[0mname\u001b[1m)\u001b[0m\n",
+       "  \u001b[1m(\u001b[0mcif_path\u001b[1m)\u001b[0m\n",
+       "  \u001b[1m(\u001b[0mcif_str\u001b[1m)\u001b[0m\n"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "model = SampleModelFactory.create(name='name', cif_path='path')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d6b0cec6-220d-476b-b918-b66e8322a3e9",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python (Pixi)",
+   "language": "python",
+   "name": "pixi-kernel-python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.13.7"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/tutorials-drafts/cryst-struct_pd-neut-tof_multiphase-BSFTO-HRPT.py b/tmp/cryst-struct_pd-neut-tof_multiphase-BSFTO-HRPT.py
similarity index 71%
rename from tutorials-drafts/cryst-struct_pd-neut-tof_multiphase-BSFTO-HRPT.py
rename to tmp/cryst-struct_pd-neut-tof_multiphase-BSFTO-HRPT.py
index 3a5c8174..b4ee7e15 100644
--- a/tutorials-drafts/cryst-struct_pd-neut-tof_multiphase-BSFTO-HRPT.py
+++ b/tmp/cryst-struct_pd-neut-tof_multiphase-BSFTO-HRPT.py
@@ -41,17 +41,17 @@
 # #### Set Atom Sites
 
 # %%
-model_1.atom_sites.add('Bi1', 'Bi', 0.702, 0.114, 0,     wyckoff_letter='g', b_iso=0.0, occupancy=0.88)
-model_1.atom_sites.add('Sm1', 'Sm', 0.702, 0.114, 0,     wyckoff_letter='g', b_iso=0.0, occupancy=0.12)
-model_1.atom_sites.add('Bi2', 'Bi', 0.751, 0.132, 0.5,   wyckoff_letter='h', b_iso=0.0, occupancy=0.88)
-model_1.atom_sites.add('Sm2', 'Sm', 0.751, 0.132, 0.5,   wyckoff_letter='h', b_iso=0.0, occupancy=0.12)
-model_1.atom_sites.add('Fe',  'Fe', 0.236, 0.121, 0.259, wyckoff_letter='i', b_iso=0.0, occupancy=0.94)
-model_1.atom_sites.add('Ti',  'Ti', 0.236, 0.121, 0.259, wyckoff_letter='i', b_iso=0.0, occupancy=0.06)
-model_1.atom_sites.add('O1',  'O',  0.258, 0.151, 0,     wyckoff_letter='g', b_iso=0.0, occupancy=1.0)
-model_1.atom_sites.add('O2',  'O',  0.316, 0.093, 0.5,   wyckoff_letter='h', b_iso=0.0, occupancy=1.0)
-model_1.atom_sites.add('O3',  'O',  0.002, 0.258, 0.299, wyckoff_letter='i', b_iso=0.0, occupancy=1.0)
-model_1.atom_sites.add('O4',  'O',  0,     0.5,   0.264, wyckoff_letter='f', b_iso=0.0, occupancy=1.0)
-model_1.atom_sites.add('O5',  'O',  0,     0,     0.198, wyckoff_letter='e', b_iso=0.0, occupancy=1.0)
+model_1.atom_sites.add('Bi1', 'Bi', 0.702, 0.114, 0, wyckoff_letter='g', b_iso=0.0, occupancy=0.88)
+model_1.atom_sites.add('Sm1', 'Sm', 0.702, 0.114, 0, wyckoff_letter='g', b_iso=0.0, occupancy=0.12)
+model_1.atom_sites.add('Bi2', 'Bi', 0.751, 0.132, 0.5, wyckoff_letter='h', b_iso=0.0, occupancy=0.88)
+model_1.atom_sites.add('Sm2', 'Sm', 0.751, 0.132, 0.5, wyckoff_letter='h', b_iso=0.0, occupancy=0.12)
+model_1.atom_sites.add('Fe', 'Fe', 0.236, 0.121, 0.259, wyckoff_letter='i', b_iso=0.0, occupancy=0.94)
+model_1.atom_sites.add('Ti', 'Ti', 0.236, 0.121, 0.259, wyckoff_letter='i', b_iso=0.0, occupancy=0.06)
+model_1.atom_sites.add('O1', 'O', 0.258, 0.151, 0, wyckoff_letter='g', b_iso=0.0, occupancy=1.0)
+model_1.atom_sites.add('O2', 'O', 0.316, 0.093, 0.5, wyckoff_letter='h', b_iso=0.0, occupancy=1.0)
+model_1.atom_sites.add('O3', 'O', 0.002, 0.258, 0.299, wyckoff_letter='i', b_iso=0.0, occupancy=1.0)
+model_1.atom_sites.add('O4', 'O', 0, 0.5, 0.264, wyckoff_letter='f', b_iso=0.0, occupancy=1.0)
+model_1.atom_sites.add('O5', 'O', 0, 0, 0.198, wyckoff_letter='e', b_iso=0.0, occupancy=1.0)
 
 # %% [markdown]
 # ### Create Sample Model 2: Rhombohedral phase
@@ -77,11 +77,11 @@
 # #### Set Atom Sites
 
 # %%
-model_2.atom_sites.add('Bi',  'Bi', 0,     0,     0,     wyckoff_letter='a', b_iso=0.0, occupancy=0.88)
-model_2.atom_sites.add('Sm',  'Sm', 0,     0,     0,     wyckoff_letter='a', b_iso=0.0, occupancy=0.12)
-model_2.atom_sites.add('Fe',  'Fe', 0,     0,     0.223, wyckoff_letter='a', b_iso=0.0, occupancy=0.94)
-model_2.atom_sites.add('Ti',  'Ti', 0,     0,     0.223, wyckoff_letter='a', b_iso=0.0, occupancy=0.06)
-model_2.atom_sites.add('O',   'O',  0.436, 0.022, 0.958, wyckoff_letter='b', b_iso=0.0, occupancy=1.0)
+model_2.atom_sites.add('Bi', 'Bi', 0, 0, 0, wyckoff_letter='a', b_iso=0.0, occupancy=0.88)
+model_2.atom_sites.add('Sm', 'Sm', 0, 0, 0, wyckoff_letter='a', b_iso=0.0, occupancy=0.12)
+model_2.atom_sites.add('Fe', 'Fe', 0, 0, 0.223, wyckoff_letter='a', b_iso=0.0, occupancy=0.94)
+model_2.atom_sites.add('Ti', 'Ti', 0, 0, 0.223, wyckoff_letter='a', b_iso=0.0, occupancy=0.06)
+model_2.atom_sites.add('O', 'O', 0.436, 0.022, 0.958, wyckoff_letter='b', b_iso=0.0, occupancy=1.0)
 
 # %% [markdown]
 # ## Define Experiment
@@ -92,7 +92,7 @@
 # #### Download Data
 
 # %%
-#download_from_repository('hrpt_n_Bi0p88Sm0p12Fe0p94Ti0p06O3_DW_V_9x8x52_1p49_HI.xye',
+# download_from_repository('hrpt_n_Bi0p88Sm0p12Fe0p94Ti0p06O3_DW_V_9x8x52_1p49_HI.xye',
 #                         branch='develop',
 #                         destination='data')
 
@@ -237,11 +237,11 @@
 # Set sample model parameters to be optimized.
 
 # %%
-#model_1.cell.length_a.free = True
-#model_1.atom_sites['Co'].b_iso.free = True
-#model_1.atom_sites['O'].b_iso.free = True
+# model_1.cell.length_a.free = True
+# model_1.atom_sites['Co'].b_iso.free = True
+# model_1.atom_sites['O'].b_iso.free = True
 
-#model_2.cell.length_a.free = True
+# model_2.cell.length_a.free = True
 
 # %% [markdown]
 # Set experiment parameters to be optimized.
diff --git a/tutorials-drafts/data/DREAM_mantle_bc240_nist_cif.xye b/tmp/data/DREAM_mantle_bc240_nist_cif.xye
similarity index 100%
rename from tutorials-drafts/data/DREAM_mantle_bc240_nist_cif.xye
rename to tmp/data/DREAM_mantle_bc240_nist_cif.xye
diff --git a/tutorials-drafts/data/DREAM_mantle_bc240_nist_cif_2.xye b/tmp/data/DREAM_mantle_bc240_nist_cif_2.xye
similarity index 100%
rename from tutorials-drafts/data/DREAM_mantle_bc240_nist_cif_2.xye
rename to tmp/data/DREAM_mantle_bc240_nist_cif_2.xye
diff --git a/tutorials-drafts/data/DREAM_mantle_bc240_nist_nc.xye b/tmp/data/DREAM_mantle_bc240_nist_nc.xye
similarity index 100%
rename from tutorials-drafts/data/DREAM_mantle_bc240_nist_nc.xye
rename to tmp/data/DREAM_mantle_bc240_nist_nc.xye
diff --git a/tutorials-drafts/data/DREAM_mantle_bc240_nist_nc_2.xye b/tmp/data/DREAM_mantle_bc240_nist_nc_2.xye
similarity index 100%
rename from tutorials-drafts/data/DREAM_mantle_bc240_nist_nc_2.xye
rename to tmp/data/DREAM_mantle_bc240_nist_nc_2.xye
diff --git a/tutorials-drafts/data/Si_mp-149_symmetrized_mcstas.cif b/tmp/data/Si_mp-149_symmetrized_mcstas.cif
similarity index 100%
rename from tutorials-drafts/data/Si_mp-149_symmetrized_mcstas.cif
rename to tmp/data/Si_mp-149_symmetrized_mcstas.cif
diff --git a/tmp/data/hrpt_lbco.xye b/tmp/data/hrpt_lbco.xye
new file mode 100644
index 00000000..0b9b63e3
--- /dev/null
+++ b/tmp/data/hrpt_lbco.xye
@@ -0,0 +1,3099 @@
+#  2theta intensity   su
+   10.00    167.00   12.60
+   10.05    157.00   12.50
+   10.10    187.00   13.30
+   10.15    197.00   14.00
+   10.20    164.00   12.50
+   10.25    171.00   13.00
+   10.30    190.00   13.40
+   10.35    182.00   13.50
+   10.40    166.00   12.60
+   10.45    203.00   14.30
+   10.50    156.00   12.20
+   10.55    190.00   13.90
+   10.60    175.00   13.00
+   10.65    161.00   12.90
+   10.70    187.00   13.50
+   10.75    166.00   13.10
+   10.80    171.00   13.00
+   10.85    177.00   13.60
+   10.90    159.00   12.60
+   10.95    184.00   13.90
+   11.00    160.00   12.60
+   11.05    182.00   13.90
+   11.10    167.00   13.00
+   11.15    169.00   13.40
+   11.20    186.00   13.70
+   11.25    167.00   13.30
+   11.30    169.00   13.10
+   11.35    159.00   13.10
+   11.40    170.00   13.20
+   11.45    179.00   13.90
+   11.50    178.00   13.50
+   11.55    188.00   14.20
+   11.60    176.00   13.50
+   11.65    196.00   14.60
+   11.70    182.00   13.70
+   11.75    183.00   14.00
+   11.80    195.00   14.10
+   11.85    144.00   12.40
+   11.90    178.00   13.50
+   11.95    175.00   13.70
+   12.00    200.00   14.20
+   12.05    157.00   12.90
+   12.10    195.00   14.00
+   12.15    164.00   13.10
+   12.20    188.00   13.70
+   12.25    168.00   13.10
+   12.30    191.00   13.70
+   12.35    178.00   13.40
+   12.40    182.00   13.30
+   12.45    174.00   13.30
+   12.50    171.00   12.90
+   12.55    174.00   13.20
+   12.60    184.00   13.30
+   12.65    164.00   12.80
+   12.70    166.00   12.50
+   12.75    177.00   13.20
+   12.80    174.00   12.80
+   12.85    187.00   13.50
+   12.90    183.00   13.10
+   12.95    187.00   13.50
+   13.00    175.00   12.80
+   13.05    165.00   12.70
+   13.10    177.00   12.80
+   13.15    182.00   13.30
+   13.20    195.00   13.50
+   13.25    163.00   12.60
+   13.30    180.00   12.90
+   13.35    171.00   12.90
+   13.40    182.00   13.00
+   13.45    179.00   13.10
+   13.50    161.00   12.20
+   13.55    156.00   12.30
+   13.60    197.00   13.50
+   13.65    167.00   12.70
+   13.70    180.00   12.80
+   13.75    182.00   13.20
+   13.80    176.00   12.70
+   13.85    153.00   12.10
+   13.90    179.00   12.80
+   13.95    156.00   12.30
+   14.00    187.00   13.10
+   14.05    170.00   12.80
+   14.10    185.00   13.00
+   14.15    180.00   13.20
+   14.20    167.00   12.40
+   14.25    159.00   12.40
+   14.30    152.00   11.80
+   14.35    173.00   13.00
+   14.40    169.00   12.50
+   14.45    185.00   13.40
+   14.50    168.00   12.40
+   14.55    193.00   13.70
+   14.60    177.00   12.80
+   14.65    161.00   12.50
+   14.70    180.00   12.90
+   14.75    165.00   12.60
+   14.80    178.00   12.80
+   14.85    157.00   12.30
+   14.90    163.00   12.30
+   14.95    143.00   11.70
+   15.00    155.00   11.90
+   15.05    168.00   12.80
+   15.10    160.00   12.10
+   15.15    155.00   12.20
+   15.20    203.00   13.70
+   15.25    164.00   12.60
+   15.30    158.00   12.10
+   15.35    152.00   12.10
+   15.40    173.00   12.60
+   15.45    160.00   12.50
+   15.50    172.00   12.60
+   15.55    164.00   12.60
+   15.60    163.00   12.30
+   15.65    173.00   13.00
+   15.70    177.00   12.80
+   15.75    184.00   13.40
+   15.80    173.00   12.70
+   15.85    182.00   13.30
+   15.90    156.00   12.10
+   15.95    152.00   12.20
+   16.00    201.00   13.70
+   16.05    156.00   12.30
+   16.10    169.00   12.50
+   16.15    178.00   13.20
+   16.20    150.00   11.80
+   16.25    163.00   12.60
+   16.30    165.00   12.40
+   16.35    160.00   12.50
+   16.40    171.00   12.60
+   16.45    168.00   12.80
+   16.50    159.00   12.20
+   16.55    166.00   12.80
+   16.60    156.00   12.10
+   16.65    156.00   12.40
+   16.70    154.00   12.10
+   16.75    173.00   13.10
+   16.80    173.00   12.80
+   16.85    161.00   12.70
+   16.90    177.00   13.00
+   16.95    159.00   12.70
+   17.00    162.00   12.50
+   17.05    166.00   13.00
+   17.10    167.00   12.70
+   17.15    166.00   13.10
+   17.20    168.00   12.80
+   17.25    188.00   14.00
+   17.30    165.00   12.80
+   17.35    171.00   13.40
+   17.40    171.00   13.10
+   17.45    162.00   13.10
+   17.50    161.00   12.80
+   17.55    177.00   13.80
+   17.60    176.00   13.40
+   17.65    175.00   13.70
+   17.70    140.00   12.00
+   17.75    177.00   13.90
+   17.80    150.00   12.40
+   17.85    154.00   12.90
+   17.90    138.00   11.90
+   17.95    161.00   13.20
+   18.00    171.00   13.30
+   18.05    144.00   12.50
+   18.10    148.00   12.40
+   18.15    169.00   13.50
+   18.20    162.00   12.90
+   18.25    171.00   13.50
+   18.30    155.00   12.60
+   18.35    143.00   12.30
+   18.40    162.00   12.80
+   18.45    177.00   13.60
+   18.50    158.00   12.60
+   18.55    142.00   12.20
+   18.60    153.00   12.40
+   18.65    169.00   13.30
+   18.70    144.00   12.00
+   18.75    171.00   13.30
+   18.80    159.00   12.50
+   18.85    169.00   13.10
+   18.90    163.00   12.60
+   18.95    154.00   12.50
+   19.00    146.00   11.90
+   19.05    154.00   12.50
+   19.10    156.00   12.20
+   19.15    195.00   14.00
+   19.20    154.00   12.10
+   19.25    167.00   12.90
+   19.30    156.00   12.20
+   19.35    148.00   12.10
+   19.40    173.00   12.80
+   19.45    155.00   12.40
+   19.50    146.00   11.70
+   19.55    173.00   13.10
+   19.60    179.00   13.00
+   19.65    152.00   12.30
+   19.70    182.00   13.10
+   19.75    183.00   13.40
+   19.80    150.00   11.90
+   19.85    155.00   12.30
+   19.90    158.00   12.20
+   19.95    161.00   12.60
+   20.00    164.00   12.40
+   20.05    166.00   12.80
+   20.10    172.00   12.70
+   20.15    148.00   12.10
+   20.20    161.00   12.30
+   20.25    160.00   12.60
+   20.30    185.00   13.20
+   20.35    165.00   12.80
+   20.40    155.00   12.10
+   20.45    172.00   13.00
+   20.50    170.00   12.70
+   20.55    180.00   13.40
+   20.60    184.00   13.20
+   20.65    164.00   12.80
+   20.70    177.00   13.00
+   20.75    150.00   12.20
+   20.80    176.00   12.90
+   20.85    174.00   13.20
+   20.90    173.00   12.80
+   20.95    167.00   12.90
+   21.00    158.00   12.20
+   21.05    174.00   13.20
+   21.10    160.00   12.30
+   21.15    174.00   13.20
+   21.20    160.00   12.30
+   21.25    182.00   13.40
+   21.30    155.00   12.10
+   21.35    182.00   13.40
+   21.40    157.00   12.20
+   21.45    174.00   13.20
+   21.50    173.00   12.80
+   21.55    165.00   12.80
+   21.60    182.00   13.10
+   21.65    176.00   13.20
+   21.70    150.00   11.90
+   21.75    162.00   12.60
+   21.80    172.00   12.70
+   21.85    162.00   12.70
+   21.90    171.00   12.70
+   21.95    165.00   12.80
+   22.00    180.00   13.00
+   22.05    167.00   12.80
+   22.10    159.00   12.20
+   22.15    159.00   12.50
+   22.20    160.00   12.30
+   22.25    174.00   13.10
+   22.30    175.00   12.90
+   22.35    172.00   13.10
+   22.40    176.00   12.90
+   22.45    140.00   11.80
+   22.50    163.00   12.40
+   22.55    180.00   13.50
+   22.60    211.00   14.20
+   22.65    190.00   13.90
+   22.70    179.00   13.10
+   22.75    195.00   14.10
+   22.80    198.00   13.90
+   22.85    181.00   13.70
+   22.90    203.00   14.10
+   22.95    193.00   14.10
+   23.00    155.00   12.40
+   23.05    159.00   12.90
+   23.10    184.00   13.50
+   23.15    145.00   12.30
+   23.20    145.00   12.00
+   23.25    179.00   13.70
+   23.30    185.00   13.60
+   23.35    168.00   13.30
+   23.40    185.00   13.60
+   23.45    170.00   13.40
+   23.50    174.00   13.30
+   23.55    164.00   13.20
+   23.60    168.00   13.10
+   23.65    185.00   14.10
+   23.70    183.00   13.70
+   23.75    172.00   13.70
+   23.80    156.00   12.70
+   23.85    182.00   14.00
+   23.90    182.00   13.70
+   23.95    149.00   12.70
+   24.00    160.00   12.80
+   24.05    168.00   13.50
+   24.10    178.00   13.60
+   24.15    169.00   13.60
+   24.20    172.00   13.40
+   24.25    170.00   13.60
+   24.30    161.00   12.90
+   24.35    168.00   13.50
+   24.40    162.00   13.00
+   24.45    157.00   13.00
+   24.50    162.00   12.90
+   24.55    159.00   13.10
+   24.60    168.00   13.20
+   24.65    170.00   13.50
+   24.70    166.00   13.00
+   24.75    146.00   12.50
+   24.80    154.00   12.50
+   24.85    154.00   12.70
+   24.90    198.00   14.10
+   24.95    195.00   14.30
+   25.00    148.00   12.20
+   25.05    161.00   12.90
+   25.10    160.00   12.60
+   25.15    160.00   12.80
+   25.20    149.00   12.10
+   25.25    179.00   13.50
+   25.30    174.00   13.00
+   25.35    168.00   13.00
+   25.40    146.00   11.90
+   25.45    160.00   12.70
+   25.50    145.00   11.80
+   25.55    151.00   12.30
+   25.60    161.00   12.40
+   25.65    187.00   13.60
+   25.70    154.00   12.10
+   25.75    157.00   12.40
+   25.80    169.00   12.60
+   25.85    181.00   13.40
+   25.90    156.00   12.10
+   25.95    185.00   13.40
+   26.00    192.00   13.40
+   26.05    153.00   12.20
+   26.10    149.00   11.80
+   26.15    154.00   12.20
+   26.20    152.00   11.90
+   26.25    179.00   13.20
+   26.30    180.00   12.90
+   26.35    160.00   12.50
+   26.40    174.00   12.60
+   26.45    145.00   11.80
+   26.50    171.00   12.50
+   26.55    162.00   12.50
+   26.60    154.00   11.80
+   26.65    153.00   12.10
+   26.70    162.00   12.10
+   26.75    160.00   12.40
+   26.80    150.00   11.70
+   26.85    189.00   13.40
+   26.90    168.00   12.40
+   26.95    144.00   11.70
+   27.00    147.00   11.60
+   27.05    155.00   12.20
+   27.10    174.00   12.60
+   27.15    169.00   12.70
+   27.20    174.00   12.60
+   27.25    164.00   12.60
+   27.30    146.00   11.60
+   27.35    149.00   12.00
+   27.40    155.00   11.90
+   27.45    155.00   12.20
+   27.50    168.00   12.40
+   27.55    131.00   11.20
+   27.60    159.00   12.10
+   27.65    181.00   13.20
+   27.70    146.00   11.60
+   27.75    188.00   13.50
+   27.80    162.00   12.20
+   27.85    161.00   12.50
+   27.90    176.00   12.70
+   27.95    152.00   12.10
+   28.00    170.00   12.40
+   28.05    152.00   12.00
+   28.10    158.00   12.00
+   28.15    168.00   12.60
+   28.20    161.00   12.10
+   28.25    184.00   13.30
+   28.30    166.00   12.30
+   28.35    193.00   13.60
+   28.40    157.00   12.00
+   28.45    167.00   12.60
+   28.50    158.00   12.00
+   28.55    135.00   11.40
+   28.60    150.00   11.70
+   28.65    167.00   12.70
+   28.70    161.00   12.20
+   28.75    157.00   12.30
+   28.80    153.00   11.80
+   28.85    161.00   12.50
+   28.90    163.00   12.20
+   28.95    133.00   11.40
+   29.00    169.00   12.50
+   29.05    162.00   12.50
+   29.10    161.00   12.20
+   29.15    163.00   12.60
+   29.20    144.00   11.60
+   29.25    178.00   13.20
+   29.30    161.00   12.20
+   29.35    141.00   11.80
+   29.40    169.00   12.50
+   29.45    160.00   12.50
+   29.50    177.00   12.90
+   29.55    174.00   13.10
+   29.60    157.00   12.10
+   29.65    176.00   13.20
+   29.70    179.00   13.00
+   29.75    166.00   12.90
+   29.80    162.00   12.40
+   29.85    147.00   12.20
+   29.90    152.00   12.00
+   29.95    171.00   13.20
+   30.00    178.00   13.10
+   30.05    208.00   14.60
+   30.10    178.00   13.20
+   30.15    149.00   12.40
+   30.20    181.00   13.30
+   30.25    162.00   13.00
+   30.30    177.00   13.20
+   30.35    165.00   13.10
+   30.40    177.00   13.30
+   30.45    158.00   12.90
+   30.50    157.00   12.60
+   30.55    163.00   13.10
+   30.60    144.00   12.00
+   30.65    156.00   12.80
+   30.70    176.00   13.30
+   30.75    179.00   13.70
+   30.80    174.00   13.20
+   30.85    182.00   13.80
+   30.90    161.00   12.70
+   30.95    166.00   13.10
+   31.00    168.00   13.00
+   31.05    153.00   12.60
+   31.10    156.00   12.40
+   31.15    174.00   13.40
+   31.20    167.00   12.80
+   31.25    192.00   14.00
+   31.30    154.00   12.30
+   31.35    166.00   13.00
+   31.40    169.00   12.90
+   31.45    185.00   13.70
+   31.50    165.00   12.60
+   31.55    163.00   12.80
+   31.60    173.00   12.90
+   31.65    169.00   13.00
+   31.70    188.00   13.40
+   31.75    195.00   13.90
+   31.80    195.00   13.60
+   31.85    221.00   14.70
+   31.90    229.00   14.70
+   31.95    302.00   17.20
+   32.00    327.00   17.50
+   32.05    380.00   19.30
+   32.10    358.00   18.30
+   32.15    394.00   19.60
+   32.20    373.00   18.70
+   32.25    362.00   18.70
+   32.30    306.00   16.90
+   32.35    276.00   16.40
+   32.40    237.00   14.80
+   32.45    203.00   14.00
+   32.50    178.00   12.80
+   32.55    199.00   13.90
+   32.60    167.00   12.40
+   32.65    185.00   13.40
+   32.70    180.00   12.90
+   32.75    178.00   13.10
+   32.80    145.00   11.50
+   32.85    176.00   13.00
+   32.90    177.00   12.70
+   32.95    182.00   13.20
+   33.00    167.00   12.40
+   33.05    152.00   12.10
+   33.10    144.00   11.50
+   33.15    170.00   12.80
+   33.20    156.00   11.90
+   33.25    154.00   12.20
+   33.30    180.00   12.80
+   33.35    176.00   13.00
+   33.40    183.00   12.90
+   33.45    162.00   12.40
+   33.50    180.00   12.80
+   33.55    165.00   12.60
+   33.60    174.00   12.50
+   33.65    179.00   13.00
+   33.70    152.00   11.70
+   33.75    182.00   13.10
+   33.80    184.00   12.90
+   33.85    166.00   12.50
+   33.90    182.00   12.80
+   33.95    162.00   12.40
+   34.00    174.00   12.50
+   34.05    153.00   12.00
+   34.10    182.00   12.80
+   34.15    180.00   13.00
+   34.20    167.00   12.20
+   34.25    173.00   12.70
+   34.30    153.00   11.70
+   34.35    160.00   12.30
+   34.40    180.00   12.70
+   34.45    168.00   12.50
+   34.50    167.00   12.20
+   34.55    176.00   12.80
+   34.60    165.00   12.10
+   34.65    174.00   12.80
+   34.70    161.00   12.00
+   34.75    178.00   12.90
+   34.80    170.00   12.30
+   34.85    166.00   12.50
+   34.90    173.00   12.40
+   34.95    158.00   12.20
+   35.00    166.00   12.20
+   35.05    170.00   12.60
+   35.10    162.00   12.00
+   35.15    183.00   13.10
+   35.20    176.00   12.50
+   35.25    171.00   12.60
+   35.30    174.00   12.50
+   35.35    179.00   12.90
+   35.40    176.00   12.50
+   35.45    193.00   13.40
+   35.50    180.00   12.70
+   35.55    188.00   13.30
+   35.60    177.00   12.60
+   35.65    176.00   12.90
+   35.70    171.00   12.40
+   35.75    185.00   13.30
+   35.80    178.00   12.70
+   35.85    152.00   12.10
+   35.90    160.00   12.10
+   35.95    187.00   13.50
+   36.00    167.00   12.40
+   36.05    181.00   13.30
+   36.10    166.00   12.40
+   36.15    165.00   12.80
+   36.20    170.00   12.70
+   36.25    197.00   14.10
+   36.30    179.00   13.10
+   36.35    172.00   13.20
+   36.40    181.00   13.30
+   36.45    174.00   13.40
+   36.50    162.00   12.60
+   36.55    166.00   13.10
+   36.60    158.00   12.50
+   36.65    199.00   14.40
+   36.70    188.00   13.70
+   36.75    177.00   13.70
+   36.80    167.00   12.90
+   36.85    156.00   12.90
+   36.90    174.00   13.20
+   36.95    176.00   13.70
+   37.00    152.00   12.40
+   37.05    191.00   14.40
+   37.10    151.00   12.50
+   37.15    202.00   14.80
+   37.20    191.00   14.00
+   37.25    161.00   13.20
+   37.30    199.00   14.30
+   37.35    175.00   13.70
+   37.40    146.00   12.30
+   37.45    181.00   14.00
+   37.50    221.00   15.00
+   37.55    194.00   14.40
+   37.60    158.00   12.70
+   37.65    171.00   13.50
+   37.70    172.00   13.20
+   37.75    168.00   13.30
+   37.80    192.00   13.90
+   37.85    185.00   13.90
+   37.90    193.00   13.90
+   37.95    178.00   13.60
+   38.00    195.00   13.90
+   38.05    175.00   13.40
+   38.10    178.00   13.20
+   38.15    173.00   13.30
+   38.20    195.00   13.70
+   38.25    194.00   13.90
+   38.30    191.00   13.50
+   38.35    178.00   13.30
+   38.40    184.00   13.30
+   38.45    186.00   13.50
+   38.50    202.00   13.80
+   38.55    200.00   14.00
+   38.60    210.00   14.00
+   38.65    198.00   13.90
+   38.70    225.00   14.50
+   38.75    209.00   14.30
+   38.80    229.00   14.60
+   38.85    197.00   13.90
+   38.90    220.00   14.30
+   38.95    215.00   14.40
+   39.00    242.00   15.00
+   39.05    340.00   18.10
+   39.10    441.00   20.20
+   39.15    654.00   25.10
+   39.20    962.00   29.70
+   39.25   1477.00   37.70
+   39.30   2012.00   43.00
+   39.35   2634.00   50.20
+   39.40   3115.00   53.40
+   39.45   3467.00   57.50
+   39.50   3532.00   56.70
+   39.55   3337.00   56.30
+   39.60   2595.00   48.60
+   39.65   1943.00   42.90
+   39.70   1251.00   33.70
+   39.75    828.00   28.00
+   39.80    525.00   21.80
+   39.85    377.00   18.80
+   39.90    294.00   16.30
+   39.95    233.00   14.80
+   40.00    233.00   14.50
+   40.05    253.00   15.40
+   40.10    253.00   15.10
+   40.15    213.00   14.10
+   40.20    196.00   13.20
+   40.25    222.00   14.40
+   40.30    172.00   12.40
+   40.35    218.00   14.30
+   40.40    206.00   13.60
+   40.45    195.00   13.60
+   40.50    209.00   13.70
+   40.55    192.00   13.50
+   40.60    197.00   13.30
+   40.65    188.00   13.30
+   40.70    202.00   13.50
+   40.75    208.00   14.00
+   40.80    184.00   12.90
+   40.85    177.00   13.00
+   40.90    202.00   13.50
+   40.95    198.00   13.80
+   41.00    203.00   13.60
+   41.05    193.00   13.60
+   41.10    188.00   13.10
+   41.15    211.00   14.20
+   41.20    189.00   13.10
+   41.25    200.00   13.90
+   41.30    198.00   13.50
+   41.35    203.00   14.00
+   41.40    197.00   13.40
+   41.45    190.00   13.60
+   41.50    212.00   14.00
+   41.55    185.00   13.40
+   41.60    228.00   14.50
+   41.65    167.00   12.80
+   41.70    207.00   13.90
+   41.75    187.00   13.60
+   41.80    190.00   13.30
+   41.85    192.00   13.80
+   41.90    185.00   13.20
+   41.95    161.00   12.70
+   42.00    187.00   13.30
+   42.05    191.00   13.80
+   42.10    159.00   12.30
+   42.15    170.00   13.10
+   42.20    182.00   13.20
+   42.25    186.00   13.70
+   42.30    192.00   13.60
+   42.35    178.00   13.50
+   42.40    186.00   13.40
+   42.45    180.00   13.50
+   42.50    178.00   13.10
+   42.55    182.00   13.60
+   42.60    179.00   13.20
+   42.65    203.00   14.50
+   42.70    191.00   13.70
+   42.75    207.00   14.60
+   42.80    183.00   13.40
+   42.85    180.00   13.60
+   42.90    191.00   13.70
+   42.95    187.00   13.90
+   43.00    184.00   13.50
+   43.05    182.00   13.80
+   43.10    178.00   13.30
+   43.15    169.00   13.30
+   43.20    158.00   12.60
+   43.25    180.00   13.70
+   43.30    174.00   13.20
+   43.35    184.00   14.00
+   43.40    178.00   13.40
+   43.45    180.00   13.80
+   43.50    144.00   12.00
+   43.55    169.00   13.40
+   43.60    177.00   13.30
+   43.65    156.00   12.80
+   43.70    148.00   12.20
+   43.75    159.00   12.90
+   43.80    195.00   14.00
+   43.85    186.00   14.00
+   43.90    180.00   13.40
+   43.95    192.00   14.10
+   44.00    186.00   13.50
+   44.05    180.00   13.60
+   44.10    174.00   13.10
+   44.15    181.00   13.60
+   44.20    178.00   13.20
+   44.25    189.00   13.80
+   44.30    206.00   14.10
+   44.35    183.00   13.60
+   44.40    161.00   12.40
+   44.45    170.00   13.00
+   44.50    203.00   13.90
+   44.55    168.00   12.90
+   44.60    199.00   13.70
+   44.65    192.00   13.70
+   44.70    192.00   13.40
+   44.75    200.00   14.00
+   44.80    206.00   13.90
+   44.85    193.00   13.70
+   44.90    188.00   13.20
+   44.95    200.00   13.90
+   45.00    193.00   13.40
+   45.05    203.00   14.00
+   45.10    212.00   14.00
+   45.15    197.00   13.80
+   45.20    219.00   14.20
+   45.25    219.00   14.60
+   45.30    226.00   14.50
+   45.35    282.00   16.50
+   45.40    353.00   18.10
+   45.45    469.00   21.30
+   45.50    741.00   26.20
+   45.55   1176.00   33.70
+   45.60   1577.00   38.10
+   45.65   2122.00   45.30
+   45.70   2726.00   50.10
+   45.75   2990.00   53.70
+   45.80   2991.00   52.50
+   45.85   2796.00   52.00
+   45.90   2372.00   46.80
+   45.95   1752.00   41.20
+   46.00   1209.00   33.40
+   46.05    824.00   28.30
+   46.10    512.00   21.80
+   46.15    353.00   18.60
+   46.20    273.00   15.90
+   46.25    259.00   15.90
+   46.30    233.00   14.80
+   46.35    220.00   14.70
+   46.40    228.00   14.60
+   46.45    231.00   15.10
+   46.50    218.00   14.30
+   46.55    210.00   14.40
+   46.60    212.00   14.20
+   46.65    187.00   13.60
+   46.70    207.00   14.00
+   46.75    212.00   14.50
+   46.80    188.00   13.40
+   46.85    178.00   13.30
+   46.90    186.00   13.30
+   46.95    192.00   13.80
+   47.00    192.00   13.50
+   47.05    186.00   13.60
+   47.10    208.00   14.10
+   47.15    199.00   14.10
+   47.20    165.00   12.50
+   47.25    212.00   14.50
+   47.30    191.00   13.50
+   47.35    185.00   13.60
+   47.40    171.00   12.70
+   47.45    176.00   13.20
+   47.50    179.00   13.00
+   47.55    187.00   13.60
+   47.60    181.00   13.10
+   47.65    173.00   13.10
+   47.70    167.00   12.50
+   47.75    182.00   13.40
+   47.80    171.00   12.70
+   47.85    185.00   13.50
+   47.90    177.00   12.90
+   47.95    154.00   12.40
+   48.00    200.00   13.70
+   48.05    177.00   13.30
+   48.10    184.00   13.20
+   48.15    166.00   12.80
+   48.20    181.00   13.10
+   48.25    208.00   14.40
+   48.30    186.00   13.20
+   48.35    164.00   12.70
+   48.40    196.00   13.60
+   48.45    169.00   12.90
+   48.50    173.00   12.70
+   48.55    200.00   14.10
+   48.60    163.00   12.40
+   48.65    173.00   13.10
+   48.70    187.00   13.30
+   48.75    177.00   13.30
+   48.80    200.00   13.80
+   48.85    171.00   13.00
+   48.90    192.00   13.50
+   48.95    178.00   13.30
+   49.00    169.00   12.70
+   49.05    160.00   12.70
+   49.10    182.00   13.20
+   49.15    173.00   13.20
+   49.20    170.00   12.80
+   49.25    181.00   13.60
+   49.30    170.00   12.90
+   49.35    164.00   13.00
+   49.40    166.00   12.70
+   49.45    174.00   13.40
+   49.50    173.00   13.10
+   49.55    137.00   11.90
+   49.60    166.00   12.80
+   49.65    194.00   14.20
+   49.70    160.00   12.60
+   49.75    152.00   12.50
+   49.80    180.00   13.30
+   49.85    160.00   12.90
+   49.90    149.00   12.20
+   49.95    172.00   13.40
+   50.00    170.00   13.00
+   50.05    175.00   13.50
+   50.10    162.00   12.70
+   50.15    168.00   13.20
+   50.20    186.00   13.60
+   50.25    179.00   13.60
+   50.30    165.00   12.70
+   50.35    155.00   12.60
+   50.40    170.00   12.90
+   50.45    162.00   12.80
+   50.50    157.00   12.30
+   50.55    173.00   13.20
+   50.60    149.00   12.00
+   50.65    167.00   13.00
+   50.70    165.00   12.60
+   50.75    157.00   12.50
+   50.80    177.00   13.00
+   50.85    187.00   13.60
+   50.90    155.00   12.10
+   50.95    194.00   13.70
+   51.00    147.00   11.70
+   51.05    169.00   12.80
+   51.10    166.00   12.40
+   51.15    193.00   13.60
+   51.20    168.00   12.40
+   51.25    188.00   13.40
+   51.30    182.00   12.80
+   51.35    180.00   13.10
+   51.40    177.00   12.70
+   51.45    188.00   13.30
+   51.50    187.00   13.00
+   51.55    178.00   12.90
+   51.60    177.00   12.60
+   51.65    184.00   13.10
+   51.70    172.00   12.40
+   51.75    188.00   13.30
+   51.80    194.00   13.20
+   51.85    179.00   12.90
+   51.90    176.00   12.50
+   51.95    180.00   12.90
+   52.00    169.00   12.20
+   52.05    178.00   12.90
+   52.10    165.00   12.10
+   52.15    149.00   11.70
+   52.20    168.00   12.20
+   52.25    157.00   12.10
+   52.30    151.00   11.60
+   52.35    181.00   13.00
+   52.40    172.00   12.40
+   52.45    178.00   12.90
+   52.50    179.00   12.60
+   52.55    171.00   12.60
+   52.60    129.00   10.70
+   52.65    180.00   13.00
+   52.70    154.00   11.70
+   52.75    182.00   13.10
+   52.80    166.00   12.20
+   52.85    156.00   12.10
+   52.90    164.00   12.10
+   52.95    166.00   12.50
+   53.00    176.00   12.50
+   53.05    182.00   13.10
+   53.10    173.00   12.50
+   53.15    160.00   12.30
+   53.20    169.00   12.30
+   53.25    162.00   12.30
+   53.30    164.00   12.10
+   53.35    165.00   12.40
+   53.40    177.00   12.60
+   53.45    173.00   12.80
+   53.50    158.00   11.90
+   53.55    164.00   12.40
+   53.60    175.00   12.50
+   53.65    166.00   12.50
+   53.70    161.00   12.00
+   53.75    167.00   12.50
+   53.80    136.00   11.00
+   53.85    167.00   12.50
+   53.90    152.00   11.70
+   53.95    159.00   12.20
+   54.00    172.00   12.40
+   54.05    179.00   12.90
+   54.10    169.00   12.20
+   54.15    165.00   12.40
+   54.20    166.00   12.10
+   54.25    162.00   12.30
+   54.30    175.00   12.40
+   54.35    162.00   12.30
+   54.40    145.00   11.40
+   54.45    148.00   11.70
+   54.50    157.00   11.80
+   54.55    176.00   12.80
+   54.60    162.00   12.00
+   54.65    153.00   12.00
+   54.70    178.00   12.60
+   54.75    147.00   11.80
+   54.80    146.00   11.50
+   54.85    170.00   12.70
+   54.90    155.00   11.80
+   54.95    170.00   12.70
+   55.00    142.00   11.30
+   55.05    154.00   12.10
+   55.10    150.00   11.70
+   55.15    145.00   11.80
+   55.20    151.00   11.80
+   55.25    162.00   12.50
+   55.30    153.00   11.90
+   55.35    170.00   12.90
+   55.40    153.00   11.90
+   55.45    156.00   12.40
+   55.50    163.00   12.40
+   55.55    149.00   12.20
+   55.60    135.00   11.30
+   55.65    158.00   12.60
+   55.70    144.00   11.70
+   55.75    152.00   12.40
+   55.80    165.00   12.70
+   55.85    164.00   13.00
+   55.90    175.00   13.10
+   55.95    150.00   12.40
+   56.00    168.00   12.90
+   56.05    159.00   12.90
+   56.10    187.00   13.60
+   56.15    170.00   13.30
+   56.20    159.00   12.60
+   56.25    148.00   12.50
+   56.30    159.00   12.60
+   56.35    174.00   13.50
+   56.40    195.00   14.00
+   56.45    219.00   15.10
+   56.50    216.00   14.70
+   56.55    271.00   16.80
+   56.60    337.00   18.30
+   56.65    417.00   20.80
+   56.70    390.00   19.70
+   56.75    414.00   20.70
+   56.80    388.00   19.60
+   56.85    317.00   18.10
+   56.90    307.00   17.40
+   56.95    250.00   16.00
+   57.00    205.00   14.20
+   57.05    167.00   13.00
+   57.10    179.00   13.20
+   57.15    159.00   12.70
+   57.20    170.00   12.80
+   57.25    168.00   13.00
+   57.30    180.00   13.10
+   57.35    144.00   12.00
+   57.40    178.00   13.00
+   57.45    203.00   14.20
+   57.50    159.00   12.30
+   57.55    165.00   12.80
+   57.60    164.00   12.40
+   57.65    135.00   11.60
+   57.70    157.00   12.20
+   57.75    162.00   12.70
+   57.80    175.00   12.90
+   57.85    161.00   12.60
+   57.90    174.00   12.80
+   57.95    187.00   13.70
+   58.00    164.00   12.50
+   58.05    188.00   13.70
+   58.10    163.00   12.40
+   58.15    177.00   13.30
+   58.20    181.00   13.10
+   58.25    156.00   12.50
+   58.30    163.00   12.40
+   58.35    190.00   13.80
+   58.40    162.00   12.40
+   58.45    186.00   13.70
+   58.50    169.00   12.70
+   58.55    160.00   12.70
+   58.60    171.00   12.80
+   58.65    160.00   12.60
+   58.70    174.00   12.90
+   58.75    163.00   12.70
+   58.80    180.00   13.10
+   58.85    176.00   13.20
+   58.90    174.00   12.80
+   58.95    177.00   13.30
+   59.00    186.00   13.30
+   59.05    157.00   12.40
+   59.10    188.00   13.30
+   59.15    162.00   12.60
+   59.20    160.00   12.20
+   59.25    196.00   13.90
+   59.30    178.00   12.90
+   59.35    188.00   13.50
+   59.40    161.00   12.30
+   59.45    157.00   12.30
+   59.50    183.00   13.00
+   59.55    169.00   12.80
+   59.60    150.00   11.80
+   59.65    195.00   13.70
+   59.70    175.00   12.70
+   59.75    160.00   12.40
+   59.80    168.00   12.40
+   59.85    191.00   13.50
+   59.90    181.00   12.80
+   59.95    168.00   12.70
+   60.00    181.00   12.80
+   60.05    158.00   12.20
+   60.10    160.00   12.00
+   60.15    151.00   12.00
+   60.20    171.00   12.40
+   60.25    167.00   12.60
+   60.30    160.00   12.00
+   60.35    157.00   12.10
+   60.40    172.00   12.40
+   60.45    140.00   11.50
+   60.50    172.00   12.40
+   60.55    150.00   11.90
+   60.60    179.00   12.70
+   60.65    153.00   12.00
+   60.70    170.00   12.40
+   60.75    184.00   13.10
+   60.80    158.00   11.90
+   60.85    177.00   12.90
+   60.90    159.00   12.00
+   60.95    157.00   12.20
+   61.00    168.00   12.30
+   61.05    154.00   12.00
+   61.10    170.00   12.40
+   61.15    147.00   11.80
+   61.20    161.00   12.10
+   61.25    175.00   12.90
+   61.30    170.00   12.40
+   61.35    153.00   12.10
+   61.40    165.00   12.30
+   61.45    164.00   12.50
+   61.50    174.00   12.60
+   61.55    160.00   12.40
+   61.60    188.00   13.20
+   61.65    182.00   13.30
+   61.70    197.00   13.50
+   61.75    163.00   12.60
+   61.80    176.00   12.80
+   61.85    157.00   12.40
+   61.90    166.00   12.40
+   61.95    173.00   13.10
+   62.00    167.00   12.50
+   62.05    175.00   13.20
+   62.10    143.00   11.60
+   62.15    148.00   12.10
+   62.20    178.00   13.00
+   62.25    180.00   13.40
+   62.30    141.00   11.60
+   62.35    202.00   14.30
+   62.40    172.00   12.80
+   62.45    169.00   13.00
+   62.50    143.00   11.80
+   62.55    146.00   12.20
+   62.60    169.00   12.80
+   62.65    146.00   12.30
+   62.70    156.00   12.30
+   62.75    147.00   12.30
+   62.80    158.00   12.40
+   62.85    178.00   13.50
+   62.90    163.00   12.60
+   62.95    168.00   13.10
+   63.00    164.00   12.60
+   63.05    180.00   13.60
+   63.10    189.00   13.60
+   63.15    164.00   12.90
+   63.20    181.00   13.20
+   63.25    179.00   13.50
+   63.30    147.00   11.90
+   63.35    179.00   13.50
+   63.40    150.00   12.00
+   63.45    168.00   12.90
+   63.50    156.00   12.20
+   63.55    181.00   13.40
+   63.60    170.00   12.70
+   63.65    181.00   13.30
+   63.70    184.00   13.10
+   63.75    153.00   12.20
+   63.80    166.00   12.40
+   63.85    166.00   12.60
+   63.90    169.00   12.50
+   63.95    175.00   12.90
+   64.00    157.00   12.00
+   64.05    165.00   12.40
+   64.10    169.00   12.30
+   64.15    164.00   12.40
+   64.20    181.00   12.80
+   64.25    189.00   13.30
+   64.30    179.00   12.60
+   64.35    157.00   12.10
+   64.40    189.00   13.00
+   64.45    167.00   12.50
+   64.50    178.00   12.50
+   64.55    144.00   11.60
+   64.60    180.00   12.60
+   64.65    182.00   12.90
+   64.70    199.00   13.20
+   64.75    172.00   12.60
+   64.80    191.00   12.90
+   64.85    166.00   12.30
+   64.90    157.00   11.70
+   64.95    197.00   13.50
+   65.00    204.00   13.40
+   65.05    183.00   13.00
+   65.10    189.00   12.90
+   65.15    189.00   13.20
+   65.20    170.00   12.20
+   65.25    188.00   13.20
+   65.30    176.00   12.40
+   65.35    172.00   12.60
+   65.40    182.00   12.70
+   65.45    205.00   13.80
+   65.50    191.00   13.00
+   65.55    192.00   13.30
+   65.60    190.00   12.90
+   65.65    194.00   13.40
+   65.70    212.00   13.70
+   65.75    221.00   14.30
+   65.80    227.00   14.20
+   65.85    227.00   14.60
+   65.90    239.00   14.60
+   65.95    261.00   15.60
+   66.00    301.00   16.40
+   66.05    409.00   19.60
+   66.10    559.00   22.30
+   66.15    820.00   27.80
+   66.20   1276.00   33.90
+   66.25   1776.00   41.00
+   66.30   2322.00   45.70
+   66.35   2880.00   52.20
+   66.40   3051.00   52.50
+   66.45   2980.00   53.10
+   66.50   2572.00   48.20
+   66.55   1961.00   43.20
+   66.60   1315.00   34.50
+   66.65    919.00   29.60
+   66.70    548.00   22.40
+   66.75    405.00   19.70
+   66.80    299.00   16.50
+   66.85    309.00   17.20
+   66.90    279.00   15.90
+   66.95    281.00   16.40
+   67.00    235.00   14.70
+   67.05    239.00   15.10
+   67.10    212.00   14.00
+   67.15    228.00   14.80
+   67.20    231.00   14.50
+   67.25    198.00   13.80
+   67.30    223.00   14.30
+   67.35    201.00   13.90
+   67.40    208.00   13.80
+   67.45    207.00   14.10
+   67.50    217.00   14.10
+   67.55    196.00   13.70
+   67.60    182.00   12.90
+   67.65    182.00   13.20
+   67.70    186.00   13.10
+   67.75    176.00   13.00
+   67.80    192.00   13.30
+   67.85    215.00   14.50
+   67.90    178.00   12.90
+   67.95    191.00   13.70
+   68.00    178.00   12.90
+   68.05    185.00   13.50
+   68.10    171.00   12.70
+   68.15    174.00   13.30
+   68.20    193.00   13.60
+   68.25    182.00   13.60
+   68.30    178.00   13.10
+   68.35    196.00   14.10
+   68.40    178.00   13.10
+   68.45    173.00   13.30
+   68.50    175.00   13.10
+   68.55    178.00   13.60
+   68.60    177.00   13.20
+   68.65    176.00   13.60
+   68.70    200.00   14.10
+   68.75    177.00   13.60
+   68.80    185.00   13.60
+   68.85    167.00   13.20
+   68.90    158.00   12.60
+   68.95    176.00   13.60
+   69.00    192.00   13.80
+   69.05    174.00   13.50
+   69.10    154.00   12.40
+   69.15    153.00   12.70
+   69.20    167.00   12.90
+   69.25    168.00   13.30
+   69.30    167.00   12.90
+   69.35    163.00   13.10
+   69.40    157.00   12.50
+   69.45    185.00   13.90
+   69.50    151.00   12.30
+   69.55    176.00   13.50
+   69.60    187.00   13.60
+   69.65    170.00   13.20
+   69.70    164.00   12.70
+   69.75    204.00   14.50
+   69.80    169.00   12.80
+   69.85    191.00   13.90
+   69.90    177.00   13.10
+   69.95    157.00   12.60
+   70.00    173.00   12.80
+   70.05    199.00   14.10
+   70.10    168.00   12.60
+   70.15    191.00   13.70
+   70.20    165.00   12.40
+   70.25    156.00   12.30
+   70.30    163.00   12.30
+   70.35    149.00   12.00
+   70.40    199.00   13.60
+   70.45    158.00   12.30
+   70.50    158.00   12.10
+   70.55    150.00   12.00
+   70.60    197.00   13.50
+   70.65    167.00   12.60
+   70.70    180.00   12.80
+   70.75    187.00   13.40
+   70.80    190.00   13.20
+   70.85    169.00   12.70
+   70.90    214.00   14.00
+   70.95    188.00   13.50
+   71.00    200.00   13.50
+   71.05    186.00   13.30
+   71.10    169.00   12.40
+   71.15    166.00   12.60
+   71.20    175.00   12.60
+   71.25    170.00   12.80
+   71.30    191.00   13.20
+   71.35    185.00   13.30
+   71.40    191.00   13.20
+   71.45    181.00   13.20
+   71.50    188.00   13.10
+   71.55    164.00   12.60
+   71.60    185.00   13.00
+   71.65    168.00   12.70
+   71.70    168.00   12.40
+   71.75    167.00   12.60
+   71.80    158.00   12.00
+   71.85    173.00   12.90
+   71.90    177.00   12.70
+   71.95    193.00   13.60
+   72.00    190.00   13.20
+   72.05    174.00   12.90
+   72.10    161.00   12.10
+   72.15    147.00   11.80
+   72.20    165.00   12.30
+   72.25    188.00   13.40
+   72.30    172.00   12.50
+   72.35    176.00   12.90
+   72.40    167.00   12.30
+   72.45    186.00   13.30
+   72.50    178.00   12.70
+   72.55    158.00   12.20
+   72.60    168.00   12.30
+   72.65    180.00   13.10
+   72.70    154.00   11.80
+   72.75    162.00   12.40
+   72.80    168.00   12.30
+   72.85    194.00   13.50
+   72.90    164.00   12.10
+   72.95    169.00   12.60
+   73.00    160.00   12.00
+   73.05    164.00   12.50
+   73.10    171.00   12.40
+   73.15    169.00   12.60
+   73.20    167.00   12.30
+   73.25    150.00   12.00
+   73.30    173.00   12.50
+   73.35    183.00   13.20
+   73.40    169.00   12.40
+   73.45    180.00   13.10
+   73.50    173.00   12.50
+   73.55    195.00   13.70
+   73.60    178.00   12.80
+   73.65    193.00   13.60
+   73.70    179.00   12.80
+   73.75    153.00   12.20
+   73.80    169.00   12.40
+   73.85    165.00   12.60
+   73.90    172.00   12.60
+   73.95    171.00   12.80
+   74.00    178.00   12.80
+   74.05    180.00   13.20
+   74.10    168.00   12.50
+   74.15    169.00   12.80
+   74.20    190.00   13.20
+   74.25    170.00   12.80
+   74.30    178.00   12.80
+   74.35    158.00   12.40
+   74.40    185.00   13.10
+   74.45    181.00   13.30
+   74.50    173.00   12.70
+   74.55    163.00   12.60
+   74.60    184.00   13.10
+   74.65    181.00   13.40
+   74.70    192.00   13.50
+   74.75    166.00   12.90
+   74.80    168.00   12.60
+   74.85    200.00   14.20
+   74.90    188.00   13.40
+   74.95    190.00   13.90
+   75.00    211.00   14.30
+   75.05    172.00   13.20
+   75.10    198.00   13.90
+   75.15    230.00   15.40
+   75.20    264.00   16.10
+   75.25    227.00   15.20
+   75.30    289.00   16.80
+   75.35    290.00   17.20
+   75.40    284.00   16.70
+   75.45    250.00   16.10
+   75.50    233.00   15.10
+   75.55    239.00   15.70
+   75.60    239.00   15.30
+   75.65    204.00   14.40
+   75.70    178.00   13.20
+   75.75    189.00   13.90
+   75.80    202.00   14.00
+   75.85    181.00   13.50
+   75.90    190.00   13.50
+   75.95    177.00   13.30
+   76.00    199.00   13.80
+   76.05    193.00   13.90
+   76.10    170.00   12.70
+   76.15    170.00   13.00
+   76.20    165.00   12.50
+   76.25    192.00   13.70
+   76.30    171.00   12.70
+   76.35    169.00   12.80
+   76.40    168.00   12.50
+   76.45    183.00   13.30
+   76.50    173.00   12.60
+   76.55    178.00   13.10
+   76.60    175.00   12.70
+   76.65    191.00   13.50
+   76.70    166.00   12.30
+   76.75    187.00   13.40
+   76.80    191.00   13.20
+   76.85    184.00   13.30
+   76.90    168.00   12.40
+   76.95    177.00   13.00
+   77.00    205.00   13.70
+   77.05    188.00   13.40
+   77.10    166.00   12.30
+   77.15    180.00   13.10
+   77.20    179.00   12.80
+   77.25    179.00   13.10
+   77.30    163.00   12.20
+   77.35    188.00   13.40
+   77.40    169.00   12.40
+   77.45    179.00   13.00
+   77.50    169.00   12.40
+   77.55    201.00   13.80
+   77.60    184.00   12.90
+   77.65    187.00   13.30
+   77.70    207.00   13.70
+   77.75    170.00   12.70
+   77.80    193.00   13.20
+   77.85    189.00   13.50
+   77.90    205.00   13.70
+   77.95    183.00   13.20
+   78.00    179.00   12.80
+   78.05    188.00   13.40
+   78.10    194.00   13.30
+   78.15    220.00   14.50
+   78.20    195.00   13.40
+   78.25    176.00   13.00
+   78.30    208.00   13.80
+   78.35    185.00   13.30
+   78.40    217.00   14.10
+   78.45    203.00   14.00
+   78.50    200.00   13.50
+   78.55    196.00   13.70
+   78.60    197.00   13.40
+   78.65    217.00   14.40
+   78.70    179.00   12.80
+   78.75    184.00   13.30
+   78.80    187.00   13.10
+   78.85    219.00   14.40
+   78.90    193.00   13.30
+   78.95    214.00   14.30
+   79.00    207.00   13.70
+   79.05    199.00   13.80
+   79.10    224.00   14.30
+   79.15    244.00   15.20
+   79.20    217.00   14.10
+   79.25    266.00   15.90
+   79.30    281.00   16.00
+   79.35    425.00   20.10
+   79.40    527.00   21.90
+   79.45    735.00   26.50
+   79.50   1057.00   31.10
+   79.55   1483.00   37.70
+   79.60   1955.00   42.20
+   79.65   2315.00   47.10
+   79.70   2552.00   48.30
+   79.75   2506.00   49.00
+   79.80   2261.00   45.50
+   79.85   1842.00   42.10
+   79.90   1328.00   34.90
+   79.95    911.00   29.60
+   80.00    592.00   23.40
+   80.05    430.00   20.40
+   80.10    312.00   17.00
+   80.15    284.00   16.60
+   80.20    285.00   16.20
+   80.25    247.00   15.50
+   80.30    250.00   15.20
+   80.35    231.00   15.00
+   80.40    272.00   15.90
+   80.45    235.00   15.20
+   80.50    188.00   13.20
+   80.55    223.00   14.80
+   80.60    218.00   14.30
+   80.65    221.00   14.80
+   80.70    210.00   14.10
+   80.75    199.00   14.00
+   80.80    207.00   14.00
+   80.85    208.00   14.40
+   80.90    178.00   13.00
+   80.95    194.00   14.00
+   81.00    202.00   13.90
+   81.05    226.00   15.10
+   81.10    209.00   14.20
+   81.15    194.00   14.10
+   81.20    179.00   13.20
+   81.25    183.00   13.70
+   81.30    187.00   13.50
+   81.35    198.00   14.30
+   81.40    198.00   14.00
+   81.45    209.00   14.70
+   81.50    187.00   13.60
+   81.55    211.00   14.90
+   81.60    198.00   14.10
+   81.65    164.00   13.10
+   81.70    200.00   14.10
+   81.75    212.00   14.90
+   81.80    197.00   14.00
+   81.85    191.00   14.20
+   81.90    195.00   14.00
+   81.95    217.00   15.10
+   82.00    189.00   13.80
+   82.05    182.00   13.80
+   82.10    174.00   13.20
+   82.15    182.00   13.80
+   82.20    199.00   14.00
+   82.25    179.00   13.60
+   82.30    197.00   13.90
+   82.35    228.00   15.30
+   82.40    170.00   12.90
+   82.45    203.00   14.40
+   82.50    232.00   15.10
+   82.55    178.00   13.50
+   82.60    216.00   14.50
+   82.65    205.00   14.30
+   82.70    185.00   13.30
+   82.75    212.00   14.60
+   82.80    199.00   13.70
+   82.85    169.00   12.90
+   82.90    165.00   12.50
+   82.95    203.00   14.10
+   83.00    215.00   14.20
+   83.05    199.00   13.90
+   83.10    200.00   13.60
+   83.15    174.00   12.90
+   83.20    192.00   13.30
+   83.25    206.00   14.10
+   83.30    191.00   13.20
+   83.35    203.00   13.90
+   83.40    210.00   13.90
+   83.45    194.00   13.60
+   83.50    245.00   14.90
+   83.55    242.00   15.10
+   83.60    255.00   15.20
+   83.65    310.00   17.10
+   83.70    408.00   19.20
+   83.75    498.00   21.70
+   83.80    729.00   25.60
+   83.85    934.00   29.60
+   83.90   1121.00   31.70
+   83.95   1320.00   35.20
+   84.00   1476.00   36.30
+   84.05   1276.00   34.60
+   84.10   1129.00   31.80
+   84.15    887.00   28.80
+   84.20    643.00   23.90
+   84.25    490.00   21.40
+   84.30    343.00   17.50
+   84.35    284.00   16.30
+   84.40    263.00   15.30
+   84.45    229.00   14.60
+   84.50    235.00   14.50
+   84.55    246.00   15.10
+   84.60    205.00   13.50
+   84.65    217.00   14.20
+   84.70    217.00   13.90
+   84.75    197.00   13.50
+   84.80    195.00   13.10
+   84.85    232.00   14.70
+   84.90    182.00   12.70
+   84.95    192.00   13.40
+   85.00    172.00   12.40
+   85.05    191.00   13.30
+   85.10    200.00   13.30
+   85.15    186.00   13.10
+   85.20    190.00   13.00
+   85.25    211.00   14.00
+   85.30    184.00   12.80
+   85.35    180.00   12.90
+   85.40    182.00   12.70
+   85.45    184.00   13.10
+   85.50    175.00   12.40
+   85.55    176.00   12.80
+   85.60    166.00   12.10
+   85.65    180.00   12.90
+   85.70    195.00   13.10
+   85.75    183.00   13.10
+   85.80    182.00   12.70
+   85.85    168.00   12.50
+   85.90    177.00   12.60
+   85.95    190.00   13.30
+   86.00    178.00   12.60
+   86.05    180.00   13.00
+   86.10    181.00   12.70
+   86.15    177.00   12.90
+   86.20    171.00   12.40
+   86.25    193.00   13.50
+   86.30    181.00   12.70
+   86.35    180.00   13.00
+   86.40    198.00   13.30
+   86.45    177.00   12.90
+   86.50    161.00   12.00
+   86.55    166.00   12.50
+   86.60    176.00   12.60
+   86.65    190.00   13.40
+   86.70    185.00   12.90
+   86.75    173.00   12.90
+   86.80    176.00   12.60
+   86.85    159.00   12.30
+   86.90    188.00   13.10
+   86.95    199.00   13.90
+   87.00    180.00   12.90
+   87.05    164.00   12.60
+   87.10    180.00   12.90
+   87.15    190.00   13.60
+   87.20    179.00   12.90
+   87.25    177.00   13.20
+   87.30    183.00   13.10
+   87.35    174.00   13.20
+   87.40    164.00   12.50
+   87.45    165.00   12.90
+   87.50    185.00   13.30
+   87.55    191.00   13.90
+   87.60    181.00   13.20
+   87.65    143.00   12.10
+   87.70    170.00   12.90
+   87.75    150.00   12.40
+   87.80    187.00   13.50
+   87.85    181.00   13.60
+   87.90    171.00   12.90
+   87.95    179.00   13.60
+   88.00    146.00   12.00
+   88.05    175.00   13.40
+   88.10    182.00   13.40
+   88.15    176.00   13.50
+   88.20    164.00   12.70
+   88.25    152.00   12.60
+   88.30    188.00   13.60
+   88.35    152.00   12.50
+   88.40    172.00   13.00
+   88.45    140.00   12.00
+   88.50    176.00   13.10
+   88.55    168.00   13.10
+   88.60    197.00   13.80
+   88.65    190.00   13.90
+   88.70    176.00   13.10
+   88.75    167.00   13.00
+   88.80    182.00   13.30
+   88.85    175.00   13.20
+   88.90    154.00   12.10
+   88.95    168.00   12.90
+   89.00    187.00   13.30
+   89.05    163.00   12.70
+   89.10    173.00   12.80
+   89.15    161.00   12.50
+   89.20    170.00   12.60
+   89.25    178.00   13.10
+   89.30    174.00   12.70
+   89.35    172.00   12.80
+   89.40    167.00   12.40
+   89.45    168.00   12.60
+   89.50    164.00   12.20
+   89.55    183.00   13.10
+   89.60    141.00   11.30
+   89.65    173.00   12.80
+   89.70    190.00   13.10
+   89.75    180.00   13.00
+   89.80    162.00   12.10
+   89.85    166.00   12.50
+   89.90    164.00   12.10
+   89.95    166.00   12.50
+   90.00    170.00   12.40
+   90.05    176.00   12.90
+   90.10    181.00   12.80
+   90.15    175.00   12.90
+   90.20    161.00   12.10
+   90.25    170.00   12.70
+   90.30    166.00   12.30
+   90.35    175.00   12.90
+   90.40    171.00   12.50
+   90.45    172.00   12.80
+   90.50    183.00   12.90
+   90.55    165.00   12.50
+   90.60    181.00   12.80
+   90.65    168.00   12.70
+   90.70    179.00   12.70
+   90.75    157.00   12.20
+   90.80    172.00   12.50
+   90.85    187.00   13.30
+   90.90    181.00   12.80
+   90.95    163.00   12.40
+   91.00    163.00   12.10
+   91.05    166.00   12.50
+   91.10    161.00   12.00
+   91.15    167.00   12.50
+   91.20    148.00   11.50
+   91.25    175.00   12.80
+   91.30    195.00   13.20
+   91.35    181.00   13.00
+   91.40    173.00   12.50
+   91.45    160.00   12.30
+   91.50    180.00   12.70
+   91.55    183.00   13.10
+   91.60    156.00   11.90
+   91.65    163.00   12.40
+   91.70    175.00   12.50
+   91.75    189.00   13.30
+   91.80    181.00   12.70
+   91.85    186.00   13.20
+   91.90    184.00   12.80
+   91.95    187.00   13.20
+   92.00    191.00   13.10
+   92.05    203.00   13.70
+   92.10    194.00   13.10
+   92.15    237.00   14.80
+   92.20    242.00   14.60
+   92.25    307.00   16.90
+   92.30    299.00   16.30
+   92.35    340.00   17.70
+   92.40    357.00   17.70
+   92.45    354.00   18.10
+   92.50    370.00   18.00
+   92.55    375.00   18.60
+   92.60    303.00   16.30
+   92.65    264.00   15.60
+   92.70    243.00   14.60
+   92.75    207.00   13.90
+   92.80    199.00   13.20
+   92.85    180.00   12.90
+   92.90    202.00   13.30
+   92.95    188.00   13.20
+   93.00    183.00   12.70
+   93.05    170.00   12.60
+   93.10    180.00   12.60
+   93.15    182.00   13.10
+   93.20    186.00   12.90
+   93.25    196.00   13.60
+   93.30    177.00   12.60
+   93.35    198.00   13.70
+   93.40    182.00   12.80
+   93.45    183.00   13.20
+   93.50    184.00   12.90
+   93.55    181.00   13.20
+   93.60    190.00   13.20
+   93.65    176.00   13.10
+   93.70    197.00   13.50
+   93.75    174.00   13.10
+   93.80    159.00   12.20
+   93.85    171.00   13.00
+   93.90    159.00   12.20
+   93.95    170.00   13.00
+   94.00    172.00   12.70
+   94.05    159.00   12.60
+   94.10    160.00   12.30
+   94.15    173.00   13.20
+   94.20    147.00   11.90
+   94.25    143.00   12.00
+   94.30    150.00   12.00
+   94.35    155.00   12.50
+   94.40    160.00   12.40
+   94.45    155.00   12.60
+   94.50    176.00   13.00
+   94.55    198.00   14.20
+   94.60    179.00   13.20
+   94.65    161.00   12.80
+   94.70    175.00   13.10
+   94.75    157.00   12.70
+   94.80    173.00   13.00
+   94.85    168.00   13.10
+   94.90    171.00   12.90
+   94.95    173.00   13.20
+   95.00    183.00   13.30
+   95.05    148.00   12.20
+   95.10    160.00   12.40
+   95.15    171.00   13.10
+   95.20    167.00   12.60
+   95.25    195.00   13.90
+   95.30    175.00   12.90
+   95.35    200.00   14.10
+   95.40    176.00   12.90
+   95.45    175.00   13.10
+   95.50    194.00   13.50
+   95.55    190.00   13.60
+   95.60    154.00   12.00
+   95.65    166.00   12.70
+   95.70    164.00   12.30
+   95.75    166.00   12.60
+   95.80    162.00   12.20
+   95.85    183.00   13.20
+   95.90    149.00   11.60
+   95.95    171.00   12.80
+   96.00    165.00   12.30
+   96.05    181.00   13.10
+   96.10    188.00   13.00
+   96.15    184.00   13.20
+   96.20    162.00   12.10
+   96.25    163.00   12.40
+   96.30    165.00   12.20
+   96.35    183.00   13.10
+   96.40    182.00   12.80
+   96.45    156.00   12.10
+   96.50    159.00   11.90
+   96.55    139.00   11.40
+   96.60    165.00   12.10
+   96.65    164.00   12.40
+   96.70    184.00   12.80
+   96.75    159.00   12.10
+   96.80    159.00   11.90
+   96.85    155.00   12.00
+   96.90    162.00   12.00
+   96.95    157.00   12.00
+   97.00    160.00   11.90
+   97.05    168.00   12.50
+   97.10    168.00   12.20
+   97.15    151.00   11.80
+   97.20    162.00   11.90
+   97.25    163.00   12.20
+   97.30    166.00   12.10
+   97.35    161.00   12.20
+   97.40    158.00   11.80
+   97.45    151.00   11.80
+   97.50    163.00   12.00
+   97.55    179.00   12.80
+   97.60    166.00   12.10
+   97.65    155.00   11.90
+   97.70    160.00   11.80
+   97.75    152.00   11.80
+   97.80    184.00   12.70
+   97.85    175.00   12.60
+   97.90    161.00   11.80
+   97.95    166.00   12.30
+   98.00    150.00   11.40
+   98.05    179.00   12.80
+   98.10    184.00   12.70
+   98.15    151.00   11.80
+   98.20    173.00   12.30
+   98.25    164.00   12.30
+   98.30    178.00   12.50
+   98.35    176.00   12.80
+   98.40    162.00   11.90
+   98.45    173.00   12.70
+   98.50    154.00   11.60
+   98.55    184.00   13.10
+   98.60    142.00   11.20
+   98.65    184.00   13.00
+   98.70    156.00   11.70
+   98.75    177.00   12.80
+   98.80    163.00   12.00
+   98.85    173.00   12.70
+   98.90    180.00   12.70
+   98.95    181.00   13.00
+   99.00    165.00   12.10
+   99.05    177.00   12.90
+   99.10    155.00   11.80
+   99.15    147.00   11.70
+   99.20    163.00   12.10
+   99.25    172.00   12.70
+   99.30    145.00   11.40
+   99.35    156.00   12.10
+   99.40    161.00   12.00
+   99.45    189.00   13.50
+   99.50    182.00   12.90
+   99.55    172.00   12.80
+   99.60    176.00   12.70
+   99.65    166.00   12.60
+   99.70    190.00   13.20
+   99.75    154.00   12.20
+   99.80    198.00   13.50
+   99.85    152.00   12.20
+   99.90    160.00   12.20
+   99.95    174.00   13.00
+  100.00    187.00   13.20
+  100.05    178.00   13.20
+  100.10    149.00   11.80
+  100.15    171.00   13.00
+  100.20    185.00   13.20
+  100.25    207.00   14.40
+  100.30    184.00   13.20
+  100.35    187.00   13.70
+  100.40    231.00   14.90
+  100.45    226.00   15.10
+  100.50    203.00   14.00
+  100.55    214.00   14.80
+  100.60    279.00   16.50
+  100.65    319.00   18.10
+  100.70    397.00   19.70
+  100.75    435.00   21.20
+  100.80    539.00   23.00
+  100.85    665.00   26.30
+  100.90    724.00   26.80
+  100.95    723.00   27.50
+  101.00    783.00   27.90
+  101.05    719.00   27.50
+  101.10    585.00   24.20
+  101.15    465.00   22.10
+  101.20    371.00   19.30
+  101.25    328.00   18.50
+  101.30    277.00   16.70
+  101.35    248.00   16.10
+  101.40    209.00   14.40
+  101.45    221.00   15.10
+  101.50    198.00   14.00
+  101.55    203.00   14.50
+  101.60    188.00   13.60
+  101.65    207.00   14.50
+  101.70    195.00   13.80
+  101.75    170.00   13.10
+  101.80    192.00   13.60
+  101.85    172.00   13.10
+  101.90    185.00   13.30
+  101.95    183.00   13.40
+  102.00    211.00   14.10
+  102.05    147.00   12.00
+  102.10    176.00   12.80
+  102.15    186.00   13.40
+  102.20    171.00   12.60
+  102.25    169.00   12.70
+  102.30    192.00   13.20
+  102.35    215.00   14.30
+  102.40    146.00   11.50
+  102.45    169.00   12.60
+  102.50    188.00   13.10
+  102.55    175.00   12.80
+  102.60    165.00   12.20
+  102.65    184.00   13.10
+  102.70    172.00   12.40
+  102.75    179.00   13.00
+  102.80    163.00   12.10
+  102.85    167.00   12.50
+  102.90    179.00   12.70
+  102.95    171.00   12.70
+  103.00    181.00   12.70
+  103.05    171.00   12.70
+  103.10    180.00   12.70
+  103.15    173.00   12.80
+  103.20    167.00   12.20
+  103.25    186.00   13.20
+  103.30    176.00   12.50
+  103.35    191.00   13.40
+  103.40    170.00   12.30
+  103.45    167.00   12.50
+  103.50    165.00   12.10
+  103.55    182.00   13.00
+  103.60    173.00   12.40
+  103.65    186.00   13.20
+  103.70    161.00   12.00
+  103.75    166.00   12.40
+  103.80    157.00   11.80
+  103.85    170.00   12.50
+  103.90    183.00   12.70
+  103.95    179.00   12.90
+  104.00    164.00   12.00
+  104.05    169.00   12.50
+  104.10    161.00   11.90
+  104.15    156.00   12.00
+  104.20    163.00   12.00
+  104.25    174.00   12.70
+  104.30    161.00   11.90
+  104.35    169.00   12.50
+  104.40    158.00   11.80
+  104.45    180.00   12.90
+  104.50    171.00   12.30
+  104.55    165.00   12.30
+  104.60    163.00   12.00
+  104.65    172.00   12.60
+  104.70    164.00   12.00
+  104.75    174.00   12.60
+  104.80    178.00   12.50
+  104.85    154.00   11.90
+  104.90    176.00   12.40
+  104.95    142.00   11.40
+  105.00    163.00   12.00
+  105.05    177.00   12.80
+  105.10    194.00   13.00
+  105.15    176.00   12.70
+  105.20    207.00   13.50
+  105.25    158.00   12.10
+  105.30    151.00   11.50
+  105.35    183.00   13.00
+  105.40    159.00   11.80
+  105.45    179.00   12.90
+  105.50    170.00   12.20
+  105.55    192.00   13.30
+  105.60    160.00   11.90
+  105.65    168.00   12.40
+  105.70    183.00   12.70
+  105.75    163.00   12.30
+  105.80    162.00   11.90
+  105.85    182.00   12.90
+  105.90    154.00   11.60
+  105.95    180.00   12.90
+  106.00    168.00   12.20
+  106.05    166.00   12.40
+  106.10    155.00   11.70
+  106.15    190.00   13.30
+  106.20    165.00   12.10
+  106.25    163.00   12.30
+  106.30    183.00   12.80
+  106.35    165.00   12.50
+  106.40    173.00   12.50
+  106.45    163.00   12.50
+  106.50    151.00   11.70
+  106.55    198.00   13.80
+  106.60    165.00   12.20
+  106.65    157.00   12.30
+  106.70    159.00   12.10
+  106.75    177.00   13.10
+  106.80    156.00   12.00
+  106.85    182.00   13.40
+  106.90    181.00   13.00
+  106.95    158.00   12.50
+  107.00    176.00   12.80
+  107.05    163.00   12.70
+  107.10    156.00   12.10
+  107.15    213.00   14.60
+  107.20    172.00   12.80
+  107.25    170.00   13.00
+  107.30    168.00   12.60
+  107.35    169.00   13.00
+  107.40    169.00   12.70
+  107.45    168.00   13.00
+  107.50    155.00   12.10
+  107.55    164.00   12.80
+  107.60    168.00   12.70
+  107.65    144.00   12.00
+  107.70    166.00   12.60
+  107.75    172.00   13.10
+  107.80    156.00   12.20
+  107.85    154.00   12.40
+  107.90    143.00   11.60
+  107.95    152.00   12.30
+  108.00    174.00   12.80
+  108.05    168.00   12.80
+  108.10    164.00   12.40
+  108.15    160.00   12.50
+  108.20    176.00   12.80
+  108.25    174.00   13.00
+  108.30    175.00   12.70
+  108.35    163.00   12.60
+  108.40    169.00   12.50
+  108.45    180.00   13.10
+  108.50    159.00   12.00
+  108.55    173.00   12.80
+  108.60    148.00   11.60
+  108.65    169.00   12.60
+  108.70    167.00   12.30
+  108.75    168.00   12.50
+  108.80    175.00   12.50
+  108.85    163.00   12.30
+  108.90    164.00   12.10
+  108.95    189.00   13.30
+  109.00    192.00   13.10
+  109.05    181.00   13.00
+  109.10    202.00   13.40
+  109.15    190.00   13.30
+  109.20    163.00   12.00
+  109.25    216.00   14.10
+  109.30    220.00   14.00
+  109.35    230.00   14.60
+  109.40    255.00   15.00
+  109.45    253.00   15.30
+  109.50    273.00   15.50
+  109.55    296.00   16.50
+  109.60    300.00   16.30
+  109.65    331.00   17.50
+  109.70    347.00   17.50
+  109.75    349.00   18.00
+  109.80    341.00   17.40
+  109.85    332.00   17.50
+  109.90    298.00   16.20
+  109.95    259.00   15.50
+  110.00    227.00   14.10
+  110.05    203.00   13.70
+  110.10    222.00   14.00
+  110.15    175.00   12.70
+  110.20    183.00   12.70
+  110.25    197.00   13.50
+  110.30    176.00   12.40
+  110.35    179.00   12.90
+  110.40    176.00   12.50
+  110.45    178.00   12.80
+  110.50    210.00   13.60
+  110.55    181.00   13.00
+  110.60    167.00   12.20
+  110.65    165.00   12.40
+  110.70    172.00   12.30
+  110.75    175.00   12.80
+  110.80    177.00   12.50
+  110.85    194.00   13.40
+  110.90    171.00   12.30
+  110.95    177.00   12.80
+  111.00    188.00   12.90
+  111.05    175.00   12.80
+  111.10    194.00   13.10
+  111.15    179.00   12.90
+  111.20    171.00   12.30
+  111.25    165.00   12.40
+  111.30    183.00   12.70
+  111.35    184.00   13.00
+  111.40    187.00   12.90
+  111.45    178.00   12.80
+  111.50    172.00   12.30
+  111.55    179.00   12.90
+  111.60    205.00   13.40
+  111.65    168.00   12.50
+  111.70    161.00   11.90
+  111.75    182.00   13.00
+  111.80    167.00   12.20
+  111.85    193.00   13.40
+  111.90    188.00   12.90
+  111.95    204.00   13.80
+  112.00    179.00   12.60
+  112.05    176.00   12.80
+  112.10    185.00   12.80
+  112.15    174.00   12.70
+  112.20    175.00   12.50
+  112.25    198.00   13.60
+  112.30    199.00   13.30
+  112.35    207.00   13.90
+  112.40    204.00   13.50
+  112.45    180.00   13.00
+  112.50    137.00   11.10
+  112.55    179.00   13.00
+  112.60    183.00   12.80
+  112.65    166.00   12.60
+  112.70    166.00   12.30
+  112.75    189.00   13.40
+  112.80    181.00   12.80
+  112.85    194.00   13.60
+  112.90    171.00   12.50
+  112.95    202.00   13.90
+  113.00    216.00   14.10
+  113.05    198.00   14.00
+  113.10    189.00   13.30
+  113.15    170.00   13.00
+  113.20    182.00   13.10
+  113.25    195.00   14.00
+  113.30    177.00   13.00
+  113.35    180.00   13.50
+  113.40    195.00   13.70
+  113.45    201.00   14.30
+  113.50    203.00   14.00
+  113.55    200.00   14.30
+  113.60    209.00   14.20
+  113.65    231.00   15.40
+  113.70    281.00   16.60
+  113.75    287.00   17.20
+  113.80    324.00   17.80
+  113.85    395.00   20.20
+  113.90    457.00   21.20
+  113.95    580.00   24.40
+  114.00    685.00   26.00
+  114.05    873.00   30.00
+  114.10    964.00   30.80
+  114.15   1126.00   34.00
+  114.20   1266.00   35.20
+  114.25   1307.00   36.50
+  114.30   1221.00   34.50
+  114.35   1096.00   33.30
+  114.40    978.00   30.70
+  114.45    792.00   28.20
+  114.50    600.00   24.00
+  114.55    487.00   22.00
+  114.60    358.00   18.50
+  114.65    279.00   16.60
+  114.70    265.00   15.80
+  114.75    258.00   15.90
+  114.80    244.00   15.10
+  114.85    226.00   14.80
+  114.90    227.00   14.50
+  114.95    188.00   13.50
+  115.00    195.00   13.40
+  115.05    211.00   14.20
+  115.10    205.00   13.70
+  115.15    198.00   13.70
+  115.20    218.00   14.00
+  115.25    200.00   13.70
+  115.30    200.00   13.40
+  115.35    188.00   13.30
+  115.40    209.00   13.70
+  115.45    184.00   13.10
+  115.50    186.00   12.90
+  115.55    202.00   13.70
+  115.60    183.00   12.70
+  115.65    187.00   13.10
+  115.70    182.00   12.60
+  115.75    185.00   13.10
+  115.80    213.00   13.70
+  115.85    177.00   12.80
+  115.90    199.00   13.20
+  115.95    185.00   13.00
+  116.00    184.00   12.70
+  116.05    191.00   13.30
+  116.10    173.00   12.30
+  116.15    196.00   13.50
+  116.20    201.00   13.30
+  116.25    173.00   12.70
+  116.30    178.00   12.60
+  116.35    161.00   12.30
+  116.40    208.00   13.60
+  116.45    183.00   13.10
+  116.50    183.00   12.80
+  116.55    173.00   12.80
+  116.60    184.00   12.80
+  116.65    215.00   14.20
+  116.70    201.00   13.40
+  116.75    193.00   13.40
+  116.80    190.00   13.00
+  116.85    216.00   14.20
+  116.90    195.00   13.10
+  116.95    203.00   13.80
+  117.00    183.00   12.80
+  117.05    203.00   13.70
+  117.10    187.00   12.90
+  117.15    216.00   14.20
+  117.20    191.00   13.00
+  117.25    189.00   13.30
+  117.30    189.00   13.00
+  117.35    226.00   14.50
+  117.40    185.00   12.90
+  117.45    194.00   13.50
+  117.50    185.00   12.80
+  117.55    213.00   14.10
+  117.60    197.00   13.30
+  117.65    198.00   14.50
+  117.70    168.00   13.00
+  117.75    209.00   14.90
+  117.80    185.00   13.70
+  117.85    208.00   14.90
+  117.90    213.00   14.70
+  117.95    203.00   14.70
+  118.00    225.00   15.10
+  118.05    214.00   15.10
+  118.10    233.00   15.40
+  118.15    245.00   16.20
+  118.20    236.00   15.50
+  118.25    245.00   16.20
+  118.30    305.00   17.60
+  118.35    287.00   17.10
+  118.40    317.00   17.40
+  118.45    421.00   20.60
+  118.50    422.00   20.10
+  118.55    590.00   24.40
+  118.60    701.00   26.80
+  118.65    861.00   28.60
+  118.70   1054.00   31.00
+  118.75   1232.00   34.30
+  118.80   1483.00   36.80
+  118.85   1694.00   40.30
+  118.90   1819.00   40.80
+  118.95   1845.00   42.30
+  119.00   1866.00   41.50
+  119.05   1726.00   41.00
+  119.10   1492.00   37.20
+  119.15   1232.00   34.80
+  119.20    971.00   30.10
+  119.25    753.00   27.20
+  119.30    626.00   24.20
+  119.35    487.00   21.90
+  119.40    409.00   19.60
+  119.45    342.00   18.50
+  119.50    307.00   17.10
+  119.55    296.00   17.20
+  119.60    231.00   14.90
+  119.65    246.00   15.80
+  119.70    220.00   14.50
+  119.75    255.00   16.10
+  119.80    214.00   14.40
+  119.85    247.00   15.90
+  119.90    238.00   15.20
+  119.95    218.00   15.00
+  120.00    222.00   14.70
+  120.05    218.00   15.00
+  120.10    253.00   15.80
+  120.15    197.00   14.30
+  120.20    190.00   13.60
+  120.25    221.00   15.10
+  120.30    204.00   14.20
+  120.35    206.00   14.60
+  120.40    189.00   13.60
+  120.45    231.00   15.40
+  120.50    190.00   13.60
+  120.55    191.00   13.90
+  120.60    211.00   14.30
+  120.65    204.00   14.30
+  120.70    200.00   13.90
+  120.75    199.00   14.10
+  120.80    190.00   13.50
+  120.85    195.00   13.90
+  120.90    179.00   13.00
+  120.95    189.00   13.60
+  121.00    190.00   13.30
+  121.05    195.00   13.80
+  121.10    193.00   13.40
+  121.15    173.00   12.80
+  121.20    183.00   13.00
+  121.25    181.00   13.10
+  121.30    203.00   13.50
+  121.35    177.00   12.90
+  121.40    201.00   13.40
+  121.45    179.00   12.90
+  121.50    179.00   12.60
+  121.55    194.00   13.40
+  121.60    158.00   11.90
+  121.65    195.00   13.40
+  121.70    201.00   13.40
+  121.75    192.00   13.40
+  121.80    189.00   13.00
+  121.85    186.00   13.10
+  121.90    170.00   12.30
+  121.95    166.00   12.40
+  122.00    185.00   12.80
+  122.05    197.00   13.60
+  122.10    177.00   12.60
+  122.15    198.00   13.60
+  122.20    174.00   12.50
+  122.25    171.00   12.60
+  122.30    190.00   13.00
+  122.35    214.00   14.20
+  122.40    189.00   13.00
+  122.45    174.00   12.80
+  122.50    171.00   12.40
+  122.55    163.00   12.40
+  122.60    174.00   12.40
+  122.65    177.00   12.80
+  122.70    180.00   12.60
+  122.75    186.00   13.10
+  122.80    190.00   13.00
+  122.85    170.00   12.60
+  122.90    175.00   12.50
+  122.95    194.00   13.40
+  123.00    175.00   12.50
+  123.05    194.00   13.40
+  123.10    189.00   12.90
+  123.15    222.00   14.30
+  123.20    178.00   12.50
+  123.25    158.00   12.10
+  123.30    191.00   13.00
+  123.35    184.00   13.00
+  123.40    190.00   12.90
+  123.45    183.00   13.00
+  123.50    178.00   12.50
+  123.55    204.00   13.70
+  123.60    192.00   13.00
+  123.65    200.00   13.50
+  123.70    182.00   12.60
+  123.75    171.00   12.50
+  123.80    186.00   12.70
+  123.85    197.00   13.40
+  123.90    174.00   12.30
+  123.95    167.00   12.30
+  124.00    178.00   12.40
+  124.05    198.00   13.40
+  124.10    205.00   13.30
+  124.15    216.00   14.00
+  124.20    200.00   13.20
+  124.25    204.00   13.60
+  124.30    190.00   12.80
+  124.35    188.00   13.10
+  124.40    191.00   12.90
+  124.45    186.00   13.00
+  124.50    175.00   12.30
+  124.55    175.00   12.60
+  124.60    174.00   12.30
+  124.65    194.00   13.30
+  124.70    181.00   12.50
+  124.75    161.00   12.10
+  124.80    186.00   12.70
+  124.85    200.00   13.50
+  124.90    168.00   12.10
+  124.95    177.00   12.70
+  125.00    188.00   12.80
+  125.05    177.00   12.70
+  125.10    163.00   11.90
+  125.15    175.00   12.70
+  125.20    188.00   12.80
+  125.25    176.00   12.80
+  125.30    172.00   12.30
+  125.35    172.00   12.60
+  125.40    181.00   12.70
+  125.45    186.00   13.20
+  125.50    181.00   12.70
+  125.55    193.00   13.40
+  125.60    177.00   12.60
+  125.65    176.00   12.90
+  125.70    194.00   13.20
+  125.75    179.00   13.00
+  125.80    147.00   11.50
+  125.85    186.00   13.30
+  125.90    182.00   12.90
+  125.95    165.00   12.70
+  126.00    164.00   12.30
+  126.05    199.00   13.90
+  126.10    167.00   12.40
+  126.15    184.00   13.40
+  126.20    203.00   13.80
+  126.25    190.00   13.70
+  126.30    182.00   13.10
+  126.35    180.00   13.40
+  126.40    179.00   13.00
+  126.45    179.00   13.40
+  126.50    170.00   12.70
+  126.55    176.00   13.30
+  126.60    178.00   13.10
+  126.65    185.00   13.70
+  126.70    193.00   13.60
+  126.75    192.00   14.00
+  126.80    198.00   13.80
+  126.85    195.00   14.00
+  126.90    165.00   12.60
+  126.95    189.00   13.80
+  127.00    175.00   13.00
+  127.05    176.00   13.30
+  127.10    184.00   13.30
+  127.15    179.00   13.40
+  127.20    187.00   13.40
+  127.25    176.00   13.20
+  127.30    191.00   13.50
+  127.35    194.00   13.90
+  127.40    177.00   12.90
+  127.45    177.00   13.20
+  127.50    180.00   13.00
+  127.55    158.00   12.40
+  127.60    193.00   13.40
+  127.65    177.00   13.10
+  127.70    185.00   13.10
+  127.75    178.00   13.10
+  127.80    184.00   13.00
+  127.85    188.00   13.40
+  127.90    182.00   12.90
+  127.95    190.00   13.50
+  128.00    191.00   13.20
+  128.05    165.00   12.50
+  128.10    174.00   12.50
+  128.15    158.00   12.20
+  128.20    197.00   13.30
+  128.25    183.00   13.10
+  128.30    196.00   13.30
+  128.35    166.00   12.50
+  128.40    218.00   14.00
+  128.45    206.00   13.80
+  128.50    184.00   12.80
+  128.55    176.00   12.70
+  128.60    198.00   13.20
+  128.65    215.00   14.10
+  128.70    179.00   12.60
+  128.75    192.00   13.30
+  128.80    201.00   13.30
+  128.85    221.00   14.20
+  128.90    227.00   14.10
+  128.95    229.00   14.40
+  129.00    254.00   14.90
+  129.05    256.00   15.30
+  129.10    272.00   15.40
+  129.15    239.00   14.80
+  129.20    228.00   14.10
+  129.25    255.00   15.20
+  129.30    213.00   13.60
+  129.35    203.00   13.60
+  129.40    228.00   14.10
+  129.45    220.00   14.10
+  129.50    185.00   12.60
+  129.55    192.00   13.20
+  129.60    187.00   12.70
+  129.65    182.00   12.80
+  129.70    209.00   13.40
+  129.75    173.00   12.50
+  129.80    202.00   13.20
+  129.85    178.00   12.70
+  129.90    189.00   12.80
+  129.95    177.00   12.60
+  130.00    177.00   12.30
+  130.05    190.00   13.10
+  130.10    178.00   12.40
+  130.15    177.00   12.60
+  130.20    164.00   11.90
+  130.25    185.00   12.90
+  130.30    153.00   11.40
+  130.35    174.00   12.50
+  130.40    197.00   13.00
+  130.45    192.00   13.10
+  130.50    174.00   12.20
+  130.55    177.00   12.60
+  130.60    172.00   12.10
+  130.65    173.00   12.50
+  130.70    178.00   12.40
+  130.75    180.00   12.80
+  130.80    203.00   13.20
+  130.85    192.00   13.20
+  130.90    184.00   12.60
+  130.95    197.00   13.30
+  131.00    169.00   12.10
+  131.05    187.00   13.00
+  131.10    175.00   12.30
+  131.15    177.00   12.60
+  131.20    199.00   13.10
+  131.25    180.00   12.80
+  131.30    203.00   13.20
+  131.35    175.00   12.60
+  131.40    183.00   12.50
+  131.45    192.00   13.20
+  131.50    174.00   12.30
+  131.55    180.00   12.80
+  131.60    179.00   12.50
+  131.65    191.00   13.20
+  131.70    182.00   12.60
+  131.75    174.00   12.60
+  131.80    191.00   12.90
+  131.85    195.00   13.40
+  131.90    171.00   12.30
+  131.95    198.00   13.60
+  132.00    193.00   13.10
+  132.05    175.00   12.80
+  132.10    207.00   13.60
+  132.15    189.00   13.40
+  132.20    174.00   12.50
+  132.25    196.00   13.70
+  132.30    175.00   12.60
+  132.35    196.00   13.80
+  132.40    183.00   13.00
+  132.45    198.00   13.80
+  132.50    196.00   13.40
+  132.55    169.00   12.90
+  132.60    189.00   13.30
+  132.65    171.00   13.00
+  132.70    193.00   13.50
+  132.75    170.00   13.00
+  132.80    175.00   12.90
+  132.85    166.00   12.90
+  132.90    188.00   13.40
+  132.95    186.00   13.70
+  133.00    165.00   12.60
+  133.05    201.00   14.20
+  133.10    182.00   13.20
+  133.15    151.00   12.40
+  133.20    156.00   12.20
+  133.25    187.00   13.70
+  133.30    153.00   12.10
+  133.35    193.00   14.00
+  133.40    200.00   13.90
+  133.45    165.00   12.90
+  133.50    172.00   12.90
+  133.55    162.00   12.70
+  133.60    165.00   12.50
+  133.65    218.00   14.70
+  133.70    197.00   13.60
+  133.75    206.00   14.20
+  133.80    186.00   13.20
+  133.85    162.00   12.50
+  133.90    176.00   12.80
+  133.95    174.00   12.90
+  134.00    196.00   13.40
+  134.05    174.00   12.90
+  134.10    177.00   12.70
+  134.15    183.00   13.10
+  134.20    184.00   12.90
+  134.25    185.00   13.10
+  134.30    200.00   13.40
+  134.35    175.00   12.70
+  134.40    190.00   13.00
+  134.45    195.00   13.40
+  134.50    192.00   13.00
+  134.55    171.00   12.50
+  134.60    194.00   13.00
+  134.65    190.00   13.10
+  134.70    165.00   12.00
+  134.75    192.00   13.20
+  134.80    160.00   11.70
+  134.85    192.00   13.10
+  134.90    181.00   12.50
+  134.95    208.00   13.70
+  135.00    179.00   12.40
+  135.05    172.00   12.40
+  135.10    183.00   12.50
+  135.15    187.00   12.90
+  135.20    185.00   12.50
+  135.25    182.00   12.70
+  135.30    184.00   12.50
+  135.35    163.00   11.90
+  135.40    201.00   13.00
+  135.45    189.00   12.80
+  135.50    204.00   13.10
+  135.55    178.00   12.50
+  135.60    178.00   12.20
+  135.65    193.00   13.00
+  135.70    215.00   13.40
+  135.75    203.00   13.30
+  135.80    216.00   13.40
+  135.85    165.00   12.10
+  135.90    196.00   12.80
+  135.95    178.00   12.50
+  136.00    170.00   11.90
+  136.05    173.00   12.40
+  136.10    188.00   12.60
+  136.15    176.00   12.50
+  136.20    186.00   12.50
+  136.25    189.00   12.90
+  136.30    166.00   11.80
+  136.35    177.00   12.50
+  136.40    169.00   11.90
+  136.45    171.00   12.30
+  136.50    194.00   12.80
+  136.55    187.00   12.90
+  136.60    162.00   11.70
+  136.65    160.00   11.90
+  136.70    183.00   12.40
+  136.75    150.00   11.50
+  136.80    180.00   12.40
+  136.85    194.00   13.20
+  136.90    185.00   12.60
+  136.95    158.00   11.90
+  137.00    193.00   12.90
+  137.05    165.00   12.20
+  137.10    178.00   12.30
+  137.15    183.00   12.90
+  137.20    180.00   12.40
+  137.25    176.00   12.70
+  137.30    183.00   12.60
+  137.35    189.00   13.20
+  137.40    180.00   12.50
+  137.45    160.00   12.20
+  137.50    202.00   13.30
+  137.55    201.00   13.60
+  137.60    173.00   12.30
+  137.65    176.00   12.80
+  137.70    195.00   13.10
+  137.75    197.00   13.50
+  137.80    186.00   12.80
+  137.85    183.00   13.00
+  137.90    175.00   12.40
+  137.95    178.00   12.80
+  138.00    190.00   12.90
+  138.05    174.00   12.70
+  138.10    163.00   12.00
+  138.15    190.00   13.30
+  138.20    169.00   12.20
+  138.25    198.00   13.60
+  138.30    199.00   13.30
+  138.35    184.00   13.10
+  138.40    216.00   13.90
+  138.45    183.00   13.10
+  138.50    200.00   13.40
+  138.55    186.00   13.30
+  138.60    177.00   12.70
+  138.65    186.00   13.40
+  138.70    193.00   13.30
+  138.75    200.00   14.00
+  138.80    180.00   12.90
+  138.85    178.00   13.20
+  138.90    198.00   13.60
+  138.95    236.00   15.30
+  139.00    203.00   13.80
+  139.05    207.00   14.30
+  139.10    190.00   13.40
+  139.15    171.00   13.10
+  139.20    203.00   13.90
+  139.25    203.00   14.20
+  139.30    198.00   13.70
+  139.35    200.00   14.20
+  139.40    187.00   13.30
+  139.45    214.00   14.70
+  139.50    198.00   13.70
+  139.55    220.00   14.80
+  139.60    196.00   13.70
+  139.65    239.00   15.50
+  139.70    212.00   14.20
+  139.75    219.00   14.80
+  139.80    248.00   15.40
+  139.85    220.00   14.80
+  139.90    241.00   15.10
+  139.95    245.00   15.50
+  140.00    269.00   15.90
+  140.05    294.00   17.00
+  140.10    323.00   17.40
+  140.15    302.00   17.20
+  140.20    312.00   17.10
+  140.25    371.00   18.90
+  140.30    420.00   19.70
+  140.35    516.00   22.30
+  140.40    596.00   23.40
+  140.45    644.00   24.70
+  140.50    711.00   25.40
+  140.55    833.00   28.10
+  140.60    895.00   28.40
+  140.65   1010.00   30.70
+  140.70   1058.00   30.80
+  140.75   1183.00   33.10
+  140.80   1278.00   33.70
+  140.85   1298.00   34.60
+  140.90   1419.00   35.40
+  140.95   1381.00   35.60
+  141.00   1299.00   33.80
+  141.05   1371.00   35.40
+  141.10   1273.00   33.30
+  141.15   1131.00   32.10
+  141.20    992.00   29.40
+  141.25    918.00   28.90
+  141.30    832.00   26.90
+  141.35    655.00   24.50
+  141.40    629.00   23.50
+  141.45    522.00   21.90
+  141.50    472.00   20.30
+  141.55    409.00   19.30
+  141.60    371.00   18.00
+  141.65    325.00   17.30
+  141.70    306.00   16.30
+  141.75    270.00   15.70
+  141.80    238.00   14.40
+  141.85    231.00   14.50
+  141.90    232.00   14.20
+  141.95    223.00   14.30
+  142.00    221.00   13.90
+  142.05    244.00   14.90
+  142.10    228.00   14.10
+  142.15    212.00   13.90
+  142.20    226.00   14.00
+  142.25    197.00   13.40
+  142.30    204.00   13.30
+  142.35    189.00   13.10
+  142.40    201.00   13.20
+  142.45    226.00   14.30
+  142.50    210.00   13.50
+  142.55    213.00   13.90
+  142.60    202.00   13.30
+  142.65    206.00   13.70
+  142.70    189.00   12.80
+  142.75    213.00   13.90
+  142.80    193.00   12.90
+  142.85    206.00   13.70
+  142.90    204.00   13.30
+  142.95    188.00   13.10
+  143.00    221.00   13.80
+  143.05    203.00   13.60
+  143.10    192.00   12.90
+  143.15    197.00   13.40
+  143.20    187.00   12.70
+  143.25    206.00   13.70
+  143.30    197.00   13.10
+  143.35    182.00   12.80
+  143.40    186.00   12.70
+  143.45    228.00   14.40
+  143.50    201.00   13.20
+  143.55    176.00   12.60
+  143.60    193.00   12.90
+  143.65    200.00   13.50
+  143.70    189.00   12.80
+  143.75    198.00   13.40
+  143.80    188.00   12.80
+  143.85    169.00   12.40
+  143.90    183.00   12.60
+  143.95    198.00   13.40
+  144.00    156.00   11.60
+  144.05    172.00   12.50
+  144.10    190.00   12.80
+  144.15    166.00   12.30
+  144.20    163.00   11.90
+  144.25    184.00   13.00
+  144.30    182.00   12.60
+  144.35    173.00   12.60
+  144.40    182.00   12.60
+  144.45    183.00   13.00
+  144.50    186.00   12.80
+  144.55    195.00   13.40
+  144.60    204.00   13.40
+  144.65    179.00   13.00
+  144.70    192.00   13.10
+  144.75    213.00   14.10
+  144.80    187.00   12.90
+  144.85    194.00   13.50
+  144.90    185.00   12.90
+  144.95    183.00   13.20
+  145.00    192.00   13.20
+  145.05    201.00   13.90
+  145.10    211.00   13.90
+  145.15    163.00   12.50
+  145.20    202.00   13.60
+  145.25    197.00   13.80
+  145.30    183.00   13.00
+  145.35    177.00   13.20
+  145.40    188.00   13.20
+  145.45    158.00   12.50
+  145.50    184.00   13.20
+  145.55    162.00   12.70
+  145.60    169.00   12.70
+  145.65    171.00   13.10
+  145.70    188.00   13.40
+  145.75    167.00   13.00
+  145.80    182.00   13.20
+  145.85    197.00   14.10
+  145.90    179.00   13.10
+  145.95    172.00   13.20
+  146.00    163.00   12.50
+  146.05    172.00   13.10
+  146.10    178.00   13.00
+  146.15    179.00   13.40
+  146.20    171.00   12.80
+  146.25    189.00   13.70
+  146.30    190.00   13.40
+  146.35    185.00   13.50
+  146.40    169.00   12.60
+  146.45    165.00   12.70
+  146.50    185.00   13.10
+  146.55    158.00   12.40
+  146.60    190.00   13.30
+  146.65    165.00   12.60
+  146.70    173.00   12.60
+  146.75    206.00   14.10
+  146.80    170.00   12.50
+  146.85    193.00   13.60
+  146.90    167.00   12.30
+  146.95    182.00   13.10
+  147.00    191.00   13.20
+  147.05    175.00   12.90
+  147.10    184.00   12.90
+  147.15    163.00   12.40
+  147.20    174.00   12.50
+  147.25    176.00   12.90
+  147.30    163.00   12.10
+  147.35    174.00   12.80
+  147.40    155.00   11.80
+  147.45    153.00   12.00
+  147.50    190.00   13.00
+  147.55    190.00   13.30
+  147.60    169.00   12.30
+  147.65    189.00   13.30
+  147.70    177.00   12.60
+  147.75    167.00   12.50
+  147.80    163.00   12.00
+  147.85    196.00   13.50
+  147.90    175.00   12.50
+  147.95    146.00   11.60
+  148.00    170.00   12.20
+  148.05    179.00   12.90
+  148.10    182.00   12.60
+  148.15    175.00   12.70
+  148.20    171.00   12.30
+  148.25    201.00   13.60
+  148.30    181.00   12.60
+  148.35    152.00   11.80
+  148.40    194.00   13.00
+  148.45    160.00   12.20
+  148.50    179.00   12.50
+  148.55    181.00   12.90
+  148.60    175.00   12.40
+  148.65    178.00   12.80
+  148.70    186.00   12.80
+  148.75    195.00   13.40
+  148.80    166.00   12.00
+  148.85    184.00   13.00
+  148.90    215.00   13.70
+  148.95    183.00   12.90
+  149.00    184.00   12.60
+  149.05    174.00   12.60
+  149.10    175.00   12.30
+  149.15    171.00   12.50
+  149.20    166.00   12.00
+  149.25    188.00   13.00
+  149.30    165.00   11.90
+  149.35    184.00   12.90
+  149.40    181.00   12.60
+  149.45    174.00   12.60
+  149.50    178.00   12.40
+  149.55    191.00   13.20
+  149.60    181.00   12.50
+  149.65    174.00   12.60
+  149.70    180.00   12.50
+  149.75    177.00   12.70
+  149.80    164.00   11.90
+  149.85    203.00   13.60
+  149.90    178.00   12.40
+  149.95    162.00   12.20
+  150.00    192.00   12.90
+  150.05    164.00   12.20
+  150.10    151.00   11.40
+  150.15    170.00   12.50
+  150.20    166.00   12.00
+  150.25    194.00   13.30
+  150.30    168.00   12.10
+  150.35    173.00   12.50
+  150.40    175.00   12.30
+  150.45    193.00   13.30
+  150.50    177.00   12.40
+  150.55    185.00   13.00
+  150.60    178.00   12.40
+  150.65    178.00   12.70
+  150.70    179.00   12.50
+  150.75    180.00   12.90
+  150.80    169.00   12.20
+  150.85    177.00   12.80
+  150.90    159.00   11.80
+  150.95    167.00   12.40
+  151.00    180.00   12.60
+  151.05    158.00   12.20
+  151.10    173.00   12.40
+  151.15    172.00   12.70
+  151.20    163.00   12.10
+  151.25    168.00   12.60
+  151.30    166.00   12.20
+  151.35    179.00   13.00
+  151.40    159.00   12.00
+  151.45    173.00   12.90
+  151.50    170.00   12.40
+  151.55    151.00   12.10
+  151.60    174.00   12.60
+  151.65    182.00   13.20
+  151.70    182.00   12.90
+  151.75    172.00   12.90
+  151.80    157.00   12.00
+  151.85    156.00   12.30
+  151.90    168.00   12.50
+  151.95    194.00   13.80
+  152.00    177.00   12.80
+  152.05    170.00   12.90
+  152.10    169.00   12.60
+  152.15    173.00   13.00
+  152.20    161.00   12.30
+  152.25    169.00   12.90
+  152.30    167.00   12.50
+  152.35    194.00   13.80
+  152.40    150.00   11.90
+  152.45    159.00   12.50
+  152.50    181.00   13.10
+  152.55    180.00   13.30
+  152.60    193.00   13.40
+  152.65    192.00   13.70
+  152.70    152.00   11.90
+  152.75    159.00   12.50
+  152.80    147.00   11.70
+  152.85    190.00   13.60
+  152.90    167.00   12.40
+  152.95    193.00   13.60
+  153.00    159.00   12.10
+  153.05    195.00   13.60
+  153.10    172.00   12.50
+  153.15    148.00   11.90
+  153.20    174.00   12.50
+  153.25    194.00   13.50
+  153.30    159.00   11.90
+  153.35    190.00   13.30
+  153.40    181.00   12.70
+  153.45    159.00   12.10
+  153.50    168.00   12.20
+  153.55    175.00   12.70
+  153.60    184.00   12.70
+  153.65    200.00   13.50
+  153.70    161.00   11.90
+  153.75    162.00   12.10
+  153.80    152.00   11.50
+  153.85    177.00   12.70
+  153.90    173.00   12.20
+  153.95    184.00   12.90
+  154.00    169.00   12.10
+  154.05    163.00   12.10
+  154.10    177.00   12.40
+  154.15    171.00   12.50
+  154.20    180.00   12.50
+  154.25    201.00   13.40
+  154.30    206.00   13.30
+  154.35    181.00   12.70
+  154.40    170.00   12.00
+  154.45    177.00   12.60
+  154.50    196.00   12.90
+  154.55    201.00   13.40
+  154.60    161.00   11.70
+  154.65    179.00   12.60
+  154.70    185.00   12.50
+  154.75    167.00   12.10
+  154.80    162.00   11.70
+  154.85    178.00   12.60
+  154.90    203.00   13.10
+  154.95    193.00   13.10
+  155.00    164.00   11.70
+  155.05    191.00   13.00
+  155.10    173.00   12.10
+  155.15    165.00   12.00
+  155.20    178.00   12.20
+  155.25    196.00   13.20
+  155.30    188.00   12.50
+  155.35    183.00   12.70
+  155.40    188.00   12.60
+  155.45    166.00   12.10
+  155.50    189.00   12.60
+  155.55    175.00   12.40
+  155.60    173.00   12.00
+  155.65    201.00   13.30
+  155.70    177.00   12.20
+  155.75    202.00   13.30
+  155.80    169.00   11.90
+  155.85    198.00   13.20
+  155.90    191.00   12.70
+  155.95    207.00   13.50
+  156.00    226.00   13.80
+  156.05    184.00   12.80
+  156.10    218.00   13.50
+  156.15    215.00   13.80
+  156.20    239.00   14.20
+  156.25    292.00   16.10
+  156.30    251.00   14.60
+  156.35    255.00   15.10
+  156.40    244.00   14.40
+  156.45    259.00   15.20
+  156.50    260.00   14.90
+  156.55    294.00   16.30
+  156.60    303.00   16.10
+  156.65    282.00   15.90
+  156.70    312.00   16.40
+  156.75    317.00   16.90
+  156.80    342.00   17.20
+  156.85    338.00   17.50
+  156.90    351.00   17.40
+  156.95    359.00   18.10
+  157.00    394.00   18.50
+  157.05    316.00   17.00
+  157.10    379.00   18.20
+  157.15    359.00   18.20
+  157.20    404.00   18.80
+  157.25    381.00   18.80
+  157.30    359.00   17.80
+  157.35    364.00   18.40
+  157.40    347.00   17.60
+  157.45    328.00   17.50
+  157.50    344.00   17.50
+  157.55    320.00   17.40
+  157.60    333.00   17.40
+  157.65    319.00   17.50
+  157.70    289.00   16.30
+  157.75    284.00   16.60
+  157.80    283.00   16.20
+  157.85    305.00   17.20
+  157.90    281.00   16.20
+  157.95    244.00   15.60
+  158.00    253.00   15.40
+  158.05    245.00   15.60
+  158.10    210.00   14.10
+  158.15    201.00   14.20
+  158.20    226.00   14.70
+  158.25    206.00   14.40
+  158.30    218.00   14.40
+  158.35    201.00   14.30
+  158.40    226.00   14.70
+  158.45    201.00   14.20
+  158.50    210.00   14.20
+  158.55    207.00   14.40
+  158.60    176.00   13.00
+  158.65    172.00   13.10
+  158.70    173.00   12.90
+  158.75    195.00   13.90
+  158.80    168.00   12.70
+  158.85    177.00   13.30
+  158.90    186.00   13.30
+  158.95    170.00   13.00
+  159.00    190.00   13.40
+  159.05    175.00   13.10
+  159.10    191.00   13.40
+  159.15    164.00   12.70
+  159.20    189.00   13.30
+  159.25    176.00   13.10
+  159.30    175.00   12.80
+  159.35    162.00   12.50
+  159.40    184.00   13.00
+  159.45    163.00   12.50
+  159.50    179.00   12.80
+  159.55    194.00   13.60
+  159.60    165.00   12.20
+  159.65    180.00   13.00
+  159.70    174.00   12.60
+  159.75    180.00   13.00
+  159.80    179.00   12.60
+  159.85    189.00   13.30
+  159.90    185.00   12.90
+  159.95    151.00   11.80
+  160.00    176.00   12.50
+  160.05    165.00   12.30
+  160.10    163.00   12.00
+  160.15    184.00   13.00
+  160.20    157.00   11.70
+  160.25    166.00   12.30
+  160.30    160.00   11.80
+  160.35    183.00   12.90
+  160.40    167.00   12.10
+  160.45    180.00   12.80
+  160.50    183.00   12.60
+  160.55    163.00   12.20
+  160.60    178.00   12.40
+  160.65    179.00   12.80
+  160.70    161.00   11.80
+  160.75    168.00   12.40
+  160.80    173.00   12.30
+  160.85    202.00   13.60
+  160.90    145.00   11.30
+  160.95    162.00   12.20
+  161.00    180.00   12.50
+  161.05    186.00   13.10
+  161.10    166.00   12.10
+  161.15    177.00   12.70
+  161.20    194.00   13.10
+  161.25    177.00   12.80
+  161.30    178.00   12.50
+  161.35    190.00   13.20
+  161.40    160.00   11.90
+  161.45    173.00   12.60
+  161.50    191.00   12.90
+  161.55    161.00   12.20
+  161.60    181.00   12.60
+  161.65    152.00   11.80
+  161.70    195.00   13.00
+  161.75    171.00   12.50
+  161.80    188.00   12.80
+  161.85    164.00   12.20
+  161.90    185.00   12.70
+  161.95    173.00   12.60
+  162.00    162.00   11.90
+  162.05    166.00   12.30
+  162.10    201.00   13.20
+  162.15    173.00   12.60
+  162.20    172.00   12.20
+  162.25    181.00   12.80
+  162.30    159.00   11.70
+  162.35    185.00   13.00
+  162.40    170.00   12.10
+  162.45    200.00   13.50
+  162.50    196.00   13.00
+  162.55    176.00   12.60
+  162.60    197.00   13.00
+  162.65    176.00   12.60
+  162.70    181.00   12.50
+  162.75    176.00   12.60
+  162.80    184.00   12.60
+  162.85    179.00   12.70
+  162.90    165.00   11.90
+  162.95    146.00   11.50
+  163.00    165.00   11.90
+  163.05    151.00   11.70
+  163.10    164.00   11.90
+  163.15    179.00   12.80
+  163.20    186.00   12.70
+  163.25    182.00   13.00
+  163.30    168.00   12.20
+  163.35    193.00   13.50
+  163.40    177.00   12.60
+  163.45    180.00   13.10
+  163.50    171.00   12.40
+  163.55    207.00   14.10
+  163.60    180.00   12.90
+  163.65    159.00   12.40
+  163.70    165.00   12.40
+  163.75    178.00   13.20
+  163.80    150.00   11.80
+  163.85    177.00   13.20
+  163.90    174.00   12.80
+  163.95    180.00   13.40
+  164.00    184.00   13.20
+  164.05    166.00   13.60
+  164.10    182.00   13.90
+  164.15    188.00   15.60
+  164.20    186.00   15.00
+  164.25    152.00   15.20
+  164.30    200.00   16.90
+  164.35    177.00   18.00
+  164.40    202.00   18.50
+  164.45    178.00   20.40
+  164.50    153.00   18.00
+  164.55    197.00   25.30
+  164.60    153.00   20.70
+  164.65    173.00   30.10
+  164.70    187.00   27.90
+  164.75    175.00   38.20
+  164.80    168.00   30.90
+  164.85    109.00   41.20
diff --git a/tmp/data/lbco.cif b/tmp/data/lbco.cif
new file mode 100644
index 00000000..e80dfecb
--- /dev/null
+++ b/tmp/data/lbco.cif
@@ -0,0 +1,36 @@
+ data_lbco
+
+ _space_group.IT_coordinate_system_code  1
+ _space_group.name_H-M_alt  "P m -3 m"
+
+ _cell.angle_alpha  90
+ _cell.angle_beta  90
+ _cell.length_a  3.88(1)
+ _cell.length_b  3.88
+ _cell.length_c  3.88
+
+ loop_
+ _atom_site.ADP_type
+ _atom_site.B_iso_or_equiv
+ _atom_site.fract_x
+ _atom_site.fract_y
+ _atom_site.fract_z
+ _atom_site.label
+ _atom_site.occupancy
+ _atom_site.type_symbol
+ _atom_site.Wyckoff_letter
+ Biso 0.5 0.0 0.0 0.0 La 0.5 La a
+ Biso 0.5 0.0 0.0 0.0 Ba 0.5 Ba a
+ Biso 0.5 0.5 0.5 0.5 Co 1.0 Co b
+ Biso 0.5 0.0 0.5 0.5 O 1.0 O c
+
+ loop_
+ _pd_meas.2theta_scan
+ _pd_proc.intensity_total
+ _pd_calc.intensity_total_su
+ 10.0 167.0 12.6
+ 10.05 157.0 12.5
+ 10.1 187.0 13.3
+ 10.15 197.0 14.0
+ 10.2 164.0 12.5
+ 10.25 171.0 13.0
diff --git a/tmp/generate_overview_mermaid.py b/tmp/generate_overview_mermaid.py
new file mode 100644
index 00000000..67dce703
--- /dev/null
+++ b/tmp/generate_overview_mermaid.py
@@ -0,0 +1,309 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+"""Generate an overview Mermaid class diagram dynamically from code.
+
+This script scans the source tree with Python's AST to discover:
+ - Classes and their inheritance
+ - Key composition relationships (via __init__ assignments or property
+     return annotations)
+ - Collection "contains" relationships for DatablockCollection
+
+It renders an overview Mermaid classDiagram that automatically adapts
+to project structure changes. Analysis internals are intentionally
+omitted; we only keep the top-level link from Project to Analysis.
+
+Output: docs/architecture/overview-diagram.md
+
+Run (from repo root):
+        pixi run python tools/generate_overview_mermaid.py
+"""
+
+from __future__ import annotations
+
+import ast
+from dataclasses import dataclass
+from dataclasses import field
+from pathlib import Path
+from typing import Dict
+from typing import Iterable
+from typing import List
+from typing import Optional
+from typing import Set
+from typing import Tuple
+
+REPO_ROOT = Path(__file__).resolve().parents[1]
+SRC_ROOT = REPO_ROOT / 'src' / 'easydiffraction'
+DOCS_OUT_DIR = REPO_ROOT / 'docs' / 'architecture'
+OUT_MD = DOCS_OUT_DIR / 'overview-diagram.md'
+
+
+@dataclass
+class ClassInfo:
+    name: str
+    module: str  # e.g., experiments/experiment_types/powder.py
+    bases: List[str]  # base class names (unqualified)
+    category: Optional[str] = None  # container | collection | baseclass | measurement | model
+    compositions: Set[str] = field(default_factory=set)  # composed-with class names
+    contains: Set[str] = field(default_factory=set)  # collection element types
+
+
+INCLUDE_FILES = [
+    # Project and Summary
+    SRC_ROOT / 'project' / 'project.py',
+    SRC_ROOT / 'project' / 'project_info.py',
+    SRC_ROOT / 'summary' / 'summary.py',
+    SRC_ROOT / 'analysis' / 'analysis.py',
+    # Sample models
+    SRC_ROOT / 'sample_models' / 'sample_models.py',
+    SRC_ROOT / 'sample_models' / 'sample_model.py',
+    SRC_ROOT / 'sample_models' / 'sample_model_types' / 'base.py',
+    # Experiments
+    SRC_ROOT / 'experiments' / 'experiments.py',
+    SRC_ROOT / 'experiments' / 'experiment.py',
+    SRC_ROOT / 'experiments' / 'experiment_types' / 'base.py',
+]
+
+
+def iter_experiment_type_files() -> Iterable[Path]:
+    expt_dir = SRC_ROOT / 'experiments' / 'experiment_types'
+    if not expt_dir.exists():
+        return []
+    skip = {'__init__.py', 'base.py', 'enums.py', 'instrument_mixin.py'}
+    for py in sorted(expt_dir.glob('*.py')):
+        if py.name in skip:
+            continue
+        yield py
+
+
+def parse_file(py_path: Path) -> Optional[ast.Module]:
+    try:
+        src = py_path.read_text(encoding='utf-8')
+        return ast.parse(src)
+    except Exception:
+        return None
+
+
+def name_from_node(n: ast.AST) -> Optional[str]:
+    if isinstance(n, ast.Name):
+        return n.id
+    if isinstance(n, ast.Attribute):
+        # Return attribute tail (unqualified)
+        return n.attr
+    return None
+
+
+def discover_classes() -> Dict[str, ClassInfo]:
+    files = list(INCLUDE_FILES) + list(iter_experiment_type_files())
+    classes: Dict[str, ClassInfo] = {}
+
+    for py in files:
+        mod = parse_file(py)
+        if not mod:
+            continue
+        rel_module = str(py.relative_to(SRC_ROOT))
+        for node in mod.body:
+            if isinstance(node, ast.ClassDef):
+                base_names = [name_from_node(b) for b in node.bases]
+                base_names = [n for n in base_names if n]
+                ci = ClassInfo(name=node.name, module=rel_module, bases=base_names)
+                classes[ci.name] = ci
+
+        # Second pass: gather compositions and contains
+        for node in mod.body:
+            if isinstance(node, ast.ClassDef):
+                ci = classes.get(node.name)
+                if not ci:
+                    continue
+                for inner in node.body:
+                    # __init__ assignments: self.attr = SomeClass(...)
+                    if isinstance(inner, ast.FunctionDef) and inner.name == '__init__':
+                        for stmt in ast.walk(inner):
+                            if isinstance(stmt, ast.Assign):
+                                # Look for Call on RHS
+                                if isinstance(stmt.value, ast.Call):
+                                    callee = name_from_node(stmt.value.func)
+                                    if callee:
+                                        ci.compositions.add(callee)
+                            if isinstance(stmt, ast.Expr) and isinstance(stmt.value, ast.Call):
+                                # super().__init__(item_type=SomeClass)
+                                call = stmt.value
+                                func_name = name_from_node(call.func)
+                                if func_name == '__init__' and isinstance(call, ast.Call):
+                                    for kw in call.keywords:
+                                        if kw.arg == 'item_type':
+                                            n = name_from_node(kw.value)
+                                            if n:
+                                                ci.contains.add(n)
+                    # @property return annotation: def x(self) -> SomeClass
+                    if isinstance(inner, ast.FunctionDef):
+                        if inner.returns is not None:
+                            ann = name_from_node(inner.returns)
+                            if ann:
+                                ci.compositions.add(ann)
+
+    # Categorize
+    for ci in classes.values():
+        path = ci.module
+        # Collections
+        if 'DatablockCollection' in ci.bases:
+            ci.category = 'collection'
+        # Measurement (concrete experiment types)
+        elif (
+            'experiments/experiment_types/' in path
+            and ci.name.endswith('Experiment')
+            and not ci.name.startswith('Base')
+        ):
+            ci.category = 'measurement'
+        # Base classes (heuristic)
+        elif ci.name.startswith('Base'):
+            ci.category = 'baseclass'
+        # Models
+        elif 'sample_models/' in path and ci.name in {'BaseSampleModel', 'SampleModel'}:
+            ci.category = 'model'
+        # Containers
+        elif path.endswith('project.py') and ci.name == 'Project' or path.endswith('project_info.py') and ci.name == 'ProjectInfo' or path.endswith('summary.py') and ci.name == 'Summary' or path.endswith('analysis/analysis.py') and ci.name == 'Analysis':
+            ci.category = 'container'
+        # Keep others uncategorized (they will still participate via edges)
+
+    return classes
+
+
+# -----------------
+# Mermaid rendering
+# -----------------
+
+
+def mermaid_header() -> str:
+    return 'classDiagram\n'
+
+
+def mermaid_classes(classes: Dict[str, ClassInfo]) -> str:
+    lines: List[str] = []
+    for ci in classes.values():
+        # Limit to overview classes: containers, collections, models, baseclasses, measurements
+        if ci.category in {'container', 'collection', 'model', 'baseclass', 'measurement'}:
+            style = f':::{ci.category}' if ci.category else ''
+            lines.append(f'    class {ci.name}{style}')
+    return '\n'.join(lines) + ('\n\n' if lines else '')
+
+
+def build_edges(classes: Dict[str, ClassInfo]) -> Tuple[List[str], List[str], List[str]]:
+    """Return (inheritance, composition, contains) edge lists."""
+    # Work only with classes we render as overview categories
+    showable = {
+        name
+        for name, ci in classes.items()
+        if ci.category in {'container', 'collection', 'model', 'baseclass', 'measurement'}
+    }
+
+    inheritance: List[str] = []
+    composition: List[str] = []
+    contains: List[str] = []
+
+    # Inheritance: Parent <|-- Child
+    for child_name, ci in classes.items():
+        for base in ci.bases:
+            if base in showable and child_name in showable:
+                inheritance.append(f'    {base} <|-- {child_name}')
+
+    # Composition: A *-- B (if A composes B)
+    for a_name, ci in classes.items():
+        if a_name not in showable:
+            continue
+        for b in ci.compositions:
+            if b in showable:
+                # Special-case: hide Analysis internals; keep only Project *-- Analysis
+                if b == 'Analysis' and a_name != 'Project':
+                    continue
+                composition.append(f'    {a_name} *-- {b}')
+
+    # Contains: Collections "1" -- "*" T : contains
+    for a_name, ci in classes.items():
+        if ci.category != 'collection':
+            continue
+        for t in ci.contains:
+            if t in classes:
+                # Expand Experiments contains Experiment into all concrete measurements
+                if a_name == 'Experiments' and t == 'Experiment':
+                    for name, c2 in classes.items():
+                        if c2.category == 'measurement':
+                            contains.append(f'    {a_name} "1" -- "*" {name} : contains')
+                else:
+                    contains.append(f'    {a_name} "1" -- "*" {t} : contains')
+
+    return inheritance, composition, contains
+
+
+def mermaid_relationships(classes: Dict[str, ClassInfo]) -> str:
+    inh, comp, cont = build_edges(classes)
+    lines: List[str] = []
+    lines.append('    %% Relationships %%\n')
+    if comp or cont or inh:
+        lines.append('')
+    lines.extend(inh)
+    if inh and (comp or cont):
+        lines.append('')
+    lines.extend(cont)
+    if cont and comp:
+        lines.append('')
+    lines.extend(comp)
+    lines.append('\n')
+    return '\n'.join(lines)
+
+
+def mermaid_styles() -> str:
+    return (
+        '    %%%%%%%%%%%%%\n'
+        '    %% STYLING %%\n'
+        '    %%%%%%%%%%%%%\n\n'
+        '    %% Abstract Base Classes\n'
+        '    classDef baseclass fill:#6A5ACD,stroke:#333,stroke-width:1px,color:white;\n\n'
+        '    %% Containers (Project, ProjectInfo, Summary, Analysis)\n'
+        '    classDef container fill:#455A64,stroke:#333,stroke-width:1px,color:white;\n\n'
+        '    %% Collections (SampleModels, Experiments)\n'
+        '    classDef collection fill:#607D8B,stroke:#333,stroke-width:1px,color:white;\n\n'
+        '    %% Concrete Experiments\n'
+        '    classDef measurement fill:#4682B4,stroke:#0D47A1,stroke-width:1px,color:white;\n\n'
+        '    %% Models (SampleModel, StructuralModel)\n'
+        '    classDef model fill:#009688,stroke:#004D40,stroke-width:1px,color:white;\n'
+    )
+
+
+def build_mermaid() -> str:
+    classes = discover_classes()
+    parts = [
+        mermaid_header(),
+        mermaid_classes(classes),
+        mermaid_relationships(classes),
+        mermaid_styles(),
+    ]
+    return ''.join(parts)
+
+
+def write_markdown(mermaid: str) -> None:
+    DOCS_OUT_DIR.mkdir(parents=True, exist_ok=True)
+    content = [
+        '# Architecture Overview',
+        '',
+        '```mermaid',
+        mermaid,
+        '```',
+        '',
+        '> Note: This diagram is auto-generated. Edit tools/generate_overview_mermaid.py to change structure or style.',
+        '',
+    ]
+    OUT_MD.write_text('\n'.join(content), encoding='utf-8')
+    rel = OUT_MD.relative_to(REPO_ROOT)
+    print(f'Wrote: {rel}')
+
+
+def main() -> None:
+    if not SRC_ROOT.exists():
+        raise SystemExit(f'Source root not found: {SRC_ROOT}')
+    mermaid = build_mermaid()
+    write_markdown(mermaid)
+
+
+if __name__ == '__main__':
+    main()
diff --git a/tutorials-drafts/hrpt_n_Bi0p88Sm0p12Fe0p94Ti0p06O3_DW_V_9x8x52_1p49_HI.xye b/tmp/hrpt_n_Bi0p88Sm0p12Fe0p94Ti0p06O3_DW_V_9x8x52_1p49_HI.xye
similarity index 100%
rename from tutorials-drafts/hrpt_n_Bi0p88Sm0p12Fe0p94Ti0p06O3_DW_V_9x8x52_1p49_HI.xye
rename to tmp/hrpt_n_Bi0p88Sm0p12Fe0p94Ti0p06O3_DW_V_9x8x52_1p49_HI.xye
diff --git a/tmp/short.py b/tmp/short.py
new file mode 100644
index 00000000..87f90d00
--- /dev/null
+++ b/tmp/short.py
@@ -0,0 +1,94 @@
+from easydiffraction import Experiment
+from easydiffraction import Experiments
+from easydiffraction import Logger
+from easydiffraction import Project
+from easydiffraction import SampleModel
+from easydiffraction import SampleModels
+from easydiffraction.experiments.categories.linked_phases import LinkedPhase
+from easydiffraction.experiments.categories.linked_phases import LinkedPhases
+from easydiffraction.sample_models.categories.atom_sites import AtomSite
+from easydiffraction.sample_models.categories.atom_sites import AtomSites
+from easydiffraction.sample_models.categories.cell import Cell
+from easydiffraction.sample_models.categories.space_group import SpaceGroup
+
+Logger.configure(mode=Logger.Mode.LOG, level=Logger.Level.DEBUG)
+# Logger.configure(mode=Logger.Mode.RAISE, level=Logger.Level.DEBUG)
+
+sg = SpaceGroup()
+sg.name_h_m = 'P n m a'
+sg.it_coordinate_system_code = 'cab'
+
+cell = Cell()
+cell.length_a = 5.4603
+
+site = AtomSite()
+site.type_symbol = 'Si'
+
+sites = AtomSites()
+sites.add_from_args(site)
+
+model = SampleModel(name='mdl')
+model.space_group = sg
+model.cell = cell
+model.atom_sites = sites
+
+
+print(model.parameters)
+
+models = SampleModels()
+# models.add_from_args(model)
+models.add_from_cif_path('tutorials/data/lbco.cif')
+
+print(models)
+for p in models.parameters:
+    print(p)
+print(models.as_cif)
+
+exp = Experiment(name='hrpt', data_path='tutorials/data/hrpt_lbco.xye')
+print(exp)
+
+linked_phases = LinkedPhases()
+linked_phase = LinkedPhase(id='lbco', scale=10.0)
+linked_phases.add_from_args(linked_phase)
+
+exp.linked_phases = linked_phases
+
+exp.instrument.setup_wavelength = 1.494
+exp.instrument.calib_twotheta_offset = 0.6
+
+exp.peak.broad_gauss_u = 0.1
+exp.peak.broad_gauss_v = -0.1
+exp.peak.broad_gauss_w = 0.1
+exp.peak.broad_lorentz_y = 0.1
+
+# exp.background.add_from_args(x=10, y=170)
+# exp.background.add_from_args(x=30, y=170)
+# exp.background.add_from_args(x=50, y=170)
+# exp.background.add_from_args(x=110, y=170)
+# exp.background.add_from_args(x=165, y=170)
+
+experiments = Experiments()
+print(experiments)
+
+experiments.add(exp)
+print(experiments)
+for p in experiments.parameters:
+    print(p)
+# print(experiments.as_cif)
+
+
+proj = Project(name='PROJ')
+print(proj)
+
+proj.sample_models = models
+proj.experiments = experiments
+
+
+# proj.plotter.engine = 'plotly'
+
+proj.plot_meas_vs_calc(expt_name='hrpt', x_min=38, x_max=41)
+
+
+models['lbco'].cell.length_a.free = True
+print('----', models['lbco'].cell.length_a.free)
+# proj.analysis.show_free_params()
diff --git a/tmp/short2.py b/tmp/short2.py
new file mode 100644
index 00000000..d1bd5eb1
--- /dev/null
+++ b/tmp/short2.py
@@ -0,0 +1,228 @@
+import easydiffraction as ed
+from easydiffraction import Experiment
+from easydiffraction import Experiments
+from easydiffraction import Project
+from easydiffraction import SampleModel
+from easydiffraction import SampleModels
+from easydiffraction.experiments.categories.background import LineSegmentBackground
+from easydiffraction.experiments.categories.background import Point
+from easydiffraction.experiments.categories.linked_phases import LinkedPhase
+from easydiffraction.experiments.categories.linked_phases import LinkedPhases
+from easydiffraction.sample_models.categories.atom_sites import AtomSite
+from easydiffraction.sample_models.categories.atom_sites import AtomSites
+from easydiffraction.sample_models.categories.cell import Cell
+from easydiffraction.sample_models.categories.space_group import SpaceGroup
+
+# from easydiffraction.core.parameters import BaseDescriptor, GenericDescriptor, Descriptor
+# from easydiffraction.core.parameters import BaseParameter, GenericParameter, Parameter
+
+# Logger.configure(mode=Logger.Mode.VERBOSE, level=Logger.Level.DEBUG)
+# Logger.configure(mode=Logger.Mode.COMPACT, level=Logger.Level.DEBUG)
+
+
+# bd = BaseDescriptor()
+# gd = GenericDescriptor()
+# d = Descriptor()
+
+# bp = BaseParameter()
+# gp = GenericParameter()
+# p = Parameter()
+
+project = ed.Project()
+
+
+sg = SpaceGroup()
+sg.name_h_m = 'P n m a'
+sg.name_h_m = 33.3
+
+sg.it_coordinate_system_code = 'cab'
+
+cell = Cell()
+cell.length_a = 5.4603
+cell.length_a = '5.4603'
+cell.length_a = -5.4603
+
+cell.lengtha = -5.4603
+
+
+exit()
+
+site = AtomSite()
+site.label = 'Si'
+site.type_symbol = 'Si'
+
+sites = AtomSites()
+sites.add_from_args(site)
+
+
+model = SampleModel(name='mdl')
+model.space_group = sg
+model.cell = cell
+model.atom_sites = sites
+
+site = AtomSite()
+site.label = 'Tb'
+site.type_symbol = 'Tb'
+sites.add_from_args(site)
+
+
+# model.cell = 'k'
+
+
+# print(model.parameters)
+for p in model.parameters:
+    print(p)
+
+# exit()
+
+print('================================')
+
+models = SampleModels()
+# models.add_from_args(model)
+models.add_from_cif_path('tutorials/data/lbco.cif')
+
+print(models)
+for p in models.parameters:
+    print(p)
+print(models.as_cif)
+
+exp = Experiment(name='hrpt', data_path='tutorials/data/hrpt_lbco.xye')
+print(exp)
+
+linked_phases = LinkedPhases()
+linked_phase = LinkedPhase(id='lbco', scale=10.0)
+linked_phases.add_from_args(linked_phase)
+
+exp.linked_phases = linked_phases
+
+exp.instrument.setup_wavelength = 1.494
+exp.instrument.calib_twotheta_offset = 0.6
+
+exp.peak.broad_gauss_u = 0.1
+exp.peak.broad_gauss_v = -0.1
+exp.peak.broad_gauss_w = 0.1
+exp.peak.broad_lorentz_y = 0.1
+
+bkg = LineSegmentBackground()
+point1 = Point(x=10, y=170)
+point2 = Point(x=30, y=170)
+point3 = Point(x=50, y=170)
+point4 = Point(x=110, y=170)
+point5 = Point(x=165, y=170)
+bkg.add_from_args(point1)
+bkg.add_from_args(point2)
+bkg.add_from_args(point3)
+bkg.add_from_args(point4)
+bkg.add_from_args(point5)
+# exp.background.add_from_args(bkg)
+exp.background = bkg
+
+# exp.background.add_from_args(x=10, y=170)
+# exp.background.add_from_args(x=30, y=170)
+# exp.background.add_from_args(x=50, y=170)
+# exp.background.add_from_args(x=110, y=170)
+# exp.background.add_from_args(x=165, y=170)
+
+experiments = Experiments()
+print(experiments)
+
+experiments.add(exp)
+print(experiments)
+for p in experiments.parameters:
+    print(p)
+# print(experiments.as_cif)
+# exit()
+
+proj = Project(name='PROJ')
+print(proj)
+
+proj.sample_models = models
+proj.experiments = experiments
+
+
+proj.plot_meas_vs_calc(expt_name='hrpt', x_min=38, x_max=41)
+
+
+def set_as_online():
+    m = proj.sample_models['lbco']
+    m.cell.length_a = 3.8909
+    m.cell.length_b = 3.8909
+    m.cell.length_c = 3.8909
+    m.atom_sites['La'].b_iso = 0.5052
+    m.atom_sites['Ba'].b_iso = 0.5049
+    m.atom_sites['Co'].b_iso = 0.2370
+    m.atom_sites['O'].b_iso = 1.3935
+    e = proj.experiments['hrpt']
+    e.linked_phases['lbco'].scale = 9.1351
+    e.instrument.calib_twotheta_offset = 0.6226
+    e.peak.broad_gauss_u = 0.0816
+    e.peak.broad_gauss_v = -0.1159
+    e.peak.broad_gauss_w = 0.1204
+    e.peak.broad_lorentz_y = 0.0844
+    e.background[10].y = 168.5585
+    e.background[30].y = 164.3357
+    e.background[50].y = 166.8881
+    e.background[110].y = 175.4006
+    e.background[165].y = 174.2813
+
+
+def set_as_initial():
+    m = proj.sample_models['lbco']
+    m.cell.length_a.uncertainty = None
+    m.cell.length_a = 3.885
+    m.cell.length_b = 3.885
+    m.cell.length_c = 3.885
+    # m.atom_sites['La'].b_iso = 0.5052
+    # m.atom_sites['Ba'].b_iso = 0.5049
+    # m.atom_sites['Co'].b_iso = 0.2370
+    # m.atom_sites['O'].b_iso = 1.3935
+    # e = proj.experiments['hrpt']
+    # e.linked_phases['lbco'].scale = 9.1351
+    # e.instrument.calib_twotheta_offset = 0.6226
+    # e.peak.broad_gauss_u = 0.0816
+    # e.peak.broad_gauss_v = -0.1159
+    # e.peak.broad_gauss_w = 0.1204
+    # e.peak.broad_lorentz_y = 0.0844
+    # e.background[10].y = 168.5585
+    # e.background[30].y = 164.3357
+    # e.background[50].y = 166.8881
+    # e.background[110].y = 175.4006
+    # e.background[165].y = 174.2813
+
+
+set_as_online()
+# set_as_initial()
+proj.plotter.engine = 'plotly'
+proj.plot_meas_vs_calc(expt_name='hrpt', show_residual=True)
+# exit()
+
+models['lbco'].cell.length_a.free = True
+
+models['lbco'].atom_sites['La'].b_iso.free = True
+models['lbco'].atom_sites['Ba'].b_iso.free = True
+models['lbco'].atom_sites['Co'].b_iso.free = True
+models['lbco'].atom_sites['O'].b_iso.free = True
+
+exp.instrument.calib_twotheta_offset.free = True
+
+exp.peak.broad_gauss_u.free = True
+exp.peak.broad_gauss_v.free = True
+exp.peak.broad_gauss_w.free = True
+exp.peak.broad_lorentz_y.free = True
+
+exp.background[10].y.free = True
+exp.background[30].y.free = True
+exp.background[50].y.free = True
+exp.background[110].y.free = True
+exp.background[165].y.free = True
+
+exp.linked_phases['lbco'].scale.free = True
+
+
+print('----', models['lbco'].cell.length_a.free)
+proj.analysis.show_free_params()
+proj.analysis.fit()
+
+# proj.plotter.engine = 'plotly'
+# proj.plot_meas_vs_calc(expt_name='hrpt')
+proj.plot_meas_vs_calc(expt_name='hrpt', x_min=38, x_max=41)
diff --git a/tmp/short3.py b/tmp/short3.py
new file mode 100644
index 00000000..a261a944
--- /dev/null
+++ b/tmp/short3.py
@@ -0,0 +1,138 @@
+# %% [markdown]
+# # Structure Refinement: LBCO, HRPT
+#
+# This minimalistic example is designed to be as compact as possible for
+# a Rietveld refinement of a crystal structure using constant-wavelength
+# neutron powder diffraction data for La0.5Ba0.5CoO3 from HRPT at PSI.
+#
+# It does not contain any advanced features or options, and includes no
+# comments or explanations—these can be found in the other tutorials.
+# Default values are used for all parameters if not specified. Only
+# essential and self-explanatory code is provided.
+#
+# The example is intended for users who are already familiar with the
+# EasyDiffraction library and want to quickly get started with a simple
+# refinement. It is also useful for those who want to see what a
+# refinement might look like in code. For a more detailed explanation of
+# the code, please refer to the other tutorials.
+
+# %% [markdown]
+# ## Import Library
+
+# %%
+import easydiffraction as ed
+
+# %% [markdown]
+# ## Step 1: Define Project
+
+# %%
+project = ed.Project()
+
+project.plotter.x_min = 38
+project.plotter.x_max = 41
+
+# %% [markdown]
+# ## Step 2: Define Sample Model
+
+# %%
+project.sample_models.add_minimal(name='lbco')
+
+# %%
+sample_model = project.sample_models['lbco']
+
+# %%
+sample_model.space_group.name_h_m = 'P m -3 m'
+sample_model.space_group.it_coordinate_system_code = '1'
+
+# %%
+sample_model.cell.length_a = 3.88
+
+# %%
+sample_model.atom_sites.add_from_args(
+    label='La', type_symbol='La', fract_x=0., fract_y=0., fract_z=0, b_iso=0.5, occupancy=0.5,
+    wyckoff_letter='a'
+)
+sample_model.atom_sites.add_from_args(
+    label='Ba', type_symbol='Ba', fract_x=0, fract_y=0, fract_z=0, b_iso=0.5, occupancy=0.5, wyckoff_letter='a'
+)
+sample_model.atom_sites.add_from_args(label='Co', type_symbol='Co', fract_x=0.5, fract_y=0.5, fract_z=0.5, b_iso=0.5, wyckoff_letter='b')
+sample_model.atom_sites.add_from_args(label='O', type_symbol='O', fract_x=0, fract_y=0.5, fract_z=0.5, b_iso=0.5, wyckoff_letter='c')
+
+# %% [markdown]
+# ## Step 3: Define Experiment
+
+# %%
+ed.download_from_repository('hrpt_lbco.xye', destination='data')
+
+# %%
+project.experiments.add_from_data_path(
+    name='hrpt',
+    data_path='data/hrpt_lbco.xye',
+    sample_form='powder',
+    beam_mode='constant wavelength',
+    radiation_probe='neutron',
+)
+
+# %%
+experiment = project.experiments['hrpt']
+
+# %%
+experiment.instrument.setup_wavelength = 1.494
+experiment.instrument.calib_twotheta_offset = 0.6
+
+# %%
+experiment.peak.broad_gauss_u = 0.1
+experiment.peak.broad_gauss_v = -0.1
+experiment.peak.broad_gauss_w = 0.1
+experiment.peak.broad_lorentz_y = 0.1
+
+# %%
+experiment.background.add_from_args(x=10, y=170)
+experiment.background.add_from_args(x=30, y=170)
+experiment.background.add_from_args(x=50, y=170)
+experiment.background.add_from_args(x=110, y=170)
+
+# %%
+experiment.excluded_regions.add_from_args(start=0, end=5)
+experiment.excluded_regions.add_from_args(start=130, end=180)
+
+# %%
+experiment.linked_phases.add_from_args(id='lbco', scale=10.0)
+
+# %% [markdown]
+# ## Step 4: Perform Analysis
+
+# %%
+sample_model.cell.length_a.free = True
+
+sample_model.atom_sites['La'].b_iso.free = True
+sample_model.atom_sites['Ba'].b_iso.free = True
+sample_model.atom_sites['Co'].b_iso.free = True
+sample_model.atom_sites['O'].b_iso.free = True
+
+# %%
+experiment.instrument.calib_twotheta_offset.free = True
+
+experiment.peak.broad_gauss_u.free = True
+experiment.peak.broad_gauss_v.free = True
+experiment.peak.broad_gauss_w.free = True
+experiment.peak.broad_lorentz_y.free = True
+
+experiment.background['10'].y.free = True
+experiment.background['30'].y.free = True
+experiment.background['50'].y.free = True
+experiment.background['110'].y.free = True
+
+experiment.linked_phases['lbco'].scale.free = True
+
+
+# sample_model.show_as_cif()
+# experiment.show_as_cif()
+# exit()
+
+
+# %%
+project.analysis.fit()
+
+# %%
+project.plot_meas_vs_calc(expt_name='hrpt', show_residual=True)
diff --git a/tmp/short5.py b/tmp/short5.py
new file mode 100644
index 00000000..843b252d
--- /dev/null
+++ b/tmp/short5.py
@@ -0,0 +1,316 @@
+from __future__ import annotations
+
+from typing import ParamSpec
+from typing import TypeVar
+
+from easydiffraction.analysis.categories.constraints import Constraint
+from easydiffraction.analysis.categories.constraints import Constraints
+from easydiffraction.sample_models.categories.atom_sites import AtomSite  # type: ignore
+from easydiffraction.sample_models.categories.atom_sites import AtomSites  # type: ignore
+from easydiffraction.sample_models.categories.cell import Cell  # type: ignore
+from easydiffraction.sample_models.categories.space_group import SpaceGroup  # type: ignore
+from easydiffraction.sample_models.sample_model.base import SampleModelBase
+from easydiffraction.sample_models.sample_model.factory import SampleModel
+from easydiffraction.sample_models.sample_models import SampleModels
+from easydiffraction.utils.logging import log  # type: ignore
+
+P = ParamSpec('P')
+R = TypeVar('R')
+
+
+# ---------------------------------------------------------------------
+# Example usage
+# ---------------------------------------------------------------------
+if __name__ == '__main__':
+
+    log.info('-------- Types --------')
+
+    s1 = AtomSite(label='La', type_symbol='La')
+    s1.fract_x.value = 1.234
+    assert s1.fract_x.value == 1.234
+    s1.fract_x.value = 'xyz'
+    assert s1.fract_x.value == 1.234
+    s1.fract_x = 'qwe'
+    assert s1.fract_x.value == 1.234
+
+    assert s1.fract_x.free == False
+    s1.fract_x.free = True
+    assert s1.fract_x.free == True
+    s1.fract_x.free = 'abc'
+    assert s1.fract_x.free == True
+
+    s1 = AtomSite(label='Si', type_symbol='Si', fract_x='uuuu')
+    assert s1.fract_x.value == 0.0
+
+    log.info('-------- Cell --------')
+
+    c = Cell()
+    assert c.length_b.value == 10.0
+    c = Cell(length_b=-8.8)
+    assert c.length_b.value == 10.0
+    c = Cell(length_b='7.7')  # type: ignore
+    assert c.length_b.value == 10.0
+    c = Cell(length_b=6.6)
+    assert c.length_b.value == 6.6
+    c.length_b.value = -5.5
+    assert c.length_b.value == 6.6
+    c.length_b = -4.4
+    assert c.length_b.value == 6.6
+    c.length_b = 3.3
+    assert c.length_b.value == 3.3
+    c.length_b = 2222.2
+    assert c.length_b.value == 3.3
+    c.length_b.free = 'qwe'  # type: ignore
+    assert c.length_b.free is False
+    c.length_b.fre = 'fre'  # type: ignore
+    assert getattr(c.length_b, 'fre', None) is None
+    c.length_b.qwe = 'qwe'  # type: ignore
+    assert getattr(c.length_b, 'qwe', None) is None
+    c.length_b.description = 'desc'  # type: ignore
+    assert c.length_b.description == 'Length of the b axis of the unit cell.'  # type: ignore
+    assert c.length_b._public_readonly_attrs() == {'as_cif', 'constrained',
+                                                   'description',
+                                                   'unique_name', 'name', 'parameters',
+                                                   'uid', 'units'}
+    assert c.length_b._public_writable_attrs() == {'fit_max', 'fit_min', 'free', 'uncertainty',
+                                                   'value'}
+    c.qwe = 'qwe'
+    assert getattr(c.length_b, 'qwe', None) is None
+    assert c.length_b._cif_handler.names == ['_cell.length_b']
+    assert len(c.length_b._minimizer_uid) == 16
+    assert (c.parameters[1].value == 3.3)  # type: ignore
+
+    log.info('-------- SpaceGroup --------')
+
+    sg = SpaceGroup()
+    assert sg.name_h_m.value == 'P 1'
+    sg = SpaceGroup(name_h_m='qwe')
+    assert sg.name_h_m.value == 'P 1'
+    sg = SpaceGroup(name_h_m='P b n m', it_coordinate_system_code='cab')
+    assert sg.name_h_m.value == 'P 1'
+    assert sg.it_coordinate_system_code.value == ''
+    sg = SpaceGroup(name_h_m='P n m a', it_coordinate_system_code='cab')
+    assert sg.name_h_m.value == 'P n m a'
+    assert sg.it_coordinate_system_code.value == 'cab'
+    sg.name_h_m = 34.9
+    assert sg.name_h_m.value == 'P n m a'
+    sg.name_h_m = 'P 1'
+    assert sg.name_h_m.value == 'P 1'
+    assert sg.it_coordinate_system_code.value == ''
+    sg.name_h_m = 'P n m a'
+    assert sg.name_h_m.value == 'P n m a'
+    assert sg.it_coordinate_system_code.value == 'abc'
+
+    log.info('-------- AtomSites --------')
+
+    s1 = AtomSite(label='La', type_symbol='La')
+    assert s1.label.value == 'La'
+    assert s1.type_symbol.value == 'La'
+    s2 = AtomSite(label='Si', type_symbol='Si')
+    assert s2.label.value == 'Si'
+    assert s2.type_symbol.value == 'Si'
+    sites = AtomSites()
+    assert len(sites) == 0
+    sites.add(s1)
+    sites.add(s2)
+    assert len(sites) == 2
+    s1.label = 'Tb'
+    assert s1.label.value == 'Tb'
+    assert list(sites.keys()) == ['Tb', 'Si']
+    assert sites['Tb'] is s1
+    assert sites['Tb'].fract_x.value == 0.0
+    s2.fract_x.value = 0.123
+    assert s2.fract_x.value == 0.123
+    s2.fract_x = 0.456
+    assert s2.fract_x.value == 0.456
+    sites['Tb'].fract_x = 0.789
+    assert sites['Tb'].fract_x.value == 0.789
+    sites['Tb'].qwe = 'qwe'  # type: ignore
+    assert getattr(sites['Tb'], 'qwe', None) is None
+    sites.abc = 'abc'  # type: ignore
+    assert getattr(sites, 'abc', None) is None
+    sites['Tb'].label = 'a b c'
+    assert sites['Tb'].label.value == 'Tb'
+
+    assert sites['Tb']._label.value == 'Tb'
+    assert sites['Tb'].label.value == 'Tb'
+    assert sites['Tb'].name is None
+
+    log.info('-------- SampleModel --------')
+
+    model = SampleModel(name='lbco')
+    assert model.name == 'lbco'
+    assert model.cell.length_b.value == 10.0
+    assert len(model.atom_sites) == 0
+    model.atom_sites.add(s1)
+    model.atom_sites.add(s2)
+    assert len(model.atom_sites) == 2
+    assert model.atom_sites.names == ['Tb', 'Si']
+    assert model.atom_sites._items[0].label.value == 'Tb'
+    assert model.atom_sites._items[1].label.value == 'Si'
+
+    log.info('-------- SampleModels --------')
+
+    models = SampleModels()
+    assert len(models) == 0
+    models.add(model)
+    assert len(models) == 1
+    assert models._items[0].name == 'lbco'
+
+    log.info('-------- PARENTS --------')
+
+    assert models._parent is None
+    assert type(models['lbco']._parent) is SampleModels
+    assert type(models['lbco'].cell._parent) is SampleModelBase
+    assert type(models['lbco'].cell.length_b._parent) is Cell
+    assert type(models['lbco'].atom_sites._parent) is SampleModelBase
+    assert type(models['lbco'].atom_sites['Tb']._parent) is AtomSites
+    assert type(models['lbco'].atom_sites['Tb'].fract_x._parent) is AtomSite
+
+    assert type(s1._parent) is AtomSites
+    assert type(models['lbco'].atom_sites) is AtomSites
+    assert len(models['lbco'].atom_sites) == 2
+    del models['lbco'].atom_sites['Tb']
+    assert len(models['lbco'].atom_sites) == 1
+    assert s1._parent is None
+    assert type(models['lbco'].atom_sites) is AtomSites
+
+    log.info('-------- PARAMETERS --------')
+
+    assert len(models['lbco'].atom_sites['Si'].parameters) == 9
+    assert models['lbco'].atom_sites['Si'].parameters[0].value == 'Si'
+    assert len(models['lbco'].atom_sites.parameters) == 9
+    assert len(models['lbco'].cell.parameters) == 6
+    assert len(models['lbco'].parameters) == 17
+    assert len(models.parameters) == 17
+
+    log.info('-------- CIF HANDLERS --------')
+
+    s3 = AtomSite(label='La', type_symbol='La')
+    assert s3.label.value == 'La'
+    assert s3.type_symbol.value == 'La'
+
+    assert len(models['lbco'].atom_sites) == 1
+    models['lbco'].atom_sites.add(s3)
+    assert len(models['lbco'].atom_sites) == 2
+    assert models['lbco'].cell.length_b.as_cif == '_cell.length_b 10.0'
+    assert models['lbco'].cell.as_cif == """_cell.length_a 10.0
+_cell.length_b 10.0
+_cell.length_c 10.0
+_cell.angle_alpha 90.0
+_cell.angle_beta 90.0
+_cell.angle_gamma 90.0"""
+
+    assert models['lbco'].atom_sites.as_cif == """loop_
+_atom_site.label
+_atom_site.type_symbol
+_atom_site.fract_x
+_atom_site.fract_y
+_atom_site.fract_z
+_atom_site.Wyckoff_letter
+_atom_site.occupancy
+_atom_site.B_iso_or_equiv
+_atom_site.adp_type
+Si Si 0.456 0.0 0.0 a 1.0 0.0 Biso
+La La 0.0 0.0 0.0 a 1.0 0.0 Biso"""
+
+    print(models['lbco'].as_cif)
+
+    assert models['lbco'].as_cif == """data_lbco
+
+_cell.length_a 10.0
+_cell.length_b 10.0
+_cell.length_c 10.0
+_cell.angle_alpha 90.0
+_cell.angle_beta 90.0
+_cell.angle_gamma 90.0
+
+_space_group.name_H-M_alt "P 1"
+_space_group.IT_coordinate_system_code 
+
+loop_
+_atom_site.label
+_atom_site.type_symbol
+_atom_site.fract_x
+_atom_site.fract_y
+_atom_site.fract_z
+_atom_site.Wyckoff_letter
+_atom_site.occupancy
+_atom_site.B_iso_or_equiv
+_atom_site.adp_type
+Si Si 0.456 0.0 0.0 a 1.0 0.0 Biso
+La La 0.0 0.0 0.0 a 1.0 0.0 Biso"""
+
+    assert models.as_cif == """data_lbco
+
+_cell.length_a 10.0
+_cell.length_b 10.0
+_cell.length_c 10.0
+_cell.angle_alpha 90.0
+_cell.angle_beta 90.0
+_cell.angle_gamma 90.0
+
+_space_group.name_H-M_alt "P 1"
+_space_group.IT_coordinate_system_code 
+
+loop_
+_atom_site.label
+_atom_site.type_symbol
+_atom_site.fract_x
+_atom_site.fract_y
+_atom_site.fract_z
+_atom_site.Wyckoff_letter
+_atom_site.occupancy
+_atom_site.B_iso_or_equiv
+_atom_site.adp_type
+Si Si 0.456 0.0 0.0 a 1.0 0.0 Biso
+La La 0.0 0.0 0.0 a 1.0 0.0 Biso"""
+
+    log.info('-------- Full Names --------')
+
+    cell = Cell()
+    assert cell.unique_name == 'cell'
+
+    assert cell.length_b.unique_name == 'cell.length_b'
+
+    site = AtomSite(label='Tb', type_symbol='Tb')
+    assert site.unique_name == 'atom_site.Tb'
+
+    sites = AtomSites()  #
+    assert sites.unique_name is None
+
+    sites.add(site)
+    assert site.unique_name == 'atom_site.Tb'
+    assert sites['Tb'].unique_name == 'atom_site.Tb'
+
+    model = SampleModel(name='lbco')  #
+    assert model.unique_name == 'lbco'
+
+    model.cell = cell
+    assert cell.unique_name == 'lbco.cell'
+    assert cell.length_b.unique_name == 'lbco.cell.length_b'
+    assert model.cell.unique_name == 'lbco.cell'
+    assert model.cell.length_b.unique_name == 'lbco.cell.length_b'
+
+    model.atom_sites = sites
+    assert sites.unique_name is None
+    assert model.atom_sites.unique_name is None
+    assert model.atom_sites['Tb'].unique_name == 'lbco.atom_site.Tb'
+
+    models = SampleModels()  #
+    assert models.unique_name is None
+
+    models.add(model)
+    assert models['lbco'].cell.unique_name == 'lbco.cell'
+    assert models['lbco'].cell.length_b.unique_name == 'lbco.cell.length_b'
+    assert models['lbco'].atom_sites.unique_name is None
+    assert models['lbco'].atom_sites['Tb'].unique_name == 'lbco.atom_site.Tb'
+
+    log.info('-------- Constraints --------')
+    con = Constraint(lhs_alias='cell.length_a', rhs_expr='2 * cell.length_b + 1.0')
+    assert con.lhs_alias.value == 'cell.length_a'
+    assert con.rhs_expr.value == '2 * cell.length_b + 1.0'
+    cons = Constraints()
+    assert len(cons) == 0
+    cons.add(con)
+    assert len(cons) == 1
diff --git a/tmp/short6.py b/tmp/short6.py
new file mode 100644
index 00000000..ef027c51
--- /dev/null
+++ b/tmp/short6.py
@@ -0,0 +1,85 @@
+from easydiffraction.core.category import CategoryItem
+from easydiffraction.core.parameters import CifHandler
+from easydiffraction.core.parameters import Parameter
+from easydiffraction.core.validation import AttributeSpec
+from easydiffraction.core.validation import RangeValidator
+from easydiffraction.utils.logging import Logger
+from easydiffraction.utils.logging import log
+
+Logger.configure(
+    level=Logger.Level.DEBUG,
+    mode=Logger.Mode.COMPACT,
+    reaction=Logger.Reaction.WARN,
+)
+
+
+class Cell(CategoryItem):
+    def __init__(self, *, length_a=None):
+        super().__init__()
+
+        self._length_a = Parameter(
+            value_spec=AttributeSpec(
+                value=length_a,
+                default=10.0,
+                content_validator=RangeValidator(ge=0, le=1000),
+            ),
+            name='length_a',
+            description='Length of the a-axis of the unit cell.',
+            units='Å',
+            cif_handler=CifHandler(names=['_cell.length_a']),
+        )
+
+    @property
+    def length_a(self) -> Parameter:
+        """Parameter representing the a-axis length of the unit cell."""
+        return self._length_a
+
+    @length_a.setter
+    def length_a(self, v):
+        """Assign a raw value to length_a (validated internally)."""
+        self._length_a.value = v
+
+
+# ---------------------- Example usage ---------------------- #
+
+if __name__ == '__main__':
+    c = Cell()
+
+    c.length_a.value = 1.234
+    log.info(f'c.length_a.value: {c.length_a.value}')
+
+    c.length_a.value = -5.5
+    log.info(f'c.length_a.value: {c.length_a.value}')
+
+    c.length_a.value = 'xyz'
+    log.info(f'c.length_a.value: {c.length_a.value}')
+
+    c.length_a.free = True
+    log.info(f'c.length_a.free: {c.length_a.free}')
+
+    c.length_a.free = 'oops'
+    log.info(f'c.length_a.free: {c.length_a.free}')
+
+    c.length_a = 'xyz'
+    log.info(f'c.length_a.value (after direct assign attempt): {c.length_a.value}')
+
+    c_bad = Cell(length_a='xyz')
+    log.info(f'c_bad.length_a.value: {c_bad.length_a.value}')
+
+    c_ok = Cell(length_a=2.5)
+    log.info(f'c_ok.length_a.value: {c_ok.length_a.value}')
+
+    c_ok.length_a.description = 'read-only'
+    log.info(f'c_ok.length_a.description: {c_ok.length_a.description}')
+
+    c_ok.length_a.aaa = 'aaa'
+    log.info(f'c_ok.length_a.aaa: {c_ok.length_a.aaa}')
+
+    log.info(f'c_ok.length_a.bbb: {c_ok.length_a.bbb}')
+
+    log.info(f'c_ok.length_a.fre: {c_ok.length_a.fre}')
+
+    log.info(c.as_cif)
+    log.info(c.length_a.as_cif)
+
+    log.info(c.length_a._cif_handler.uid)
diff --git a/tmp/short7.py b/tmp/short7.py
new file mode 100644
index 00000000..dfec2cd8
--- /dev/null
+++ b/tmp/short7.py
@@ -0,0 +1,129 @@
+import os
+import tempfile
+
+from numpy.testing import assert_almost_equal
+
+from easydiffraction import Project
+from easydiffraction import download_from_repository
+
+TEMP_DIR = tempfile.gettempdir()
+
+
+def single_fit_neutron_pd_cwl_lbco() -> None:
+    # Create project
+    project = Project()
+
+    # Set sample model
+    project.sample_models.add_minimal(name='lbco')
+    model = project.sample_models['lbco']
+    model.space_group.name_h_m = 'P m -3 m'
+    model.cell.length_a = 3.88
+    model.atom_sites.add_from_args(
+        label='La',
+        type_symbol='La',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='a',
+        occupancy=0.5,
+        b_iso=0.1,
+    )
+    model.atom_sites.add_from_args(
+        label='Ba',
+        type_symbol='Ba',
+        fract_x=0,
+        fract_y=0,
+        fract_z=0,
+        wyckoff_letter='a',
+        occupancy=0.5,
+        b_iso=0.1,
+    )
+    model.atom_sites.add_from_args(
+        label='Co',
+        type_symbol='Co',
+        fract_x=0.5,
+        fract_y=0.5,
+        fract_z=0.5,
+        wyckoff_letter='b',
+        b_iso=0.1,
+    )
+    model.atom_sites.add_from_args(
+        label='O',
+        type_symbol='O',
+        fract_x=0,
+        fract_y=0.5,
+        fract_z=0.5,
+        wyckoff_letter='c',
+        b_iso=0.1,
+    )
+
+    # Set experiment
+    data_file = 'hrpt_lbco.xye'
+    download_from_repository(data_file, destination=TEMP_DIR)
+    project.experiments.add_from_data_path(name='hrpt', data_path=os.path.join(TEMP_DIR, data_file))
+    expt = project.experiments['hrpt']
+    expt.instrument.setup_wavelength = 1.494
+    expt.instrument.calib_twotheta_offset = 0
+    expt.peak.broad_gauss_u = 0.1
+    expt.peak.broad_gauss_v = -0.1
+    expt.peak.broad_gauss_w = 0.2
+    expt.peak.broad_lorentz_x = 0
+    expt.peak.broad_lorentz_y = 0
+    expt.linked_phases.add_from_args(id='lbco', scale=5.0)
+    expt.background.add_from_args(x=10, y=170)
+    expt.background.add_from_args(x=165, y=170)
+
+    expt.show_as_cif()
+
+    # Prepare for fitting
+    project.analysis.current_calculator = 'cryspy'
+    project.analysis.current_minimizer = 'lmfit (leastsq)'
+
+    # ------------ 1st fitting ------------
+
+    # Select fitting parameters
+    model.cell.length_a.free = True
+    expt.linked_phases['lbco'].scale.free = True
+    expt.instrument.calib_twotheta_offset.free = True
+    expt.background['10'].y.free = True
+    expt.background['165'].y.free = True
+
+    # Perform fit
+    project.analysis.fit()
+
+    # Compare fit quality
+    assert_almost_equal(project.analysis.fit_results.reduced_chi_square, desired=5.79, decimal=1)
+
+    # ------------ 2nd fitting ------------
+
+    # Select fitting parameters
+    expt.peak.broad_gauss_u.free = True
+    expt.peak.broad_gauss_v.free = True
+    expt.peak.broad_gauss_w.free = True
+    expt.peak.broad_lorentz_y.free = True
+
+    # Perform fit
+    project.analysis.fit()
+
+    # Compare fit quality
+    assert_almost_equal(project.analysis.fit_results.reduced_chi_square, desired=4.41, decimal=1)
+
+    # ------------ 3rd fitting ------------
+
+    # Select fitting parameters
+    model.atom_sites['La'].b_iso.free = True
+    model.atom_sites['Ba'].b_iso.free = True
+    model.atom_sites['Co'].b_iso.free = True
+    model.atom_sites['O'].b_iso.free = True
+
+    # Perform fit
+    project.analysis.fit()
+
+    # Show chart
+    project.plot_meas_vs_calc(expt_name='hrpt')
+
+    # Compare fit quality
+    assert_almost_equal(project.analysis.fit_results.reduced_chi_square, desired=1.3, decimal=1)
+
+
+single_fit_neutron_pd_cwl_lbco()
diff --git a/tutorials-drafts/test_single-fit_pd-neut-tof_Si-DREAM_nc.py b/tmp/test_single-fit_pd-neut-tof_Si-DREAM_nc.py
similarity index 59%
rename from tutorials-drafts/test_single-fit_pd-neut-tof_Si-DREAM_nc.py
rename to tmp/test_single-fit_pd-neut-tof_Si-DREAM_nc.py
index 84090290..aa5bfee5 100644
--- a/tutorials-drafts/test_single-fit_pd-neut-tof_Si-DREAM_nc.py
+++ b/tmp/test_single-fit_pd-neut-tof_Si-DREAM_nc.py
@@ -2,6 +2,9 @@
 # # Structure Refinement: Si (NCrystal sim), DREAM
 
 # %%
+
+import pytest
+
 import easydiffraction as ed
 
 # %% [markdown]
@@ -17,7 +20,7 @@
 # ## Step 2: Sample Model
 
 # %%
-project.sample_models.add(name='si')
+project.sample_models.add_minimal(name='si')
 sample_model = project.sample_models['si']
 
 # %%
@@ -25,51 +28,64 @@
 sample_model.space_group.it_coordinate_system_code = '1'
 
 # %%
-sample_model.cell.length_a = 5.46872800 # 5.43146
+sample_model.cell.length_a = 5.46872800  # 5.43146
 
 # %%
-sample_model.atom_sites.add(label='Si',
-                            type_symbol='Si',
-                            fract_x=0.,
-                            fract_y=0.,
-                            fract_z=0.5,
-                            wyckoff_letter='b',
-                            b_iso=0.5)
+import pathlib
+
+from easydiffraction.sample_models.categories.atom_sites import AtomSite
+
+sample_model.atom_sites.add(
+    AtomSite(
+        label='Si',
+        type_symbol='Si',
+        fract_x=0.0,
+        fract_y=0.0,
+        fract_z=0.5,
+        wyckoff_letter='b',
+        b_iso=0.5,
+    )
+)
 
 # %% [markdown]
 # ## Step 3: Experiment
 
 # %%
-#ed.download_from_repository('NOM_9999_Si_640g_PAC_50_ff_ftfrgr_up-to-50.gr',
+# ed.download_from_repository('NOM_9999_Si_640g_PAC_50_ff_ftfrgr_up-to-50.gr',
 #                            branch='d-spacing',
 #                            destination='data')
 
 # %%
-project.experiments.add(name='dream',
-                        sample_form='powder',
-                        beam_mode='time-of-flight',
-                        radiation_probe='neutron',
-                        scattering_type='bragg',
-                        data_path='tutorials/data/DREAM_mantle_bc240_nist_cif_2.xye')
-                        #data_path='tutorials/data/DREAM_mantle_bc240_nist_nc_2.xye')
+data_path = 'tutorials/data/DREAM_mantle_bc240_nist_cif_2.xye'
+if not pathlib.Path(data_path).exists():  # pragma: no cover - environment dependent
+    pytest.skip(f'Missing data file: {data_path}', allow_module_level=True)
+project.experiments.add_from_data_path(
+    name='dream',
+    sample_form='powder',
+    beam_mode='time-of-flight',
+    radiation_probe='neutron',
+    scattering_type='bragg',
+    data_path=data_path,
+)
+# data_path='tutorials/data/DREAM_mantle_bc240_nist_nc_2.xye')
 experiment = project.experiments['dream']
 
 # %%
-experiment.instrument.setup_twotheta_bank = 90.20761742567521 # 144.845 # 90.20761742567521
+experiment.instrument.setup_twotheta_bank = 90.20761742567521  # 144.845 # 90.20761742567521
 experiment.instrument.calib_d_to_tof_offset = 0.0
-experiment.instrument.calib_d_to_tof_linear = 27896.388403762866 # 7476.91 # 278963884037.62866
+experiment.instrument.calib_d_to_tof_linear = 27896.388403762866  # 7476.91 # 278963884037.62866
 experiment.instrument.calib_d_to_tof_linear = 26935.57560870018
-experiment.instrument.calib_d_to_tof_quad = -0.00001 # -1.54 # -1.0
+experiment.instrument.calib_d_to_tof_quad = -0.00001  # -1.54 # -1.0
 
 # %%
 experiment.peak_profile_type = 'pseudo-voigt * ikeda-carpenter'
 experiment.peak.broad_gauss_sigma_0 = 3.0
 experiment.peak.broad_gauss_sigma_1 = 40.0
 experiment.peak.broad_gauss_sigma_2 = 0.0
-experiment.peak.broad_mix_beta_0 = 0.024 # 0.04221
-experiment.peak.broad_mix_beta_1 = 0 # 0.00946
+experiment.peak.broad_mix_beta_0 = 0.024  # 0.04221
+experiment.peak.broad_mix_beta_1 = 0  # 0.00946
 experiment.peak.asym_alpha_0 = 0.14
-experiment.peak.asym_alpha_1 = 0.0 # 0.5971
+experiment.peak.asym_alpha_1 = 0.0  # 0.5971
 
 # %%
 experiment.background_type = 'line-segment'
@@ -77,30 +93,30 @@
     experiment.background.add(x=x, y=0.2)
 
 # %%
-experiment.linked_phases.add('si', scale=1)
+from easydiffraction.experiments.categories.linked_phases import LinkedPhase
+
+experiment.linked_phases.add(LinkedPhase(id='si', scale=1))
 
 # %% [markdown]
 # ## Step 4: Analysis
 
 # %%
-project.plot_meas_vs_calc(expt_name='dream',
-                          show_residual=True)
-#exit()
+project.plot_meas_vs_calc(expt_name='dream', show_residual=True)
+# exit()
 
 # %%
-#sample_model.cell.length_a.free = True
+# sample_model.cell.length_a.free = True
 
 experiment.linked_phases['si'].scale.free = True
-#experiment.instrument.calib_d_to_tof_offset.free = True
+# experiment.instrument.calib_d_to_tof_offset.free = True
 
 experiment.peak.broad_gauss_sigma_0.free = True
 experiment.peak.broad_gauss_sigma_1.free = True
-#experiment.peak.broad_gauss_sigma_2.free = True
+# experiment.peak.broad_gauss_sigma_2.free = True
 experiment.peak.broad_mix_beta_0.free = True
-#experiment.peak.broad_mix_beta_1.free = True
+# experiment.peak.broad_mix_beta_1.free = True
 experiment.peak.asym_alpha_0.free = True
-#experiment.peak.asym_alpha_1.free = True
-
+# experiment.peak.asym_alpha_1.free = True
 
 
 project.analysis.fit()
@@ -109,7 +125,6 @@
 exit()
 
 
-
 project.sample_models['lbco'].atom_sites['La'].b_iso.free = True
 project.sample_models['lbco'].atom_sites['Ba'].b_iso.free = True
 project.sample_models['lbco'].atom_sites['Co'].b_iso.free = True
diff --git a/tools/gen_tests_scaffold.py b/tools/gen_tests_scaffold.py
new file mode 100644
index 00000000..336bebb9
--- /dev/null
+++ b/tools/gen_tests_scaffold.py
@@ -0,0 +1,107 @@
+# SPDX-FileCopyrightText: 2025 EasyDiffraction contributors
+# SPDX-License-Identifier: BSD-3-Clause
+
+"""Generate a one-to-one unit test scaffold mirroring src/ folder
+structure.
+- Creates tests/unit/<package path>/test_<module>.py for each Python
+    file in src
+- Inserts a minimal, consistent pytest skeleton with TODO markers.
+
+Usage:
+  pixi run python tools/gen_tests_scaffold.py
+"""
+
+from __future__ import annotations
+
+from pathlib import Path
+
+ROOT = Path(__file__).resolve().parents[1]
+SRC = ROOT / 'src'
+TESTS_ROOT = ROOT / 'tests' / 'unit'
+
+IGNORED_DIRS = {'__pycache__'}
+IGNORED_FILES = {'__init__.py'}
+
+HEADER = """# Auto-generated scaffold. Replace TODOs with concrete tests.
+import pytest
+import numpy as np
+
+# expected vs actual helpers
+
+def _assert_equal(expected, actual):
+    assert expected == actual
+
+"""
+
+TEMPLATE = """
+# Module under test: {module_import}
+
+# TODO: Replace with real, small tests per class/method.
+# Keep names explicit: expected_*, actual_*; compare in a single assert.
+
+def test_module_import():
+    import {module_import} as MUT
+    expected_module_name = "{module_import}"
+    actual_module_name = MUT.__name__
+    _assert_equal(expected_module_name, actual_module_name)
+"""
+
+
+def module_import_from_path(py_path: Path) -> str:
+    rel = py_path.relative_to(SRC)
+    parts = list(rel.parts)
+    parts[-1] = parts[-1].removesuffix('.py')
+    # Build import path directly from src-relative parts; do not prefix
+    # with the top-level package name to avoid duplication when the
+    # first part is already the package (e.g., 'easydiffraction').
+    return '.'.join(parts)
+
+
+def ensure_file(path: Path, content: str) -> None:
+    path.parent.mkdir(parents=True, exist_ok=True)
+    # Always (re)write to keep scaffold in sync when the generator
+    # evolves
+    path.write_text(content)
+
+
+def ensure_package_dirs(dir_path: Path) -> None:
+    """Ensure every directory from TESTS_ROOT to dir_path has an
+    __init__.py.
+
+    This makes each folder a package so pytest assigns unique module
+    names and avoids import file mismatch when multiple files share the
+    same basename (e.g., test_base.py) across different subdirectories.
+    """
+    # Walk from TESTS_ROOT down to dir_path, creating __init__.py at
+    # each level
+    dir_path.mkdir(parents=True, exist_ok=True)
+    current = TESTS_ROOT
+    # If dir_path is the same as TESTS_ROOT, the loop will be skipped,
+    # but we still want to ensure __init__.py at TESTS_ROOT
+    for part in dir_path.relative_to(TESTS_ROOT).parts:
+        (current / '__init__.py').touch(exist_ok=True)
+        current = current / part
+    # Ensure the final directory also has __init__.py
+    (current / '__init__.py').touch(exist_ok=True)
+
+
+def main():
+    for py in SRC.rglob('*.py'):
+        if py.name in IGNORED_FILES:
+            continue
+        if any(p in IGNORED_DIRS for p in py.parts):
+            continue
+        module_import = module_import_from_path(py)
+        rel_dir = py.parent.relative_to(SRC)
+        test_dir = TESTS_ROOT / rel_dir
+        # Ensure package __init__.py files exist to avoid name
+        # collisions
+        ensure_package_dirs(test_dir)
+        test_file = test_dir / f'test_{py.stem}.py'
+        content = HEADER + TEMPLATE.format(module_import=module_import)
+        ensure_file(test_file, content)
+    print(f'Scaffold created/updated under: {TESTS_ROOT}')
+
+
+if __name__ == '__main__':
+    main()
diff --git a/tools/generate_package_docs.py b/tools/generate_package_docs.py
new file mode 100644
index 00000000..671a4f0e
--- /dev/null
+++ b/tools/generate_package_docs.py
@@ -0,0 +1,172 @@
+# SPDX-FileCopyrightText: 2021-2025 EasyDiffraction contributors <https://github.com/easyscience/diffraction>
+# SPDX-License-Identifier: BSD-3-Clause
+
+"""Generate project package structure markdown files.
+
+Outputs two docs under docs/architecture/:
+ - package-structure-short.md  (folders/files only)
+ - package-structure-full.md   (folders/files and classes)
+
+Run (from repo root):
+    pixi run python tools/generate_package_docs.py
+"""
+
+from __future__ import annotations
+
+import ast
+from dataclasses import dataclass
+from dataclasses import field
+from pathlib import Path
+from typing import List
+
+REPO_ROOT = Path(__file__).resolve().parents[1]
+SRC_ROOT = REPO_ROOT / 'src' / 'easydiffraction'
+DOCS_OUT_DIR = REPO_ROOT / 'docs' / 'architecture'
+
+
+IGNORE_DIRS = {
+    '__pycache__',
+    '.pytest_cache',
+    '.mypy_cache',
+    '.ruff_cache',
+    '.ipynb_checkpoints',
+}
+
+
+@dataclass
+class Node:
+    name: str
+    path: Path
+    type: str  # 'dir' | 'file'
+    children: List['Node'] = field(default_factory=list)
+    classes: List[str] = field(default_factory=list)
+
+
+def parse_classes(py_path: Path) -> List[str]:
+    try:
+        src = py_path.read_text(encoding='utf-8')
+    except Exception:
+        return []
+    try:
+        tree = ast.parse(src)
+    except Exception:
+        return []
+    classes: List[str] = []
+    for node in tree.body:
+        if isinstance(node, ast.ClassDef):
+            classes.append(node.name)
+    return classes
+
+
+def build_tree(root: Path) -> Node:
+    def _walk(p: Path) -> Node:
+        if p.is_dir():
+            node = Node(name=p.name, path=p, type='dir')
+            try:
+                entries = sorted(p.iterdir(), key=lambda q: (q.is_file(), q.name.lower()))
+            except PermissionError:
+                entries = []
+            for child in entries:
+                if child.name in IGNORE_DIRS:
+                    continue
+                if child.is_dir():
+                    node.children.append(_walk(child))
+                elif child.suffix == '.py':
+                    file_node = Node(name=child.name, path=child, type='file')
+                    file_node.classes = parse_classes(child)
+                    node.children.append(file_node)
+            return node
+        else:
+            n = Node(name=p.name, path=p, type='file')
+            n.classes = parse_classes(p) if p.suffix == '.py' else []
+            return n
+
+    return _walk(root)
+
+
+def _branch(prefix: str, is_last: bool) -> str:
+    return f'{prefix}{"└── " if is_last else "├── "}'
+
+
+def render_short(root: Node) -> List[str]:
+    lines: List[str] = []
+    lines.append(f'📦 {root.name}')
+
+    def _render(node: Node, prefix: str = '') -> None:
+        for idx, child in enumerate(node.children):
+            is_last = idx == len(node.children) - 1
+            line_prefix = _branch(prefix, is_last)
+            if child.type == 'dir':
+                lines.append(f'{line_prefix}📁 {child.name}')
+                _render(child, prefix + ('    ' if is_last else '│   '))
+            else:
+                lines.append(f'{line_prefix}📄 {child.name}')
+
+    _render(root)
+    return lines
+
+
+def render_full(root: Node) -> List[str]:
+    lines: List[str] = []
+    lines.append(f'📦 {root.name}')
+
+    def _render(node: Node, prefix: str = '') -> None:
+        for idx, child in enumerate(node.children):
+            is_last = idx == len(node.children) - 1
+            line_prefix = _branch(prefix, is_last)
+            if child.type == 'dir':
+                lines.append(f'{line_prefix}📁 {child.name}')
+                _render(child, prefix + ('    ' if is_last else '│   '))
+            else:
+                lines.append(f'{line_prefix}📄 {child.name}')
+                # Classes under file
+                for c_idx, cls in enumerate(child.classes):
+                    c_last = c_idx == len(child.classes) - 1
+                    sub_prefix = prefix + ('    ' if is_last else '│   ')
+                    lines.append(f'{_branch(sub_prefix, c_last)}🏷️ class {cls}')
+
+    _render(root)
+    return lines
+
+
+def write_markdown(short_lines: List[str], full_lines: List[str]) -> None:
+    DOCS_OUT_DIR.mkdir(parents=True, exist_ok=True)
+
+    short_md = DOCS_OUT_DIR / 'package-structure-short.md'
+    full_md = DOCS_OUT_DIR / 'package-structure-full.md'
+
+    short_content = [
+        '# Package Structure (short)',
+        '',
+        '```',
+        *short_lines,
+        '```',
+        '',
+    ]
+    full_content = [
+        '# Package Structure (full)',
+        '',
+        '```',
+        *full_lines,
+        '```',
+        '',
+    ]
+
+    short_md.write_text('\n'.join(short_content), encoding='utf-8')
+    full_md.write_text('\n'.join(full_content), encoding='utf-8')
+
+    print(f'Wrote: {short_md.relative_to(REPO_ROOT)}')
+    print(f'Wrote: {full_md.relative_to(REPO_ROOT)}')
+
+
+def main() -> None:
+    if not SRC_ROOT.exists():
+        raise SystemExit(f'Source root not found: {SRC_ROOT}')
+    root = build_tree(SRC_ROOT)
+    short_lines = render_short(root)
+    full_lines = render_full(root)
+    write_markdown(short_lines, full_lines)
+
+
+if __name__ == '__main__':
+    main()
diff --git a/tools/naming_check.py b/tools/naming_check.py
new file mode 100644
index 00000000..8160775c
--- /dev/null
+++ b/tools/naming_check.py
@@ -0,0 +1,117 @@
+"""Check naming consistency across the EasyDiffraction source tree.
+
+Rules enforced:
+- Concrete implementations: <variant>.py in <role>s/ directories →
+    <Variant><Role>
+- Abstract bases: <role>_base.py → <Role>Base
+- Factories: <role>_factory.py → <Role>Factory
+- Enums: <role>_enum.py → <Role>Enum
+- Mixins: <role>_mixins.py → <Role>Mixin (or multiple classes)
+- Directories like fit_support/, calculators/, minimizers/, etc. are
+    scanned recursively.
+
+Exit code 1 if any mismatches are found.
+"""
+
+import re
+import sys
+from pathlib import Path
+
+ROOT = Path(__file__).resolve().parents[1] / 'src' / 'easydiffraction'
+PATTERNS = {
+    '_base': r'(?P<role>[A-Z][a-zA-Z0-9]*)Base',
+    '_factory': r'(?P<role>[A-Z][a-zA-Z0-9]*)Factory',
+    '_enum': r'(?P<role>[A-Z][a-zA-Z0-9]*)Enum',
+    '_mixins?': r'(?P<role>[A-Z][a-zA-Z0-9]*)Mixin',
+}
+
+
+def extract_classes(file_path: Path):
+    """Return a list of class names defined in the file."""
+    content = file_path.read_text(encoding='utf-8', errors='ignore')
+    return re.findall(r'^\s*class\s+([A-Z][A-Za-z0-9_]*)', content, flags=re.MULTILINE)
+
+
+def snake_to_pascal(snake: str) -> str:
+    """Convert 'crysfml_calculator' → 'CrysfmlCalculator'."""
+    return ''.join(part.capitalize() for part in snake.split('_'))
+
+
+def check_file(file_path: Path):
+    """Validate naming conventions for a single file."""
+    rel = file_path.relative_to(ROOT)
+    stem = file_path.stem
+    classes = extract_classes(file_path)
+    problems = []
+
+    # Ignore __init__.py and private modules
+    if stem.startswith('__'):
+        return []
+
+    # Expected class names
+    expected = []
+
+    # Handle base/factory/enum/mixin
+    for key, pattern in PATTERNS.items():
+        if stem.endswith(key):
+            role = stem.replace(key, '')
+            expected.append(
+                re.compile(pattern.replace('(?P<role>', f'(?P<role>{snake_to_pascal(role)}'))
+            )
+            break
+    else:
+        # Default: if file is in a known role directory, use that role
+        parent = file_path.parent.name
+        known_roles = ('calculators', 'minimizers', 'plotters', 'instruments', 'peaks')
+        if parent in known_roles:
+            role = snake_to_pascal(parent[:-1])  # remove trailing 's' for role
+            if stem == 'base':
+                expected_name = f'{role}Base'
+            elif stem == 'factory':
+                expected_name = f'{role}Factory'
+            else:
+                variant = snake_to_pascal(stem)
+                expected_name = f'{variant}{role}'
+            expected.append(re.compile(f'^{expected_name}$'))
+        else:
+            # Otherwise, expect class name to match the PascalCase file
+            # stem
+            expected_name = snake_to_pascal(stem)
+            expected.append(re.compile(f'^{expected_name}$'))
+
+    # Compare classes
+    if not classes:
+        problems.append(f'{rel}: No class definitions found')
+        return problems
+
+    match_found = False
+    for exp in expected:
+        for cls in classes:
+            if exp.match(cls):
+                match_found = True
+                break
+    if not match_found:
+        problems.append(f'{rel}: Unexpected class name(s): {", ".join(classes)}')
+
+    return problems
+
+
+def main():
+    problems = []
+    for file_path in ROOT.rglob('*.py'):
+        if any(skip in file_path.parts for skip in ('__pycache__', 'venv', '.venv', 'tests')):
+            continue
+        problems.extend(check_file(file_path))
+
+    if problems:
+        print('❌ Naming convention violations found:\n')
+        for p in problems:
+            print(' -', p)
+        print(f'\nTotal issues: {len(problems)}')
+        sys.exit(1)
+
+    print('✅ All file/class names follow naming conventions.')
+
+
+if __name__ == '__main__':
+    main()
diff --git a/tools/test_scripts.py b/tools/test_scripts.py
index be4320ed..88747b76 100644
--- a/tools/test_scripts.py
+++ b/tools/test_scripts.py
@@ -11,7 +11,12 @@
 
 import pytest
 
-TUTORIALS = list(Path('tutorials').rglob('*.py'))
+# Mark this module as 'functional' so it's excluded by default
+# (see pytest.ini)
+pytestmark = pytest.mark.functional
+
+# Discover tutorial scripts, excluding temporary checkpoint files
+TUTORIALS = [p for p in Path('tutorials').rglob('*.py') if '.ipynb_checkpoints' not in p.parts]
 
 
 @pytest.mark.parametrize('script_path', TUTORIALS)
diff --git a/tools/update_spdx.py b/tools/update_spdx.py
index e05e1174..ebfe7299 100644
--- a/tools/update_spdx.py
+++ b/tools/update_spdx.py
@@ -19,35 +19,64 @@
 def update_spdx_header(file_path: Path):
     # Use Path.open to satisfy lint rule PTH123.
     with file_path.open('r', encoding='utf-8') as f:
-        lines = f.readlines()
+        original_lines = f.readlines()
 
-    # Patterns to match existing SPDX lines
+    # Regexes for SPDX lines
     copy_re = re.compile(r'^#\s*SPDX-FileCopyrightText:.*$')
     lic_re = re.compile(r'^#\s*SPDX-License-Identifier:.*$')
 
-    new_lines = []
-    found_copy = False
-    found_lic = False
-
-    for line in lines:
-        if copy_re.match(line):
-            new_lines.append(COPYRIGHT_TEXT + '\n')
-            found_copy = True
-        elif lic_re.match(line):
-            new_lines.append(LICENSE_TEXT + '\n')
-            found_lic = True
-        else:
-            new_lines.append(line)
-
-    # If not found, insert at top
-    insert_pos = 0
-    if not found_copy:
-        new_lines.insert(insert_pos, COPYRIGHT_TEXT + '\n')
-        insert_pos += 1
-    if not found_lic:
-        new_lines.insert(insert_pos, LICENSE_TEXT + '\n')
-        insert_pos += 1
-        new_lines.insert(insert_pos, '\n')
+    # 1) Preserve any leading shebang / coding cookie lines
+    prefix = []
+    body_start = 0
+    if original_lines:
+        # Shebang line like "#!/usr/bin/env python3"
+        if original_lines[0].startswith('#!'):
+            prefix.append(original_lines[0])
+            body_start = 1
+        # PEP 263 coding cookie on first or second line
+        # e.g. "# -*- coding: utf-8 -*-" or "# coding: utf-8"
+        for _ in range(2):  # at most one more line to inspect
+            if body_start < len(original_lines):
+                line = original_lines[body_start]
+                if re.match(r'^#.*coding[:=]\s*[-\w.]+', line):
+                    prefix.append(line)
+                    body_start += 1
+                else:
+                    break
+
+    # 2) Work on the remaining body
+    body = original_lines[body_start:]
+
+    # Remove any existing SPDX lines anywhere in the body
+    body = [ln for ln in body if not (copy_re.match(ln) or lic_re.match(ln))]
+
+    # Strip leading blank lines in the body so header is tight
+    while body and not body[0].strip():
+        body.pop(0)
+
+    # 3) Build canonical SPDX block: two lines + exactly one blank
+    spdx_block = [
+        COPYRIGHT_TEXT + '\n',
+        LICENSE_TEXT + '\n',
+        '\n',
+    ]
+
+    # 4) New content: prefix + SPDX + body
+    new_lines = prefix + spdx_block + body
+
+    # 5) Normalize: collapse any extra blank lines immediately after
+    #    LICENSE to exactly one. This keeps the script idempotent.
+    # Find the index of LICENSE we just inserted (prefix may be 0, 1,
+    # or 2 lines)
+    lic_idx = len(prefix) + 1  # spdx_block[1] is the license line
+    # Ensure exactly one blank line after LICENSE
+    # Remove all blank lines after lic_idx, then insert a single blank.
+    j = lic_idx + 1
+    # Remove any number of blank lines following
+    while j < len(new_lines) and not new_lines[j].strip():
+        new_lines.pop(j)
+    # Insert exactly one blank line at this position
+    new_lines.insert(j, '\n')
 
     with file_path.open('w', encoding='utf-8') as f:
         f.writelines(new_lines)
@@ -55,13 +84,11 @@ def update_spdx_header(file_path: Path):
 
 def main():
     """Recursively update or insert SPDX headers in all Python files
-    under the 'src' directory, skipping files located in virtual
-    environment folders ('venv' or '.venv').
+    under the 'src' and 'tests' directories.
     """
-    for py_file in Path('src').rglob('*.py'):
-        if 'venv' in py_file.parts or '.venv' in py_file.parts:
-            continue
-        update_spdx_header(py_file)
+    for base_dir in ('src', 'tests'):
+        for py_file in Path(base_dir).rglob('*.py'):
+            update_spdx_header(py_file)
 
 
 if __name__ == '__main__':
diff --git a/tutorials/advanced_joint-fit_pd-neut-xray-cwl_PbSO4.py b/tutorials/advanced_joint-fit_pd-neut-xray-cwl_PbSO4.py
index f3d064e0..4cfd0d70 100644
--- a/tutorials/advanced_joint-fit_pd-neut-xray-cwl_PbSO4.py
+++ b/tutorials/advanced_joint-fit_pd-neut-xray-cwl_PbSO4.py
@@ -15,9 +15,9 @@
 # ## Import Library
 
 # %%
-from easydiffraction import Experiment
+from easydiffraction import ExperimentFactory
 from easydiffraction import Project
-from easydiffraction import SampleModel
+from easydiffraction import SampleModelFactory
 from easydiffraction import download_from_repository
 
 # %% [markdown]
@@ -29,7 +29,7 @@
 # #### Create Sample Model
 
 # %%
-model = SampleModel('pbso4')
+model = SampleModelFactory.create(name='pbso4')
 
 # %% [markdown]
 # #### Set Space Group
@@ -49,11 +49,51 @@
 # #### Set Atom Sites
 
 # %%
-model.atom_sites.add('Pb', 'Pb', 0.1876, 0.25, 0.167, b_iso=1.37)
-model.atom_sites.add('S', 'S', 0.0654, 0.25, 0.684, b_iso=0.3777)
-model.atom_sites.add('O1', 'O', 0.9082, 0.25, 0.5954, b_iso=1.9764)
-model.atom_sites.add('O2', 'O', 0.1935, 0.25, 0.5432, b_iso=1.4456)
-model.atom_sites.add('O3', 'O', 0.0811, 0.0272, 0.8086, b_iso=1.2822)
+model.atom_sites.add_from_args(
+    label='Pb',
+    type_symbol='Pb',
+    fract_x=0.1876,
+    fract_y=0.25,
+    fract_z=0.167,
+    wyckoff_letter='c',
+    b_iso=1.37,
+)
+model.atom_sites.add_from_args(
+    label='S',
+    type_symbol='S',
+    fract_x=0.0654,
+    fract_y=0.25,
+    fract_z=0.684,
+    wyckoff_letter='c',
+    b_iso=0.3777,
+)
+model.atom_sites.add_from_args(
+    label='O1',
+    type_symbol='O',
+    fract_x=0.9082,
+    fract_y=0.25,
+    fract_z=0.5954,
+    wyckoff_letter='c',
+    b_iso=1.9764,
+)
+model.atom_sites.add_from_args(
+    label='O2',
+    type_symbol='O',
+    fract_x=0.1935,
+    fract_y=0.25,
+    fract_z=0.5432,
+    wyckoff_letter='c',
+    b_iso=1.4456,
+)
+model.atom_sites.add_from_args(
+    label='O3',
+    type_symbol='O',
+    fract_x=0.0811,
+    fract_y=0.0272,
+    fract_z=0.8086,
+    wyckoff_letter='d',
+    b_iso=1.2822,
+)
 
 
 # %% [markdown]
@@ -73,7 +113,7 @@
 # #### Create Experiment
 
 # %%
-expt1 = Experiment(
+expt1 = ExperimentFactory.create(
     name='npd',
     data_path='data/d1a_pbso4.dat',
     radiation_probe='neutron',
@@ -119,13 +159,13 @@
     (120.0, 244.4525),
     (153.0, 226.0595),
 ]:
-    expt1.background.add(x, y)
+    expt1.background.add_from_args(x=x, y=y)
 
 # %% [markdown]
 # #### Set Linked Phases
 
 # %%
-expt1.linked_phases.add('pbso4', scale=1.5)
+expt1.linked_phases.add_from_args(id='pbso4', scale=1.5)
 
 # %% [markdown]
 # ### Experiment 2: xrd
@@ -139,7 +179,7 @@
 # #### Create Experiment
 
 # %%
-expt2 = Experiment(
+expt2 = ExperimentFactory.create(
     name='xrd',
     data_path='data/lab_pbso4.dat',
     radiation_probe='xray',
@@ -183,13 +223,13 @@
     (4, 54.552),
     (5, -20.661),
 ]:
-    expt2.background.add(x, y)
+    expt2.background.add_from_args(order=x, coef=y)
 
 # %% [markdown]
 # #### Set Linked Phases
 
 # %%
-expt2.linked_phases.add('pbso4', scale=0.001)
+expt2.linked_phases.add_from_args(id='pbso4', scale=0.001)
 
 # %% [markdown]
 # ## Define Project
diff --git a/tutorials/basic_single-fit_pd-neut-cwl_LBCO-HRPT.py b/tutorials/basic_single-fit_pd-neut-cwl_LBCO-HRPT.py
index 94e9c62f..3db13fd6 100644
--- a/tutorials/basic_single-fit_pd-neut-cwl_LBCO-HRPT.py
+++ b/tutorials/basic_single-fit_pd-neut-cwl_LBCO-HRPT.py
@@ -91,7 +91,7 @@
 # #### Add Sample Model
 
 # %%
-project.sample_models.add(name='lbco')
+project.sample_models.add_minimal(name='lbco')
 
 # %% [markdown]
 # #### Show Defined Sample Models
@@ -126,7 +126,7 @@
 # Add atom sites to the sample model.
 
 # %%
-project.sample_models['lbco'].atom_sites.add(
+project.sample_models['lbco'].atom_sites.add_from_args(
     label='La',
     type_symbol='La',
     fract_x=0,
@@ -136,7 +136,7 @@
     b_iso=0.5,
     occupancy=0.5,
 )
-project.sample_models['lbco'].atom_sites.add(
+project.sample_models['lbco'].atom_sites.add_from_args(
     label='Ba',
     type_symbol='Ba',
     fract_x=0,
@@ -146,7 +146,7 @@
     b_iso=0.5,
     occupancy=0.5,
 )
-project.sample_models['lbco'].atom_sites.add(
+project.sample_models['lbco'].atom_sites.add_from_args(
     label='Co',
     type_symbol='Co',
     fract_x=0.5,
@@ -155,7 +155,7 @@
     wyckoff_letter='b',
     b_iso=0.5,
 )
-project.sample_models['lbco'].atom_sites.add(
+project.sample_models['lbco'].atom_sites.add_from_args(
     label='O',
     type_symbol='O',
     fract_x=0,
@@ -295,11 +295,11 @@
 # Add background points.
 
 # %%
-project.experiments['hrpt'].background.add(x=10, y=170)
-project.experiments['hrpt'].background.add(x=30, y=170)
-project.experiments['hrpt'].background.add(x=50, y=170)
-project.experiments['hrpt'].background.add(x=110, y=170)
-project.experiments['hrpt'].background.add(x=165, y=170)
+project.experiments['hrpt'].background.add_from_args(x=10, y=170)
+project.experiments['hrpt'].background.add_from_args(x=30, y=170)
+project.experiments['hrpt'].background.add_from_args(x=50, y=170)
+project.experiments['hrpt'].background.add_from_args(x=110, y=170)
+project.experiments['hrpt'].background.add_from_args(x=165, y=170)
 
 # %% [markdown]
 # Show current background points.
@@ -313,7 +313,7 @@
 # Link the sample model defined in the previous step to the experiment.
 
 # %%
-project.experiments['hrpt'].linked_phases.add(id='lbco', scale=10.0)
+project.experiments['hrpt'].linked_phases.add_from_args(id='lbco', scale=10.0)
 
 # %% [markdown]
 # #### Show Experiment as CIF
@@ -564,11 +564,11 @@
 # Set aliases for parameters.
 
 # %%
-project.analysis.aliases.add(
+project.analysis.aliases.add_from_args(
     label='biso_La',
     param_uid=project.sample_models['lbco'].atom_sites['La'].b_iso.uid,
 )
-project.analysis.aliases.add(
+project.analysis.aliases.add_from_args(
     label='biso_Ba',
     param_uid=project.sample_models['lbco'].atom_sites['Ba'].b_iso.uid,
 )
@@ -577,7 +577,7 @@
 # Set constraints.
 
 # %%
-project.analysis.constraints.add(lhs_alias='biso_Ba', rhs_expr='biso_La')
+project.analysis.constraints.add_from_args(lhs_alias='biso_Ba', rhs_expr='biso_La')
 
 # %% [markdown]
 # Show defined constraints.
@@ -632,11 +632,11 @@
 # Set more aliases for parameters.
 
 # %%
-project.analysis.aliases.add(
+project.analysis.aliases.add_from_args(
     label='occ_La',
     param_uid=project.sample_models['lbco'].atom_sites['La'].occupancy.uid,
 )
-project.analysis.aliases.add(
+project.analysis.aliases.add_from_args(
     label='occ_Ba',
     param_uid=project.sample_models['lbco'].atom_sites['Ba'].occupancy.uid,
 )
@@ -645,7 +645,7 @@
 # Set more constraints.
 
 # %%
-project.analysis.constraints.add(
+project.analysis.constraints.add_from_args(
     lhs_alias='occ_Ba',
     rhs_expr='1 - occ_La',
 )
@@ -703,5 +703,6 @@
 # %% [markdown]
 # #### Show Project Summary
 
+
 # %%
 project.summary.show_report()
diff --git a/tutorials/cryst-struct_pd-neut-cwl_CoSiO4-D20.py b/tutorials/cryst-struct_pd-neut-cwl_CoSiO4-D20.py
index 95a7f9f0..5c643747 100644
--- a/tutorials/cryst-struct_pd-neut-cwl_CoSiO4-D20.py
+++ b/tutorials/cryst-struct_pd-neut-cwl_CoSiO4-D20.py
@@ -9,9 +9,9 @@
 # ## Import Library
 
 # %%
-from easydiffraction import Experiment
+from easydiffraction import ExperimentFactory
 from easydiffraction import Project
-from easydiffraction import SampleModel
+from easydiffraction import SampleModelFactory
 from easydiffraction import download_from_repository
 
 # %% [markdown]
@@ -23,7 +23,7 @@
 # #### Create Sample Model
 
 # %%
-model = SampleModel('cosio')
+model = SampleModelFactory.create(name='cosio')
 
 # %% [markdown]
 # #### Set Space Group
@@ -44,12 +44,54 @@
 # #### Set Atom Sites
 
 # %%
-model.atom_sites.add('Co1', 'Co', 0, 0, 0, wyckoff_letter='a', b_iso=0.5)
-model.atom_sites.add('Co2', 'Co', 0.279, 0.25, 0.985, wyckoff_letter='c', b_iso=0.5)
-model.atom_sites.add('Si', 'Si', 0.094, 0.25, 0.429, wyckoff_letter='c', b_iso=0.5)
-model.atom_sites.add('O1', 'O', 0.091, 0.25, 0.771, wyckoff_letter='c', b_iso=0.5)
-model.atom_sites.add('O2', 'O', 0.448, 0.25, 0.217, wyckoff_letter='c', b_iso=0.5)
-model.atom_sites.add('O3', 'O', 0.164, 0.032, 0.28, wyckoff_letter='d', b_iso=0.5)
+model.atom_sites.add_from_args(
+    label='Co1', type_symbol='Co', fract_x=0, fract_y=0, fract_z=0, wyckoff_letter='a', b_iso=0.5
+)
+model.atom_sites.add_from_args(
+    label='Co2',
+    type_symbol='Co',
+    fract_x=0.279,
+    fract_y=0.25,
+    fract_z=0.985,
+    wyckoff_letter='c',
+    b_iso=0.5,
+)
+model.atom_sites.add_from_args(
+    label='Si',
+    type_symbol='Si',
+    fract_x=0.094,
+    fract_y=0.25,
+    fract_z=0.429,
+    wyckoff_letter='c',
+    b_iso=0.5,
+)
+model.atom_sites.add_from_args(
+    label='O1',
+    type_symbol='O',
+    fract_x=0.091,
+    fract_y=0.25,
+    fract_z=0.771,
+    wyckoff_letter='c',
+    b_iso=0.5,
+)
+model.atom_sites.add_from_args(
+    label='O2',
+    type_symbol='O',
+    fract_x=0.448,
+    fract_y=0.25,
+    fract_z=0.217,
+    wyckoff_letter='c',
+    b_iso=0.5,
+)
+model.atom_sites.add_from_args(
+    label='O3',
+    type_symbol='O',
+    fract_x=0.164,
+    fract_y=0.032,
+    fract_z=0.28,
+    wyckoff_letter='d',
+    b_iso=0.5,
+)
 
 # %% [markdown]
 # #### Symmetry Constraints
@@ -86,7 +128,7 @@
 # #### Create Experiment
 
 # %%
-expt = Experiment(name='d20', data_path='data/co2sio4_d20.xye')
+expt = ExperimentFactory.create(name='d20', data_path='data/co2sio4_d20.xye')
 
 # %% [markdown]
 # #### Set Instrument
@@ -107,26 +149,26 @@
 # #### Set Background
 
 # %%
-expt.background.add(x=8, y=500)
-expt.background.add(x=9, y=500)
-expt.background.add(x=10, y=500)
-expt.background.add(x=11, y=500)
-expt.background.add(x=12, y=500)
-expt.background.add(x=15, y=500)
-expt.background.add(x=25, y=500)
-expt.background.add(x=30, y=500)
-expt.background.add(x=50, y=500)
-expt.background.add(x=70, y=500)
-expt.background.add(x=90, y=500)
-expt.background.add(x=110, y=500)
-expt.background.add(x=130, y=500)
-expt.background.add(x=150, y=500)
+expt.background.add_from_args(x=8, y=500)
+expt.background.add_from_args(x=9, y=500)
+expt.background.add_from_args(x=10, y=500)
+expt.background.add_from_args(x=11, y=500)
+expt.background.add_from_args(x=12, y=500)
+expt.background.add_from_args(x=15, y=500)
+expt.background.add_from_args(x=25, y=500)
+expt.background.add_from_args(x=30, y=500)
+expt.background.add_from_args(x=50, y=500)
+expt.background.add_from_args(x=70, y=500)
+expt.background.add_from_args(x=90, y=500)
+expt.background.add_from_args(x=110, y=500)
+expt.background.add_from_args(x=130, y=500)
+expt.background.add_from_args(x=150, y=500)
 
 # %% [markdown]
 # #### Set Linked Phases
 
 # %%
-expt.linked_phases.add('cosio', scale=1.0)
+expt.linked_phases.add_from_args(id='cosio', scale=1.0)
 
 # %% [markdown]
 # ## Define Project
@@ -229,11 +271,11 @@
 # Set aliases for parameters.
 
 # %%
-project.analysis.aliases.add(
+project.analysis.aliases.add_from_args(
     label='biso_Co1',
     param_uid=project.sample_models['cosio'].atom_sites['Co1'].b_iso.uid,
 )
-project.analysis.aliases.add(
+project.analysis.aliases.add_from_args(
     label='biso_Co2',
     param_uid=project.sample_models['cosio'].atom_sites['Co2'].b_iso.uid,
 )
@@ -242,7 +284,7 @@
 # Set constraints.
 
 # %%
-project.analysis.constraints.add(
+project.analysis.constraints.add_from_args(
     lhs_alias='biso_Co2',
     rhs_expr='biso_Co1',
 )
diff --git a/tutorials/cryst-struct_pd-neut-cwl_HS-HRPT.py b/tutorials/cryst-struct_pd-neut-cwl_HS-HRPT.py
index 515445c2..641a9c9c 100644
--- a/tutorials/cryst-struct_pd-neut-cwl_HS-HRPT.py
+++ b/tutorials/cryst-struct_pd-neut-cwl_HS-HRPT.py
@@ -9,9 +9,9 @@
 # ## Import Library
 
 # %%
-from easydiffraction import Experiment
+from easydiffraction import ExperimentFactory
 from easydiffraction import Project
-from easydiffraction import SampleModel
+from easydiffraction import SampleModelFactory
 from easydiffraction import download_from_repository
 
 # %% [markdown]
@@ -23,7 +23,7 @@
 # #### Create Sample Model
 
 # %%
-model = SampleModel('hs')
+model = SampleModelFactory.create(name='hs')
 
 # %% [markdown]
 # #### Set Space Group
@@ -35,6 +35,7 @@
 # %% [markdown]
 # #### Set Unit Cell
 
+
 # %%
 model.cell.length_a = 6.9
 model.cell.length_c = 14.1
@@ -43,11 +44,51 @@
 # #### Set Atom Sites
 
 # %%
-model.atom_sites.add('Zn', 'Zn', 0, 0, 0.5, wyckoff_letter='b', b_iso=0.5)
-model.atom_sites.add('Cu', 'Cu', 0.5, 0, 0, wyckoff_letter='e', b_iso=0.5)
-model.atom_sites.add('O', 'O', 0.21, -0.21, 0.06, wyckoff_letter='h', b_iso=0.5)
-model.atom_sites.add('Cl', 'Cl', 0, 0, 0.197, wyckoff_letter='c', b_iso=0.5)
-model.atom_sites.add('H', '2H', 0.13, -0.13, 0.08, wyckoff_letter='h', b_iso=0.5)
+model.atom_sites.add_from_args(
+    label='Zn',
+    type_symbol='Zn',
+    fract_x=0,
+    fract_y=0,
+    fract_z=0.5,
+    wyckoff_letter='b',
+    b_iso=0.5,
+)
+model.atom_sites.add_from_args(
+    label='Cu',
+    type_symbol='Cu',
+    fract_x=0.5,
+    fract_y=0,
+    fract_z=0,
+    wyckoff_letter='e',
+    b_iso=0.5,
+)
+model.atom_sites.add_from_args(
+    label='O',
+    type_symbol='O',
+    fract_x=0.21,
+    fract_y=-0.21,
+    fract_z=0.06,
+    wyckoff_letter='h',
+    b_iso=0.5,
+)
+model.atom_sites.add_from_args(
+    label='Cl',
+    type_symbol='Cl',
+    fract_x=0,
+    fract_y=0,
+    fract_z=0.197,
+    wyckoff_letter='c',
+    b_iso=0.5,
+)
+model.atom_sites.add_from_args(
+    label='H',
+    type_symbol='2H',
+    fract_x=0.13,
+    fract_y=-0.13,
+    fract_z=0.08,
+    wyckoff_letter='h',
+    b_iso=0.5,
+)
 
 # %% [markdown]
 # #### Symmetry constraints
@@ -84,7 +125,7 @@
 # #### Create Experiment
 
 # %%
-expt = Experiment(name='hrpt', data_path='data/hrpt_hs.xye')
+expt = ExperimentFactory.create(name='hrpt', data_path='data/hrpt_hs.xye')
 
 # %% [markdown]
 # #### Set Instrument
@@ -107,21 +148,21 @@
 # #### Set Background
 
 # %%
-expt.background.add(x=4.4196, y=500)
-expt.background.add(x=6.6207, y=500)
-expt.background.add(x=10.4918, y=500)
-expt.background.add(x=15.4634, y=500)
-expt.background.add(x=45.6041, y=500)
-expt.background.add(x=74.6844, y=500)
-expt.background.add(x=103.4187, y=500)
-expt.background.add(x=121.6311, y=500)
-expt.background.add(x=159.4116, y=500)
+expt.background.add_from_args(x=4.4196, y=500)
+expt.background.add_from_args(x=6.6207, y=500)
+expt.background.add_from_args(x=10.4918, y=500)
+expt.background.add_from_args(x=15.4634, y=500)
+expt.background.add_from_args(x=45.6041, y=500)
+expt.background.add_from_args(x=74.6844, y=500)
+expt.background.add_from_args(x=103.4187, y=500)
+expt.background.add_from_args(x=121.6311, y=500)
+expt.background.add_from_args(x=159.4116, y=500)
 
 # %% [markdown]
 # #### Set Linked Phases
 
 # %%
-expt.linked_phases.add('hs', scale=0.5)
+expt.linked_phases.add_from_args(id='hs', scale=0.5)
 
 # %% [markdown]
 # ## Define Project
diff --git a/tutorials/cryst-struct_pd-neut-tof_Si-SEPD.py b/tutorials/cryst-struct_pd-neut-tof_Si-SEPD.py
index 0edbdbb0..0a9ef1fb 100644
--- a/tutorials/cryst-struct_pd-neut-tof_Si-SEPD.py
+++ b/tutorials/cryst-struct_pd-neut-tof_Si-SEPD.py
@@ -9,9 +9,9 @@
 # ## Import Library
 
 # %%
-from easydiffraction import Experiment
+from easydiffraction import ExperimentFactory
 from easydiffraction import Project
-from easydiffraction import SampleModel
+from easydiffraction import SampleModelFactory
 from easydiffraction import download_from_repository
 
 # %% [markdown]
@@ -23,7 +23,7 @@
 # #### Create Sample Model
 
 # %%
-model = SampleModel('si')
+model = SampleModelFactory.create(name='si')
 
 # %% [markdown]
 # #### Set Space Group
@@ -42,7 +42,14 @@
 # #### Set Atom Sites
 
 # %%
-model.atom_sites.add('Si', 'Si', 0.125, 0.125, 0.125, b_iso=0.5)
+model.atom_sites.add_from_args(
+    label='Si',
+    type_symbol='Si',
+    fract_x=0.125,
+    fract_y=0.125,
+    fract_z=0.125,
+    b_iso=0.5,
+)
 
 # %% [markdown]
 # ## Define Experiment
@@ -59,7 +66,9 @@
 # #### Create Experiment
 
 # %%
-expt = Experiment(name='sepd', data_path='data/sepd_si.xye', beam_mode='time-of-flight')
+expt = ExperimentFactory.create(
+    name='sepd', data_path='data/sepd_si.xye', beam_mode='time-of-flight'
+)
 
 # %% [markdown]
 # #### Set Instrument
@@ -94,13 +103,13 @@
 # %%
 expt.background_type = 'line-segment'
 for x in range(0, 35000, 5000):
-    expt.background.add(x=x, y=200)
+    expt.background.add_from_args(x=x, y=200)
 
 # %% [markdown]
 # #### Set Linked Phases
 
 # %%
-expt.linked_phases.add('si', scale=10.0)
+expt.linked_phases.add_from_args(id='si', scale=10.0)
 
 # %% [markdown]
 # ## Define Project
diff --git a/tutorials/cryst-struct_pd-neut-tof_multidata_NCAF-WISH.py b/tutorials/cryst-struct_pd-neut-tof_multidata_NCAF-WISH.py
index 4394121a..aacf644d 100644
--- a/tutorials/cryst-struct_pd-neut-tof_multidata_NCAF-WISH.py
+++ b/tutorials/cryst-struct_pd-neut-tof_multidata_NCAF-WISH.py
@@ -12,9 +12,9 @@
 # ## Import Library
 
 # %%
-from easydiffraction import Experiment
+from easydiffraction import ExperimentFactory
 from easydiffraction import Project
-from easydiffraction import SampleModel
+from easydiffraction import SampleModelFactory
 from easydiffraction import download_from_repository
 
 # %% [markdown]
@@ -26,7 +26,7 @@
 # #### Create Sample Model
 
 # %%
-model = SampleModel('ncaf')
+model = SampleModelFactory.create(name='ncaf')
 
 # %% [markdown]
 # #### Set Space Group
@@ -45,12 +45,60 @@
 # #### Set Atom Sites
 
 # %%
-model.atom_sites.add('Ca', 'Ca', 0.4663, 0.0, 0.25, wyckoff_letter='b', b_iso=0.92)
-model.atom_sites.add('Al', 'Al', 0.2521, 0.2521, 0.2521, wyckoff_letter='a', b_iso=0.73)
-model.atom_sites.add('Na', 'Na', 0.0851, 0.0851, 0.0851, wyckoff_letter='a', b_iso=2.08)
-model.atom_sites.add('F1', 'F', 0.1377, 0.3054, 0.1195, wyckoff_letter='c', b_iso=0.90)
-model.atom_sites.add('F2', 'F', 0.3625, 0.3633, 0.1867, wyckoff_letter='c', b_iso=1.37)
-model.atom_sites.add('F3', 'F', 0.4612, 0.4612, 0.4612, wyckoff_letter='a', b_iso=0.88)
+model.atom_sites.add_from_args(
+    label='Ca',
+    type_symbol='Ca',
+    fract_x=0.4663,
+    fract_y=0.0,
+    fract_z=0.25,
+    wyckoff_letter='b',
+    b_iso=0.92,
+)
+model.atom_sites.add_from_args(
+    label='Al',
+    type_symbol='Al',
+    fract_x=0.2521,
+    fract_y=0.2521,
+    fract_z=0.2521,
+    wyckoff_letter='a',
+    b_iso=0.73,
+)
+model.atom_sites.add_from_args(
+    label='Na',
+    type_symbol='Na',
+    fract_x=0.0851,
+    fract_y=0.0851,
+    fract_z=0.0851,
+    wyckoff_letter='a',
+    b_iso=2.08,
+)
+model.atom_sites.add_from_args(
+    label='F1',
+    type_symbol='F',
+    fract_x=0.1377,
+    fract_y=0.3054,
+    fract_z=0.1195,
+    wyckoff_letter='c',
+    b_iso=0.90,
+)
+model.atom_sites.add_from_args(
+    label='F2',
+    type_symbol='F',
+    fract_x=0.3625,
+    fract_y=0.3633,
+    fract_z=0.1867,
+    wyckoff_letter='c',
+    b_iso=1.37,
+)
+model.atom_sites.add_from_args(
+    label='F3',
+    type_symbol='F',
+    fract_x=0.4612,
+    fract_y=0.4612,
+    fract_z=0.4612,
+    wyckoff_letter='a',
+    b_iso=0.88,
+)
 
 # %% [markdown]
 # ## Define Experiment
@@ -76,14 +124,14 @@
 # #### Create Experiment
 
 # %%
-expt56 = Experiment(
+expt56 = ExperimentFactory.create(
     name='wish_5_6',
     data_path='data/wish_ncaf_5_6.xys',
     beam_mode='time-of-flight',
 )
 
 # %%
-expt47 = Experiment(
+expt47 = ExperimentFactory.create(
     name='wish_4_7',
     data_path='data/wish_ncaf_4_7.xys',
     beam_mode='time-of-flight',
@@ -160,7 +208,7 @@
     (91958, 268),
     (102712, 262),
 ]:
-    expt56.background.add(x, y)
+    expt56.background.add_from_args(x=x, y=y)
 
 # %%
 expt47.background_type = 'line-segment'
@@ -193,27 +241,27 @@
     (92770, 255),
     (101524, 260),
 ]:
-    expt47.background.add(x, y)
+    expt47.background.add_from_args(x=x, y=y)
 
 # %% [markdown]
 # #### Set Linked Phases
 
 # %%
-expt56.linked_phases.add('ncaf', scale=1.0)
+expt56.linked_phases.add_from_args(id='ncaf', scale=1.0)
 
 # %%
-expt47.linked_phases.add('ncaf', scale=2.0)
+expt47.linked_phases.add_from_args(id='ncaf', scale=2.0)
 
 # %% [markdown]
 # #### Set Excluded Regions
 
 # %%
-expt56.excluded_regions.add(start=0, end=10010)
-expt56.excluded_regions.add(start=100010, end=200000)
+expt56.excluded_regions.add_from_args(start=0, end=10010)
+expt56.excluded_regions.add_from_args(start=100010, end=200000)
 
 # %%
-expt47.excluded_regions.add(start=0, end=10006)
-expt47.excluded_regions.add(start=100004, end=200000)
+expt47.excluded_regions.add_from_args(start=0, end=10006)
+expt47.excluded_regions.add_from_args(start=100004, end=200000)
 
 # %% [markdown]
 # ## Define Project
diff --git a/tutorials/cryst-struct_pd-neut-tof_multiphase-LBCO-Si_McStas.py b/tutorials/cryst-struct_pd-neut-tof_multiphase-LBCO-Si_McStas.py
index a334a77f..5db8150b 100644
--- a/tutorials/cryst-struct_pd-neut-tof_multiphase-LBCO-Si_McStas.py
+++ b/tutorials/cryst-struct_pd-neut-tof_multiphase-LBCO-Si_McStas.py
@@ -9,9 +9,9 @@
 # ## Import Library
 
 # %%
-from easydiffraction import Experiment
+from easydiffraction import ExperimentFactory
 from easydiffraction import Project
-from easydiffraction import SampleModel
+from easydiffraction import SampleModelFactory
 from easydiffraction import download_from_repository
 
 # %% [markdown]
@@ -23,7 +23,7 @@
 # ### Create Sample Model 1: LBCO
 
 # %%
-model_1 = SampleModel('lbco')
+model_1 = SampleModelFactory.create(name='lbco')
 
 # %% [markdown]
 # #### Set Space Group
@@ -42,16 +42,50 @@
 # #### Set Atom Sites
 
 # %%
-model_1.atom_sites.add('La', 'La', 0, 0, 0, wyckoff_letter='a', b_iso=0.2, occupancy=0.5)
-model_1.atom_sites.add('Ba', 'Ba', 0, 0, 0, wyckoff_letter='a', b_iso=0.2, occupancy=0.5)
-model_1.atom_sites.add('Co', 'Co', 0.5, 0.5, 0.5, wyckoff_letter='b', b_iso=0.2567)
-model_1.atom_sites.add('O', 'O', 0, 0.5, 0.5, wyckoff_letter='c', b_iso=1.4041)
+model_1.atom_sites.add_from_args(
+    label='La',
+    type_symbol='La',
+    fract_x=0,
+    fract_y=0,
+    fract_z=0,
+    wyckoff_letter='a',
+    b_iso=0.2,
+    occupancy=0.5,
+)
+model_1.atom_sites.add_from_args(
+    label='Ba',
+    type_symbol='Ba',
+    fract_x=0,
+    fract_y=0,
+    fract_z=0,
+    wyckoff_letter='a',
+    b_iso=0.2,
+    occupancy=0.5,
+)
+model_1.atom_sites.add_from_args(
+    label='Co',
+    type_symbol='Co',
+    fract_x=0.5,
+    fract_y=0.5,
+    fract_z=0.5,
+    wyckoff_letter='b',
+    b_iso=0.2567,
+)
+model_1.atom_sites.add_from_args(
+    label='O',
+    type_symbol='O',
+    fract_x=0,
+    fract_y=0.5,
+    fract_z=0.5,
+    wyckoff_letter='c',
+    b_iso=1.4041,
+)
 
 # %% [markdown]
 # ### Create Sample Model 2: Si
 
 # %%
-model_2 = SampleModel('si')
+model_2 = SampleModelFactory.create(name='si')
 
 # %% [markdown]
 # #### Set Space Group
@@ -70,12 +104,12 @@
 # #### Set Atom Sites
 
 # %%
-model_2.atom_sites.add(
-    'Si',
-    'Si',
-    0.0,
-    0.0,
-    0.0,
+model_2.atom_sites.add_from_args(
+    label='Si',
+    type_symbol='Si',
+    fract_x=0.0,
+    fract_y=0.0,
+    fract_z=0.0,
     wyckoff_letter='a',
     b_iso=0.0,
 )
@@ -95,7 +129,7 @@
 # #### Create Experiment
 
 # %%
-experiment = Experiment(
+experiment = ExperimentFactory.create(
     name='mcstas',
     data_path='data/mcstas_lbco-si.xye',
     sample_form='powder',
@@ -139,26 +173,26 @@
 # Add background points.
 
 # %%
-experiment.background.add(x=45000, y=0.2)
-experiment.background.add(x=50000, y=0.2)
-experiment.background.add(x=55000, y=0.2)
-experiment.background.add(x=65000, y=0.2)
-experiment.background.add(x=70000, y=0.2)
-experiment.background.add(x=75000, y=0.2)
-experiment.background.add(x=80000, y=0.2)
-experiment.background.add(x=85000, y=0.2)
-experiment.background.add(x=90000, y=0.2)
-experiment.background.add(x=95000, y=0.2)
-experiment.background.add(x=100000, y=0.2)
-experiment.background.add(x=105000, y=0.2)
-experiment.background.add(x=110000, y=0.2)
+experiment.background.add_from_args(x=45000, y=0.2)
+experiment.background.add_from_args(x=50000, y=0.2)
+experiment.background.add_from_args(x=55000, y=0.2)
+experiment.background.add_from_args(x=65000, y=0.2)
+experiment.background.add_from_args(x=70000, y=0.2)
+experiment.background.add_from_args(x=75000, y=0.2)
+experiment.background.add_from_args(x=80000, y=0.2)
+experiment.background.add_from_args(x=85000, y=0.2)
+experiment.background.add_from_args(x=90000, y=0.2)
+experiment.background.add_from_args(x=95000, y=0.2)
+experiment.background.add_from_args(x=100000, y=0.2)
+experiment.background.add_from_args(x=105000, y=0.2)
+experiment.background.add_from_args(x=110000, y=0.2)
 
 # %% [markdown]
 # #### Set Linked Phases
 
 # %%
-experiment.linked_phases.add('lbco', scale=4.0)
-experiment.linked_phases.add('si', scale=0.2)
+experiment.linked_phases.add_from_args(id='lbco', scale=4.0)
+experiment.linked_phases.add_from_args(id='si', scale=0.2)
 
 # %% [markdown]
 # ## Define Project
@@ -208,8 +242,8 @@
 # Add excluded regions.
 
 # %%
-experiment.excluded_regions.add(start=0, end=40000)
-experiment.excluded_regions.add(start=108000, end=200000)
+experiment.excluded_regions.add_from_args(start=0, end=40000)
+experiment.excluded_regions.add_from_args(start=108000, end=200000)
 
 # %% [markdown]
 # Show excluded regions.
diff --git a/tutorials/data/lbco.cif b/tutorials/data/lbco.cif
new file mode 100644
index 00000000..e80dfecb
--- /dev/null
+++ b/tutorials/data/lbco.cif
@@ -0,0 +1,36 @@
+ data_lbco
+
+ _space_group.IT_coordinate_system_code  1
+ _space_group.name_H-M_alt  "P m -3 m"
+
+ _cell.angle_alpha  90
+ _cell.angle_beta  90
+ _cell.length_a  3.88(1)
+ _cell.length_b  3.88
+ _cell.length_c  3.88
+
+ loop_
+ _atom_site.ADP_type
+ _atom_site.B_iso_or_equiv
+ _atom_site.fract_x
+ _atom_site.fract_y
+ _atom_site.fract_z
+ _atom_site.label
+ _atom_site.occupancy
+ _atom_site.type_symbol
+ _atom_site.Wyckoff_letter
+ Biso 0.5 0.0 0.0 0.0 La 0.5 La a
+ Biso 0.5 0.0 0.0 0.0 Ba 0.5 Ba a
+ Biso 0.5 0.5 0.5 0.5 Co 1.0 Co b
+ Biso 0.5 0.0 0.5 0.5 O 1.0 O c
+
+ loop_
+ _pd_meas.2theta_scan
+ _pd_proc.intensity_total
+ _pd_calc.intensity_total_su
+ 10.0 167.0 12.6
+ 10.05 157.0 12.5
+ 10.1 187.0 13.3
+ 10.15 197.0 14.0
+ 10.2 164.0 12.5
+ 10.25 171.0 13.0
diff --git a/tutorials/dmsc-summer-school-2025_analysis-powder-diffraction.py b/tutorials/dmsc-summer-school-2025_analysis-powder-diffraction.py
index 7cd784ad..f2d553d0 100644
--- a/tutorials/dmsc-summer-school-2025_analysis-powder-diffraction.py
+++ b/tutorials/dmsc-summer-school-2025_analysis-powder-diffraction.py
@@ -183,8 +183,8 @@
 # for more details about excluding regions from the measured data.
 
 # %%
-project_1.experiments['sim_si'].excluded_regions.add(start=0, end=55000)
-project_1.experiments['sim_si'].excluded_regions.add(start=105500, end=200000)
+project_1.experiments['sim_si'].excluded_regions.add_from_args(start=0, end=55000)
+project_1.experiments['sim_si'].excluded_regions.add_from_args(start=105500, end=200000)
 
 # %% [markdown]
 # To visualize the effect of excluding the high TOF region, we can plot
@@ -353,13 +353,13 @@
 
 # %%
 project_1.experiments['sim_si'].background_type = 'line-segment'
-project_1.experiments['sim_si'].background.add(x=50000, y=0.01)
-project_1.experiments['sim_si'].background.add(x=60000, y=0.01)
-project_1.experiments['sim_si'].background.add(x=70000, y=0.01)
-project_1.experiments['sim_si'].background.add(x=80000, y=0.01)
-project_1.experiments['sim_si'].background.add(x=90000, y=0.01)
-project_1.experiments['sim_si'].background.add(x=100000, y=0.01)
-project_1.experiments['sim_si'].background.add(x=110000, y=0.01)
+project_1.experiments['sim_si'].background.add_from_args(x=50000, y=0.01)
+project_1.experiments['sim_si'].background.add_from_args(x=60000, y=0.01)
+project_1.experiments['sim_si'].background.add_from_args(x=70000, y=0.01)
+project_1.experiments['sim_si'].background.add_from_args(x=80000, y=0.01)
+project_1.experiments['sim_si'].background.add_from_args(x=90000, y=0.01)
+project_1.experiments['sim_si'].background.add_from_args(x=100000, y=0.01)
+project_1.experiments['sim_si'].background.add_from_args(x=110000, y=0.01)
 
 # %% [markdown]
 # ### 🧩 Create a Sample Model – Si
@@ -446,7 +446,7 @@
 # #### Add Sample Model
 
 # %%
-project_1.sample_models.add(name='si')
+project_1.sample_models.add_minimal(name='si')
 
 # %% [markdown]
 # #### Set Space Group
@@ -480,7 +480,7 @@
 # for more details about the atom sites category.
 
 # %%
-project_1.sample_models['si'].atom_sites.add(
+project_1.sample_models['si'].atom_sites.add_from_args(
     label='Si',
     type_symbol='Si',
     fract_x=0,
@@ -504,7 +504,7 @@
 # for more details about linking a sample model to an experiment.
 
 # %%
-project_1.experiments['sim_si'].linked_phases.add(id='si', scale=1.0)
+project_1.experiments['sim_si'].linked_phases.add_from_args(id='si', scale=1.0)
 
 # %% [markdown]
 # ### 🚀 Analyze and Fit the Data
@@ -781,8 +781,8 @@
 project_2.plotter.engine = 'plotly'
 project_2.plot_meas(expt_name='sim_lbco')
 
-project_2.experiments['sim_lbco'].excluded_regions.add(start=0, end=55000)
-project_2.experiments['sim_lbco'].excluded_regions.add(start=105500, end=200000)
+project_2.experiments['sim_lbco'].excluded_regions.add_from_args(start=0, end=55000)
+project_2.experiments['sim_lbco'].excluded_regions.add_from_args(start=105500, end=200000)
 
 project_2.plot_meas(expt_name='sim_lbco')
 
@@ -830,7 +830,7 @@
 # %% tags=["solution", "hide-input"]
 # # Create a reference to the peak profile parameters from the Si
 sim_si_peak = project_1.experiments['sim_si'].peak
-project_2.peak_profile_type = 'pseudo-voigt * ikeda-carpenter'
+project_2.experiments['sim_lbco'].peak_profile_type = 'pseudo-voigt * ikeda-carpenter'
 project_2.experiments['sim_lbco'].peak.broad_gauss_sigma_0 = sim_si_peak.broad_gauss_sigma_0.value
 project_2.experiments['sim_lbco'].peak.broad_gauss_sigma_1 = sim_si_peak.broad_gauss_sigma_1.value
 project_2.experiments['sim_lbco'].peak.broad_gauss_sigma_2 = sim_si_peak.broad_gauss_sigma_2.value
@@ -859,13 +859,13 @@
 
 # %% tags=["solution", "hide-input"]
 project_2.experiments['sim_lbco'].background_type = 'line-segment'
-project_2.experiments['sim_lbco'].background.add(x=50000, y=0.2)
-project_2.experiments['sim_lbco'].background.add(x=60000, y=0.2)
-project_2.experiments['sim_lbco'].background.add(x=70000, y=0.2)
-project_2.experiments['sim_lbco'].background.add(x=80000, y=0.2)
-project_2.experiments['sim_lbco'].background.add(x=90000, y=0.2)
-project_2.experiments['sim_lbco'].background.add(x=100000, y=0.2)
-project_2.experiments['sim_lbco'].background.add(x=110000, y=0.2)
+project_2.experiments['sim_lbco'].background.add_from_args(x=50000, y=0.2)
+project_2.experiments['sim_lbco'].background.add_from_args(x=60000, y=0.2)
+project_2.experiments['sim_lbco'].background.add_from_args(x=70000, y=0.2)
+project_2.experiments['sim_lbco'].background.add_from_args(x=80000, y=0.2)
+project_2.experiments['sim_lbco'].background.add_from_args(x=90000, y=0.2)
+project_2.experiments['sim_lbco'].background.add_from_args(x=100000, y=0.2)
+project_2.experiments['sim_lbco'].background.add_from_args(x=110000, y=0.2)
 
 # %% [markdown]
 # ### 🧩 Exercise 3: Define a Sample Model – LBCO
@@ -951,7 +951,7 @@
 # **Solution:**
 
 # %% tags=["solution", "hide-input"]
-project_2.sample_models.add(name='lbco')
+project_2.sample_models.add_minimal(name='lbco')
 
 # %% [markdown]
 # #### Exercise 3.2: Set Space Group
@@ -1005,7 +1005,7 @@
 # **Solution:**
 
 # %% tags=["solution", "hide-input"]
-project_2.sample_models['lbco'].atom_sites.add(
+project_2.sample_models['lbco'].atom_sites.add_from_args(
     label='La',
     type_symbol='La',
     fract_x=0,
@@ -1015,7 +1015,7 @@
     b_iso=0.95,
     occupancy=0.5,
 )
-project_2.sample_models['lbco'].atom_sites.add(
+project_2.sample_models['lbco'].atom_sites.add_from_args(
     label='Ba',
     type_symbol='Ba',
     fract_x=0,
@@ -1025,7 +1025,7 @@
     b_iso=0.95,
     occupancy=0.5,
 )
-project_2.sample_models['lbco'].atom_sites.add(
+project_2.sample_models['lbco'].atom_sites.add_from_args(
     label='Co',
     type_symbol='Co',
     fract_x=0.5,
@@ -1034,7 +1034,7 @@
     wyckoff_letter='b',
     b_iso=0.80,
 )
-project_2.sample_models['lbco'].atom_sites.add(
+project_2.sample_models['lbco'].atom_sites.add_from_args(
     label='O',
     type_symbol='O',
     fract_x=0,
@@ -1060,7 +1060,7 @@
 # **Solution:**
 
 # %% tags=["solution", "hide-input"]
-project_2.experiments['sim_lbco'].linked_phases.add(id='lbco', scale=1.0)
+project_2.experiments['sim_lbco'].linked_phases.add_from_args(id='lbco', scale=1.0)
 
 # %% [markdown]
 # ### 🚀 Exercise 5: Analyze and Fit the Data
@@ -1366,7 +1366,7 @@
 
 # %% tags=["solution", "hide-input"]
 # Set Space Group
-project_2.sample_models.add(name='si')
+project_2.sample_models.add_minimal(name='si')
 project_2.sample_models['si'].space_group.name_h_m = 'F d -3 m'
 project_2.sample_models['si'].space_group.it_coordinate_system_code = '2'
 
@@ -1374,7 +1374,7 @@
 project_2.sample_models['si'].cell.length_a = 5.43
 
 # Set Atom Sites
-project_2.sample_models['si'].atom_sites.add(
+project_2.sample_models['si'].atom_sites.add_from_args(
     label='Si',
     type_symbol='Si',
     fract_x=0,
@@ -1385,7 +1385,7 @@
 )
 
 # Assign Sample Model to Experiment
-project_2.experiments['sim_lbco'].linked_phases.add(id='si', scale=1.0)
+project_2.experiments['sim_lbco'].linked_phases.add_from_args(id='si', scale=1.0)
 
 # %% [markdown]
 # #### Exercise 5.11: Refine the Scale of the Si Phase
diff --git a/tutorials/pdf_pd-neut-cwl_Ni.py b/tutorials/pdf_pd-neut-cwl_Ni.py
index 68569520..eb90d442 100644
--- a/tutorials/pdf_pd-neut-cwl_Ni.py
+++ b/tutorials/pdf_pd-neut-cwl_Ni.py
@@ -30,13 +30,13 @@
 # ## Add Sample Model
 
 # %%
-project.sample_models.add(name='ni')
+project.sample_models.add_minimal(name='ni')
 
 # %%
 project.sample_models['ni'].space_group.name_h_m = 'F m -3 m'
 project.sample_models['ni'].space_group.it_coordinate_system_code = '1'
 project.sample_models['ni'].cell.length_a = 3.52387
-project.sample_models['ni'].atom_sites.add(
+project.sample_models['ni'].atom_sites.add_from_args(
     label='Ni',
     type_symbol='Ni',
     fract_x=0.0,
@@ -63,7 +63,7 @@
 )
 
 # %%
-project.experiments['pdf'].linked_phases.add(id='ni', scale=1.0)
+project.experiments['pdf'].linked_phases.add_from_args(id='ni', scale=1.0)
 project.experiments['pdf'].peak.damp_q = 0
 project.experiments['pdf'].peak.broad_q = 0.03
 project.experiments['pdf'].peak.cutoff_q = 27.0
diff --git a/tutorials/pdf_pd-neut-tof_Si-NOMAD.py b/tutorials/pdf_pd-neut-tof_Si-NOMAD.py
index d35062f9..9bc66bb6 100644
--- a/tutorials/pdf_pd-neut-tof_Si-NOMAD.py
+++ b/tutorials/pdf_pd-neut-tof_Si-NOMAD.py
@@ -28,14 +28,14 @@
 # ## Add Sample Model
 
 # %%
-project.sample_models.add(name='si')
+project.sample_models.add_minimal(name='si')
 
 # %%
 sample_model = project.sample_models['si']
 sample_model.space_group.name_h_m.value = 'F d -3 m'
 sample_model.space_group.it_coordinate_system_code = '1'
 sample_model.cell.length_a = 5.43146
-sample_model.atom_sites.add(
+sample_model.atom_sites.add_from_args(
     label='Si',
     type_symbol='Si',
     fract_x=0,
@@ -63,7 +63,7 @@
 
 # %%
 experiment = project.experiments['nomad']
-experiment.linked_phases.add(id='si', scale=1.0)
+experiment.linked_phases.add_from_args(id='si', scale=1.0)
 experiment.peak.damp_q = 0.02
 experiment.peak.broad_q = 0.03
 experiment.peak.cutoff_q = 35.0
diff --git a/tutorials/pdf_pd-xray_NaCl.py b/tutorials/pdf_pd-xray_NaCl.py
index a650129c..c872fe72 100644
--- a/tutorials/pdf_pd-xray_NaCl.py
+++ b/tutorials/pdf_pd-xray_NaCl.py
@@ -32,16 +32,16 @@
 # ## Add Sample Model
 
 # %%
-project.sample_models.add(name='nacl')
+project.sample_models.add_minimal(name='nacl')
 
 # %%
 project.sample_models['nacl'].space_group.name_h_m = 'F m -3 m'
 project.sample_models['nacl'].space_group.it_coordinate_system_code = '1'
 project.sample_models['nacl'].cell.length_a = 5.62
-project.sample_models['nacl'].atom_sites.add(
+project.sample_models['nacl'].atom_sites.add_from_args(
     label='Na', type_symbol='Na', fract_x=0, fract_y=0, fract_z=0, wyckoff_letter='a', b_iso=1.0
 )
-project.sample_models['nacl'].atom_sites.add(
+project.sample_models['nacl'].atom_sites.add_from_args(
     label='Cl',
     type_symbol='Cl',
     fract_x=0.5,
@@ -85,7 +85,7 @@
 project.experiments['xray_pdf'].peak.damp_particle_diameter = 0
 
 # %%
-project.experiments['xray_pdf'].linked_phases.add(id='nacl', scale=0.5)
+project.experiments['xray_pdf'].linked_phases.add_from_args(id='nacl', scale=0.5)
 
 # %% [markdown]
 # ## Select Fitting Parameters
diff --git a/tutorials/quick_single-fit_pd-neut-cwl_LBCO-HRPT.py b/tutorials/quick_single-fit_pd-neut-cwl_LBCO-HRPT.py
index 019f1c40..83597257 100644
--- a/tutorials/quick_single-fit_pd-neut-cwl_LBCO-HRPT.py
+++ b/tutorials/quick_single-fit_pd-neut-cwl_LBCO-HRPT.py
@@ -32,7 +32,7 @@
 # ## Step 2: Define Sample Model
 
 # %%
-project.sample_models.add(name='lbco')
+project.sample_models.add_minimal(name='lbco')
 
 # %%
 sample_model = project.sample_models['lbco']
@@ -45,10 +45,38 @@
 sample_model.cell.length_a = 3.88
 
 # %%
-sample_model.atom_sites.add('La', 'La', 0, 0, 0, b_iso=0.5, occupancy=0.5)
-sample_model.atom_sites.add('Ba', 'Ba', 0, 0, 0, b_iso=0.5, occupancy=0.5)
-sample_model.atom_sites.add('Co', 'Co', 0.5, 0.5, 0.5, b_iso=0.5)
-sample_model.atom_sites.add('O', 'O', 0, 0.5, 0.5, b_iso=0.5)
+sample_model.atom_sites.add_from_args(
+    label='La',
+    type_symbol='La',
+    fract_x=0,
+    fract_y=0,
+    fract_z=0,
+    wyckoff_letter='a',
+    b_iso=0.5,
+    occupancy=0.5,
+)
+sample_model.atom_sites.add_from_args(
+    label='Ba',
+    type_symbol='Ba',
+    fract_x=0,
+    fract_y=0,
+    fract_z=0,
+    wyckoff_letter='a',
+    b_iso=0.5,
+    occupancy=0.5,
+)
+sample_model.atom_sites.add_from_args(
+    label='Co',
+    type_symbol='Co',
+    fract_x=0.5,
+    fract_y=0.5,
+    fract_z=0.5,
+    wyckoff_letter='b',
+    b_iso=0.5,
+)
+sample_model.atom_sites.add_from_args(
+    label='O', type_symbol='O', fract_x=0, fract_y=0.5, fract_z=0.5, wyckoff_letter='c', b_iso=0.5
+)
 
 # %% [markdown]
 # ## Step 3: Define Experiment
@@ -79,18 +107,18 @@
 experiment.peak.broad_lorentz_y = 0.1
 
 # %%
-experiment.background.add(x=10, y=170)
-experiment.background.add(x=30, y=170)
-experiment.background.add(x=50, y=170)
-experiment.background.add(x=110, y=170)
-experiment.background.add(x=165, y=170)
+experiment.background.add_from_args(x=10, y=170)
+experiment.background.add_from_args(x=30, y=170)
+experiment.background.add_from_args(x=50, y=170)
+experiment.background.add_from_args(x=110, y=170)
+experiment.background.add_from_args(x=165, y=170)
 
 # %%
-experiment.excluded_regions.add(start=0, end=5)
-experiment.excluded_regions.add(start=165, end=180)
+experiment.excluded_regions.add_from_args(start=0, end=5)
+experiment.excluded_regions.add_from_args(start=165, end=180)
 
 # %%
-experiment.linked_phases.add(id='lbco', scale=10.0)
+experiment.linked_phases.add_from_args(id='lbco', scale=10.0)
 
 # %% [markdown]
 # ## Step 4: Perform Analysis