diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
new file mode 100644
index 0000000..ff6fd09
--- /dev/null
+++ b/.github/workflows/ci.yml
@@ -0,0 +1,38 @@
+name: CI
+
+on:
+  push:
+    branches: [main]
+  pull_request:
+
+concurrency:
+  group: ci-${{ github.ref }}
+  cancel-in-progress: true
+
+jobs:
+  test:
+    runs-on: ubuntu-latest
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.11", "3.12"]
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v5
+        with:
+          enable-cache: true
+
+      - name: Create virtual environment
+        run: uv venv --python ${{ matrix.python-version }} .venv
+
+      - name: Install project with dev extras
+        run: uv pip install --python .venv -e ".[dev]"
+
+      - name: Lint (ruff)
+        run: .venv/bin/ruff check .
+
+      - name: Run tests
+        run: .venv/bin/pytest -q
diff --git a/README.md b/README.md
index 29ca664..fc7af4f 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,90 @@
 # simlab-tools
-Research toolchain for SimLab.
 
-Main functionalities are listed below, grouped by topic.
+Shared research tooling for SIM lab projects: loading weather data, geodata, and
+transferring files to and from object storage. The package is organised into
+topical subpackages, each keeping its heavy dependencies behind an optional
+extra so consumers install only what they use.
 
-## Online Storage (SwitchDrive)
+## Installation
+
+Install straight from GitHub, selecting the extras you need:
+
+```bash
+# Object storage only
+uv pip install "simlab-tools[storage] @ git+https://github.com/simlab-vs/simlab-tools.git"
+
+# Geodata utilities
+uv pip install "simlab-tools[geo] @ git+https://github.com/simlab-vs/simlab-tools.git"
+
+# Everything
+uv pip install "simlab-tools[all] @ git+https://github.com/simlab-vs/simlab-tools.git"
+```
+
+Available extras: `storage`, `geo`, `smoothing`, `weather`, `all`, and `dev`
+(the full toolkit plus test/lint tooling).
+
+## Subpackages
+
+### `simlab_tools.storage` — object storage (extra: `storage`)
+
+Transfer files to and from S3-compatible buckets (e.g. SwitchCloud) with
+progress bars and multipart transfers.
+
+```python
+from simlab_tools.storage import get_s3_client, download_files_from_bucket
+
+client = get_s3_client("https://zhw-a.s3.cloud.switch.ch")  # reads S3_ACCESS_KEY_ID / S3_SECRET_ACCESS_KEY
+download_files_from_bucket(client, "ofen", "dejection_cones_dem", "data/", file_extensions=[".tif"])
+```
+
+`get_s3_client` accepts explicit `key_id` / `key_secret` arguments, or falls back
+to the `S3_ACCESS_KEY_ID` and `S3_SECRET_ACCESS_KEY` environment variables.
+
+For backwards compatibility, the storage functions are also importable from the
+top-level package: `from simlab_tools import get_s3_client`.
+
+### `simlab_tools.geo` — geodata (extra: `geo`)
+
+- `raster`: `load_and_merge_rasters`, `export_multiband_geotiff`,
+  `convert_raster_to_xarray` — load/merge raster tiles, write GeoTIFFs, wrap
+  arrays as rioxarray `DataArray`s.
+- `terrain`: `compute_slope_components`, `create_geometry_mask` — DEM slope
+  gradients and polygon rasterisation.
+- `swisstopo`: `Point`, `BoundingBox`, `query_layer`, `query_layer_from_tiles`,
+  `merge_river_segments` — a client for the swisstopo / geo.admin.ch REST API.
+
+```python
+from simlab_tools.geo import load_and_merge_rasters, compute_slope_components
+
+mosaic, x, y, transform, crs = load_and_merge_rasters(["tile_a.tif", "tile_b.tif"])
+slopes = compute_slope_components(mosaic, pixel_size=0.5)
+```
+
+### `simlab_tools.smoothing` — 1D smoothers (extra: `smoothing`)
+
+Interchangeable 1D curve smoothers behind a common `smooth(x, y)` protocol:
+`MovingAverageSmoother`, `SplineSmoother`, `SavGolSmoother`, `APLRSmoother`, and
+a `get_smoother(method)` factory.
+
+### `simlab_tools.logging` — context-aware logging
+
+`configure_logging`, `set_site_context` and `SiteFormatter` attach a per-context
+key (e.g. a site or job id) to every log record, keeping logs attributable across
+concurrent workers.
+
+### `simlab_tools.weather` — weather data (planned)
+
+Placeholder for provider-agnostic loaders of weather observations and forecasts.
+The public surface is documented in `simlab_tools/weather/__init__.py`;
+implementations are tracked as future work.
+
+## Development
+
+```bash
+uv pip install -e ".[dev]"
+ruff check .
+pytest
+```
+
+Continuous integration (ruff + pytest on Python 3.11 and 3.12) runs on every push
+and pull request via GitHub Actions.
diff --git a/examples/s3_demo.ipynb b/examples/s3_demo.ipynb
index f0e6a9f..6728fba 100644
--- a/examples/s3_demo.ipynb
+++ b/examples/s3_demo.ipynb
@@ -24,9 +24,9 @@
     "from pathlib import Path\n",
     "\n",
     "from simlab_tools import (\n",
+    "    download_files_from_bucket,\n",
     "    get_s3_client,\n",
     "    upload_files_to_bucket,\n",
-    "    download_files_from_bucket,\n",
     ")"
    ]
   },
diff --git a/pyproject.toml b/pyproject.toml
index b90ec4a..c264e0c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -2,21 +2,48 @@
 name = "simlab-tools"
 version = "0.1.0"
 description = "Shared utilities for the SIM lab"
+readme = "README.md"
 requires-python = ">=3.11"
-dependencies = [
+dependencies = []
+
+[project.optional-dependencies]
+# Transfer files to/from S3-compatible object storage.
+storage = [
     "boto3>=1.35.0",
-    "moto[all]>=5.1.20",
     "mypy-boto3-s3>=1.35.0",
-    "pytest>=9.0.2",
     "tqdm>=4.66.0",
 ]
-
-[project.optional-dependencies]
-dev = ["pytest>=8.0.0"]
-
-[tool.pytest.ini_options]
-testpaths = ["tests"]
-python_files = "test_*.py"
+# Raster handling, terrain analysis and geodata API clients.
+geo = [
+    "numpy>=1.26",
+    "affine>=2.4",
+    "rasterio>=1.3",
+    "rioxarray>=0.15",
+    "xarray>=2024.1",
+    "pandas>=2.0",
+    "geopandas>=0.14",
+    "shapely>=2.0",
+    "requests>=2.32",
+]
+# 1D signal/curve smoothers.
+smoothing = [
+    "numpy>=1.26",
+    "scipy>=1.11",
+    "aplr>=10.0",
+]
+# Weather observations and forecasts (planned; see simlab_tools.weather).
+weather = []
+# Everything above, for consumers that want the full toolkit.
+all = [
+    "simlab-tools[storage,geo,smoothing,weather]",
+]
+# Development / CI: full toolkit plus test and lint tooling.
+dev = [
+    "simlab-tools[all]",
+    "pytest>=8.0.0",
+    "moto[all]>=5.1.20",
+    "ruff>=0.6.0",
+]
 
 [build-system]
 requires = ["hatchling"]
@@ -24,3 +51,18 @@ build-backend = "hatchling.build"
 
 [tool.hatch.build.targets.wheel]
 packages = ["src/simlab_tools"]
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+python_files = "test_*.py"
+
+[tool.ruff.lint]
+select = ["E", "F", "I", "D"]
+
+[tool.ruff.lint.per-file-ignores]
+# Allow undocumented tests and empty package docstrings.
+"tests/*" = ["D"]
+"**/__init__.py" = ["D104"]
+
+[tool.ruff.lint.pydocstyle]
+convention = "numpy"
diff --git a/src/simlab_tools/__init__.py b/src/simlab_tools/__init__.py
index 0fc1f76..7631a22 100644
--- a/src/simlab_tools/__init__.py
+++ b/src/simlab_tools/__init__.py
@@ -1,21 +1,45 @@
-"""Shared utilities for the SIM lab."""
-
-from simlab_tools.s3 import (
-    download_file,
-    download_files_from_bucket,
-    download_specific_files_from_bucket,
-    get_s3_client,
-    list_bucket_contents,
-    upload_file,
-    upload_files_to_bucket,
+"""Shared utilities for the SIM lab.
+
+Organised into topical subpackages:
+
+- :mod:`simlab_tools.storage` -- transfer files to/from S3-compatible buckets.
+- :mod:`simlab_tools.geo` -- raster handling, terrain analysis and geodata APIs.
+- :mod:`simlab_tools.weather` -- weather observations and forecasts (planned).
+- :mod:`simlab_tools.logging` -- context-aware logging configuration.
+- :mod:`simlab_tools.smoothing` -- 1D signal/curve smoothers.
+
+Each subpackage keeps its heavy dependencies behind an optional extra
+(``storage``, ``geo``, ``smoothing``), so consumers only install what they use.
+"""
+
+__version__ = "0.1.0"
+
+# Names re-exported from :mod:`simlab_tools.storage` for backwards compatibility
+# with ``from simlab_tools import get_s3_client``. Resolved lazily so that
+# importing the top-level package does not require the ``storage`` extra.
+_STORAGE_EXPORTS = frozenset(
+    {
+        "get_s3_client",
+        "list_bucket_contents",
+        "upload_file",
+        "upload_files_to_bucket",
+        "download_file",
+        "download_files_from_bucket",
+        "download_specific_files_from_bucket",
+    }
 )
 
-__all__ = [
-    "get_s3_client",
-    "list_bucket_contents",
-    "upload_file",
-    "upload_files_to_bucket",
-    "download_file",
-    "download_files_from_bucket",
-    "download_specific_files_from_bucket",
-]
+__all__ = ["__version__", *sorted(_STORAGE_EXPORTS)]
+
+
+def __getattr__(name: str):
+    """Lazily resolve backwards-compatible storage exports (PEP 562)."""
+    if name in _STORAGE_EXPORTS:
+        from simlab_tools import storage
+
+        return getattr(storage, name)
+    raise AttributeError(f"module {__name__!r} has no attribute {name!r}")
+
+
+def __dir__() -> list[str]:
+    return sorted(__all__)
diff --git a/src/simlab_tools/geo/__init__.py b/src/simlab_tools/geo/__init__.py
new file mode 100644
index 0000000..3b90727
--- /dev/null
+++ b/src/simlab_tools/geo/__init__.py
@@ -0,0 +1,43 @@
+"""Geodata utilities: raster handling, terrain analysis and geodata APIs.
+
+Submodules
+----------
+- ``raster``: load, merge, export and wrap raster tiles (rasterio / rioxarray).
+- ``terrain``: DEM slope components and geometry masks.
+- ``swisstopo``: client for the swisstopo / geo.admin.ch REST API.
+- ``types``: shared file-path type aliases.
+"""
+
+from simlab_tools.geo.raster import (
+    convert_raster_to_xarray,
+    export_multiband_geotiff,
+    load_and_merge_rasters,
+)
+from simlab_tools.geo.swisstopo import (
+    BoundingBox,
+    Point,
+    merge_river_segments,
+    query_layer,
+    query_layer_from_tiles,
+)
+from simlab_tools.geo.terrain import compute_slope_components, create_geometry_mask
+from simlab_tools.geo.types import FileName, FileNames
+
+__all__ = [
+    # raster
+    "load_and_merge_rasters",
+    "export_multiband_geotiff",
+    "convert_raster_to_xarray",
+    # terrain
+    "compute_slope_components",
+    "create_geometry_mask",
+    # swisstopo
+    "Point",
+    "BoundingBox",
+    "query_layer",
+    "query_layer_from_tiles",
+    "merge_river_segments",
+    # types
+    "FileName",
+    "FileNames",
+]
diff --git a/src/simlab_tools/geo/raster.py b/src/simlab_tools/geo/raster.py
new file mode 100644
index 0000000..3c3cdff
--- /dev/null
+++ b/src/simlab_tools/geo/raster.py
@@ -0,0 +1,159 @@
+"""Utility functions to work with raster data.
+
+This includes:
+    - loading and merging (potentially with downsampling) raster data
+    - producing interactive 3D visualizations of DEM data
+
+"""
+
+import affine
+import numpy as np
+import rasterio
+import rioxarray  # noqa: F401  (registers the .rio xarray accessors)
+import xarray as xr
+from rasterio.crs import CRS
+from rasterio.merge import merge
+from rasterio.transform import xy
+
+from simlab_tools.geo.types import FileName, FileNames
+
+
+def load_and_merge_rasters(
+    rasters_paths: FileNames,
+    downsample_factor: int = 1,
+) -> tuple[np.ndarray, np.ndarray, np.ndarray, affine.Affine, CRS]:
+    """Load and merge multiple raster files into a single mosaic with coordinates.
+
+    Parameters
+    ----------
+    rasters_paths : FileNames
+        List of paths to raster files to merge
+    downsample_factor : int, optional
+        Factor by which to downsample the resolution (default: 1, no downsampling)
+
+    Returns
+    -------
+    tuple[np.ndarray, np.ndarray, np.ndarray, affine.Affine, CRS]
+        - mosaic: Merged raster data with shape (bands, height, width)
+        - x_coords: 1D array of x coordinates (length: width)
+        - y_coords: 1D array of y coordinates (length: height)
+        - transform: Affine transformation matrix
+        - crs: Coordinate reference system
+    """
+    rasters = []
+    for path in rasters_paths:
+        src = rasterio.open(path)
+        rasters.append(src)
+
+    # Get the resolution and CRS from the first raster
+    base_res = rasters[0].res[0]
+    crs = rasters[0].crs
+    target_res = base_res * downsample_factor
+
+    mosaic, out_trans = merge(rasters, res=target_res)
+
+    for raster in rasters:
+        raster.close()
+
+    # Create geo-referenced coordinate arrays
+    nbands, nrows, ncols = mosaic.shape
+
+    # For x-coordinates: convert all column positions at row 0
+    x_coords, _ = xy(out_trans, np.zeros(ncols), np.arange(ncols), offset='center')
+
+    # For y-coordinates: convert all row positions at column 0
+    _, y_coords = xy(out_trans, np.arange(nrows), np.zeros(nrows), offset='center')
+
+    return mosaic, x_coords, y_coords, out_trans, crs
+
+
+def export_multiband_geotiff(
+    data: np.ndarray,
+    output_path: FileName,
+    transform: affine.Affine,
+    crs: CRS,
+    band_descriptions: list[str] | None = None,
+) -> None:
+    """Export multi-band raster data as a GeoTIFF.
+
+    Parameters
+    ----------
+    data: np.ndarray
+        Data array with shape (bands, height, width), or (height, width) for
+        single-band data
+    output_path: FileName
+        path to output GeoTIFF file
+    transform: affine.Affine
+        affine transform from rasterio
+    crs: CRS
+        coordinate reference system
+    band_descriptions: list[str] | None
+        optional list of band descriptions
+    """
+    # Ensure data is 3D (bands, height, width)
+    if data.ndim == 2:
+        data = data[np.newaxis, :, :]
+
+    nbands, height, width = data.shape
+
+    with rasterio.open(
+        output_path,
+        "w",
+        driver="GTiff",
+        height=height,
+        width=width,
+        count=nbands,
+        dtype=data.dtype,
+        crs=crs,
+        transform=transform,
+    ) as dst:
+        for i in range(nbands):
+            dst.write(data[i], i + 1)
+            if band_descriptions and i < len(band_descriptions):
+                dst.set_band_description(i + 1, band_descriptions[i])
+
+
+def convert_raster_to_xarray(
+    raster: np.ndarray,
+    raster_x: np.ndarray,
+    raster_y: np.ndarray,
+    transform,
+    crs,
+) -> xr.DataArray:
+    """Create xarray DataArray from raster arrays with geospatial metadata.
+
+    This function wraps raster data and coordinate grids into an xarray DataArray
+    with proper spatial metadata using rioxarray.
+
+    Parameters
+    ----------
+    raster : np.ndarray
+        Raster data with shape (bands, height, width)
+    raster_x : np.ndarray
+        1D array of x coordinates (length: width)
+    raster_y : np.ndarray
+        1D array of y coordinates (length: height)
+    transform : affine.Affine
+        Affine transform from rasterio
+    crs : Any
+        Coordinate reference system (e.g., from rasterio)
+
+    Returns
+    -------
+    xr.DataArray
+        DEM with rioxarray spatial metadata (CRS and transform)
+
+    """
+    dem = xr.DataArray(
+        raster,
+        coords={
+            "band": np.arange(1, raster.shape[0] + 1),
+            "y": raster_y,
+            "x": raster_x,
+        },
+        dims=["band", "y", "x"],
+    )
+    dem.rio.write_crs(crs, inplace=True)
+    dem.rio.write_transform(transform, inplace=True)
+
+    return dem
diff --git a/src/simlab_tools/geo/swisstopo.py b/src/simlab_tools/geo/swisstopo.py
new file mode 100644
index 0000000..2ca4729
--- /dev/null
+++ b/src/simlab_tools/geo/swisstopo.py
@@ -0,0 +1,452 @@
+"""Utilities for querying the Swisstopo API.
+
+This module provides functions to interact with the Swiss Federal Office of Topography
+(swisstopo) API services.
+
+Querying is done on a per layer basis. The user should provide the name of the layer
+to be queried (for example all:ch.swisstopo.geologie-geocover), together with a geometry
+(point, bbox or tiles list) defining the region to query. Results are returned
+in a GeoPandas GeoDataFrame.
+
+Available layers for the REST API can be found
+[here](https://data.geo.admin.ch/). Short name descriptions
+for these layers are available
+[here](https://api3.geo.admin.ch/rest/services/api/MapServer/layersTable).
+ Further documentation about the API can be found
+[here](https://docs.geo.admin.ch/).
+
+"""
+
+import logging
+from collections import defaultdict
+from typing import cast
+
+import geopandas as gpd
+import pandas as pd
+import rasterio
+import requests
+import shapely.geometry
+from shapely.geometry import LineString, MultiLineString, box
+from shapely.ops import linemerge, unary_union
+
+from simlab_tools.geo.types import FileNames
+
+
+class Point:
+    """A point geometry with an associated coordinate reference system."""
+
+    def __init__(self, coords: tuple[float, float], epsg_code: str = "2056"):
+        """Create a point.
+
+        Parameters
+        ----------
+        coords : tuple[float, float]
+            The (x, y) coordinates of the point.
+        epsg_code : str, optional
+            EPSG code for the coordinate reference system. Default is "2056"
+            (EPSG:2056, LV95). Supported reference systems are: 21781 (LV03),
+            2056 (LV95), 4326 (WGS84) and 3857 (Web Pseudo-Mercator).
+        """
+        self.x, self.y = coords
+        self.epsg_code = epsg_code
+
+
+class BoundingBox:
+    """An axis-aligned bounding box with an associated CRS."""
+
+    def __init__(
+        self, bbox: tuple[float, float, float, float], epsg_code: str = "2056"
+    ):
+        """Create a bounding box from (minx, miny, maxx, maxy)."""
+        self.minx, self.miny, self.maxx, self.maxy = bbox
+        if self.minx >= self.maxx or self.miny >= self.maxy:
+            raise ValueError(
+                f"Invalid bounding box: minX ({self.minx}) must be less than "
+                f"maxX ({self.maxx}), and minY ({self.miny}) must be less than "
+                f"maxY ({self.maxy})"
+            )
+        self.epsg_code = epsg_code
+
+
+def query_layer_from_tiles(
+    layer: str,
+    tile_files: FileNames,
+    return_geometry: bool = True,
+    filter_to_extent: bool = False,
+) -> pd.DataFrame:
+    """Query the Swisstopo geocover geological layer for multiple raster tiles.
+
+    This function queries each tile individually to avoid API limitations with large
+    bounding boxes. For each tile, it extracts the bounds and queries the SwissTopo
+    API, then merges all results and dissolves touching polygons with the same ids
+
+    Parameters
+    ----------
+    tile_files : FileNames
+        List of paths to raster tile files (e.g., GeoTIFF files).
+    return_geometry : bool, optional
+        Whether to return geometry information in the response. Default is True.
+    filter_to_extent : bool, optional
+        Whether to filter results to only include features entirely within the
+        merged tile extent. Default is False.
+
+    Returns
+    -------
+    pd.DataFrame
+        GeoDataFrame with parsed features and attributes
+
+    """
+    all_gdfs = []
+    tile_bounds = []  # Collect bounds of all tiles for filtering
+
+    for tile_file in tile_files:
+        with rasterio.open(tile_file) as src:
+            if src.crs is not None:
+                epsg_code = src.crs.to_epsg()
+            else:
+                epsg_code = "2056"
+
+            bbox = BoundingBox(
+                (
+                    src.bounds.left,
+                    src.bounds.bottom,
+                    src.bounds.right,
+                    src.bounds.top,
+                ),
+                epsg_code,
+            )
+            gdf_tile = query_layer(
+                layer=layer,
+                geometry=bbox,
+                return_geometry=return_geometry,
+            )
+            all_gdfs.append(gdf_tile)
+
+            # Collect bounds for later filtering
+            if filter_to_extent:
+                tile_bounds.append(
+                    box(
+                        src.bounds.left,
+                        src.bounds.bottom,
+                        src.bounds.right,
+                        src.bounds.top,
+                    )
+                )
+
+    # Merge results and remove duplicates.
+    gdf = gpd.GeoDataFrame(pd.concat(all_gdfs, ignore_index=True))
+    gdf_unique = gdf.drop_duplicates(subset=["id"], keep="first").copy()
+
+    # Extract LaufNr from gwlnr if available
+    # LaufNr (course number) is the last 4 digits of gwlnr and indicates river order.
+    # 0 for main water bodies, >0 for tributaries.
+    if (
+        "gwlnr" in gdf_unique.columns
+        and gdf_unique["gwlnr"]
+        .apply(lambda x: isinstance(x, str) and len(x) >= 4)
+        .any()
+    ):
+        gdf_unique["laufnr"] = gdf_unique["gwlnr"].str[-4:].astype(int)
+    else:
+        # If gwlnr is not available or not in expected format, create laufnr with pd.NA
+        gdf_unique["laufnr"] = pd.NA
+
+    # Filter to merged extent if requested
+    if filter_to_extent:
+        # Create union of all tile extents
+        merged_extent = unary_union(tile_bounds)
+        # Keep polygons that intersect (not just within), then clip to extent
+        gdf_unique = gdf_unique[gdf_unique.intersects(merged_extent)]
+        gdf_unique = gdf_unique.clip(merged_extent)
+
+    return gdf_unique
+
+
+def query_layer(
+    layer: str,
+    geometry: Point | BoundingBox,
+    return_geometry: bool = True,
+) -> pd.DataFrame:
+    """Query a given layer from the Swisstopo API.
+
+    Parameters
+    ----------
+    layer: str
+        Name of the layer to query.
+    geometry: Point | BoundingBox,
+        Geometry defining the region to query.
+    return_geometry : bool, optional
+        Whether to return geometry information in the response. Default is True.
+
+    Returns
+    -------
+    gpd.GeoDataFrame
+        GeoDataFrame with parsed features and attributes
+
+    Raises
+    ------
+    requests.exceptions.RequestException
+        If the API request fails.
+
+    """
+    base_url = "https://api3.geo.admin.ch/rest/services/ech/MapServer/identify"
+
+    params = {
+        "tolerance": 0,
+        "layers": layer,
+        "returnGeometry": "true" if return_geometry else "false",
+        "sr": geometry.epsg_code,
+    }
+    if isinstance(geometry, Point):
+        params["geometryType"] = ("esriGeometryPoint",)
+        params["geometry"] = f"{geometry.x},{geometry.y}"
+    elif isinstance(geometry, BoundingBox):
+        params["geometryType"] = ("esriGeometryEnvelope",)
+        params["geometry"] = (
+            f"{geometry.minx},{geometry.miny},{geometry.maxx},{geometry.maxy}",
+        )
+
+    response = requests.get(base_url, params=params)
+    response.raise_for_status()
+    gdf_tile = _parse_api_response(response.json(), geometry.epsg_code)
+
+    return gdf_tile
+
+
+def _parse_api_response(response: dict, crs) -> pd.DataFrame:
+    """Parse Swisstopo API response into a GeoDataFrame.
+
+    Parameters
+    ----------
+    response : dict
+        JSON response from the geocover API
+    crs : str or pyproj.CRS
+        Coordinate reference system for the geometries
+
+    Returns
+    -------
+    gpd.GeoDataFrame
+        GeoDataFrame with parsed features and attributes
+
+    """
+    if "results" not in response or len(response["results"]) == 0:
+        logging.warning("API returned no results for this query")
+        return gpd.GeoDataFrame()
+
+    features = []
+    for result in response["results"]:
+        attributes = result.get("attributes", {})
+        geometry_data = result.get("geometry", None)
+
+        # Parse geometry if available.
+        geom = None
+        if geometry_data:
+            # ESRI format - handle different geometry types
+            if "rings" in geometry_data and geometry_data["rings"]:
+                # Polygon geometry
+                rings = geometry_data["rings"]
+                if len(rings) == 1:
+                    geom = shapely.geometry.Polygon(rings[0])
+                else:
+                    # Multiple rings - could be multipolygon or polygon with holes
+                    polygons = [shapely.geometry.Polygon(ring) for ring in rings]
+                    geom = shapely.geometry.MultiPolygon(polygons)
+            elif "paths" in geometry_data and geometry_data["paths"]:
+                # Polyline geometry
+                paths = geometry_data["paths"]
+                if len(paths) == 1:
+                    geom = shapely.geometry.LineString(paths[0])
+                else:
+                    geom = shapely.geometry.MultiLineString(paths)
+            elif "x" in geometry_data and "y" in geometry_data:
+                # Point geometry
+                geom = shapely.geometry.Point(geometry_data["x"], geometry_data["y"])
+            elif isinstance(geometry_data, dict):
+                # Try standard GeoJSON format as fallback
+                geom = shapely.geometry.shape(geometry_data)
+
+        feature = {
+            "id": result.get("id", None),
+            **attributes,
+            "geometry": geom,
+        }
+
+        features.append(feature)
+
+    gdf = gpd.GeoDataFrame(features, crs=crs)
+
+    return gdf
+
+
+def merge_river_segments(
+    rivers_gdf: gpd.GeoDataFrame,
+    group_by: str = "gewissnr",
+    preserve_metadata: bool = True,
+) -> gpd.GeoDataFrame:
+    """Merge river segments belonging to the same river network.
+
+    Groups river segments by a common identifier (typically 'gewissnr') and merges
+    them into single features. Segments are connected geometrically where they touch
+    using shapely's linemerge operation.
+
+    Parameters
+    ----------
+    rivers_gdf : gpd.GeoDataFrame
+        GeoDataFrame with river segments from VEC25 layer. Must contain
+        the column specified in `group_by` parameter.
+    group_by : str, optional
+        Column name to group segments by (default: "gewissnr").
+        Segments with the same value are merged into one river.
+    preserve_metadata : bool, optional
+        Whether to preserve metadata from original segments in the merged result.
+        Default: True. If True, adds columns: 'segment_count', 'merged_id',
+        'original_ids'.
+
+    Returns
+    -------
+    gpd.GeoDataFrame
+        GeoDataFrame with merged rivers. Each row represents one unique river
+        (one gewissnr value). Geometries are LineString or MultiLineString.
+
+    Notes
+    -----
+    **Merging Approach**:
+
+    This function uses `shapely.ops.linemerge()` to connect segments geometrically
+    where their endpoints touch. This approach:
+    - Connects touching segments into continuous LineStrings
+    - Handles disconnected tributaries as MultiLineString components
+    - Does not depend on elevation data (more robust to DEM noise)
+    - Preserves river network topology naturally
+
+    **Connectivity**:
+    - Segments with same gewissnr that touch are merged into LineString
+    - Disconnected segments (tributaries, branches) remain as MultiLineString
+    - Merging is purely geometric - relies on endpoint proximity
+
+    **Metadata Preservation**:
+    If preserve_metadata=True, adds these columns:
+    - 'segment_count': number of original segments merged
+    - 'original_ids': list of original segment IDs
+    - Other columns: takes value from first segment in group
+
+    The 'id' column is always set to the gewissnr value for all rivers
+    (both single and multi-segment) to provide consistent identification.
+
+    Examples
+    --------
+    >>> # Merge VEC25 rivers using gewissnr
+    >>> rivers = query_layer_from_tiles(
+    ...     "all:ch.swisstopo.vec25-gewaessernetz_referenz", tiles
+    ... )
+    >>> rivers_merged = merge_river_segments(rivers, group_by="gewissnr")
+    >>> print(f"Before: {len(rivers)} segments, After: {len(rivers_merged)} rivers")
+
+    >>> # Merge without metadata preservation
+    >>> rivers_merged = merge_river_segments(
+    ...     rivers, group_by="gewissnr", preserve_metadata=False
+    ... )
+    """
+    # Validate group_by column exists
+    if group_by not in rivers_gdf.columns:
+        raise ValueError(
+            f"Column '{group_by}' not found in rivers_gdf. "
+            f"Available columns: {list(rivers_gdf.columns)}"
+        )
+
+    # Create working copy
+    working_gdf = rivers_gdf.copy()
+
+    # Remove segments with missing gewissnr
+    original_count = len(working_gdf)
+    working_gdf = working_gdf.dropna(subset=[group_by])
+    excluded = original_count - len(working_gdf)
+    if excluded > 0:
+        logging.info(f"  Excluded {excluded} segment(s) with missing {group_by}")
+
+    if len(working_gdf) == 0:
+        logging.warning("No segments remaining after filtering")
+        return gpd.GeoDataFrame(columns=rivers_gdf.columns, crs=rivers_gdf.crs)
+
+    # Group segments by gewissnr
+    river_groups = defaultdict(list)
+    for idx, row in working_gdf.iterrows():
+        gewissnr_value = row[group_by]
+        river_groups[gewissnr_value].append(
+            {
+                "index": idx,
+                "row": row,
+                "geometry": row.geometry,
+                "id": row.get("id", idx),
+            }
+        )
+
+    logging.info(
+        f"  Grouped {len(working_gdf)} segment(s) into "
+        f"{len(river_groups)} unique river(s)"
+    )
+
+    # Process each river group
+    merged_features = []
+
+    for gewissnr, segments in river_groups.items():
+        # Handle single-segment rivers
+        if len(segments) == 1:
+            seg_data = segments[0]
+            merged_row = seg_data["row"].copy()
+
+            if preserve_metadata:
+                merged_row["segment_count"] = 1
+                merged_row["original_ids"] = [seg_data["id"]]
+
+            # Set id to gewissnr for consistency
+            merged_row["id"] = gewissnr
+
+            merged_features.append(merged_row)
+            continue
+
+        # Handle multi-segment rivers
+        # Collect all line geometries from segments
+        all_lines = []
+        for seg_data in segments:
+            geom = seg_data["geometry"]
+
+            # Extract LineStrings from both LineString and MultiLineString
+            if isinstance(geom, MultiLineString):
+                all_lines.extend(list(geom.geoms))
+            elif isinstance(geom, LineString):
+                all_lines.append(geom)
+            # Skip other geometry types (shouldn't happen for rivers)
+
+        if not all_lines:
+            # No valid line geometries
+            continue
+
+        # Use linemerge to connect touching segments
+        if len(all_lines) == 1:
+            merged_geom = all_lines[0]
+        else:
+            # linemerge connects segments where endpoints touch
+            # Returns LineString if all connected, MultiLineString if disconnected parts
+            merged_geom = linemerge(all_lines)
+
+        # Create merged row using first segment as template
+        template_row = segments[0]["row"].copy()
+        template_row.geometry = merged_geom
+
+        if preserve_metadata:
+            template_row["segment_count"] = len(segments)
+            template_row["original_ids"] = [s["id"] for s in segments]
+
+        # Set id to gewissnr for consistency
+        template_row["id"] = gewissnr
+
+        merged_features.append(template_row)
+
+    # Construct output GeoDataFrame
+    merged_gdf = gpd.GeoDataFrame(merged_features, crs=rivers_gdf.crs).reset_index(
+        drop=True
+    )
+
+    logging.info(f"  Merge result: {len(merged_gdf)} river(s)")
+    return cast(gpd.GeoDataFrame, merged_gdf)
diff --git a/src/simlab_tools/geo/terrain.py b/src/simlab_tools/geo/terrain.py
new file mode 100644
index 0000000..2b26d46
--- /dev/null
+++ b/src/simlab_tools/geo/terrain.py
@@ -0,0 +1,116 @@
+"""Terrain analysis functions for geomorphological studies.
+
+This module provides functions for computing terrain derivatives (slopes, aspects)
+and masking operations based on geometric regions.
+"""
+
+import numpy as np
+from rasterio.features import geometry_mask
+
+
+def compute_slope_components(
+    raster: np.ndarray, pixel_size: float = 1.0
+) -> dict[str, np.ndarray]:
+    """Compute slope gradients from a DEM raster.
+
+    Uses NumPy's second-order central-difference gradient for efficient
+    calculation of terrain slopes. The gradients represent the rate of
+    elevation change in the x and y directions.
+
+    Parameters
+    ----------
+    raster : np.ndarray
+        DEM raster with shape (1, height, width) or (height, width).
+        Elevation values should be in meters.
+    pixel_size : float, optional
+        Ground sampling distance in metres (default 1.0). Must match the DEM
+        resolution so that gradients are in m/m rather than m/pixel.
+
+    Returns
+    -------
+    dict[str, np.ndarray]
+        Dictionary containing:
+        - 'slopes_x': gradient in x direction (m/m or rise/run)
+        - 'slopes_y': gradient in y direction (m/m or rise/run)
+        - 'slopes_magnitude': magnitude of gradient vector (m/m)
+
+    Notes
+    -----
+    The magnitude can be converted to slope angle in degrees using:
+    ``angle_degrees = np.arctan(slopes_magnitude) * 180 / np.pi``
+
+    Examples
+    --------
+    >>> raster, x, y, trans, crs = load_and_merge_rasters(tiles)
+    >>> slopes = compute_slope_components(raster, pixel_size=0.5)
+    >>> slope_angles = np.arctan(slopes['slopes_magnitude']) * 180 / np.pi
+    >>> print(f"Mean slope: {slope_angles.mean():.2f} degrees")
+    """
+    # Compute gradients along both axes; spacing converts pixel differences to metres.
+    slopes_x, slopes_y = np.gradient(raster.squeeze(), pixel_size, pixel_size)
+
+    # Calculate magnitude from x and y components
+    slopes_magnitude = np.sqrt(slopes_x**2 + slopes_y**2)
+
+    return {
+        "slopes_x": slopes_x,
+        "slopes_y": slopes_y,
+        "slopes_magnitude": slopes_magnitude,
+    }
+
+
+def create_geometry_mask(
+    geometries: list,
+    shape: tuple[int, int],
+    transform,
+    invert: bool = True,
+) -> np.ndarray:
+    """Create a boolean mask from polygon geometries.
+
+    This function rasterizes vector geometries (polygons) into a boolean mask
+    that can be used to clip or filter raster data.
+
+    Parameters
+    ----------
+    geometries : list
+        List of shapely geometries (typically polygons) to rasterize
+    shape : tuple[int, int]
+        Output shape (height, width) matching the raster dimensions
+    transform : affine.Affine
+        Affine transform mapping pixel coordinates to geographic coordinates
+    invert : bool, optional
+        If True (default), mask is True inside polygons and False outside.
+        If False, mask is True outside polygons and False inside.
+
+    Returns
+    -------
+    np.ndarray
+        Boolean mask with shape (height, width). By default (invert=True),
+        True values indicate pixels inside the geometries.
+
+    Examples
+    --------
+    >>> # Mask DEM to only show areas within geological features
+    >>> geometries = [geom for geom in gdf.geometry if geom is not None]
+    >>> mask = create_geometry_mask(
+    ...     geometries,
+    ...     shape=(dem.shape[1], dem.shape[2]),
+    ...     transform=transform,
+    ...     invert=True
+    ... )
+    >>> dem_masked = dem.values[mask]
+    >>> print(f"Elevation range: {dem_masked.min():.1f} - {dem_masked.max():.1f} m")
+    """
+    # Create mask using rasterio: False inside geometries, True outside
+    mask = geometry_mask(
+        geometries,
+        out_shape=shape,
+        transform=transform,
+        invert=False,  # False means: mask is False inside, True outside
+    )
+
+    # Invert if requested (default behavior: True inside polygons)
+    if invert:
+        mask = ~mask
+
+    return mask
diff --git a/src/simlab_tools/geo/types.py b/src/simlab_tools/geo/types.py
new file mode 100644
index 0000000..f7ab7d8
--- /dev/null
+++ b/src/simlab_tools/geo/types.py
@@ -0,0 +1,7 @@
+"""Shared type aliases for geodata utilities."""
+
+from collections.abc import Iterable
+from pathlib import Path
+
+FileName = str | Path
+FileNames = Iterable[FileName]
diff --git a/src/simlab_tools/logging.py b/src/simlab_tools/logging.py
new file mode 100644
index 0000000..bf342d6
--- /dev/null
+++ b/src/simlab_tools/logging.py
@@ -0,0 +1,56 @@
+"""Context-aware logging configuration for parallel processing.
+
+A :class:`contextvars.ContextVar` carries a per-context key (for example a site
+or job id) that is injected into every log record, so logs stay attributable
+even when work runs concurrently across threads or async tasks.
+"""
+
+import logging
+from contextvars import ContextVar
+from pathlib import Path
+
+site_context: ContextVar[str] = ContextVar("site_context", default="GLOBAL")
+
+
+def set_site_context(site_id: str) -> None:
+    """Set the current site context for logging."""
+    site_context.set(site_id)
+
+
+class SiteFormatter(logging.Formatter):
+    """Formatter that includes site_id from contextvars."""
+
+    def format(self, record: logging.LogRecord) -> str:
+        """Format log record with site_id injected."""
+        record.site_id = site_context.get()
+        return super().format(record)
+
+
+def configure_logging(
+    log_file: Path | None = None,
+    level: int = logging.INFO,
+) -> None:
+    """Configure logging with site-aware formatting.
+
+    Parameters
+    ----------
+    log_file : Path | None
+        Path to log file. If None, logs only to console.
+    level : int
+        Logging level (default: INFO).
+    """
+    fmt = "%(asctime)s | %(levelname)-8s | [%(site_id)s] | %(message)s"
+    datefmt = "%Y-%m-%d %H:%M:%S"
+    formatter = SiteFormatter(fmt, datefmt=datefmt)
+
+    root = logging.getLogger()
+    root.handlers.clear()
+
+    handlers: list[logging.Handler] = [logging.StreamHandler()]
+    if log_file is not None:
+        handlers.append(logging.FileHandler(log_file, mode="w"))
+
+    for handler in handlers:
+        handler.setFormatter(formatter)
+
+    logging.basicConfig(level=level, handlers=handlers, force=True)
diff --git a/src/simlab_tools/smoothing.py b/src/simlab_tools/smoothing.py
new file mode 100644
index 0000000..8f58812
--- /dev/null
+++ b/src/simlab_tools/smoothing.py
@@ -0,0 +1,467 @@
+"""Elevation profile smoothers using the Protocol pattern.
+
+This module provides a modular framework for smoothing river elevation profiles.
+Each smoother implements the ElevationSmoother protocol and can be used
+interchangeably.
+"""
+
+from typing import Protocol
+
+import numpy as np
+from aplr import APLRRegressor
+
+
+class ElevationSmoother(Protocol):
+    """Protocol for river elevation profile smoothers."""
+
+    def smooth(
+        self,
+        cumulative_distance: np.ndarray,
+        elevation: np.ndarray,
+    ) -> np.ndarray:
+        """Smooth elevation profile, returning smoothed values.
+
+        Parameters
+        ----------
+        cumulative_distance : np.ndarray
+            Cumulative distance along river in meters (1D array).
+        elevation : np.ndarray
+            Elevation values at each distance point (1D array).
+
+        Returns
+        -------
+        np.ndarray
+            Smoothed elevation values (same length as input).
+        """
+        ...
+
+
+def _window_size_to_points(
+    cumulative_distance: np.ndarray,
+    window_size_meters: float,
+) -> int:
+    """Convert window size from meters to number of points.
+
+    Ensures the result is an odd number >= 3 for symmetric windows.
+
+    Parameters
+    ----------
+    cumulative_distance : np.ndarray
+        Cumulative distance array to compute mean spacing.
+    window_size_meters : float
+        Window size in meters.
+
+    Returns
+    -------
+    int
+        Number of points for the window (odd, >= 3).
+    """
+    spacing = np.mean(np.diff(cumulative_distance))
+    window_points = max(3, int(window_size_meters / spacing))
+
+    # Ensure odd number for symmetric window
+    if window_points % 2 == 0:
+        window_points += 1
+
+    return window_points
+
+
+class MovingAverageSmoother:
+    """Simple moving average smoother with reflection padding.
+
+    Applies convolution with a uniform kernel after padding the data
+    using reflection to avoid edge artifacts.
+
+    Parameters
+    ----------
+    window_size_meters : float
+        Smoothing window size in meters (default: 5.0).
+    """
+
+    def __init__(self, window_size_meters: float = 5.0) -> None:
+        self.window_size_meters = window_size_meters
+
+    def smooth(
+        self,
+        cumulative_distance: np.ndarray,
+        elevation: np.ndarray,
+    ) -> np.ndarray:
+        """Smooth elevation profile using moving average.
+
+        Parameters
+        ----------
+        cumulative_distance : np.ndarray
+            Cumulative distance along river in meters.
+        elevation : np.ndarray
+            Elevation values at each distance point.
+
+        Returns
+        -------
+        np.ndarray
+            Smoothed elevation values.
+        """
+        if len(elevation) < 3:
+            return elevation.copy()
+
+        window_points = _window_size_to_points(
+            cumulative_distance, self.window_size_meters
+        )
+
+        # Don't smooth if window is larger than the data
+        if window_points >= len(elevation):
+            return elevation.copy()
+
+        # Create uniform kernel for moving average
+        kernel = np.ones(window_points) / window_points
+
+        # Pad the data using reflection to avoid edge effects
+        pad_width = window_points // 2
+        elevation_padded = np.pad(elevation, pad_width, mode="reflect")
+
+        # Apply convolution
+        smoothed_padded = np.convolve(elevation_padded, kernel, mode="same")
+
+        # Remove padding to get back to original length
+        smoothed = smoothed_padded[pad_width:-pad_width]
+
+        return smoothed
+
+
+class SplineSmoother:
+    """Cubic spline smoother using scipy.interpolate.UnivariateSpline.
+
+    Parameters
+    ----------
+    window_size_meters : float
+        Controls the smoothing factor - larger values produce smoother results
+        (default: 5.0).
+    """
+
+    def __init__(self, window_size_meters: float = 5.0) -> None:
+        self.window_size_meters = window_size_meters
+
+    def smooth(
+        self,
+        cumulative_distance: np.ndarray,
+        elevation: np.ndarray,
+    ) -> np.ndarray:
+        """Smooth elevation profile using cubic spline.
+
+        Parameters
+        ----------
+        cumulative_distance : np.ndarray
+            Cumulative distance along river in meters.
+        elevation : np.ndarray
+            Elevation values at each distance point.
+
+        Returns
+        -------
+        np.ndarray
+            Smoothed elevation values.
+        """
+        if len(elevation) < 3:
+            return elevation.copy()
+
+        from scipy.interpolate import UnivariateSpline
+
+        window_points = _window_size_to_points(
+            cumulative_distance, self.window_size_meters
+        )
+
+        # Don't smooth if window is larger than the data
+        if window_points >= len(elevation):
+            return elevation.copy()
+
+        # Smoothing factor based on window size
+        smoothing_factor = (len(elevation) / window_points) * np.var(elevation)
+
+        # Create spline (k=3 for cubic spline)
+        spline = UnivariateSpline(
+            cumulative_distance,
+            elevation,
+            s=smoothing_factor,
+            k=min(3, len(elevation) - 1),
+        )
+
+        # Evaluate spline at original distance points
+        return spline(cumulative_distance)
+
+
+class SavGolSmoother:
+    """Savitzky-Golay filter smoother.
+
+    Applies a polynomial fit in a sliding window to smooth the data
+    while preserving higher moments than simple averaging.
+
+    Parameters
+    ----------
+    window_size_meters : float
+        Smoothing window size in meters (default: 5.0).
+    polyorder : int
+        Order of the polynomial to fit (default: 2).
+        Must be less than window_length in points.
+    """
+
+    def __init__(self, window_size_meters: float = 5.0, polyorder: int = 2) -> None:
+        self.window_size_meters = window_size_meters
+        self.polyorder = polyorder
+
+    def smooth(
+        self,
+        cumulative_distance: np.ndarray,
+        elevation: np.ndarray,
+    ) -> np.ndarray:
+        """Smooth elevation profile using Savitzky-Golay filter.
+
+        Parameters
+        ----------
+        cumulative_distance : np.ndarray
+            Cumulative distance along river in meters.
+        elevation : np.ndarray
+            Elevation values at each distance point.
+
+        Returns
+        -------
+        np.ndarray
+            Smoothed elevation values.
+        """
+        if len(elevation) < 3:
+            return elevation.copy()
+
+        from scipy.signal import savgol_filter
+
+        window_points = _window_size_to_points(
+            cumulative_distance, self.window_size_meters
+        )
+
+        # Don't smooth if window is larger than the data
+        if window_points >= len(elevation):
+            return elevation.copy()
+
+        # Ensure polyorder < window_length
+        polyorder = min(self.polyorder, window_points - 1)
+
+        # Apply Savitzky-Golay filter
+        return savgol_filter(elevation, window_points, polyorder)
+
+
+class APLRSmoother:
+    """APLR (Automatic Piecewise Linear Regression) smoother.
+
+    Fits a piecewise linear function to the elevation profile, automatically
+    detecting changepoints where the gradient changes.
+
+    Provides extra outputs (segments, model) via attributes after smoothing.
+
+    Parameters
+    ----------
+    min_observations_in_split : int
+        Minimum number of observations per segment (default: 20).
+    m : int
+        Maximum boosting steps (default: 3000).
+    v : float
+        Learning rate (default: 0.5).
+    """
+
+    def __init__(
+        self,
+        min_observations_in_split: int = 20,
+        m: int = 3000,
+        v: float = 0.5,
+    ) -> None:
+        self.min_observations_in_split = min_observations_in_split
+        self.m = m
+        self.v = v
+        self.model_: APLRRegressor | None = None
+        self.segments_: list[dict] | None = None
+
+    def smooth(
+        self,
+        cumulative_distance: np.ndarray,
+        elevation: np.ndarray,
+    ) -> np.ndarray:
+        """Smooth elevation profile using APLR.
+
+        After calling this method, the fitted model is available via
+        `self.model_` and extracted segments via `self.segments_`.
+
+        Parameters
+        ----------
+        cumulative_distance : np.ndarray
+            Cumulative distance along river in meters.
+        elevation : np.ndarray
+            Elevation values at each distance point.
+
+        Returns
+        -------
+        np.ndarray
+            Smoothed elevation values.
+        """
+        if len(elevation) < 3:
+            self.model_ = None
+            self.segments_ = None
+            return elevation.copy()
+
+        X = cumulative_distance.reshape(-1, 1)
+
+        model = APLRRegressor(
+            m=self.m,
+            v=self.v,
+            max_interaction_level=0,  # No interactions (univariate)
+            min_observations_in_split=self.min_observations_in_split,
+            verbosity=0,
+            random_state=42,
+        )
+
+        model.fit(X, elevation, X_names=["distance"])
+        smoothed = model.predict(X, cap_predictions_to_minmax_in_training=False)
+
+        self.model_ = model
+        self.segments_ = self._extract_segments(model, cumulative_distance, smoothed)
+
+        return smoothed
+
+    def _extract_segments(
+        self,
+        model: APLRRegressor,
+        distance: np.ndarray,
+        elevation_smoothed: np.ndarray,
+        gradient_tolerance: float = 0.01,
+    ) -> list[dict]:
+        """Extract river segments from a fitted APLR model.
+
+        Parameters
+        ----------
+        model : APLRRegressor
+            Fitted APLR model.
+        distance : np.ndarray
+            Cumulative distance array.
+        elevation_smoothed : np.ndarray
+            Smoothed elevation array.
+        gradient_tolerance : float
+            Minimum gradient change (m/m) to identify a breakpoint.
+
+        Returns
+        -------
+        list[dict]
+            Segments with keys: 'start', 'end', 'gradient', 'gradient_percent',
+            'gradient_angle', 'elevation_start', 'elevation_end'.
+        """
+        # Get shape from APLR model
+        shape = model.get_main_effect_shape(0)
+        intercept = model.get_intercept()
+
+        # Sort by x-values (distance)
+        shape_x = np.array(sorted(shape.keys()))
+        shape_y = np.array([shape[xi] for xi in shape_x]) + intercept
+
+        # Compute gradients between consecutive points
+        dx = np.diff(shape_x)
+        dy = np.diff(shape_y)
+        gradients = dy / dx
+
+        # Find where gradient changes (breakpoints)
+        gradient_changes = np.abs(np.diff(gradients)) > gradient_tolerance
+        breakpoint_indices = np.where(gradient_changes)[0] + 1
+
+        # Build segment boundaries from breakpoints
+        breakpoint_x = shape_x[breakpoint_indices]
+        boundaries = np.concatenate([[distance.min()], breakpoint_x, [distance.max()]])
+
+        # Build segments
+        segments = []
+        for i in range(len(boundaries) - 1):
+            start, end = boundaries[i], boundaries[i + 1]
+
+            start_idx = np.searchsorted(distance, start)
+            end_idx = np.searchsorted(distance, end, side="right") - 1
+            end_idx = max(end_idx, start_idx + 1)
+
+            if end_idx < len(distance):
+                elev_start = elevation_smoothed[start_idx]
+                elev_end = elevation_smoothed[end_idx]
+                length = distance[end_idx] - distance[start_idx]
+
+                if length > 0:
+                    grad = (elev_end - elev_start) / length
+                    segments.append(
+                        {
+                            "start": float(start),
+                            "end": float(end),
+                            "gradient": float(grad),
+                            "gradient_percent": float(grad * 100),
+                            "gradient_angle": float(np.degrees(np.arctan(abs(grad)))),
+                            "elevation_start": float(elev_start),
+                            "elevation_end": float(elev_end),
+                        }
+                    )
+
+        # Handle edge case: no segments found
+        if not segments:
+            grad = (elevation_smoothed[-1] - elevation_smoothed[0]) / (
+                distance[-1] - distance[0]
+            )
+            return [
+                {
+                    "start": float(distance.min()),
+                    "end": float(distance.max()),
+                    "gradient": float(grad),
+                    "gradient_percent": float(grad * 100),
+                    "gradient_angle": float(np.degrees(np.arctan(abs(grad)))),
+                    "elevation_start": float(elevation_smoothed[0]),
+                    "elevation_end": float(elevation_smoothed[-1]),
+                }
+            ]
+
+        return segments
+
+
+# Registry mapping method names to smoother classes
+SMOOTHER_REGISTRY: dict[str, type] = {
+    "moving_average": MovingAverageSmoother,
+    "spline": SplineSmoother,
+    "savgol": SavGolSmoother,
+    "aplr": APLRSmoother,
+}
+
+
+def get_smoother(
+    method: str,
+    window_size_meters: float = 5.0,
+    **kwargs,
+) -> ElevationSmoother:
+    """Get a smoother instance by method name.
+
+    Parameters
+    ----------
+    method : str
+        Smoothing method: 'moving_average', 'spline', 'savgol', or 'aplr'.
+    window_size_meters : float
+        Window size for window-based smoothers (default: 5.0).
+    **kwargs
+        Additional arguments passed to the smoother constructor.
+
+    Returns
+    -------
+    ElevationSmoother
+        A smoother instance.
+
+    Raises
+    ------
+    ValueError
+        If the method is not recognized.
+    """
+    if method not in SMOOTHER_REGISTRY:
+        valid_methods = ", ".join(sorted(SMOOTHER_REGISTRY.keys()))
+        raise ValueError(
+            f"Unknown smoothing method: {method}. Valid options: {valid_methods}"
+        )
+
+    smoother_cls = SMOOTHER_REGISTRY[method]
+
+    # Handle different constructor signatures
+    if method == "aplr":
+        # APLR doesn't use window_size_meters
+        return smoother_cls(**kwargs)
+    else:
+        return smoother_cls(window_size_meters=window_size_meters, **kwargs)
diff --git a/src/simlab_tools/storage/__init__.py b/src/simlab_tools/storage/__init__.py
new file mode 100644
index 0000000..3f72c83
--- /dev/null
+++ b/src/simlab_tools/storage/__init__.py
@@ -0,0 +1,21 @@
+"""Storage utilities: transferring files to and from S3-compatible buckets."""
+
+from simlab_tools.storage.s3 import (
+    download_file,
+    download_files_from_bucket,
+    download_specific_files_from_bucket,
+    get_s3_client,
+    list_bucket_contents,
+    upload_file,
+    upload_files_to_bucket,
+)
+
+__all__ = [
+    "get_s3_client",
+    "list_bucket_contents",
+    "upload_file",
+    "upload_files_to_bucket",
+    "download_file",
+    "download_files_from_bucket",
+    "download_specific_files_from_bucket",
+]
diff --git a/src/simlab_tools/s3.py b/src/simlab_tools/storage/s3.py
similarity index 83%
rename from src/simlab_tools/s3.py
rename to src/simlab_tools/storage/s3.py
index 9987dac..b575f82 100644
--- a/src/simlab_tools/s3.py
+++ b/src/simlab_tools/storage/s3.py
@@ -9,25 +9,49 @@
 from mypy_boto3_s3 import S3Client
 from tqdm import tqdm
 
+# Default multipart transfer configuration shared by up- and downloads.
+_TRANSFER_CONFIG = TransferConfig(
+    multipart_threshold=1024 * 25,  # 25 MB threshold
+    max_concurrency=10,
+    use_threads=True,
+)
 
-def get_s3_client(endpoint_url: str, key_id: str, key_secret: str) -> S3Client:
-    """Initializes an S3 client.
+
+def get_s3_client(
+    endpoint_url: str,
+    key_id: Optional[str] = None,
+    key_secret: Optional[str] = None,
+) -> S3Client:
+    """Initialize an S3 client for an S3-compatible endpoint.
 
     Parameters
     ----------
     endpoint_url: str
-        Url to the S3 endpoint.
-    key_id: str
-        Id of the secret key to use for S3 access.
-    key_secret: str
-        Secret key for S3 access.
+        Url to the S3 endpoint (e.g. ``https://zhw-a.s3.cloud.switch.ch``).
+    key_id: str, optional
+        Access key id for S3 access. If omitted, falls back to the
+        ``S3_ACCESS_KEY_ID`` environment variable.
+    key_secret: str, optional
+        Secret key for S3 access. If omitted, falls back to the
+        ``S3_SECRET_ACCESS_KEY`` environment variable.
 
     Returns
     -------
     S3Client
-        Client with connection opened to the given S3 endpoint.
+        Client with a connection opened to the given S3 endpoint.
+
+    Raises
+    ------
+    KeyError
+        If credentials are not provided and the corresponding environment
+        variables are not set.
 
     """
+    if key_id is None:
+        key_id = os.environ["S3_ACCESS_KEY_ID"]
+    if key_secret is None:
+        key_secret = os.environ["S3_SECRET_ACCESS_KEY"]
+
     s3_client = boto3.client(
         "s3",
         aws_access_key_id=key_id,
@@ -55,12 +79,6 @@ def upload_file(client: S3Client, local_file: Path, bucket: str, key: str) -> No
     """
     file_size = local_file.stat().st_size
 
-    config = TransferConfig(
-        multipart_threshold=1024 * 25,  # 25MB threshold
-        max_concurrency=10,
-        use_threads=True,
-    )
-
     with tqdm(
         total=file_size,
         unit="B",
@@ -69,10 +87,10 @@ def upload_file(client: S3Client, local_file: Path, bucket: str, key: str) -> No
         desc=local_file.name,
     ) as pbar:
         client.upload_file(
-            Filename=local_file,
+            Filename=str(local_file),
             Bucket=bucket,
             Key=key,
-            Config=config,
+            Config=_TRANSFER_CONFIG,
             Callback=lambda bytes_transferred: pbar.update(bytes_transferred),
         )
 
@@ -100,9 +118,9 @@ def upload_files_to_bucket(
     files: list[Path]
         List of pathlib.Path objects for each of the files to upload.
     base_folder: Optional[Path]
-        If the files to upload are all situated in subfolder hierarchies of `base_folder`,
-        then this can be provided as an argument to specify that the subfolder hierarchy of `base_folder`
-        should be re-created in the S3 bucket.
+        If the files to upload are all situated in subfolder hierarchies of
+        `base_folder`, this can be provided to specify that the subfolder
+        hierarchy of `base_folder` should be re-created in the S3 bucket.
 
     """
     uploaded_count = 0
@@ -151,12 +169,6 @@ def download_file(client: S3Client, bucket: str, key: str, local_file: Path) ->
     head_response = client.head_object(Bucket=bucket, Key=key)
     file_size = head_response["ContentLength"]
 
-    config = TransferConfig(
-        multipart_threshold=1024 * 25,  # 25MB threshold
-        max_concurrency=10,
-        use_threads=True,
-    )
-
     with tqdm(
         total=file_size,
         unit="B",
@@ -168,7 +180,7 @@ def download_file(client: S3Client, bucket: str, key: str, local_file: Path) ->
             Bucket=bucket,
             Key=key,
             Filename=str(local_file),
-            Config=config,
+            Config=_TRANSFER_CONFIG,
             Callback=lambda bytes_transferred: pbar.update(bytes_transferred),
         )
 
@@ -251,7 +263,8 @@ def download_files_from_bucket(
             print(f"\nError downloading {key}: {e}\n")
 
     print(
-        f"Download complete: {downloaded_count}/{len(all_objects)} files downloaded successfully"
+        f"Download complete: {downloaded_count}/{len(all_objects)} "
+        "files downloaded successfully"
     )
 
 
@@ -281,8 +294,8 @@ def list_bucket_contents(
         List of object metadata dicts with keys 'Key', 'Size', 'LastModified'.
 
     """
-    # Need paginator cause otherwise we are limited to listing 
-    # 1000 objectws with list_objects.
+    # A paginator is needed here: list_objects_v2 returns at most 1000 objects
+    # per call, whereas the paginator transparently fetches every page.
     paginator = client.get_paginator("list_objects_v2")
     pages = paginator.paginate(Bucket=bucket, Prefix=prefix)
 
@@ -341,5 +354,6 @@ def download_specific_files_from_bucket(
             print(f"\nError downloading {key}: {e}\n")
 
     print(
-        f"Download complete: {downloaded_count}/{len(s3_keys)} files downloaded successfully"
+        f"Download complete: {downloaded_count}/{len(s3_keys)} "
+        "files downloaded successfully"
     )
diff --git a/src/simlab_tools/weather/__init__.py b/src/simlab_tools/weather/__init__.py
new file mode 100644
index 0000000..14039a7
--- /dev/null
+++ b/src/simlab_tools/weather/__init__.py
@@ -0,0 +1,20 @@
+"""Weather data utilities for observations and forecasts.
+
+.. note::
+   This subpackage is a placeholder. It defines the intended public surface for
+   loading meteorological data across SIM lab projects but does not yet ship
+   working loaders.
+
+Planned API
+-----------
+- ``observations``: load historical / near-real-time station observations
+  (temperature, precipitation, ...) for a location or region.
+- ``forecasts``: load gridded or point weather forecasts.
+
+Both are expected to expose small, provider-agnostic ``load_*`` functions that
+return tidy ``pandas``/``xarray`` structures, mirroring the style of the
+:mod:`simlab_tools.geo` utilities. Implementations are tracked as future work;
+see the project README for status.
+"""
+
+__all__: list[str] = []
diff --git a/tests/conftest.py b/tests/conftest.py
index d1f856b..247f8ce 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -1,9 +1,9 @@
-"""Pytest fixtures for S3 testing with moto."""
+"""Shared pytest fixtures: mocked S3 (moto) and synthetic rasters."""
 
 import os
-from pathlib import Path
 
 import boto3
+import numpy as np
 import pytest
 from moto import mock_aws
 
@@ -72,3 +72,38 @@ def tmp_files(tmp_path):
     files.append(file4)
 
     return tmp_path, files
+
+
+@pytest.fixture
+def ramp_geotiff(tmp_path):
+    """Write a small single-band GeoTIFF with a linear west-east elevation ramp.
+
+    Returns
+    -------
+    tuple[Path, numpy.ndarray]
+        Path to the written GeoTIFF and the elevation array it contains.
+        Pixel size is 1 metre, CRS is EPSG:2056 (Swiss LV95).
+    """
+    import rasterio
+    from rasterio.transform import from_origin
+
+    height, width = 8, 10
+    # Elevation increases by 2 m per column: a constant east-west gradient.
+    data = np.tile(np.arange(width, dtype="float32") * 2.0, (height, 1))
+    transform = from_origin(2_600_000, 1_200_000, 1.0, 1.0)
+
+    path = tmp_path / "ramp.tif"
+    with rasterio.open(
+        path,
+        "w",
+        driver="GTiff",
+        height=height,
+        width=width,
+        count=1,
+        dtype="float32",
+        crs="EPSG:2056",
+        transform=transform,
+    ) as dst:
+        dst.write(data, 1)
+
+    return path, data
diff --git a/tests/test_geo_raster.py b/tests/test_geo_raster.py
new file mode 100644
index 0000000..3c7f312
--- /dev/null
+++ b/tests/test_geo_raster.py
@@ -0,0 +1,84 @@
+"""Tests for simlab_tools.geo.raster."""
+
+import numpy as np
+import rasterio
+import xarray as xr
+
+from simlab_tools.geo.raster import (
+    convert_raster_to_xarray,
+    export_multiband_geotiff,
+    load_and_merge_rasters,
+)
+
+
+class TestLoadAndMergeRasters:
+    """Tests for load_and_merge_rasters."""
+
+    def test_shapes_and_coords(self, ramp_geotiff):
+        """A single tile loads back with matching shape and coordinate lengths."""
+        path, data = ramp_geotiff
+
+        mosaic, x_coords, y_coords, transform, crs = load_and_merge_rasters([path])
+
+        assert mosaic.shape == (1, *data.shape)
+        assert x_coords.shape[0] == data.shape[1]
+        assert y_coords.shape[0] == data.shape[0]
+        assert crs.to_epsg() == 2056
+        np.testing.assert_allclose(mosaic[0], data)
+
+    def test_downsampling_reduces_resolution(self, ramp_geotiff):
+        """A downsample factor of 2 halves each spatial dimension."""
+        path, data = ramp_geotiff
+
+        mosaic, _, _, _, _ = load_and_merge_rasters([path], downsample_factor=2)
+
+        assert mosaic.shape[1] == data.shape[0] // 2
+        assert mosaic.shape[2] == data.shape[1] // 2
+
+
+class TestExportMultibandGeotiff:
+    """Tests for export_multiband_geotiff."""
+
+    def test_single_band_roundtrip(self, ramp_geotiff, tmp_path):
+        """A 2D array is written as a single-band GeoTIFF and reads back equal."""
+        path, data = ramp_geotiff
+        with rasterio.open(path) as src:
+            transform, crs = src.transform, src.crs
+
+        out = tmp_path / "out.tif"
+        export_multiband_geotiff(data, out, transform, crs)
+
+        with rasterio.open(out) as src:
+            assert src.count == 1
+            np.testing.assert_allclose(src.read(1), data)
+
+    def test_band_descriptions_written(self, ramp_geotiff, tmp_path):
+        """Band descriptions are stored on the output raster."""
+        path, data = ramp_geotiff
+        with rasterio.open(path) as src:
+            transform, crs = src.transform, src.crs
+
+        stacked = np.stack([data, data + 1.0])
+        out = tmp_path / "multi.tif"
+        export_multiband_geotiff(
+            stacked, out, transform, crs, band_descriptions=["elev", "elev_plus"]
+        )
+
+        with rasterio.open(out) as src:
+            assert src.count == 2
+            assert src.descriptions == ("elev", "elev_plus")
+
+
+class TestConvertRasterToXarray:
+    """Tests for convert_raster_to_xarray."""
+
+    def test_returns_dataarray_with_crs(self, ramp_geotiff):
+        """The wrapped array carries dims, coords and CRS metadata."""
+        path, data = ramp_geotiff
+        mosaic, x_coords, y_coords, transform, crs = load_and_merge_rasters([path])
+
+        da = convert_raster_to_xarray(mosaic, x_coords, y_coords, transform, crs)
+
+        assert isinstance(da, xr.DataArray)
+        assert da.dims == ("band", "y", "x")
+        assert da.rio.crs.to_epsg() == 2056
diff --git a/tests/test_logging.py b/tests/test_logging.py
new file mode 100644
index 0000000..ff87df2
--- /dev/null
+++ b/tests/test_logging.py
@@ -0,0 +1,70 @@
+"""Tests for simlab_tools.logging."""
+
+import logging
+
+from simlab_tools.logging import (
+    SiteFormatter,
+    configure_logging,
+    set_site_context,
+    site_context,
+)
+
+
+def _make_record(msg: str = "hello") -> logging.LogRecord:
+    return logging.LogRecord(
+        name="test",
+        level=logging.INFO,
+        pathname=__file__,
+        lineno=1,
+        msg=msg,
+        args=(),
+        exc_info=None,
+    )
+
+
+class TestSiteFormatter:
+    """Tests for SiteFormatter and the site context variable."""
+
+    def test_defaults_to_global(self):
+        """With no context set the formatter injects the GLOBAL default."""
+        token = site_context.set("GLOBAL")
+        try:
+            formatter = SiteFormatter("[%(site_id)s] %(message)s")
+            assert formatter.format(_make_record("hi")) == "[GLOBAL] hi"
+        finally:
+            site_context.reset(token)
+
+    def test_set_site_context_is_injected(self):
+        """set_site_context changes the site_id injected into records."""
+        token = site_context.set("GLOBAL")
+        try:
+            set_site_context("site-42")
+            formatter = SiteFormatter("[%(site_id)s] %(message)s")
+            assert formatter.format(_make_record("hi")) == "[site-42] hi"
+        finally:
+            site_context.reset(token)
+
+
+class TestConfigureLogging:
+    """Tests for configure_logging."""
+
+    def test_console_only(self):
+        """Without a log file, only a stream handler is attached."""
+        configure_logging(level=logging.DEBUG)
+        root = logging.getLogger()
+        assert root.level == logging.DEBUG
+        assert any(isinstance(h, logging.StreamHandler) for h in root.handlers)
+
+    def test_writes_to_file(self, tmp_path):
+        """With a log file, records are written using the site format."""
+        log_file = tmp_path / "run.log"
+        configure_logging(log_file=log_file)
+        set_site_context("s1")
+
+        logging.getLogger("x").info("processing")
+        for handler in logging.getLogger().handlers:
+            handler.flush()
+
+        contents = log_file.read_text()
+        assert "[s1]" in contents
+        assert "processing" in contents
diff --git a/tests/test_s3.py b/tests/test_s3.py
index 4ff58c2..b49e8be 100644
--- a/tests/test_s3.py
+++ b/tests/test_s3.py
@@ -1,13 +1,13 @@
 """Test suite for simlab_tools.s3 module."""
 
-from pathlib import Path
-
 import pytest
 
-from simlab_tools.s3 import (
+import simlab_tools
+from simlab_tools.storage.s3 import (
     download_file,
     download_files_from_bucket,
     download_specific_files_from_bucket,
+    get_s3_client,
     list_bucket_contents,
     upload_file,
     upload_files_to_bucket,
@@ -47,8 +47,8 @@ def test_upload_file_content_matches(self, test_bucket, tmp_path):
 
         # Download and verify content
         response = client.get_object(Bucket=bucket, Key="content_test.txt")
-        downloaded_content = response["Body"].read().decode("utf-8")                                                            
-        assert downloaded_content == test_content  
+        downloaded_content = response["Body"].read().decode("utf-8")
+        assert downloaded_content == test_content
 
 class TestUploadFilesToBucket:
     """Tests for upload_files_to_bucket function."""
@@ -84,7 +84,9 @@ def test_upload_with_base_folder_preserves_structure(self, test_bucket, tmp_file
         # Check that subdirectory structure is preserved
         assert any("subdir/" in key for key in keys)
 
-    def test_upload_without_base_folder_flattens_structure(self, test_bucket, tmp_files):
+    def test_upload_without_base_folder_flattens_structure(
+        self, test_bucket, tmp_files
+    ):
         """Test that without base_folder files are flattened."""
         client, bucket = test_bucket
         tmp_path, files = tmp_files
@@ -283,3 +285,48 @@ def test_list_with_no_matches(self, populated_bucket):
         result = list_bucket_contents(client, bucket, file_extensions=[".xyz"])
 
         assert result == []
+
+
+class TestGetS3Client:
+    """Tests for get_s3_client credential handling (no network calls)."""
+
+    def test_explicit_credentials(self):
+        """Explicit credentials produce a client bound to the given endpoint."""
+        client = get_s3_client("https://example.invalid", "id", "secret")
+
+        assert client.meta.endpoint_url == "https://example.invalid"
+        creds = client._request_signer._credentials
+        assert creds.access_key == "id"
+        assert creds.secret_key == "secret"
+
+    def test_credentials_from_env(self, monkeypatch):
+        """Credentials fall back to the S3_* environment variables."""
+        monkeypatch.setenv("S3_ACCESS_KEY_ID", "env-id")
+        monkeypatch.setenv("S3_SECRET_ACCESS_KEY", "env-secret")
+
+        client = get_s3_client("https://example.invalid")
+
+        creds = client._request_signer._credentials
+        assert creds.access_key == "env-id"
+        assert creds.secret_key == "env-secret"
+
+    def test_missing_env_raises(self, monkeypatch):
+        """A missing credential env var raises KeyError."""
+        monkeypatch.delenv("S3_ACCESS_KEY_ID", raising=False)
+        monkeypatch.delenv("S3_SECRET_ACCESS_KEY", raising=False)
+
+        with pytest.raises(KeyError):
+            get_s3_client("https://example.invalid")
+
+
+class TestBackwardCompatibleExports:
+    """The historical top-level ``simlab_tools`` API is still resolvable."""
+
+    def test_lazy_top_level_reexport(self):
+        """``simlab_tools.get_s3_client`` resolves to the storage function."""
+        assert simlab_tools.get_s3_client is get_s3_client
+
+    def test_unknown_attribute_raises(self):
+        """Unknown attributes still raise AttributeError."""
+        with pytest.raises(AttributeError):
+            simlab_tools.does_not_exist
diff --git a/tests/test_smoothing.py b/tests/test_smoothing.py
new file mode 100644
index 0000000..ab4a2db
--- /dev/null
+++ b/tests/test_smoothing.py
@@ -0,0 +1,85 @@
+"""Tests for simlab_tools.smoothing."""
+
+import numpy as np
+import pytest
+
+from simlab_tools.smoothing import (
+    APLRSmoother,
+    MovingAverageSmoother,
+    SavGolSmoother,
+    SplineSmoother,
+    get_smoother,
+)
+
+
+@pytest.fixture
+def noisy_ramp():
+    """A linear ramp with reproducible additive noise."""
+    rng = np.random.default_rng(0)
+    distance = np.arange(200, dtype="float64")
+    signal = 0.5 * distance
+    noisy = signal + rng.normal(0, 1.0, size=distance.shape)
+    return distance, signal, noisy
+
+
+class TestGetSmoother:
+    """Tests for the get_smoother factory."""
+
+    @pytest.mark.parametrize(
+        "method,cls",
+        [
+            ("moving_average", MovingAverageSmoother),
+            ("spline", SplineSmoother),
+            ("savgol", SavGolSmoother),
+            ("aplr", APLRSmoother),
+        ],
+    )
+    def test_returns_expected_class(self, method, cls):
+        """Each registered method maps to its smoother class."""
+        assert isinstance(get_smoother(method), cls)
+
+    def test_unknown_method_raises(self):
+        """An unknown method name raises ValueError."""
+        with pytest.raises(ValueError):
+            get_smoother("does_not_exist")
+
+
+class TestWindowSmoothers:
+    """Behavioural tests for the window-based smoothers."""
+
+    @pytest.mark.parametrize("method", ["moving_average", "spline", "savgol"])
+    def test_smoothing_reduces_noise(self, method, noisy_ramp):
+        """Smoothing brings the noisy signal closer to the true ramp."""
+        distance, signal, noisy = noisy_ramp
+        smoother = get_smoother(method, window_size_meters=15.0)
+
+        smoothed = smoother.smooth(distance, noisy)
+
+        assert smoothed.shape == noisy.shape
+        assert np.mean((smoothed - signal) ** 2) < np.mean((noisy - signal) ** 2)
+
+    @pytest.mark.parametrize("method", ["moving_average", "spline", "savgol"])
+    def test_short_input_returned_unchanged(self, method):
+        """Inputs shorter than three points are returned as a copy."""
+        smoother = get_smoother(method)
+        distance = np.array([0.0, 1.0])
+        elevation = np.array([10.0, 12.0])
+
+        result = smoother.smooth(distance, elevation)
+
+        np.testing.assert_array_equal(result, elevation)
+
+
+class TestAPLRSmoother:
+    """Tests for the APLR smoother."""
+
+    def test_smooth_populates_segments(self, noisy_ramp):
+        """After smoothing, the fitted model and segments are available."""
+        distance, _, noisy = noisy_ramp
+        smoother = APLRSmoother(min_observations_in_split=20, m=200)
+
+        smoothed = smoother.smooth(distance, noisy)
+
+        assert smoothed.shape == noisy.shape
+        assert smoother.model_ is not None
+        assert smoother.segments_ and "gradient" in smoother.segments_[0]
diff --git a/tests/test_swisstopo.py b/tests/test_swisstopo.py
new file mode 100644
index 0000000..6737b19
--- /dev/null
+++ b/tests/test_swisstopo.py
@@ -0,0 +1,129 @@
+"""Tests for simlab_tools.geo.swisstopo (no network access)."""
+
+import geopandas as gpd
+import pytest
+from shapely.geometry import LineString, Polygon
+
+from simlab_tools.geo import swisstopo
+from simlab_tools.geo.swisstopo import (
+    BoundingBox,
+    Point,
+    merge_river_segments,
+    query_layer,
+)
+
+
+class TestGeometryTypes:
+    """Tests for the Point and BoundingBox helpers."""
+
+    def test_point_defaults_to_lv95(self):
+        """A Point stores its coordinates and defaults to EPSG:2056."""
+        p = Point((2_600_000, 1_200_000))
+        assert (p.x, p.y) == (2_600_000, 1_200_000)
+        assert p.epsg_code == "2056"
+
+    def test_bounding_box_valid(self):
+        """A valid bounding box exposes its corners."""
+        bbox = BoundingBox((0, 0, 10, 5))
+        assert (bbox.minx, bbox.miny, bbox.maxx, bbox.maxy) == (0, 0, 10, 5)
+
+    def test_bounding_box_rejects_inverted_extent(self):
+        """minX >= maxX (or minY >= maxY) raises ValueError."""
+        with pytest.raises(ValueError):
+            BoundingBox((10, 0, 0, 5))
+
+
+class TestParseApiResponse:
+    """Tests for the private _parse_api_response helper."""
+
+    def test_parses_polygon_feature(self):
+        """An ESRI polygon result becomes a GeoDataFrame row with a Polygon."""
+        response = {
+            "results": [
+                {
+                    "id": 1,
+                    "attributes": {"gewissnr": "abc"},
+                    "geometry": {"rings": [[[0, 0], [0, 1], [1, 1], [1, 0], [0, 0]]]},
+                }
+            ]
+        }
+
+        gdf = swisstopo._parse_api_response(response, "2056")
+
+        assert len(gdf) == 1
+        assert gdf.iloc[0]["gewissnr"] == "abc"
+        assert isinstance(gdf.iloc[0].geometry, Polygon)
+
+    def test_empty_results_returns_empty_frame(self):
+        """A response with no results yields an empty GeoDataFrame."""
+        gdf = swisstopo._parse_api_response({"results": []}, "2056")
+        assert gdf.empty
+
+
+class TestQueryLayer:
+    """Tests for query_layer with a stubbed HTTP layer."""
+
+    def test_query_layer_parses_response(self, monkeypatch):
+        """query_layer issues a request and parses the JSON into a GeoDataFrame."""
+
+        class _FakeResponse:
+            def raise_for_status(self):
+                return None
+
+            def json(self):
+                return {
+                    "results": [
+                        {
+                            "id": 7,
+                            "attributes": {"name": "river"},
+                            "geometry": {"paths": [[[0, 0], [1, 1]]]},
+                        }
+                    ]
+                }
+
+        captured = {}
+
+        def _fake_get(url, params=None):
+            captured["url"] = url
+            captured["params"] = params
+            return _FakeResponse()
+
+        monkeypatch.setattr(swisstopo.requests, "get", _fake_get)
+
+        gdf = query_layer("some:layer", BoundingBox((0, 0, 10, 10)))
+
+        assert len(gdf) == 1
+        assert isinstance(gdf.iloc[0].geometry, LineString)
+        assert captured["params"]["layers"] == "some:layer"
+
+
+class TestMergeRiverSegments:
+    """Tests for merge_river_segments."""
+
+    def test_touching_segments_merge_into_one_river(self):
+        """Two touching segments with the same id merge into a single feature."""
+        gdf = gpd.GeoDataFrame(
+            {
+                "gewissnr": ["r1", "r1"],
+                "id": [1, 2],
+                "geometry": [
+                    LineString([(0, 0), (1, 0)]),
+                    LineString([(1, 0), (2, 0)]),
+                ],
+            },
+            crs="EPSG:2056",
+        )
+
+        merged = merge_river_segments(gdf, group_by="gewissnr")
+
+        assert len(merged) == 1
+        assert merged.iloc[0]["segment_count"] == 2
+        assert merged.iloc[0]["id"] == "r1"
+
+    def test_missing_group_column_raises(self):
+        """Merging on an absent column raises ValueError."""
+        gdf = gpd.GeoDataFrame(
+            {"geometry": [LineString([(0, 0), (1, 0)])]}, crs="EPSG:2056"
+        )
+        with pytest.raises(ValueError):
+            merge_river_segments(gdf, group_by="gewissnr")
diff --git a/tests/test_terrain.py b/tests/test_terrain.py
new file mode 100644
index 0000000..92ad9cc
--- /dev/null
+++ b/tests/test_terrain.py
@@ -0,0 +1,64 @@
+"""Tests for simlab_tools.geo.terrain."""
+
+import numpy as np
+from rasterio.transform import from_origin
+from shapely.geometry import box
+
+from simlab_tools.geo.terrain import compute_slope_components, create_geometry_mask
+
+
+class TestComputeSlopeComponents:
+    """Tests for compute_slope_components."""
+
+    def test_constant_gradient_ramp(self):
+        """A constant east-west ramp yields a constant x-gradient of its slope."""
+        # Elevation rises 3 m per column (axis 1), flat along rows (axis 0).
+        raster = np.tile(np.arange(10, dtype="float64") * 3.0, (6, 1))
+
+        slopes = compute_slope_components(raster, pixel_size=1.0)
+
+        np.testing.assert_allclose(slopes["slopes_y"], 3.0)
+        np.testing.assert_allclose(slopes["slopes_x"], 0.0)
+        np.testing.assert_allclose(slopes["slopes_magnitude"], 3.0)
+
+    def test_pixel_size_scales_gradient(self):
+        """Doubling the pixel size halves the gradient (m per metre)."""
+        raster = np.tile(np.arange(10, dtype="float64") * 3.0, (6, 1))
+
+        coarse = compute_slope_components(raster, pixel_size=2.0)
+
+        np.testing.assert_allclose(coarse["slopes_y"], 1.5)
+
+    def test_accepts_leading_band_axis(self):
+        """A (1, H, W) raster is squeezed and produces (H, W) gradients."""
+        raster = np.tile(np.arange(10, dtype="float64") * 3.0, (6, 1))[np.newaxis]
+
+        slopes = compute_slope_components(raster, pixel_size=1.0)
+
+        assert slopes["slopes_magnitude"].shape == (6, 10)
+
+
+class TestCreateGeometryMask:
+    """Tests for create_geometry_mask."""
+
+    def test_mask_true_inside_polygon(self):
+        """With invert=True the mask is True inside the polygon footprint."""
+        transform = from_origin(0, 10, 1.0, 1.0)  # 10x10 grid, 1 m pixels
+        # Polygon covering the top-left 4x4 pixel block in world coords.
+        poly = box(0, 6, 4, 10)
+
+        mask = create_geometry_mask([poly], shape=(10, 10), transform=transform)
+
+        assert mask.dtype == bool
+        assert mask[:4, :4].all()
+        assert not mask[6:, 6:].any()
+
+    def test_invert_false_flips_mask(self):
+        """invert=False marks the outside of the polygon instead."""
+        transform = from_origin(0, 10, 1.0, 1.0)
+        poly = box(0, 6, 4, 10)
+
+        inside = create_geometry_mask([poly], (10, 10), transform, invert=True)
+        outside = create_geometry_mask([poly], (10, 10), transform, invert=False)
+
+        np.testing.assert_array_equal(inside, ~outside)
diff --git a/uv.lock b/uv.lock
index c0124ff..5d7da3d 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,6 +1,26 @@
 version = 1
 revision = 3
 requires-python = ">=3.11"
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.12' and sys_platform == 'win32'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
+
+[[package]]
+name = "affine"
+version = "2.4.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/69/98/d2f0bb06385069e799fc7d2870d9e078cfa0fa396dc8a2b81227d0da08b9/affine-2.4.0.tar.gz", hash = "sha256:a24d818d6a836c131976d22f8c27b8d3ca32d0af64c1d8d29deb7bafa4da1eea", size = 17132, upload-time = "2023-01-19T23:44:30.696Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0b/f7/85273299ab57117850cc0a936c64151171fac4da49bc6fba0dad984a7c5f/affine-2.4.0-py3-none-any.whl", hash = "sha256:8a3df80e2b2378aef598a83c1392efd47967afec4242021a0b06b4c7cbc61a92", size = 15662, upload-time = "2023-01-19T23:44:28.833Z" },
+]
 
 [[package]]
 name = "annotated-types"
@@ -20,6 +40,44 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/89/03/a851e84fcbb85214dc637b6378121ef9a0dd61b4c65264675d8a5c9b1ae7/antlr4_python3_runtime-4.13.2-py3-none-any.whl", hash = "sha256:fe3835eb8d33daece0e799090eda89719dbccee7aa39ef94eed3818cafa5a7e8", size = 144462, upload-time = "2024-08-03T19:00:11.134Z" },
 ]
 
+[[package]]
+name = "aplr"
+version = "10.23.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "pandas" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b0/fb/2c8747c8bd61034c786d3bb79b8609135e1897512f1cef9b3edcb2795b6f/aplr-10.23.0.tar.gz", hash = "sha256:d66c16cab823b1323e664914d6d7d384c37db6e59d025a0604b91996efce100c", size = 2830979, upload-time = "2026-05-16T13:54:15.217Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/43/a6/ca107698c1b65794bae83103ff8b7e853d6c570d6133823024f6237987f3/aplr-10.23.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:2c99bbe43335d3c65b82b56ddf6256edd94434a69817416e398461d5957af838", size = 507754, upload-time = "2026-05-16T13:52:33.203Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/b8/1731990ece1882a55fd038b49f57e680593fa91513c0335ae4a22ca808fa/aplr-10.23.0-cp311-cp311-macosx_11_0_x86_64.whl", hash = "sha256:531483b7d1850b82289df6c2cc9390459c4bc4118aa8d23492d0e1947afe1511", size = 541711, upload-time = "2026-05-16T13:52:35.503Z" },
+    { url = "https://files.pythonhosted.org/packages/dc/57/f53ffb28eb180024d8b301ed5b725d576d23a4644d6f75e76b1bb8a33530/aplr-10.23.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:4d7fd415b4f39b95fe1093c3327c4e5c87fb2e1228e855d47bb2071bb016c055", size = 9724499, upload-time = "2026-05-16T13:52:40.977Z" },
+    { url = "https://files.pythonhosted.org/packages/27/5f/909a75e663784c836506f517a29745d94aff0b1b70b933e533e6af833b88/aplr-10.23.0-cp311-cp311-win32.whl", hash = "sha256:3c5e7609607fc2aa6556228f4a32d68d9c78e6bc8212a87ce8bf47dfa95d7e4e", size = 309769, upload-time = "2026-05-16T13:52:43.218Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/ab/fb783f03508fa15daf81f720089b9a0ce4cf10676228f5488a9cb7c353cf/aplr-10.23.0-cp311-cp311-win_amd64.whl", hash = "sha256:eb0850a1c18a0a7227b3039760065679360baf82f24afe1c5b73b71e79a6c107", size = 359728, upload-time = "2026-05-16T13:52:44.681Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/28/f5252d63b3ffd55665691eda9cb9a1a3d11f3f0eec7b052de97a43b169be/aplr-10.23.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:6534c65f22c8ad1d0d86b8ac0eaaf9389573ad020c0ccdd8900c677aa29e80fb", size = 515824, upload-time = "2026-05-16T13:52:46.748Z" },
+    { url = "https://files.pythonhosted.org/packages/02/10/ceaa8b94e81e9616b746aa982dfad8bab90135c2931d596cc17a0d22cbc5/aplr-10.23.0-cp312-cp312-macosx_11_0_x86_64.whl", hash = "sha256:5ba1421ba81435307caa0c34a10e0ef841c4f19ed3afc2b964111e7f438048f9", size = 546514, upload-time = "2026-05-16T13:52:48.431Z" },
+    { url = "https://files.pythonhosted.org/packages/40/b9/fe7bd4b8b10bf92d613a4da8311ed9ea958fd3ab04647bd74ceea6bb7f6f/aplr-10.23.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3a49447a2b2b44191ac1060ddeccc6ebb7a867958e4e0d8f75a286140c829e21", size = 9822103, upload-time = "2026-05-16T13:52:55.933Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/3b/eeeb2dd8e1b5c0cea23843c1182a472e274f65669240919b43784113a3de/aplr-10.23.0-cp312-cp312-win32.whl", hash = "sha256:3db9534389cab81d6052d417436c9d9a8398b3dd6a2165c3f0a79f4fd6af1a1b", size = 311567, upload-time = "2026-05-16T13:52:58.414Z" },
+    { url = "https://files.pythonhosted.org/packages/22/d7/ca8fb85a6085723b1656feb3f9a4692475fda5b34240b110bc14f8c4f559/aplr-10.23.0-cp312-cp312-win_amd64.whl", hash = "sha256:bc010c23ac7bcb2a5ff006c27803f80bdf8e9d07a674ce3e264aca03e112372a", size = 363137, upload-time = "2026-05-16T13:52:59.992Z" },
+    { url = "https://files.pythonhosted.org/packages/32/82/a7806a63f34db352d2cb22fb4d55965a0a1f312808bd4567e3f80d27d633/aplr-10.23.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f657579a3db13ce89ae07982a6d69979868e7e21b6b7ced94497f3b862560b1a", size = 515855, upload-time = "2026-05-16T13:53:02.055Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/7d/7cc05771babf1d13f75140e9286cf5c8511b5ab09f4634c550acff1ebe52/aplr-10.23.0-cp313-cp313-macosx_11_0_x86_64.whl", hash = "sha256:d39bdee1950a7e7ac49f9911c4533375d7a8029b6bafc2fcfe7dfd6b1c87fe25", size = 546713, upload-time = "2026-05-16T13:53:04.033Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/53/4ecf6c7dca2378ed8dc8469908f52135c56ced417e26cf03c7c79058809a/aplr-10.23.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7fefec64456dab3766c5442f1406a767903495525d14cfd624ce4431754f3f1e", size = 9821646, upload-time = "2026-05-16T13:53:09.796Z" },
+    { url = "https://files.pythonhosted.org/packages/49/21/55f6d6f8d5ff4de17563d15af7d4448628d84858074daca2a5b72d38f524/aplr-10.23.0-cp313-cp313-win32.whl", hash = "sha256:bc33534380fdd44909596a48b7b01152b518beba514216474a5c612c1f4f7e98", size = 311616, upload-time = "2026-05-16T13:53:12.31Z" },
+    { url = "https://files.pythonhosted.org/packages/79/c1/157d44e73d4336553a28052ba1773a2b5ef6d6f36e13b71c968c5a85392f/aplr-10.23.0-cp313-cp313-win_amd64.whl", hash = "sha256:8918b48668d3436e905be2158133e612ed7f689616a5807a808f5d9e994caecb", size = 363205, upload-time = "2026-05-16T13:53:13.748Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/e2/cfcdcedbaf93ff294477ae448dd6d30f4c0417d670a89bb884db3848b17d/aplr-10.23.0-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:5d578291c37df3b878b52af587408783ee9e0894174aaa4bafefaf809de055cb", size = 512155, upload-time = "2026-05-16T13:53:15.94Z" },
+    { url = "https://files.pythonhosted.org/packages/01/6e/90121b43c5c78fdbe15d0bc544b2d179ec2014d0092cecc38a4b03a62d15/aplr-10.23.0-cp314-cp314-macosx_11_0_x86_64.whl", hash = "sha256:455056086a706d56be9249b7ab5a87c9f0c8593e6cc420f26b79e47ffcb736a9", size = 546626, upload-time = "2026-05-16T13:53:18.272Z" },
+    { url = "https://files.pythonhosted.org/packages/1c/9e/d3822eca87d20e52c0e63495cd5fa444240b4d4bb7fc44a73491fdb7fd72/aplr-10.23.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3ecf46f7008ba3b94e2cb2bcc50669882f1061b8ec492b7272a82d29a35644ae", size = 9816026, upload-time = "2026-05-16T13:53:25.673Z" },
+    { url = "https://files.pythonhosted.org/packages/45/8c/6206b8331497658353cd8eef3220828077bdb244317815163c66968fd880/aplr-10.23.0-cp314-cp314-win32.whl", hash = "sha256:2d05b900769e6dc2112e6da95d847c86c4e870c56e7fab1aa2e6f3dcdfea3d4e", size = 319479, upload-time = "2026-05-16T13:53:41.003Z" },
+    { url = "https://files.pythonhosted.org/packages/35/ff/7a955755d55e1ff66d9ba22b9d95d813a4da22f67a8dcc380153a4a545d4/aplr-10.23.0-cp314-cp314-win_amd64.whl", hash = "sha256:0fb2c23142faa1bf69f900573d48febb705066676c70390ed226bf335ba11dfd", size = 374481, upload-time = "2026-05-16T13:53:42.448Z" },
+    { url = "https://files.pythonhosted.org/packages/4e/b8/10435cbc369c8c4efaad850da12f6cf967fcc31e2d4d599189a33ebd4c6f/aplr-10.23.0-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ef86e46f00b294ad24d7977295d412ff2715dc920f45bb011d655eb5468cc9cb", size = 536462, upload-time = "2026-05-16T13:53:28.22Z" },
+    { url = "https://files.pythonhosted.org/packages/67/72/4c6bedd986a26437fb8d3c1aa35e01a111789dabe8256d1af951f156fa17/aplr-10.23.0-cp314-cp314t-macosx_11_0_x86_64.whl", hash = "sha256:fc921d2eeef5152e58824c10e656233b85eeb3b3e091722983f91ba5dc97f22c", size = 563419, upload-time = "2026-05-16T13:53:29.938Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/1a/464dd322bed0b525f3f19fbb13472bf1d04309c7e4c298c1f01b8bc56881/aplr-10.23.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:5e4664929553ffd61ac1c7a162fdbddd06a3cfb556dbf21be0dbbea7ec778e68", size = 9876135, upload-time = "2026-05-16T13:53:35.638Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/4c/a7d18e3de31b1e94c92fbb7f4adbabce00e3f4c6036fe07d83665dfc0060/aplr-10.23.0-cp314-cp314t-win32.whl", hash = "sha256:bcd9611ad3e69c80d6a98159038e81d9e57117a48f26271284f0b3561b2622bd", size = 336532, upload-time = "2026-05-16T13:53:37.859Z" },
+    { url = "https://files.pythonhosted.org/packages/39/b6/3cd010245fe818f6e9bd736f43b06d6dbee2555f67a7a714b691d37b6a5a/aplr-10.23.0-cp314-cp314t-win_amd64.whl", hash = "sha256:e8b0afad0b5f464968f124936f0e99740fd280172749257921c021f24a23d61f", size = 400142, upload-time = "2026-05-16T13:53:39.441Z" },
+]
+
 [[package]]
 name = "attrs"
 version = "25.4.0"
@@ -255,6 +313,42 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/0a/4c/925909008ed5a988ccbb72dcc897407e5d6d3bd72410d69e051fc0c14647/charset_normalizer-3.4.4-py3-none-any.whl", hash = "sha256:7a32c560861a02ff789ad905a2fe94e3f840803362c84fecf1851cb4cf3dc37f", size = 53402, upload-time = "2025-10-14T04:42:31.76Z" },
 ]
 
+[[package]]
+name = "click"
+version = "8.4.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "colorama", marker = "sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/76/d4/81420972a676e8ffea40450d8c8c92943e7218a78fe9b64359836cc9876b/click-8.4.2.tar.gz", hash = "sha256:9a6cea6e60b17ebe0a44c5cc636d94f09bd66142c1cd7d8b4cd731c4917a15f6", size = 338000, upload-time = "2026-06-24T17:45:15.148Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fb/e2/79c688af8b210d232694e31e59da9f6ec747bae31c3f5946e4e9b98860d5/click-8.4.2-py3-none-any.whl", hash = "sha256:e6f9f66136c816745b9d65817da91d61d957fb16e02e4dcd0552553c5a197b76", size = 119243, upload-time = "2026-06-24T17:45:13.73Z" },
+]
+
+[[package]]
+name = "click-plugins"
+version = "1.1.1.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "click", marker = "python_full_version < '3.12'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c3/a4/34847b59150da33690a36da3681d6bbc2ec14ee9a846bc30a6746e5984e4/click_plugins-1.1.1.2.tar.gz", hash = "sha256:d7af3984a99d243c131aa1a828331e7630f4a88a9741fd05c927b204bcf92261", size = 8343, upload-time = "2025-06-25T00:47:37.555Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3d/9a/2abecb28ae875e39c8cad711eb1186d8d14eab564705325e77e4e6ab9ae5/click_plugins-1.1.1.2-py2.py3-none-any.whl", hash = "sha256:008d65743833ffc1f5417bf0e78e8d2c23aab04d9745ba817bd3e71b0feb6aa6", size = 11051, upload-time = "2025-06-25T00:47:36.731Z" },
+]
+
+[[package]]
+name = "cligj"
+version = "0.7.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "click" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ea/0d/837dbd5d8430fd0f01ed72c4cfb2f548180f4c68c635df84ce87956cff32/cligj-0.7.2.tar.gz", hash = "sha256:a4bc13d623356b373c2c27c53dbd9c68cae5d526270bfa71f6c6fa69669c6b27", size = 9803, upload-time = "2021-05-28T21:23:27.935Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/73/86/43fa9f15c5b9fb6e82620428827cd3c284aa933431405d1bcf5231ae3d3e/cligj-0.7.2-py3-none-any.whl", hash = "sha256:c1ca117dbce1fe20a5809dc96f01e1c2840f6dcc939b3ddbb1111bf330ba82df", size = 7069, upload-time = "2021-05-28T21:23:26.877Z" },
+]
+
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -337,6 +431,24 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e3/26/57c6fb270950d476074c087527a558ccb6f4436657314bfb6cdf484114c4/docker-7.1.0-py3-none-any.whl", hash = "sha256:c96b93b7f0a746f9e77d325bcfb87422a3d8bd4f03136ae8a85b37f1898d5fc0", size = 147774, upload-time = "2024-05-23T11:13:55.01Z" },
 ]
 
+[[package]]
+name = "geopandas"
+version = "1.1.4"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "packaging" },
+    { name = "pandas" },
+    { name = "pyogrio" },
+    { name = "pyproj" },
+    { name = "shapely" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/39/a9/0478b74a33aea66827c10baaf6025cb2a17e44b1c117533eecd3e977bb75/geopandas-1.1.4.tar.gz", hash = "sha256:06f2890a07e1a239047daa14b486a7c6ae5ce82dcf7405e13c46bf31f5d0dd66", size = 337445, upload-time = "2026-06-26T17:23:54.497Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/59/a8/bd530cc264e62ddbc1d1bb7225823992e6f2432c664693e9281bb6b9c359/geopandas-1.1.4-py3-none-any.whl", hash = "sha256:1a0c459cbdb1537cd154dafe6174be20d1760844b7f1c967dc8520b180f2e773", size = 343292, upload-time = "2026-06-26T17:23:53.112Z" },
+]
+
 [[package]]
 name = "graphql-core"
 version = "3.2.7"
@@ -664,6 +776,149 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/9e/c9/b2622292ea83fbb4ec318f5b9ab867d0a28ab43c5717bb85b0a5f6b3b0a4/networkx-3.6.1-py3-none-any.whl", hash = "sha256:d47fbf302e7d9cbbb9e2555a0d267983d2aa476bac30e90dfbe5669bd57f3762", size = 2068504, upload-time = "2025-12-08T17:02:38.159Z" },
 ]
 
+[[package]]
+name = "numpy"
+version = "2.4.6"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.12' and sys_platform == 'win32'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/d0/ad/fed0499ce6a338d2a03ebae59cd15093910c8875328855781952abf6c2fe/numpy-2.4.6.tar.gz", hash = "sha256:f3a3570c4a2a16746ac2c31a7c7c7b0c186b95ce902e33db6f28094ed7387dda", size = 20735807, upload-time = "2026-05-18T23:37:14.07Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/b3/49/ec46835a70be8fa6446c495126ac84fdb28cb2558e1620ffb87a10c8b64c/numpy-2.4.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:0280e0356c0829a18d9de1cb7eee50ec22ca639878d7240307ca0943d73cd2c4", size = 16969194, upload-time = "2026-05-18T23:33:13.503Z" },
+    { url = "https://files.pythonhosted.org/packages/0e/0d/f5957185c0ee2f3e12f78715aa9e3b353fd83633316c8532b38faa37e3f6/numpy-2.4.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:110f8b71aacb688ec69062bb7f6938a0f8acb01b7c1c4beb453c65b6d234584d", size = 14964111, upload-time = "2026-05-18T23:33:17.795Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/40/40a40ee0ddf7ceb782c49af278894b686e586d65d8c1889c8b5da01a3d7d/numpy-2.4.6-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:4cfe66903cc32a9921a6733d96b19bb6abf310397581bbad89c228f5abaf0ee8", size = 5469159, upload-time = "2026-05-18T23:33:20.654Z" },
+    { url = "https://files.pythonhosted.org/packages/63/13/f9a8046535cb21deae82f8d03de9617e08882d274fad2539630761888228/numpy-2.4.6-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:8155154c7c691289fe18f510b5d4657c68c67989f293f0535a91360392ff6538", size = 6798936, upload-time = "2026-05-18T23:33:22.987Z" },
+    { url = "https://files.pythonhosted.org/packages/33/a8/6fa8c1a345a8c85dbb21932c447bee07c30a2c2a3f31e369c0a84b300147/numpy-2.4.6-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0ab0a9c4ffb1a6d95ef519fe4247dba8eb6b18ad93999f76b7f657039acabd47", size = 15966692, upload-time = "2026-05-18T23:33:26.62Z" },
+    { url = "https://files.pythonhosted.org/packages/02/03/74fe2a4cb3817d94d86402f2506554130a2f01414e299b5a843e5a8a957f/numpy-2.4.6-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:89cd468399cfd2504718f0ba50e410dca55a170b61a02ad92bb18c8a65186e93", size = 16918164, upload-time = "2026-05-18T23:33:29.955Z" },
+    { url = "https://files.pythonhosted.org/packages/c5/80/3615be3313f7e7696609bc194b9f0101da809df79e859bdb84e0cd043f46/numpy-2.4.6-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c2d37ab77531417474168eb79d6d80b14f821a966818505d03013d0833edb7a8", size = 17322877, upload-time = "2026-05-18T23:33:34.724Z" },
+    { url = "https://files.pythonhosted.org/packages/ca/ac/a691e0fe2675e370d0e08ff905adc49a1c8830e8cae03efe4477e92cd55d/numpy-2.4.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f407cb6b8e9d6d8c626bc73c945db1706035af8fd632295547bf1c9e46d092d6", size = 18651487, upload-time = "2026-05-18T23:33:38.217Z" },
+    { url = "https://files.pythonhosted.org/packages/15/a7/9bc1cd626d7bf6869bfedf27b91b6ab5dd607758bf8e959d6fa80c6a59cb/numpy-2.4.6-cp311-cp311-win32.whl", hash = "sha256:ddea102b48f9e339f3948bf22040944184627a30fdf7f858667673b9c5f033c8", size = 6233945, upload-time = "2026-05-18T23:33:41.331Z" },
+    { url = "https://files.pythonhosted.org/packages/c5/31/7fc6239c12bce7e931463251cca4426c465e1876ba3cc785402ef4dd8f4e/numpy-2.4.6-cp311-cp311-win_amd64.whl", hash = "sha256:1e254a00cdf42b1e4d5b3d68d33af63268d41340d8885df2ab6470f2e1500147", size = 12608406, upload-time = "2026-05-18T23:33:44.131Z" },
+    { url = "https://files.pythonhosted.org/packages/27/83/140f85a466595a16382996a1bf06b2b54bcd597488921b0c9daaeeda72af/numpy-2.4.6-cp311-cp311-win_arm64.whl", hash = "sha256:ed9749eef4cbd126da3dc1d6bcb3a57f5eb7ac6a6484146bdbf743f552dfc577", size = 10479528, upload-time = "2026-05-18T23:33:50.725Z" },
+    { url = "https://files.pythonhosted.org/packages/95/2a/3d7b5ac8aac24feaf9ad7ed58f45b0bbc06d37e4338ae84c9f2298b570f9/numpy-2.4.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:001fbb8e08d942dd57599e781f2472269ee7f2755fae407b4f67b2f0b17da3f1", size = 16689119, upload-time = "2026-05-18T23:33:54.065Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/12/92c4c131527599e8288d6918e888d88726f84d805d784b771f32408aeaef/numpy-2.4.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ebfb099f8dcf083deef3ac1ca4c1503f387cf76296fcb3816b66f5ecb5f54fdb", size = 14699246, upload-time = "2026-05-18T23:33:57.621Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/fe/c0a6b7b2ca128a8fb228575147073b660656734b8ebe4d76c8fd748dcc79/numpy-2.4.6-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:3213d622a0283a39a93d188f3cf72b26862df52fbb4ca3697f51705016523d41", size = 5204410, upload-time = "2026-05-18T23:34:00.302Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/d4/9770d14ba719432bb90a421bfd443872ed0f70f7264b64bec12ea363d5fd/numpy-2.4.6-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:357cc07a6d7b0b182ff02249616a03742827ebb1277546b5c7cd7f7620a45698", size = 6551240, upload-time = "2026-05-18T23:34:02.852Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/c6/50a46a6205feba2343f1d6d17438107c5dc491ed1c736e6ea68689fd906b/numpy-2.4.6-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5f9fb9157b4ce2971008323afe46053787b526ef624fea915b261468a8421a0f", size = 15671012, upload-time = "2026-05-18T23:34:05.485Z" },
+    { url = "https://files.pythonhosted.org/packages/99/60/14115e6364fa676c5397c2ad3004e527e9aa487abf5d0706ec81bbd08529/numpy-2.4.6-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:90f9849678c75fe7afa2d348ac842c168b0a4d3d61919687216dfc547976d853", size = 16645538, upload-time = "2026-05-18T23:34:09.265Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/c5/693cbe59e57db94d2231fa519ca3978dc9e19da5a8f088588f5c6e947ff2/numpy-2.4.6-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c1a2af6c6ef86344a6b0db6b97834208bf598db514f2b155042439b62605601a", size = 17020706, upload-time = "2026-05-18T23:34:13.053Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/fc/85b7c4eff9b4966ade25c2273cf7e7012e92366c032058653934b37de044/numpy-2.4.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e5805d5a22fd19c8ccff10a9561f9df94436b0545619ea579db2d3c35294bce2", size = 18368541, upload-time = "2026-05-18T23:34:17.024Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/81/e1b27545deedce7f4a0b348618c6b62d74e36a4dc9ccd42f3eb2f85eee32/numpy-2.4.6-cp312-cp312-win32.whl", hash = "sha256:e3eeb0aabd6bd5ce64faae67e9935203a6991b4bc2a485a767fbafb2c5125f45", size = 5962825, upload-time = "2026-05-18T23:34:20.3Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/ca/feab00bd44aa5fe1ad2c18f08b4d3bb92e26484b0b1d1443897809ed528c/numpy-2.4.6-cp312-cp312-win_amd64.whl", hash = "sha256:d8e8286dd7cea7895157318d1b91cdacac64c479f3cbc8dce548331728484751", size = 12321687, upload-time = "2026-05-18T23:34:23.095Z" },
+    { url = "https://files.pythonhosted.org/packages/63/cf/5a6d34850a39d1093558564f77ee8e8e0bee5061151b8f05a55711001ec7/numpy-2.4.6-cp312-cp312-win_arm64.whl", hash = "sha256:4081eb135ac24158bd51cdfbef16f1c64df7063b1143f24731387137c092bec8", size = 10221482, upload-time = "2026-05-18T23:34:25.876Z" },
+    { url = "https://files.pythonhosted.org/packages/fb/82/bdab26d7438c6791ca31b7c024ca37c1eab8b726ba236129005cd4a06e45/numpy-2.4.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:511dbaf848decaaaf4b4ca48032619fb3138710c4bf7da7617765edad1ef96b0", size = 16684648, upload-time = "2026-05-18T23:34:29.41Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/30/a80189bcc7f5e4258b3fbc3968d909d1756f54d023299ecc39ad6fdb9ef8/numpy-2.4.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:bf162abab1c1a736333192707cef898e735a5ca00f38f27eeedf44b39d9e85eb", size = 14693902, upload-time = "2026-05-18T23:34:33.013Z" },
+    { url = "https://files.pythonhosted.org/packages/97/12/70b5d0d7c15e1ebb8a6a84a8caa1d19e181d84fb58bb6d70aca29099dec1/numpy-2.4.6-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:043191bfa8eab18c776647b62723ac9dddece59743b13f49b2016094129c2b3f", size = 5198992, upload-time = "2026-05-18T23:34:36.132Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/8c/ebd2a8f8a83541f8d38cc5667e8c2b69cecfd30da6e45693e8158857d44b/numpy-2.4.6-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:6180d8b35af935aed8ece3a85e0a43f87393ae0ac87c8d2c8bd2c993f7270ef3", size = 6546944, upload-time = "2026-05-18T23:34:38.484Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/c5/7b863a97a91671a0338f4253bd3b5a3d3852f0692dae91711c9f4a10e787/numpy-2.4.6-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:72fbe16c6fac95aedf5937fa873445cec2110be35d8a4e9433d7501fd98dae6b", size = 15669392, upload-time = "2026-05-18T23:34:41.257Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/9d/3584b9984ca4c047aea75214ce1a4c4c73d849bd71b604264b7f5653f8a8/numpy-2.4.6-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a7830bab239b79cda9c08c2da014761cafb48da6150e1da17ac06283f43b6089", size = 16633220, upload-time = "2026-05-18T23:34:45.075Z" },
+    { url = "https://files.pythonhosted.org/packages/05/ae/7c67fba23bd98caec7c99261f3a16072ade14813486b0282cb29846de832/numpy-2.4.6-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:ef4aea96ce4d3b074422cb4f2f64e216bf9e213004bb58ecfdf50ea02ea8eb9a", size = 17020800, upload-time = "2026-05-18T23:34:49.065Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/5d/3b6725cb31d983c5e66916f5d36f6d7e5521129e4c4404d64f918292a5b6/numpy-2.4.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dfa20cc6ca228e6b155b11da03825975ce66aea520985dbbddf0f2a5a495c605", size = 18357600, upload-time = "2026-05-18T23:34:52.709Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/da/2ccc6c2fe8898dee01d90c75c5f5f914a23daf99e3e0f59516a08760c8b5/numpy-2.4.6-cp313-cp313-win32.whl", hash = "sha256:56b39e5e0622a09a25bf5baf62f4bcf0cb8a41ae6e2819cf49bbc5a74c083f91", size = 5961134, upload-time = "2026-05-18T23:34:55.618Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/cd/9cc4dc876fb065d5c220aae4d5e14826b2715331bb7618ce1fb07a679d99/numpy-2.4.6-cp313-cp313-win_amd64.whl", hash = "sha256:c4fc99836233ea196540b17ab0983aff60ed07941751930f5f4d05bc3b3b7359", size = 12318598, upload-time = "2026-05-18T23:34:58.928Z" },
+    { url = "https://files.pythonhosted.org/packages/39/1e/c0bcba1f8694116485fe28fd1be698c278fcda4141c5b0e53a2aed8b12a8/numpy-2.4.6-cp313-cp313-win_arm64.whl", hash = "sha256:a7c711e21628b52034bb5ab8d1bce291f752fcc5e92accc615778acee1ff4778", size = 10222272, upload-time = "2026-05-18T23:35:02.167Z" },
+    { url = "https://files.pythonhosted.org/packages/63/6d/cc5619247c8f4204e507f5883528372e4ac4bb189e579fb859a12e480b1f/numpy-2.4.6-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:112b06a867b235ef466ed3508ddf0238050df9c727cafb5301ac385b899189a1", size = 14821197, upload-time = "2026-05-18T23:35:05.468Z" },
+    { url = "https://files.pythonhosted.org/packages/00/58/f1c39161c87d9e9bed660f1ed4bafc0e403d5ec9650b6dd77aead07d489b/numpy-2.4.6-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:eaf7fa2de5c0be8ae6ff8e9bea2ccd725e980541244521d8d4b5f3354a27babe", size = 5326287, upload-time = "2026-05-18T23:35:08.693Z" },
+    { url = "https://files.pythonhosted.org/packages/af/57/3917ab0fd97f271a8694513581b8a36c655f111c446852c302f04ccdb6fc/numpy-2.4.6-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:7265a2f3d436e54ef9f2b52b5c937e6be778781bd97a590319d7348f1c1ca997", size = 6646763, upload-time = "2026-05-18T23:35:11.459Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/0f/037e64c494b67581ae18193d770adef354c41f3f2c8ebf865602d949bf8f/numpy-2.4.6-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:f74a575920ab21fe304421a3fc28793d82e299cae9eccb37084e9fc7f3617c20", size = 15728070, upload-time = "2026-05-18T23:35:14.79Z" },
+    { url = "https://files.pythonhosted.org/packages/21/a6/5d2bae9c9542eb4df16dc9c46dc79c186e9bad53805dfa5399a6023c6db0/numpy-2.4.6-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:ede83e07a75dd06bc501566c1eca2afc0d61677c1472ac9ad93fdee6e638a48d", size = 16681752, upload-time = "2026-05-18T23:35:18.836Z" },
+    { url = "https://files.pythonhosted.org/packages/92/14/23d1dfb410ae362cd59ce53e936b1513d545eb40db3949ced632e19a459e/numpy-2.4.6-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:68bb27509ac1b9a3443094260f6326150663b06abe40b73a2f81160623da5b67", size = 17086024, upload-time = "2026-05-18T23:35:22.52Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/6e/23595a2c642cdf3bc567877064bdd7f91c8b0038a4453cf2daf7248eafe9/numpy-2.4.6-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:a0df0043bdb289bde1f62da130d20df23d58b45429f752bc7a8fc5325a225ecd", size = 18403398, upload-time = "2026-05-18T23:35:26.398Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/90/0ac3bc947217e66dec77e7cbc6a1979d1af70b6461b82f620d3bccd5e4c8/numpy-2.4.6-cp313-cp313t-win32.whl", hash = "sha256:29a287e0cf63ff528da061de6b9f64a4618da591ca1046aafc54062e40ca7eab", size = 6084971, upload-time = "2026-05-18T23:35:29.387Z" },
+    { url = "https://files.pythonhosted.org/packages/77/71/5673e351671a1d2bd6063b91b44f70c0affea7d1516fa7a6572941ba4aa1/numpy-2.4.6-cp313-cp313t-win_amd64.whl", hash = "sha256:25c692919ac5a01f170a3bfcd62d745b24fd095c353d50812637d6fcab442e75", size = 12458532, upload-time = "2026-05-18T23:35:32.175Z" },
+    { url = "https://files.pythonhosted.org/packages/3f/88/19d3503c5046e688f049274b27a3ef3d771152fa80d3ba3d01a3dff61abe/numpy-2.4.6-cp313-cp313t-win_arm64.whl", hash = "sha256:1e978ec1e8bd0e0e4de6bb75de9d30cbb74db6b6a2bb727618613703ca0167dd", size = 10291881, upload-time = "2026-05-18T23:35:35.465Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/91/3ab2044d05fd16d343c5ac2e69b127f1b2854040dd20b193257c78028bd3/numpy-2.4.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:06ca2f61ec4385a07a6977c55ba998a4466c123642b4a32694d3128fce18c079", size = 16683458, upload-time = "2026-05-18T23:35:38.353Z" },
+    { url = "https://files.pythonhosted.org/packages/8e/62/764ce66fa4147ae6d73071a3abf804ffe606f174618697c571acdf26a7c9/numpy-2.4.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:38efbc8de75c7a0fc1ac190162d892787f3f47b57cc291231aafee36b80982b7", size = 14704559, upload-time = "2026-05-18T23:35:42.14Z" },
+    { url = "https://files.pythonhosted.org/packages/60/61/23f27c172f022e04025b7dc2367f4d63c1a398120607ec896228649a6f48/numpy-2.4.6-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:d581b735e177fdcdce6fed8e7e8880a3fb6ee4e3653a3ac6af01c6f4c03effc5", size = 5209716, upload-time = "2026-05-18T23:35:45.377Z" },
+    { url = "https://files.pythonhosted.org/packages/03/71/21cf70dc6ea3e3acb95fc53a265b2fc248b981f0194ceb5b475271b8809d/numpy-2.4.6-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:0a041d3d761dc3c35cc56ce0351506a02bcbc25f7b169f652435141a17db9096", size = 6543947, upload-time = "2026-05-18T23:35:47.926Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/91/64288395ee1799bd2e0b04a305dce9666da90c961e1f3fe982a05ee1c036/numpy-2.4.6-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40fdc1ae7125e518ea98e53e69a4ebc27e1fd50510c47b7ea130cf21e5e1d42b", size = 15685197, upload-time = "2026-05-18T23:35:50.863Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/eb/ebffaa97dc55502df69584a8f0dcf07f69a3e0b3e2323670a2722db9aa39/numpy-2.4.6-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a2c306dea656c12c68f51f4cea133cbe78ca7435eb28c735eac1d3ebe73be6e8", size = 16638245, upload-time = "2026-05-18T23:35:54.752Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/0b/54f9da33128d7e350fab89c7455902eeae70349ee52bddb448dc4a576f45/numpy-2.4.6-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:33111801a01c12a8a1e3721f0a9232f8cfc8ae2c6b7098167e6f623c6073f402", size = 17036587, upload-time = "2026-05-18T23:35:58.355Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/f0/fdebc1052db1cc37c64beb22072d67cd6d1c71adca1299f53dec2b5e20d3/numpy-2.4.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:ae506e6902902557576a26ff33eda8695e7ecb3cb36c3b573a0765dee114ebdb", size = 18363226, upload-time = "2026-05-18T23:36:02.845Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/b4/298628d98c72b57e57f7165ae6a481a1deaf6f3c28262a6e4c739c275930/numpy-2.4.6-cp314-cp314-win32.whl", hash = "sha256:aaf159caa35993cb1f56fb9b8e4610d35758e7ca005412eb1daa856a78c9c4b1", size = 6010196, upload-time = "2026-05-18T23:36:05.92Z" },
+    { url = "https://files.pythonhosted.org/packages/df/ac/46de6dda46478f7942f839e094970be2d4a861e005c4b3bf07c92e291a09/numpy-2.4.6-cp314-cp314-win_amd64.whl", hash = "sha256:b507f5c4c1d508876d1819b6bf9a49d365b96320b5d4993426b33a23ca4b8261", size = 12450334, upload-time = "2026-05-18T23:36:09.107Z" },
+    { url = "https://files.pythonhosted.org/packages/78/92/b8b798ac784102c0da830d2257d59358e3d3d90d1e2b3f2575dad976c5cf/numpy-2.4.6-cp314-cp314-win_arm64.whl", hash = "sha256:6f41ae150c4e32db4f3310cdaf64b1593a03dbabe29eec77fc9b50fe64061df6", size = 10495678, upload-time = "2026-05-18T23:36:12.766Z" },
+    { url = "https://files.pythonhosted.org/packages/30/34/ec28d1aa8115971537c01469ab2011ee96827930f0a124de1000cc2a7ed7/numpy-2.4.6-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:ece3d2cfe132e7d51f44a832b303895e6f2d499c5e74dfbdb06ee246147a304a", size = 14823672, upload-time = "2026-05-18T23:36:16.473Z" },
+    { url = "https://files.pythonhosted.org/packages/16/bd/f6d1fede4e54e8042a7ff97bb495510f3c220f94bcd9e8b228e87c92cc0d/numpy-2.4.6-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:e3e5193ef5a3dc73bceee50f7fdc2c90dbb76c42df8d8fae3d1067a583df579e", size = 5328731, upload-time = "2026-05-18T23:36:19.767Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/f0/e105b9e2fd728a9910103884decd6951d9dd73896b914a98d9a231de02ee/numpy-2.4.6-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:17f9ade344e7d9b464a084d69bcf18fc691cb1db67c62ed80820bf4926d78f0e", size = 6649805, upload-time = "2026-05-18T23:36:22.266Z" },
+    { url = "https://files.pythonhosted.org/packages/82/dd/1206a7ca6ab15e3f02069707ca96222e202af681bb73756da7527f3cb837/numpy-2.4.6-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9cd5ffd25db4e7ba6a375693b3fc0fc1791ec636c17db3720da19bde7180ec43", size = 15730496, upload-time = "2026-05-18T23:36:25.713Z" },
+    { url = "https://files.pythonhosted.org/packages/51/e7/38d3ea825dcab85a591734decb2f6c67caa7c8367d374df1a1c3842f9b07/numpy-2.4.6-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:7d92c3819208a60205a12a245c91ad70cb0a85336659b19b834205573ac8456e", size = 16679616, upload-time = "2026-05-18T23:36:29.652Z" },
+    { url = "https://files.pythonhosted.org/packages/93/b7/caabfdf53edf663e0b4eb74d7d405d83baef09eb5e83bcd32d601d72b93e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:e85b752a1e912b70eaad4fafbd4d1238007ab221de2009b9a2f5ae7461239895", size = 17085145, upload-time = "2026-05-18T23:36:33.449Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/45/68d7c33a6bcf3e5aa3bdbd57a367e6f615286dfd6482f97e8ffeb734306e/numpy-2.4.6-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:29cb7f67d10b479ff07c17d33e39f78c07f71c40ef30d63c153d340e96cd3fb4", size = 18403813, upload-time = "2026-05-18T23:36:37.369Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/50/0753655aa844c99cd9e018aacf76f130f1bd81d881bb74bc0aef5d73a8ba/numpy-2.4.6-cp314-cp314t-win32.whl", hash = "sha256:260a5d70215b61ab4fadf5c7baacd64821842975eea312125ed3c39a6391b063", size = 6156982, upload-time = "2026-05-18T23:36:40.817Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/d4/7c67becf668f973cb490cec3e98dfd799d866f9c989a54d355672cfa0db6/numpy-2.4.6-cp314-cp314t-win_amd64.whl", hash = "sha256:81a1cca95ed5bb92aa8b10dd2cdc9a0d3853a50fad926c28b5d7e8ea54389627", size = 12638908, upload-time = "2026-05-18T23:36:43.996Z" },
+    { url = "https://files.pythonhosted.org/packages/43/bb/e1c71a4295b1b1d1393d50dbb4f2a36283c6859d9d3892e84f00ec5a91d5/numpy-2.4.6-cp314-cp314t-win_arm64.whl", hash = "sha256:0c9136e14ed34a9e343a31c533d78a9813a69a3148332bce5e9821cb2f996e66", size = 10565867, upload-time = "2026-05-18T23:36:47.114Z" },
+    { url = "https://files.pythonhosted.org/packages/de/12/b422cc84439adc0d00de605bf4a308890ae5c26f2c71fbd73e5d08fbb0dd/numpy-2.4.6-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:55cced7c52e981362f708ad635198e97a752dfba412cc03c23bbf3bd8d5cd662", size = 16847511, upload-time = "2026-05-18T23:36:50.673Z" },
+    { url = "https://files.pythonhosted.org/packages/44/53/f481bef68011740f8849418d82db07230e825013f31f4eef5ba5b805316a/numpy-2.4.6-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d6da64deb6b8ed903e7560180a92f2d804ee1ba5eeb849ac2748b8c1aba1f6d7", size = 14889064, upload-time = "2026-05-18T23:36:53.879Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/57/42ed575c10ced8af951d426bc4e1f8aff16fd851db33f067036215a7f860/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:68a5124b13fa6cc2086764a20005d30bc0548146f7f5322f02fce212ca14317f", size = 5394157, upload-time = "2026-05-18T23:36:57.194Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/ef/f66cc724fcc36c1e364c67f51ae9146090b8b584f27d58b97fdae3edd737/numpy-2.4.6-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:948424b06129ce883307e8cff868c31396d8dc7630a59c61d70d98dbe70f222c", size = 6708728, upload-time = "2026-05-18T23:36:59.575Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/9c/c531f2293b91265d8b48e9b329f54fdd7ffae73cb4134ea10cca4237e9cc/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:5dbbdb29840ca3d91ee0fece42fc29278886d908280bfec0a5846c6f901a3eb0", size = 15798374, upload-time = "2026-05-18T23:37:02.674Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/b0/413077f6b1153ed3cba361401c6783bbad6114804a000cc22eb71c13e190/numpy-2.4.6-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ad03c0965fb3c692200e74d458ca28c1dbb4ce96f9a479a8aa041ad5fabca02", size = 16747286, upload-time = "2026-05-18T23:37:06.327Z" },
+    { url = "https://files.pythonhosted.org/packages/15/ce/e5ec180bc41812edcd8daeb8639d205622c0e8c02259d8ab25a0201b3c2a/numpy-2.4.6-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:2803abfebfc990042cd494d8ce2d5f82e9d847af6d35ec486923aa19dbad5e73", size = 12504263, upload-time = "2026-05-18T23:37:09.715Z" },
+]
+
+[[package]]
+name = "numpy"
+version = "2.5.1"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/22/fd/89965aa4ac08c74998539fcbf24fa3540f3e15237fbeb6bcf9c908f4aade/numpy-2.5.1.tar.gz", hash = "sha256:a48a113e6afea91f5608793bafa7ef2ad481fefbda87ec5069f483de61cb9fa3", size = 20755553, upload-time = "2026-07-04T17:08:00.933Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/62/7b/14687aa674250e5e546f616f486b0d56d3631cd5b2415739141ce40bdcea/numpy-2.5.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:2c889b56fe48b1018f764b0eec8df59ab654e9148aa91faa12596043500de277", size = 16801574, upload-time = "2026-07-04T17:06:12.423Z" },
+    { url = "https://files.pythonhosted.org/packages/e1/19/cc5bb2a3f2913d27d6dbb2c78d25921fabaedc6741d4a5a615a11f3c5bf3/numpy-2.5.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ab451b59c5643c570974c43aef780703ef1d3b4965d2be07afd530615a9358d1", size = 11772250, upload-time = "2026-07-04T17:06:15.726Z" },
+    { url = "https://files.pythonhosted.org/packages/42/77/fdf34a71dd30f54979b18603bee915e0aaf825b07afe79acd60b04b691e2/numpy-2.5.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:78798bd5b9ad744056af8efa90e3b9ddaa53272a0848a483084a1cc0a13b2dc0", size = 5331516, upload-time = "2026-07-04T17:06:17.913Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/e2/eb7efa015b4cce41e2517bf182a7fce0d7d5b9d9ed76a29bfa0f4fe4505c/numpy-2.5.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:2ae0ca40bcb22d6ba59c1dfd5446f49940b0f2d821fde133f10dda11f816b84e", size = 6664863, upload-time = "2026-07-04T17:06:20.02Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/4b/a2b32dd94ee9ffbeecb28152240042a3949db33b1c834d44090b80e1b3b8/numpy-2.5.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:61ac47e772e6b8ea489e1d2f441a34c5c3ac17327e7ce294cbdf535795ad4e75", size = 15167977, upload-time = "2026-07-04T17:06:21.621Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/a9/6e73d68500f80773f65f0654ea932019d6694329a0eb0ed0533de38df376/numpy-2.5.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:59fda5e192b570217ec2580c96f00e9a7e12ef6866a900eb089b62c1a32545ca", size = 16672469, upload-time = "2026-07-04T17:06:24.064Z" },
+    { url = "https://files.pythonhosted.org/packages/24/7d/ad3e59015135f5261c95fd4cafeff159c955febd83a99a1d9250c4233815/numpy-2.5.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:f7119ebff1a9829e9f431a4f9d28e703023bb6b9fe7c8f724467dbfc27c94ab3", size = 16527531, upload-time = "2026-07-04T17:06:26.69Z" },
+    { url = "https://files.pythonhosted.org/packages/83/d0/a39b2fbcde9cb17a1dac678f254b33a6336298af9df338824c685425d5e8/numpy-2.5.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:e824c2acf8862052246be5a44c15da1777940c60d010dd2aab897824d9c430f9", size = 18431940, upload-time = "2026-07-04T17:06:29.521Z" },
+    { url = "https://files.pythonhosted.org/packages/04/12/cff070947791c1ed425ff76413189adbdc2fbe215eba7ce7fa454a03c7f8/numpy-2.5.1-cp312-cp312-win32.whl", hash = "sha256:08d60c810432eb83360958dea0999ac4cfb94531ea8efcbf0b7f277c2068aeb2", size = 6066764, upload-time = "2026-07-04T17:06:32.571Z" },
+    { url = "https://files.pythonhosted.org/packages/65/66/53f31807a48a750f9d748da273bc3fcedd12b27ff1f3e373bfec55ef2dc0/numpy-2.5.1-cp312-cp312-win_amd64.whl", hash = "sha256:f7d60026c0bdb1380e83bfa7a0419c4577ee4b9a08880afcb6dadeb74c649fa2", size = 12430966, upload-time = "2026-07-04T17:06:34.926Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/2a/d1a88066b1c14186f5d3c0d18c94f17b064511982bab0578d49ee9d43c29/numpy-2.5.1-cp312-cp312-win_arm64.whl", hash = "sha256:17a25e09640602e10bc8de0e6fa2b3fd68eedd84ba6d7842dc8f32f9ab87bd0b", size = 10350488, upload-time = "2026-07-04T17:06:37.785Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/07/ec2a3f0c91761581d4b7104a740791800025983f9a4dc4e73f91a99aeac4/numpy-2.5.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:0bfebd8695f9863592fe744be833a258120b14a9f39da255e8aa8fade2c0ddd1", size = 16796419, upload-time = "2026-07-04T17:06:40.37Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/ab/ddb499fc4f8780354395face5b65c7fd107bcd6e1d667a5f07d046956f6f/numpy-2.5.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:30b44a6b53a7ae63c54c089a8726e5563ed302716c5b7ccc85afade40b0e7ff6", size = 11765832, upload-time = "2026-07-04T17:06:42.768Z" },
+    { url = "https://files.pythonhosted.org/packages/88/b3/3c28c558a09fc72100c646dac6d2fce8e834c471b0edca01a29996706117/numpy-2.5.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:6165343f81b56ef8f514f396989e529b61d9dc709b99421b07e9f3e698e2287d", size = 5325143, upload-time = "2026-07-04T17:06:45.466Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/0e/ce19b985bb15c596f4f05954e76cccc77c845083b3b8f938a6c68e523128/numpy-2.5.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4939237038ada79308dda3204ac6462df056b5672b2e25db1149cf873668b3e1", size = 6659749, upload-time = "2026-07-04T17:06:47.288Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/20/1ee6614d64332a1bba6411f38e68cb79eec1b2459e20a623777c5c5492a2/numpy-2.5.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1c6759f538fb912fc46de0a6b1758ccf7b57bc7c7ebebc23974fdac3de8db0cd", size = 15164716, upload-time = "2026-07-04T17:06:49.494Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/a7/2bcd3fdbb87804755c35b729bf8709d62025c5f4cfd7d5b2415997097515/numpy-2.5.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9726558e8db4a5bf7929a70ae50f63abda4daf0efe810e3bfbab95976f75fc1a", size = 16661440, upload-time = "2026-07-04T17:06:52.061Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/d7/a41e3310c886fe457d36e670bbf24fae411aca8a7b6ad92a32afd924077c/numpy-2.5.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:3935f3b419b244a02732676fa5317a9193cc596a4c0646db07e5b421229ac9f7", size = 16526305, upload-time = "2026-07-04T17:06:54.605Z" },
+    { url = "https://files.pythonhosted.org/packages/53/75/4333a9a707c1edd3a4e1a0c58eca52c0f31e55089fa80db02b5565b24df7/numpy-2.5.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dc932a65ded7ce9013d120845a2514dcccb1a67bfc8deb8d37633762951904a6", size = 18423008, upload-time = "2026-07-04T17:06:57.54Z" },
+    { url = "https://files.pythonhosted.org/packages/ee/90/e314a32b1c11a2ffe818ddad3a57b50b4b6e1b6c487192eb50cdef0415d0/numpy-2.5.1-cp313-cp313-win32.whl", hash = "sha256:4b4ff1608417eb7a59da7b967bbb798cacfe071d2caf526a24281cd562072ed9", size = 6063885, upload-time = "2026-07-04T17:07:00.14Z" },
+    { url = "https://files.pythonhosted.org/packages/10/70/800b3fca480af32df9e8ea9f3d4a0c8feb4b32d7f195d174eabbda4829ad/numpy-2.5.1-cp313-cp313-win_amd64.whl", hash = "sha256:6c3fe51bc6a16453d452997053454f309e8e0ed7b42d6b361ce4ac8c32913d74", size = 12425674, upload-time = "2026-07-04T17:07:02.387Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/0b/196350c122f50f6ca56846f2d71efd5e0d24b7b2e07355e019b2e2c7a11e/numpy-2.5.1-cp313-cp313-win_arm64.whl", hash = "sha256:f7feb014281029e628ba2d5a007407443b06e418b6fe451d1e2adcbc8eba0107", size = 10350256, upload-time = "2026-07-04T17:07:04.878Z" },
+    { url = "https://files.pythonhosted.org/packages/db/f4/731b6085a83faf6ca843394cbd5e217280c214399f7e8b21b9f552af0ae2/numpy-2.5.1-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:7c786fe9a5bbe360022e584c5a34cf6b54265c71bd7ec8ac3d8fec38968071f8", size = 16795063, upload-time = "2026-07-04T17:07:07.374Z" },
+    { url = "https://files.pythonhosted.org/packages/bf/64/0e215f2048dd11a55bb989ed41b3585ef57452404e638d703a211a3e4157/numpy-2.5.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:32985c896d897419ef8da6917872d80b78ad0ea26d85b23245c7366ffde76d75", size = 11776652, upload-time = "2026-07-04T17:07:09.907Z" },
+    { url = "https://files.pythonhosted.org/packages/b5/59/2b844c7a6e9deff69b404a66221e1542937734f65d5e6e39411876053862/numpy-2.5.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:efd736408cc97c79b9e6917338dfc8f06013b2274f992e96b1d9a81a71e2a2c2", size = 5335944, upload-time = "2026-07-04T17:07:12.227Z" },
+    { url = "https://files.pythonhosted.org/packages/86/51/9bf7cb2cabcebc9e017e4ec7e6322b378317a542c08b4cb68479c1efc716/numpy-2.5.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:ab84dc6b074fa881cae55bea94cc4f68e285181ba7f32497bf7dee6b1496165b", size = 6656266, upload-time = "2026-07-04T17:07:14.368Z" },
+    { url = "https://files.pythonhosted.org/packages/83/3e/fb7615b211b82a32f44d5180a6d421b61f84d4fadd578b48ba4ac34e189f/numpy-2.5.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:caf3e317d33d60c37986b452613f4ab51246d0691350c03d0cb4a898627f4a95", size = 15179720, upload-time = "2026-07-04T17:07:16.272Z" },
+    { url = "https://files.pythonhosted.org/packages/41/5f/0f992cb24560673496c5d68de61913b57166ce530ffda07c1f280e0cc464/numpy-2.5.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:54ad769f17bc2d833b620851989f62054fb9ab93c969d9e1dc3c8e3d56beea21", size = 16664835, upload-time = "2026-07-04T17:07:19.021Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/2f/97d6475ee91afe2587797d09446f9d3e475ad4cb681662d824809327b75a/numpy-2.5.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:c12afb53450fa976d4c681c50a7423729a4c51c0465ed9f32b8a9cabbc472373", size = 16539135, upload-time = "2026-07-04T17:07:22.015Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/5b/4db81e4ba0be7e2776b1de68c82aa862c7f8ec27e1b4927d4ae075e20678/numpy-2.5.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:e8c11c405efc5ff6816d5983c96cdfa215bab3428961243af3ff59b228490438", size = 18426684, upload-time = "2026-07-04T17:07:24.941Z" },
+    { url = "https://files.pythonhosted.org/packages/1f/64/c0ba2d90724d450279a7df8f32057241070250a26a7e2b5337d77347f481/numpy-2.5.1-cp314-cp314-win32.whl", hash = "sha256:f2479a47f8d5932d1718168a681ad6e536a9df484c83cfcf9de365e164537ace", size = 6116103, upload-time = "2026-07-04T17:07:27.622Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/1a/837f9ed7405adcd7a40538792eb169eddd8fa5630c16a1ef49dae71a30f4/numpy-2.5.1-cp314-cp314-win_amd64.whl", hash = "sha256:24d0eb82c0541d3415a33425db64ae439dffccd7b4dbcb30e7c35120205c506a", size = 12562177, upload-time = "2026-07-04T17:07:29.887Z" },
+    { url = "https://files.pythonhosted.org/packages/22/ed/49707938b6dd0a78a9178dd93227dc89e4c11af47f5c798d70366e8d0483/numpy-2.5.1-cp314-cp314-win_arm64.whl", hash = "sha256:5a4c988b38d261deeeaad9954e3deb091ad905c94e8bb6708654ef1d97f286b0", size = 10627739, upload-time = "2026-07-04T17:07:32.568Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/c7/bb4b882cfe7f299cbc8b66e42e7dd78cf9d14e40f9469fc5e3db7e15b3bd/numpy-2.5.1-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:a33276be12fa045805f477f22482088b66bb758ffbe89a9d21457de863a32e22", size = 11894709, upload-time = "2026-07-04T17:07:34.941Z" },
+    { url = "https://files.pythonhosted.org/packages/40/3f/5af7f4a7f6224aef48017aa82bb6174c7a659d724be0c75017b7e64a55b4/numpy-2.5.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:f089d7b00756190aacf1f5d34bdf38c3c430ac82b4f868f8cede73380460fce7", size = 5453810, upload-time = "2026-07-04T17:07:37.495Z" },
+    { url = "https://files.pythonhosted.org/packages/20/c9/3474309bc94d634d3f9c3eddf03250ecb8c22cd948ef16fef69a77cc5d7b/numpy-2.5.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:09e9bfd8d2cf479c7d174804fb3811c53a8e9f20a37444008606b57d6b7a826d", size = 6761189, upload-time = "2026-07-04T17:07:39.563Z" },
+    { url = "https://files.pythonhosted.org/packages/90/8a/558ae39fdd55d7e7f7fef9a84a6e964ac6b23edbd2a07e52bb084500507d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e68d8dd1e7eba712948f2053a29ec86917bc70ba1358df869d9f06649ef9cf09", size = 15225039, upload-time = "2026-07-04T17:07:41.682Z" },
+    { url = "https://files.pythonhosted.org/packages/63/27/ca7392b2d030277bdf0273e7d23255b3ee57d57a7c170a6f4fb3981e1e5d/numpy-2.5.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:99d5095fa265a0c4152e7bb12759e14381ef5496152f1ce58f44bdf55c44beb4", size = 16701306, upload-time = "2026-07-04T17:07:44.611Z" },
+    { url = "https://files.pythonhosted.org/packages/02/42/03d53ae7996c44d4374a8262e9dc41671fd56cbb98f7d47ef85cf5da4c6b/numpy-2.5.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:ab87a91b3cc3382b8956095bd8f95e00cf679bb81554339be1a2ba404a1473c1", size = 16589955, upload-time = "2026-07-04T17:07:47.694Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/15/6c1784ae469640e65db111e9a34b3d0f14d91e8a38b9ce34810ced370dbb/numpy-2.5.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:224ca51130ef7da85bea2191625181cb4f337f9cb64b471f10c1a12aa8b60077", size = 18464252, upload-time = "2026-07-04T17:07:50.684Z" },
+    { url = "https://files.pythonhosted.org/packages/94/a8/f98e50356cf167df656c526c2dfeec2d7dde182f2a3da4b458a5938e2776/numpy-2.5.1-cp314-cp314t-win32.whl", hash = "sha256:6eab239876581b2b3c5a242281b6007bbdbcd1c7085d7709bb57c5929b11e6bf", size = 6263298, upload-time = "2026-07-04T17:07:53.445Z" },
+    { url = "https://files.pythonhosted.org/packages/72/ac/96ae880cdecad0b3275d9359fcec72667b49a4863c9f12942e43679dda02/numpy-2.5.1-cp314-cp314t-win_amd64.whl", hash = "sha256:83ce9c80d5b521b0d77ddcbe5447c218d247929b6cc056ca5351342accfff0af", size = 12748623, upload-time = "2026-07-04T17:07:55.384Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/5a/4d2b1601df3602dba7a14f3348ba9bfe94a18adb428e693df6154c293831/numpy-2.5.1-cp314-cp314t-win_arm64.whl", hash = "sha256:5a6db61f9aaa57e369905c67d852045d3c4f7126405b29d09b19dec118e9c9cb", size = 10697674, upload-time = "2026-07-04T17:07:58.506Z" },
+]
+
 [[package]]
 name = "openapi-schema-validator"
 version = "0.6.3"
@@ -702,6 +957,67 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b7/b9/c538f279a4e237a006a2c98387d081e9eb060d203d8ed34467cc0f0b9b53/packaging-26.0-py3-none-any.whl", hash = "sha256:b36f1fef9334a5588b4166f8bcd26a14e521f2b55e6b9de3aaa80d3ff7a37529", size = 74366, upload-time = "2026-01-21T20:50:37.788Z" },
 ]
 
+[[package]]
+name = "pandas"
+version = "3.0.3"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "python-dateutil" },
+    { name = "tzdata", marker = "sys_platform == 'emscripten' or sys_platform == 'win32'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f8/87/4341c6252d1c47b08768c3d25ac487362bf403f0313ddae4a2a26c9b1b4c/pandas-3.0.3.tar.gz", hash = "sha256:696a4a00a2a2a35d4e5deb3fc946641b96c944f02230e4f76137fe35d806c4fc", size = 4651414, upload-time = "2026-05-11T18:54:29.21Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/42/16/b5c76b838fd9bf6ce84d3a53346b8874ec05c5f0040d75ef2c320100cd2a/pandas-3.0.3-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:455f6f8139d4282188f526868dbc3c828470e88a3d9d59a891bd46a455f21b98", size = 10338495, upload-time = "2026-05-11T18:52:11.558Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/b0/a4ffc4ae74d2d822200dcc46898987d8eb6032d1e2b219cae39da6f5cbcc/pandas-3.0.3-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:4e15135e2ee5df1063313e2425ceef8ac0f4ae775893815b0923651b806a5639", size = 9938250, upload-time = "2026-05-11T18:52:17.005Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/b2/3323601a52caee42c019e370090ca4544b241437240ca04f786cce82b0cf/pandas-3.0.3-cp311-cp311-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:05f1f1752b8533ea03f7f39a9c15b1a058d067bb48f4748948e7a8691e0510f2", size = 10770558, upload-time = "2026-05-11T18:52:19.865Z" },
+    { url = "https://files.pythonhosted.org/packages/32/f1/bbecd2f867b97abebe0f9b53d750f862251b40337e061b36676ded3d920f/pandas-3.0.3-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8a1e45c80cceb3b4a21bc5939d52e8cbd8d9b7305309219d59e9754d9ce09e27", size = 11274611, upload-time = "2026-05-11T18:52:22.622Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/4f/eafabf2d5fae5adf143b4d18d3706c5efdc368a7c4eb1ee8a3eddabbd0f6/pandas-3.0.3-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:14da8316da4d0c5a77618425996bfb1248ca87fc2c1486e6fde4652bd18b5824", size = 11784670, upload-time = "2026-05-11T18:52:25.4Z" },
+    { url = "https://files.pythonhosted.org/packages/49/44/1eb20389301b57b19cc099a1c2f662501f72f08a65f912d05822613c1532/pandas-3.0.3-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:a55066a0505dae0ba2b50a46637db34b46f9094c65c5d4800794ef6335010938", size = 12353708, upload-time = "2026-05-11T18:52:28.139Z" },
+    { url = "https://files.pythonhosted.org/packages/eb/62/c321f13b5ba1819fc8dca456c7fce578da2dcfecff1abbf0eaddf8406c0f/pandas-3.0.3-cp311-cp311-win_amd64.whl", hash = "sha256:6674ab18ad8c57802867264b00e15e7bb904700cdd9046e3b2fa1fce237439ea", size = 9907609, upload-time = "2026-05-11T18:52:30.982Z" },
+    { url = "https://files.pythonhosted.org/packages/53/85/1b7f563ebc6357c27233a02a96b589bcce1fa9c6eb89fb4f0e56421d277e/pandas-3.0.3-cp311-cp311-win_arm64.whl", hash = "sha256:5cc09a68b3120e0f54870dede8287a7bb1fa463907e4fcec1ea77cab6179bf7a", size = 9165596, upload-time = "2026-05-11T18:52:33.334Z" },
+    { url = "https://files.pythonhosted.org/packages/24/f1/392f8c5bfc16f66a0d2d41561c01627c228fe7ed2a0d056ef11315042570/pandas-3.0.3-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:fed2ff7fd9779120e388e285fc029bd5cf9490cdd2e4166a9ee22c0e49a9ab09", size = 10357846, upload-time = "2026-05-11T18:52:36.143Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/3d/b16412745651e855f357e5e66930248688378853a6e2698a214e331fba1f/pandas-3.0.3-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:b168fc218fd80a6cbdbdbc1a97ddc7889ed057d7eb45f50d866ceab5f39904c4", size = 9899550, upload-time = "2026-05-11T18:52:38.976Z" },
+    { url = "https://files.pythonhosted.org/packages/31/a8/fa2535168fffcedf67f4f6de28d2dd903a747ca7c8ea6989451aaeb3a92f/pandas-3.0.3-cp312-cp312-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0383c72c75cdcca61a9e116e611143902dbfd08bff356829c2f6d1cf40a9ca8c", size = 10412965, upload-time = "2026-05-11T18:52:41.915Z" },
+    { url = "https://files.pythonhosted.org/packages/65/b6/09b01cdbc15224e2850365192d17b7bdebb8bdbd8780ed221fcdf0d9a515/pandas-3.0.3-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:6dc0b3fd2169c9157deed50b4d519553a3655c8c6a96027136d654592be973a9", size = 10894600, upload-time = "2026-05-11T18:52:45.02Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/a4/2eb28f2fccb4ced4a2c79ab2a5dee9ade1ebf44922ebad6fea158c9f95d4/pandas-3.0.3-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:7e65d5407dc0b394f509699650e4a2ec01c0514f21850f453fa60f3be79a5dbf", size = 11422824, upload-time = "2026-05-11T18:52:48.058Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/45/830bb57f533a4604b355e07edcb8ea18cf88b5f94e5fca92f27052d7c597/pandas-3.0.3-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:f8894dc474d648fe7b6ff0ca9b0bd73950d19952bc1a6534540762c5d79d305c", size = 11950889, upload-time = "2026-05-11T18:52:50.905Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/c5/fc1b368f303087d20e8c9bf3d6ceb186263cfac0ade735cd938538bea839/pandas-3.0.3-cp312-cp312-win_amd64.whl", hash = "sha256:c7be265b62cef88e253a941e4698604973736dcfe242fdb5198f0f7bc473cdcc", size = 9755463, upload-time = "2026-05-11T18:52:53.386Z" },
+    { url = "https://files.pythonhosted.org/packages/86/bd/fda8f9705b1b09c6ebe14bfc0fa0e4ec8584d54ea673628f157ff55131af/pandas-3.0.3-cp312-cp312-win_arm64.whl", hash = "sha256:557409bc4178e70ee8d9ddb494798e51ebf6ea59330f6be22c51bab2a7db6c49", size = 9066158, upload-time = "2026-05-11T18:52:56.038Z" },
+    { url = "https://files.pythonhosted.org/packages/c5/90/62d8302883c44308c477e222c3daf7c813a34c8e96985882fbd53d964352/pandas-3.0.3-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:67b3b64c11910cfa29f4e94a14d3bff9ee693b6fc76055e7cad549cee0aec5fa", size = 10331071, upload-time = "2026-05-11T18:52:58.838Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/ae/6a6493c783a101f165e4356953ba3c74d6f77f0042fa7d753da9dfbb640c/pandas-3.0.3-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:39436b377d56d2a2e52d0395bdbee171f01068e99af5250509aceeb929f765c7", size = 9875690, upload-time = "2026-05-11T18:53:01.431Z" },
+    { url = "https://files.pythonhosted.org/packages/62/7c/5df8e9f56c69a2769fbe9382a5ef8f2658c007e376434e1e2cbb57ad895f/pandas-3.0.3-cp313-cp313-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d4be06d68f9ddcfc645b87534911da79a8fbffc7573c80e0edcf42a5020624d8", size = 10381634, upload-time = "2026-05-11T18:53:04.393Z" },
+    { url = "https://files.pythonhosted.org/packages/99/68/1237369725aa617bb358263d535803e3053fdbc593513ec5ed9c9896b5b6/pandas-3.0.3-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a4eeb6830daf35a71cc09649bd823e2b542dac246cdee9614c6e4bd65028cd6a", size = 10891243, upload-time = "2026-05-11T18:53:07.643Z" },
+    { url = "https://files.pythonhosted.org/packages/25/93/77d108e8af7222b4a503ebde0e30215b1c2e4f8e53a526431890f22d5586/pandas-3.0.3-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:1928e07221f82db493cd4af1e23c1bfca524a19a4699887975bff68f49a72bfb", size = 11388659, upload-time = "2026-05-11T18:53:10.634Z" },
+    { url = "https://files.pythonhosted.org/packages/d0/bd/eff5b4399f332ac386c853f6cd2bd3fa2ca0061b9f36ecd9c4d7c4265649/pandas-3.0.3-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:51b1fe551acb77dac643c6fda86084d8d446c10fe64b06a9cc29c4cc8540e7f2", size = 11942880, upload-time = "2026-05-11T18:53:13.536Z" },
+    { url = "https://files.pythonhosted.org/packages/2c/20/559ace4200982c3887d0b86bfd0d856a2143ef8ddab63cc07934951a964c/pandas-3.0.3-cp313-cp313-win_amd64.whl", hash = "sha256:a82d532a3351d435432cd913edbccaf8b8e01d4dd0e5ced5a8d2e8ecd94c7e44", size = 9757091, upload-time = "2026-05-11T18:53:16.306Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/66/69055a09fe200f29f922a3eeec4804611900b95f52d932ece3393c3c0c19/pandas-3.0.3-cp313-cp313-win_arm64.whl", hash = "sha256:275c14e0fce14a2ec20eee474aecd305478ea3c1e6f6a9d8fe219a165542717e", size = 9057282, upload-time = "2026-05-11T18:53:18.768Z" },
+    { url = "https://files.pythonhosted.org/packages/57/0e/efe801b0e6811e8e650cd21b7f2608e30f08a7067e2bf6e8752b0d56ee3c/pandas-3.0.3-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:46997386d528eb40376ecd6b033cf4a8a1e5282580f68f43de875b78cba2199d", size = 10767016, upload-time = "2026-05-11T18:53:21.227Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/dc/eb55135a1d5f0f0519f28da1f609a206d2cad1f9c35c32d51e38dd7261ae/pandas-3.0.3-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:261e308dfb22448384b7580cf719d2f998fe2966c92893c3e77d14008af1f066", size = 10420210, upload-time = "2026-05-11T18:53:23.982Z" },
+    { url = "https://files.pythonhosted.org/packages/c6/3e/b1d5d955ce33ffecb407465a60bc32769d74fcf68224b7ae67ae11d4dea4/pandas-3.0.3-cp313-cp313t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:dd1a5d1def6a46002e964510bdc67c368aa0951df5d1d9f8365336f5a1f490cd", size = 10336126, upload-time = "2026-05-11T18:53:26.731Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/76/a01261711ab60a22d71b862f0de20e4c504bf80457270ad8cb42110f6abc/pandas-3.0.3-cp313-cp313t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:d72828c20c6d6e83e1e22a6a3b47b326b71664112fa9705dcbccfd7a39b62085", size = 10728051, upload-time = "2026-05-11T18:53:29.125Z" },
+    { url = "https://files.pythonhosted.org/packages/e9/21/ea191195e587b18cf682e97f433f81b2d0fbe341380e80a3e0d6e4403c8e/pandas-3.0.3-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:d26cbe1fcfc12e8fd900e2454163e466b2d3af84f7c75481df7683ffc073d870", size = 11350796, upload-time = "2026-05-11T18:53:32.056Z" },
+    { url = "https://files.pythonhosted.org/packages/64/69/f0eaaf54939f0e8c6768fd06be9af2cef9b36048b96dfb9e1b2c685a807e/pandas-3.0.3-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:3e91cec1879ada0624fc3dc9953c5cbd60208e59c0db28f540c5d6d47502422f", size = 11799741, upload-time = "2026-05-11T18:53:34.985Z" },
+    { url = "https://files.pythonhosted.org/packages/45/a4/865e0e510cae5fc2194de4db28be638952de942571ba9125934fd9c01d47/pandas-3.0.3-cp313-cp313t-win_amd64.whl", hash = "sha256:08d789b41f87e0905880e293cedf6197ce71fe67cc081358b1e148a491b9bd13", size = 10499958, upload-time = "2026-05-11T18:53:37.857Z" },
+    { url = "https://files.pythonhosted.org/packages/86/54/effdcc3c0ff7a08037889200e148ebe94c16c4f653be078c7b3675955df1/pandas-3.0.3-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:3650109c0f22879df8bd6179ab9ee3d7f1d1d4e7e0094a3f0032d9f51e2e64ac", size = 10336065, upload-time = "2026-05-11T18:53:41.099Z" },
+    { url = "https://files.pythonhosted.org/packages/68/10/bf2d6738d72748b961a3751ab89522d58c54efc36a8e1a12161216cd45cf/pandas-3.0.3-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:bab900348131a7db1f69a7309ef141fd5680f1487094193bcbbb61791573bf8f", size = 9926101, upload-time = "2026-05-11T18:53:43.515Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/e9/e35cf11c8a136e757b956f5f0efdcaa50aecde85ea055f1898dfc68262f3/pandas-3.0.3-cp314-cp314-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:ba7e08b9ac1d54569cd1e256e3668975ed624d6826f7b68df0342b012007bddb", size = 10457553, upload-time = "2026-05-11T18:53:46.394Z" },
+    { url = "https://files.pythonhosted.org/packages/58/3b/1cdec6772bdbaf7b25dab360c59f03cadf05492dd724c6540af905389b07/pandas-3.0.3-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:9d71c63ae4ebdbf70209742096f1fc46a83a0613c99d4b23766cced9ff8cd62a", size = 10914065, upload-time = "2026-05-11T18:53:49.134Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/c2/1ef644445fcd72e3627bceec77e3560636f87ddce4ed841afe76b83b5bf9/pandas-3.0.3-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:e3a2ec42c98ffa2565a67e08e218d06d72576d758d90facb7c00805194d8f360", size = 11459188, upload-time = "2026-05-11T18:53:52.527Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/49/4d8d4f42cbc9c4adc7a1870f269c02cbd6cd40d059622c06fb298addcbad/pandas-3.0.3-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:335f62418ed562cfc3c49e9e196375c28b729dcef8543abf4f9438e381bf3c76", size = 11982966, upload-time = "2026-05-11T18:53:55.043Z" },
+    { url = "https://files.pythonhosted.org/packages/38/55/792619469bab9882d8bbd5865d45a72f6478762d04a9af4bf0d08c503e95/pandas-3.0.3-cp314-cp314-win_amd64.whl", hash = "sha256:3c20a521bbb85902f79f7270c80a59e1b5452d96d170c034f207181870f97ac5", size = 9876755, upload-time = "2026-05-11T18:53:58.067Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/af/33c469653b0ba03b50c3a98192d4c07f0c75c66b263ceb097fce0ee97d31/pandas-3.0.3-cp314-cp314-win_arm64.whl", hash = "sha256:a2d2dff8a04f3917b55ab3910c32990f8ddf7eceba114947838cefa976a68977", size = 9198658, upload-time = "2026-05-11T18:54:00.733Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/fa/b8c257bd76b8bd060c3a9151c1fca05e9b9c5e3af5d0f549c0356f6d143d/pandas-3.0.3-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:0d589105b3c14645af1738ff279b2995102d8f7a03b0a66dc8d95550eb513e04", size = 10787242, upload-time = "2026-05-11T18:54:03.564Z" },
+    { url = "https://files.pythonhosted.org/packages/54/eb/f19206ffb0bf1919002969aa448b4702c6594845156a6f8050674855aac3/pandas-3.0.3-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:13fc1e853d9e04743d11ba75a985ccbc2a317fe07d8af61e445a6fd24dacd6a6", size = 10436369, upload-time = "2026-05-11T18:54:06.311Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/24/c7c39fb4fe22b71a0c2d78bf0c585c600092d85f94f086d2b3b2f6ca27e2/pandas-3.0.3-cp314-cp314t-manylinux_2_24_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:819959dab7bbd0049c15623fbac4e29a191b9528160a61fb1032242d8ced2d9c", size = 10358306, upload-time = "2026-05-11T18:54:09.085Z" },
+    { url = "https://files.pythonhosted.org/packages/16/ec/dd2a9eb7fa1204df88c0864164e35b228ac581062ac612ba0a67fd812e4c/pandas-3.0.3-cp314-cp314t-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:60ae316d3fd75d1858d450d0db0103ea2be3e7d4a95ec2f064f7e2ae63f7b028", size = 10758394, upload-time = "2026-05-11T18:54:11.956Z" },
+    { url = "https://files.pythonhosted.org/packages/95/6e/00c61ea8e85b4f6d8d35e11852a1a4998fc7fafc91c6a602d1cc9c972d64/pandas-3.0.3-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:bd3a518890b400d32f9023722dc9a9a5c969f00b415419a3c06c043f09bb5d7d", size = 11375717, upload-time = "2026-05-11T18:54:14.539Z" },
+    { url = "https://files.pythonhosted.org/packages/31/89/8fc1c268969fac43688d65fd92e67df24bd128d53cb4d2eee534cd307399/pandas-3.0.3-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9c39be2d709d01fa972a0cabc522389fceca4f3969332ba25a7d6c5802cf976a", size = 11828897, upload-time = "2026-05-11T18:54:17.146Z" },
+    { url = "https://files.pythonhosted.org/packages/56/3b/e7d20dea247a3e6dc0bd8a6953854afbedc03951def4e7371e05e7263e25/pandas-3.0.3-cp314-cp314t-win_amd64.whl", hash = "sha256:4db8c527972a821cf5286b40ccc57642a39bc62e62022b42f99f8a67fca8c3a1", size = 10900855, upload-time = "2026-05-11T18:54:19.72Z" },
+    { url = "https://files.pythonhosted.org/packages/0f/54/68a0978d1ef8502b8492099beaa6e7a0c1b32e3b5d4f677f5810cb08711c/pandas-3.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:b2c95f8bfc1ee412bf482605d7bfd30c12d1d26bd59fdd91efeef1d4718decb1", size = 9466464, upload-time = "2026-05-11T18:54:22.754Z" },
+]
+
 [[package]]
 name = "pathable"
 version = "0.4.4"
@@ -868,6 +1184,32 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c7/21/705964c7812476f378728bdf590ca4b771ec72385c533964653c68e86bdc/pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b", size = 1225217, upload-time = "2025-06-21T13:39:07.939Z" },
 ]
 
+[[package]]
+name = "pyogrio"
+version = "0.13.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "packaging" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/de/3c/d2268615e8b749ba59f278b14a495883562e961fa3ad55a9def222bfbd4a/pyogrio-0.13.0.tar.gz", hash = "sha256:9614f27a1891113f80653e0b76b4233ea1fb3beeb1ac46d118ab22e1670f8f13", size = 313103, upload-time = "2026-06-26T15:30:17.375Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c0/89/76534ad8f01d952ad01002741f8cfac08024035a70952f190b4f7e22325c/pyogrio-0.13.0-cp311-abi3-macosx_12_0_arm64.whl", hash = "sha256:68e6bb9b8b14412311da69679333ad5408c0f9aa5b25d5837bbcba3dfa698109", size = 24666205, upload-time = "2026-06-26T15:29:32.214Z" },
+    { url = "https://files.pythonhosted.org/packages/39/58/af3b3a74c8b05ebf49b03303ee24024b9d0272de482867425c8dc93f2820/pyogrio-0.13.0-cp311-abi3-macosx_12_0_x86_64.whl", hash = "sha256:8823f91570c91e66e50cc573bc4722e925b84220ee0c7dc61532438d43c69a95", size = 26063477, upload-time = "2026-06-26T15:29:35.94Z" },
+    { url = "https://files.pythonhosted.org/packages/55/30/3e38d8532a33adf15c6465dcd8c1bb2a146dce0da3fd8ba0aa9ec9ba74e4/pyogrio-0.13.0-cp311-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:9e84e7b09b073ee4cc8c35663afcf644b0c17db75ac72c7591dc3864252db461", size = 32246778, upload-time = "2026-06-26T15:29:40.185Z" },
+    { url = "https://files.pythonhosted.org/packages/26/96/888ea83c8d0f1e2cc732bea6be94ed0db784cacd99f0248333483be657b3/pyogrio-0.13.0-cp311-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:680842c88b5e678125edd13b15f7187ff3ce7630cadef538887edd3cbe801287", size = 31670710, upload-time = "2026-06-26T15:29:44.328Z" },
+    { url = "https://files.pythonhosted.org/packages/20/c2/247c150f5ca12f8593c20e39115db551b18de5c6cb383006de21b57399e4/pyogrio-0.13.0-cp311-abi3-manylinux_2_28_x86_64.whl", hash = "sha256:220a988ce2a26591d6db5c775b07289d4f54cabdf274cc048f0e17a0b9d5be14", size = 33334097, upload-time = "2026-06-26T15:29:48.533Z" },
+    { url = "https://files.pythonhosted.org/packages/d2/ba/3757e312a98c428ac5d8b787f3608ae325174ebef6897930a42e21dd057a/pyogrio-0.13.0-cp311-abi3-win_amd64.whl", hash = "sha256:1b91f6d6e6757a6ea84b9459d24f479dcb52bbf4ebcdb16baf39e49d2836a1cf", size = 23824927, upload-time = "2026-06-26T15:29:52.493Z" },
+    { url = "https://files.pythonhosted.org/packages/31/56/5b1bf2637903908a5f7a0e068d602d46f3c03a1f860d40e1528bb5cb7b12/pyogrio-0.13.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:c86c2abade1219863224297f6fdf8b1817c291596b05b865138065a710ea55c3", size = 24741354, upload-time = "2026-06-26T15:29:55.763Z" },
+    { url = "https://files.pythonhosted.org/packages/54/5d/1fed0e8f29c457c6b73893bdc66c1c890fd1344539c665f3a8061e4c0f27/pyogrio-0.13.0-cp314-cp314t-macosx_12_0_x86_64.whl", hash = "sha256:2548f8b84dae89f5e0cc6d406731f09f234b3909426026428733c21c0a7ac49a", size = 26147175, upload-time = "2026-06-26T15:29:59.156Z" },
+    { url = "https://files.pythonhosted.org/packages/f4/c5/1e35904ba332e9e4be83ce4b46e6ef72be05525773717ace0940225932c8/pyogrio-0.13.0-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:e605494bfea5d40ad4d37df1db1d7cb8950a3135eff9adba2f79673393f31e12", size = 32648289, upload-time = "2026-06-26T15:30:02.704Z" },
+    { url = "https://files.pythonhosted.org/packages/32/dc/50e21c4bc15c504fa72313482d4bf6f39d87195180a53e0e0bc422473592/pyogrio-0.13.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:dc1d91a2174dc7b4b73b68dc9db124ee5ed35c6f1a1d921b8c3dc79c6e73bc99", size = 32260741, upload-time = "2026-06-26T15:30:06.707Z" },
+    { url = "https://files.pythonhosted.org/packages/5f/e4/313a967cd27f654cee260719dac2c1992b4fe581183a086dffdc785161d7/pyogrio-0.13.0-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:25b0c1a96955c30cd587c024e3e50813ff16a650b4ea41568612842e4078cc59", size = 33840722, upload-time = "2026-06-26T15:30:10.98Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/77/5b874829633324c0ae4be45233e0971d8e6e8d9874840940edef315e71e6/pyogrio-0.13.0-cp314-cp314t-win_amd64.whl", hash = "sha256:259cfef6bf5e3060afd5dd00ad5b81175568fc49c6fea7d3be575b7c6feb74fc", size = 24574595, upload-time = "2026-06-26T15:30:14.809Z" },
+]
+
 [[package]]
 name = "pyparsing"
 version = "3.3.2"
@@ -877,6 +1219,71 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/10/bd/c038d7cc38edc1aa5bf91ab8068b63d4308c66c4c8bb3cbba7dfbc049f9c/pyparsing-3.3.2-py3-none-any.whl", hash = "sha256:850ba148bd908d7e2411587e247a1e4f0327839c40e2e5e6d05a007ecc69911d", size = 122781, upload-time = "2026-01-21T03:57:55.912Z" },
 ]
 
+[[package]]
+name = "pyproj"
+version = "3.7.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "certifi" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/04/90/67bd7260b4ea9b8b20b4f58afef6c223ecb3abf368eb4ec5bc2cdef81b49/pyproj-3.7.2.tar.gz", hash = "sha256:39a0cf1ecc7e282d1d30f36594ebd55c9fae1fda8a2622cee5d100430628f88c", size = 226279, upload-time = "2025-08-14T12:05:42.18Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a6/bd/f205552cd1713b08f93b09e39a3ec99edef0b3ebbbca67b486fdf1abe2de/pyproj-3.7.2-cp311-cp311-macosx_13_0_x86_64.whl", hash = "sha256:2514d61f24c4e0bb9913e2c51487ecdaeca5f8748d8313c933693416ca41d4d5", size = 6227022, upload-time = "2025-08-14T12:03:51.474Z" },
+    { url = "https://files.pythonhosted.org/packages/75/4c/9a937e659b8b418ab573c6d340d27e68716928953273e0837e7922fcac34/pyproj-3.7.2-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:8693ca3892d82e70de077701ee76dd13d7bca4ae1c9d1e739d72004df015923a", size = 4625810, upload-time = "2025-08-14T12:03:53.808Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/7d/a9f41e814dc4d1dc54e95b2ccaf0b3ebe3eb18b1740df05fe334724c3d89/pyproj-3.7.2-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:5e26484d80fea56273ed1555abaea161e9661d81a6c07815d54b8e883d4ceb25", size = 9638694, upload-time = "2025-08-14T12:03:55.669Z" },
+    { url = "https://files.pythonhosted.org/packages/ad/ab/9bdb4a6216b712a1f9aab1c0fcbee5d3726f34a366f29c3e8c08a78d6b70/pyproj-3.7.2-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:281cb92847814e8018010c48b4069ff858a30236638631c1a91dd7bfa68f8a8a", size = 9493977, upload-time = "2025-08-14T12:03:57.937Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/db/2db75b1b6190f1137b1c4e8ef6a22e1c338e46320f6329bfac819143e063/pyproj-3.7.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:9c8577f0b7bb09118ec2e57e3babdc977127dd66326d6c5d755c76b063e6d9dc", size = 10841151, upload-time = "2025-08-14T12:04:00.271Z" },
+    { url = "https://files.pythonhosted.org/packages/89/f7/989643394ba23a286e9b7b3f09981496172f9e0d4512457ffea7dc47ffc7/pyproj-3.7.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:a23f59904fac3a5e7364b3aa44d288234af267ca041adb2c2b14a903cd5d3ac5", size = 10751585, upload-time = "2025-08-14T12:04:02.228Z" },
+    { url = "https://files.pythonhosted.org/packages/53/6d/ad928fe975a6c14a093c92e6a319ca18f479f3336bb353a740bdba335681/pyproj-3.7.2-cp311-cp311-win32.whl", hash = "sha256:f2af4ed34b2cf3e031a2d85b067a3ecbd38df073c567e04b52fa7a0202afde8a", size = 5908533, upload-time = "2025-08-14T12:04:04.821Z" },
+    { url = "https://files.pythonhosted.org/packages/79/e0/b95584605cec9ed50b7ebaf7975d1c4ddeec5a86b7a20554ed8b60042bd7/pyproj-3.7.2-cp311-cp311-win_amd64.whl", hash = "sha256:0b7cb633565129677b2a183c4d807c727d1c736fcb0568a12299383056e67433", size = 6320742, upload-time = "2025-08-14T12:04:06.357Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/4d/536e8f93bca808175c2d0a5ac9fdf69b960d8ab6b14f25030dccb07464d7/pyproj-3.7.2-cp311-cp311-win_arm64.whl", hash = "sha256:38b08d85e3a38e455625b80e9eb9f78027c8e2649a21dec4df1f9c3525460c71", size = 6245772, upload-time = "2025-08-14T12:04:08.365Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/ab/9893ea9fb066be70ed9074ae543914a618c131ed8dff2da1e08b3a4df4db/pyproj-3.7.2-cp312-cp312-macosx_13_0_x86_64.whl", hash = "sha256:0a9bb26a6356fb5b033433a6d1b4542158fb71e3c51de49b4c318a1dff3aeaab", size = 6219832, upload-time = "2025-08-14T12:04:10.264Z" },
+    { url = "https://files.pythonhosted.org/packages/53/78/4c64199146eed7184eb0e85bedec60a4aa8853b6ffe1ab1f3a8b962e70a0/pyproj-3.7.2-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:567caa03021178861fad27fabde87500ec6d2ee173dd32f3e2d9871e40eebd68", size = 4620650, upload-time = "2025-08-14T12:04:11.978Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/ac/14a78d17943898a93ef4f8c6a9d4169911c994e3161e54a7cedeba9d8dde/pyproj-3.7.2-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:c203101d1dc3c038a56cff0447acc515dd29d6e14811406ac539c21eed422b2a", size = 9667087, upload-time = "2025-08-14T12:04:13.964Z" },
+    { url = "https://files.pythonhosted.org/packages/b8/be/212882c450bba74fc8d7d35cbd57e4af84792f0a56194819d98106b075af/pyproj-3.7.2-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:1edc34266c0c23ced85f95a1ee8b47c9035eae6aca5b6b340327250e8e281630", size = 9552797, upload-time = "2025-08-14T12:04:16.624Z" },
+    { url = "https://files.pythonhosted.org/packages/ba/c0/c0f25c87b5d2a8686341c53c1792a222a480d6c9caf60311fec12c99ec26/pyproj-3.7.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:aa9f26c21bc0e2dc3d224cb1eb4020cf23e76af179a7c66fea49b828611e4260", size = 10837036, upload-time = "2025-08-14T12:04:18.733Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/37/5cbd6772addde2090c91113332623a86e8c7d583eccb2ad02ea634c4a89f/pyproj-3.7.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:f9428b318530625cb389b9ddc9c51251e172808a4af79b82809376daaeabe5e9", size = 10775952, upload-time = "2025-08-14T12:04:20.709Z" },
+    { url = "https://files.pythonhosted.org/packages/69/a1/dc250e3cf83eb4b3b9a2cf86fdb5e25288bd40037ae449695550f9e96b2f/pyproj-3.7.2-cp312-cp312-win32.whl", hash = "sha256:b3d99ed57d319da042f175f4554fc7038aa4bcecc4ac89e217e350346b742c9d", size = 5898872, upload-time = "2025-08-14T12:04:22.485Z" },
+    { url = "https://files.pythonhosted.org/packages/4a/a6/6fe724b72b70f2b00152d77282e14964d60ab092ec225e67c196c9b463e5/pyproj-3.7.2-cp312-cp312-win_amd64.whl", hash = "sha256:11614a054cd86a2ed968a657d00987a86eeb91fdcbd9ad3310478685dc14a128", size = 6312176, upload-time = "2025-08-14T12:04:24.736Z" },
+    { url = "https://files.pythonhosted.org/packages/5d/68/915cc32c02a91e76d02c8f55d5a138d6ef9e47a0d96d259df98f4842e558/pyproj-3.7.2-cp312-cp312-win_arm64.whl", hash = "sha256:509a146d1398bafe4f53273398c3bb0b4732535065fa995270e52a9d3676bca3", size = 6233452, upload-time = "2025-08-14T12:04:27.287Z" },
+    { url = "https://files.pythonhosted.org/packages/be/14/faf1b90d267cea68d7e70662e7f88cefdb1bc890bd596c74b959e0517a72/pyproj-3.7.2-cp313-cp313-macosx_13_0_x86_64.whl", hash = "sha256:19466e529b1b15eeefdf8ff26b06fa745856c044f2f77bf0edbae94078c1dfa1", size = 6214580, upload-time = "2025-08-14T12:04:28.804Z" },
+    { url = "https://files.pythonhosted.org/packages/35/48/da9a45b184d375f62667f62eba0ca68569b0bd980a0bb7ffcc1d50440520/pyproj-3.7.2-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:c79b9b84c4a626c5dc324c0d666be0bfcebd99f7538d66e8898c2444221b3da7", size = 4615388, upload-time = "2025-08-14T12:04:30.553Z" },
+    { url = "https://files.pythonhosted.org/packages/5e/e7/d2b459a4a64bca328b712c1b544e109df88e5c800f7c143cfbc404d39bfb/pyproj-3.7.2-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:ceecf374cacca317bc09e165db38ac548ee3cad07c3609442bd70311c59c21aa", size = 9628455, upload-time = "2025-08-14T12:04:32.435Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/85/c2b1706e51942de19076eff082f8495e57d5151364e78b5bef4af4a1d94a/pyproj-3.7.2-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:5141a538ffdbe4bfd157421828bb2e07123a90a7a2d6f30fa1462abcfb5ce681", size = 9514269, upload-time = "2025-08-14T12:04:34.599Z" },
+    { url = "https://files.pythonhosted.org/packages/34/38/07a9b89ae7467872f9a476883a5bad9e4f4d1219d31060f0f2b282276cbe/pyproj-3.7.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f000841e98ea99acbb7b8ca168d67773b0191de95187228a16110245c5d954d5", size = 10808437, upload-time = "2025-08-14T12:04:36.485Z" },
+    { url = "https://files.pythonhosted.org/packages/12/56/fda1daeabbd39dec5b07f67233d09f31facb762587b498e6fc4572be9837/pyproj-3.7.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:8115faf2597f281a42ab608ceac346b4eb1383d3b45ab474fd37341c4bf82a67", size = 10745540, upload-time = "2025-08-14T12:04:38.568Z" },
+    { url = "https://files.pythonhosted.org/packages/0d/90/c793182cbba65a39a11db2ac6b479fe76c59e6509ae75e5744c344a0da9d/pyproj-3.7.2-cp313-cp313-win32.whl", hash = "sha256:f18c0579dd6be00b970cb1a6719197fceecc407515bab37da0066f0184aafdf3", size = 5896506, upload-time = "2025-08-14T12:04:41.059Z" },
+    { url = "https://files.pythonhosted.org/packages/be/0f/747974129cf0d800906f81cd25efd098c96509026e454d4b66868779ab04/pyproj-3.7.2-cp313-cp313-win_amd64.whl", hash = "sha256:bb41c29d5f60854b1075853fe80c58950b398d4ebb404eb532536ac8d2834ed7", size = 6310195, upload-time = "2025-08-14T12:04:42.974Z" },
+    { url = "https://files.pythonhosted.org/packages/82/64/fc7598a53172c4931ec6edf5228280663063150625d3f6423b4c20f9daff/pyproj-3.7.2-cp313-cp313-win_arm64.whl", hash = "sha256:2b617d573be4118c11cd96b8891a0b7f65778fa7733ed8ecdb297a447d439100", size = 6230748, upload-time = "2025-08-14T12:04:44.491Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/f0/611dd5cddb0d277f94b7af12981f56e1441bf8d22695065d4f0df5218498/pyproj-3.7.2-cp313-cp313t-macosx_13_0_x86_64.whl", hash = "sha256:d27b48f0e81beeaa2b4d60c516c3a1cfbb0c7ff6ef71256d8e9c07792f735279", size = 6241729, upload-time = "2025-08-14T12:04:46.274Z" },
+    { url = "https://files.pythonhosted.org/packages/15/93/40bd4a6c523ff9965e480870611aed7eda5aa2c6128c6537345a2b77b542/pyproj-3.7.2-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:55a3610d75023c7b1c6e583e48ef8f62918e85a2ae81300569d9f104d6684bb6", size = 4652497, upload-time = "2025-08-14T12:04:48.203Z" },
+    { url = "https://files.pythonhosted.org/packages/1b/ae/7150ead53c117880b35e0d37960d3138fe640a235feb9605cb9386f50bb0/pyproj-3.7.2-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:8d7349182fa622696787cc9e195508d2a41a64765da9b8a6bee846702b9e6220", size = 9942610, upload-time = "2025-08-14T12:04:49.652Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/17/7a4a7eafecf2b46ab64e5c08176c20ceb5844b503eaa551bf12ccac77322/pyproj-3.7.2-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:d230b186eb876ed4f29a7c5ee310144c3a0e44e89e55f65fb3607e13f6db337c", size = 9692390, upload-time = "2025-08-14T12:04:51.731Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/55/ae18f040f6410f0ea547a21ada7ef3e26e6c82befa125b303b02759c0e9d/pyproj-3.7.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:237499c7862c578d0369e2b8ac56eec550e391a025ff70e2af8417139dabb41c", size = 11047596, upload-time = "2025-08-14T12:04:53.748Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/2e/d3fff4d2909473f26ae799f9dda04caa322c417a51ff3b25763f7d03b233/pyproj-3.7.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:8c225f5978abd506fd9a78eaaf794435e823c9156091cabaab5374efb29d7f69", size = 10896975, upload-time = "2025-08-14T12:04:55.875Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/bc/8fc7d3963d87057b7b51ebe68c1e7c51c23129eee5072ba6b86558544a46/pyproj-3.7.2-cp313-cp313t-win32.whl", hash = "sha256:2da731876d27639ff9d2d81c151f6ab90a1546455fabd93368e753047be344a2", size = 5953057, upload-time = "2025-08-14T12:04:58.466Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/27/ea9809966cc47d2d51e6d5ae631ea895f7c7c7b9b3c29718f900a8f7d197/pyproj-3.7.2-cp313-cp313t-win_amd64.whl", hash = "sha256:f54d91ae18dd23b6c0ab48126d446820e725419da10617d86a1b69ada6d881d3", size = 6375414, upload-time = "2025-08-14T12:04:59.861Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/f8/1ef0129fba9a555c658e22af68989f35e7ba7b9136f25758809efec0cd6e/pyproj-3.7.2-cp313-cp313t-win_arm64.whl", hash = "sha256:fc52ba896cfc3214dc9f9ca3c0677a623e8fdd096b257c14a31e719d21ff3fdd", size = 6262501, upload-time = "2025-08-14T12:05:01.39Z" },
+    { url = "https://files.pythonhosted.org/packages/42/17/c2b050d3f5b71b6edd0d96ae16c990fdc42a5f1366464a5c2772146de33a/pyproj-3.7.2-cp314-cp314-macosx_13_0_x86_64.whl", hash = "sha256:2aaa328605ace41db050d06bac1adc11f01b71fe95c18661497763116c3a0f02", size = 6214541, upload-time = "2025-08-14T12:05:03.166Z" },
+    { url = "https://files.pythonhosted.org/packages/03/68/68ada9c8aea96ded09a66cfd9bf87aa6db8c2edebe93f5bf9b66b0143fbc/pyproj-3.7.2-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:35dccbce8201313c596a970fde90e33605248b66272595c061b511c8100ccc08", size = 4617456, upload-time = "2025-08-14T12:05:04.563Z" },
+    { url = "https://files.pythonhosted.org/packages/81/e4/4c50ceca7d0e937977866b02cb64e6ccf4df979a5871e521f9e255df6073/pyproj-3.7.2-cp314-cp314-manylinux_2_28_aarch64.whl", hash = "sha256:25b0b7cb0042444c29a164b993c45c1b8013d6c48baa61dc1160d834a277e83b", size = 9615590, upload-time = "2025-08-14T12:05:06.094Z" },
+    { url = "https://files.pythonhosted.org/packages/05/1e/ada6fb15a1d75b5bd9b554355a69a798c55a7dcc93b8d41596265c1772e3/pyproj-3.7.2-cp314-cp314-manylinux_2_28_x86_64.whl", hash = "sha256:85def3a6388e9ba51f964619aa002a9d2098e77c6454ff47773bb68871024281", size = 9474960, upload-time = "2025-08-14T12:05:07.973Z" },
+    { url = "https://files.pythonhosted.org/packages/51/07/9d48ad0a8db36e16f842f2c8a694c1d9d7dcf9137264846bef77585a71f3/pyproj-3.7.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:b1bccefec3875ab81eabf49059e2b2ea77362c178b66fd3528c3e4df242f1516", size = 10799478, upload-time = "2025-08-14T12:05:14.102Z" },
+    { url = "https://files.pythonhosted.org/packages/85/cf/2f812b529079f72f51ff2d6456b7fef06c01735e5cfd62d54ffb2b548028/pyproj-3.7.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:d5371ca114d6990b675247355a801925814eca53e6c4b2f1b5c0a956336ee36e", size = 10710030, upload-time = "2025-08-14T12:05:16.317Z" },
+    { url = "https://files.pythonhosted.org/packages/99/9b/4626a19e1f03eba4c0e77b91a6cf0f73aa9cb5d51a22ee385c22812bcc2c/pyproj-3.7.2-cp314-cp314-win32.whl", hash = "sha256:77f066626030f41be543274f5ac79f2a511fe89860ecd0914f22131b40a0ec25", size = 5991181, upload-time = "2025-08-14T12:05:19.492Z" },
+    { url = "https://files.pythonhosted.org/packages/04/b2/5a6610554306a83a563080c2cf2c57565563eadd280e15388efa00fb5b33/pyproj-3.7.2-cp314-cp314-win_amd64.whl", hash = "sha256:5a964da1696b8522806f4276ab04ccfff8f9eb95133a92a25900697609d40112", size = 6434721, upload-time = "2025-08-14T12:05:21.022Z" },
+    { url = "https://files.pythonhosted.org/packages/ae/ce/6c910ea2e1c74ef673c5d48c482564b8a7824a44c4e35cca2e765b68cfcc/pyproj-3.7.2-cp314-cp314-win_arm64.whl", hash = "sha256:e258ab4dbd3cf627809067c0ba8f9884ea76c8e5999d039fb37a1619c6c3e1f6", size = 6363821, upload-time = "2025-08-14T12:05:22.627Z" },
+    { url = "https://files.pythonhosted.org/packages/e4/e4/5532f6f7491812ba782a2177fe9de73fd8e2912b59f46a1d056b84b9b8f2/pyproj-3.7.2-cp314-cp314t-macosx_13_0_x86_64.whl", hash = "sha256:bbbac2f930c6d266f70ec75df35ef851d96fdb3701c674f42fd23a9314573b37", size = 6241773, upload-time = "2025-08-14T12:05:24.577Z" },
+    { url = "https://files.pythonhosted.org/packages/20/1f/0938c3f2bbbef1789132d1726d9b0e662f10cfc22522743937f421ad664e/pyproj-3.7.2-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:b7544e0a3d6339dc9151e9c8f3ea62a936ab7cc446a806ec448bbe86aebb979b", size = 4652537, upload-time = "2025-08-14T12:05:26.391Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/a8/488b1ed47d25972f33874f91f09ca8f2227902f05f63a2b80dc73e7b1c97/pyproj-3.7.2-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:f7f5133dca4c703e8acadf6f30bc567d39a42c6af321e7f81975c2518f3ed357", size = 9940864, upload-time = "2025-08-14T12:05:27.985Z" },
+    { url = "https://files.pythonhosted.org/packages/c7/cc/7f4c895d0cb98e47b6a85a6d79eaca03eb266129eed2f845125c09cf31ff/pyproj-3.7.2-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:5aff3343038d7426aa5076f07feb88065f50e0502d1b0d7c22ddfdd2c75a3f81", size = 9688868, upload-time = "2025-08-14T12:05:30.425Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/b7/c7e306b8bb0f071d9825b753ee4920f066c40fbfcce9372c4f3cfb2fc4ed/pyproj-3.7.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:b0552178c61f2ac1c820d087e8ba6e62b29442debddbb09d51c4bf8acc84d888", size = 11045910, upload-time = "2025-08-14T12:05:32.507Z" },
+    { url = "https://files.pythonhosted.org/packages/42/fb/538a4d2df695980e2dde5c04d965fbdd1fe8c20a3194dc4aaa3952a4d1be/pyproj-3.7.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:47d87db2d2c436c5fd0409b34d70bb6cdb875cca2ebe7a9d1c442367b0ab8d59", size = 10895724, upload-time = "2025-08-14T12:05:35.465Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/8b/a3f0618b03957de9db5489a04558a8826f43906628bb0b766033aa3b5548/pyproj-3.7.2-cp314-cp314t-win32.whl", hash = "sha256:c9b6f1d8ad3e80a0ee0903a778b6ece7dca1d1d40f6d114ae01bc8ddbad971aa", size = 6056848, upload-time = "2025-08-14T12:05:37.553Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/56/413240dd5149dd3291eda55aa55a659da4431244a2fd1319d0ae89407cfb/pyproj-3.7.2-cp314-cp314t-win_amd64.whl", hash = "sha256:1914e29e27933ba6f9822663ee0600f169014a2859f851c054c88cf5ea8a333c", size = 6517676, upload-time = "2025-08-14T12:05:39.126Z" },
+    { url = "https://files.pythonhosted.org/packages/15/73/a7141a1a0559bf1a7aa42a11c879ceb19f02f5c6c371c6d57fd86cefd4d1/pyproj-3.7.2-cp314-cp314t-win_arm64.whl", hash = "sha256:d9d25bae416a24397e0d85739f84d323b55f6511e45a522dd7d7eae70d10c7e4", size = 6391844, upload-time = "2025-08-14T12:05:40.745Z" },
+]
+
 [[package]]
 name = "pytest"
 version = "9.0.2"
@@ -979,6 +1386,120 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/f1/12/de94a39c2ef588c7e6455cfbe7343d3b2dc9d6b6b2f40c4c6565744c873d/pyyaml-6.0.3-cp314-cp314t-win_arm64.whl", hash = "sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b", size = 149341, upload-time = "2025-09-25T21:32:56.828Z" },
 ]
 
+[[package]]
+name = "rasterio"
+version = "1.4.4"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.12' and sys_platform == 'win32'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
+dependencies = [
+    { name = "affine", marker = "python_full_version < '3.12'" },
+    { name = "attrs", marker = "python_full_version < '3.12'" },
+    { name = "certifi", marker = "python_full_version < '3.12'" },
+    { name = "click", marker = "python_full_version < '3.12'" },
+    { name = "click-plugins", marker = "python_full_version < '3.12'" },
+    { name = "cligj", marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "pyparsing", marker = "python_full_version < '3.12'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ec/fa/fce8dc9f09e5bc6520b6fc1b4ecfa510af9ca06eb42ad7bdff9c9b8989d0/rasterio-1.4.4.tar.gz", hash = "sha256:c95424e2c7f009b8f7df1095d645c52895cd332c0c2e1b4c2e073ea28b930320", size = 445004, upload-time = "2025-12-12T18:01:08.971Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/c6/0d/d3859e49ab94464de2623fec82c6798d8d7c8bea2473cd2696fc5e09f717/rasterio-1.4.4-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:b8eea428b5f0c78a963f6003a19b60777df83a0aba8c28231d65431e32ac160e", size = 21144125, upload-time = "2025-12-12T17:58:59.511Z" },
+    { url = "https://files.pythonhosted.org/packages/aa/3c/97ba4b146309cdc0e36f289b02ac69465b026a21afc828e4e4e1dc39466a/rasterio-1.4.4-cp311-cp311-macosx_15_0_x86_64.whl", hash = "sha256:1cc0ea5aa0d22f5f349aa221674481de689b7b3a99607ce6bb58a29e5be54d17", size = 25746406, upload-time = "2025-12-12T17:59:02.902Z" },
+    { url = "https://files.pythonhosted.org/packages/ce/33/75f81bd837ac2336b24456fdb249597a4b9af2a212b7151f64d09022be36/rasterio-1.4.4-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:7eb25b23666b29dadfc49a59206cead62c99190584b61771bba0e95f7da06801", size = 34587242, upload-time = "2025-12-12T17:59:05.848Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/77/3869a426f6e752dde13f3868cdf16253ca0214f92107db79c1583c9aa07b/rasterio-1.4.4-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:e24b7b8c2df801dde2a1dffb44c58902bd76b5cab740dc11de4ff9963992a71a", size = 35881871, upload-time = "2025-12-12T17:59:09.779Z" },
+    { url = "https://files.pythonhosted.org/packages/66/d0/3818859ddbd3750d0ef5a6580a3272e81764286d943c689dd41e49b8b786/rasterio-1.4.4-cp311-cp311-win_amd64.whl", hash = "sha256:0718630f607be2f5742d8e4b34b434746fd788a192d77eefc9bb924399fea802", size = 25716477, upload-time = "2025-12-12T17:59:13.519Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/02/039eb4970c93aaef4c9eb1ee159abad18e6e7f932c2eed575c95f78d94f6/rasterio-1.4.4-cp311-cp311-win_arm64.whl", hash = "sha256:0308ff4762ae9eb40a991f12d758626b59af4376b13675480391dd7295d17bbf", size = 24075993, upload-time = "2025-12-12T17:59:16.407Z" },
+    { url = "https://files.pythonhosted.org/packages/4c/fc/63d89ddfcb4643730553683ee322566b9b15fe56d026e4c21c4f4f5d9d26/rasterio-1.4.4-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:f3c4f0cbd188f893011f2a0a6dc2852b3892799b3a0d79eddf92f2b115ec7ed7", size = 21120715, upload-time = "2025-12-12T17:59:19.35Z" },
+    { url = "https://files.pythonhosted.org/packages/43/70/2c003f76a23dbb078fdee35c8e2ec490d2ad8982f4dc956ba08b56027b87/rasterio-1.4.4-cp312-cp312-macosx_15_0_x86_64.whl", hash = "sha256:6fce26090b9f509eab337228420145947c491a13628965410f25bc3e6e05cf75", size = 25732944, upload-time = "2025-12-12T17:59:22.533Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/cc/4a8e92362c0ff496dd1007c3dcba66e9ededf1a45eca8ad1db302b071c49/rasterio-1.4.4-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:c1c722da390dc264aeccdc0dc200ca37923875d910ca4cd5bec0fec351bb818e", size = 34295209, upload-time = "2025-12-12T17:59:26.035Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/6d/717d2dec47fbefad33ca0d27bd5f0d543b1d1bc9fcab5ef82a13adaaf38d/rasterio-1.4.4-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:98b6dfb8282b2a54b9d75c3dc8d2520a69bbc66916c7d43de8e0bbf6e0240ca1", size = 35661866, upload-time = "2025-12-12T17:59:29.928Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/60/ae3351fba2726ec0976974ce2eb030c159edd3363b8771e832b8db571c24/rasterio-1.4.4-cp312-cp312-win_amd64.whl", hash = "sha256:9513f4c7a6d93b45098f8dff2421fa9516604e3bfbf35aa144484a88d36a321f", size = 25682853, upload-time = "2025-12-12T17:59:35.869Z" },
+    { url = "https://files.pythonhosted.org/packages/38/ee/35387296bbacfc5cbbb4273228b1b959793d3ce38b0402a07f11a248420b/rasterio-1.4.4-cp312-cp312-win_arm64.whl", hash = "sha256:60b49a482e0f12f12ce9d2cc3090add02f89f3d422e85f2cffaa9207adb83c04", size = 24043249, upload-time = "2025-12-12T17:59:39.915Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/fe/e3e37041c49956f4f4cbe473c3fe290aaba96ed20e9c07da304e0cad2015/rasterio-1.4.4-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:df26c96aa81ffbd0b33189680859211eadf9950123c21579f84de73bb0f91d81", size = 21107336, upload-time = "2025-12-12T17:59:43.585Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/02/c217fdcc8e80a4b7d1b1bc4529d78f98452816e9add53ff8742049a77ae7/rasterio-1.4.4-cp313-cp313-macosx_15_0_x86_64.whl", hash = "sha256:b3af0ecc922a80f3755516629f7948e37bade9077b5f5c12a3869a5e7f01619b", size = 25719929, upload-time = "2025-12-12T17:59:47.64Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/d0/7f177f37bc9595d809dabb0073abd0c42358469f6b10875192b46331c652/rasterio-1.4.4-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:7ce3b0f9a22e95a27790087908753973644d7c3877d495ec9bd6e04a25233ca4", size = 34198845, upload-time = "2025-12-12T17:59:52.405Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/84/66c0d9cca2a09074ec2ce6fffa87709ca51b0d197ae742d835e841bac660/rasterio-1.4.4-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:c072450caa96428b1218b030500bb908fd6f09bc013a88969ff81a124b6a112a", size = 35576074, upload-time = "2025-12-12T17:59:56.392Z" },
+    { url = "https://files.pythonhosted.org/packages/32/68/f7df5478458ace2fa50be43e9fab1a39957a0e71afaa3e6147ec289e0fc8/rasterio-1.4.4-cp313-cp313-win_amd64.whl", hash = "sha256:16ee92ef10c0ba89f45f9c2b40fca9f971f357385f04ee9b716fb09cbd9ce20c", size = 25680573, upload-time = "2025-12-12T18:00:00.45Z" },
+    { url = "https://files.pythonhosted.org/packages/34/e5/1bdaccb658430dfd391ad4a63d206546f36639d7e4130bf31f125c6525b4/rasterio-1.4.4-cp313-cp313-win_arm64.whl", hash = "sha256:65c10afe64b5e488185aaff0b659e08eda22c89285b54a3e433b80e6c6621770", size = 24040367, upload-time = "2025-12-12T18:00:04.443Z" },
+    { url = "https://files.pythonhosted.org/packages/32/76/54643a7d1d650fd7f1acea9093c298603e4c01bba6f90be2254310b48507/rasterio-1.4.4-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:18c2c1130e789dc2771d0aa5ec4b56d5b8a0097c648ccb94882d5ff3ab55c928", size = 21247203, upload-time = "2025-12-12T18:00:07.547Z" },
+    { url = "https://files.pythonhosted.org/packages/76/ef/434b4849ccd6a3e03a0b1ac37c963c1771564945745613d15c5d96ce768d/rasterio-1.4.4-cp313-cp313t-macosx_15_0_x86_64.whl", hash = "sha256:2d1654b7ffa6f3dde42c5fd27159ae45148c11e352de26f12fe7313a3236aeed", size = 25822050, upload-time = "2025-12-12T18:00:11.081Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/fa/fe9a478aa0cde246da58baeb0df3248c7ca174e4d9c9b27e81b504e40a76/rasterio-1.4.4-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:c4022cbddb659856e120603b12233cec8913ae760fff220657ce888c3c6b9f9d", size = 34833783, upload-time = "2025-12-12T18:00:14.525Z" },
+    { url = "https://files.pythonhosted.org/packages/04/cd/ed4716590dbcd4b8ae633417d758564e510bee4d6aaac5050a0f6d5179c5/rasterio-1.4.4-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:96b88880551a07b7a3b50439483cefbd9af91a09e19ff2b736815994e5671314", size = 35738114, upload-time = "2025-12-12T18:00:17.96Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/29/da7050d11ba1d041e0333ac14768e6e9ca1aa2b9fa8416f317d2650ed276/rasterio-1.4.4-cp313-cp313t-win_amd64.whl", hash = "sha256:def75d486d0ab8f306f918a913c425ed57159495518c54efe8e18d5164d37d90", size = 25896835, upload-time = "2025-12-12T18:00:21.411Z" },
+    { url = "https://files.pythonhosted.org/packages/88/80/304dbe5434c4aa8dfaf90480c16d770161796a6a61fa88e72e8a402153df/rasterio-1.4.4-cp313-cp313t-win_arm64.whl", hash = "sha256:770b7e86f6c565e6f9cf30f6fa4479a5a2bab4e10ff44fe7acfd518ca4a71d1b", size = 24128074, upload-time = "2025-12-12T18:00:24.653Z" },
+    { url = "https://files.pythonhosted.org/packages/03/01/d5a3dc51cd5fef62b76ecc77d33c1ca20de305fed7e16c71bcdf4858e466/rasterio-1.4.4-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:019693f14a83ae9225cb57c16e466901d0e6284962dcf13a9f4bb1175b979011", size = 21120237, upload-time = "2025-12-12T18:00:27.723Z" },
+    { url = "https://files.pythonhosted.org/packages/50/da/db18362602b17327c0e00c9e9c0847c1c4ac657c1a289169ca06a26faccb/rasterio-1.4.4-cp314-cp314-macosx_15_0_x86_64.whl", hash = "sha256:87d7c3e97e3b40c9041d1602e2dcb4fc2d88abe6c645fccb4939dec297a91cf8", size = 25720506, upload-time = "2025-12-12T18:00:30.592Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/8f/a15d66c9c05bffb176c9707ef1f2bfcf9c0b835272937c80ac7207a20b5c/rasterio-1.4.4-cp314-cp314-manylinux_2_28_aarch64.whl", hash = "sha256:a2401e4c43a31c7382154d4042b60a63b9bca5886802983c5c9362cdc5b09548", size = 34153931, upload-time = "2025-12-12T18:00:33.852Z" },
+    { url = "https://files.pythonhosted.org/packages/05/2d/cd778286b910db7a3f0bc1743ca362173f1fbb7365137e4982ca857b6d26/rasterio-1.4.4-cp314-cp314-manylinux_2_28_x86_64.whl", hash = "sha256:6c4287d8934d953f7870b8e2a1df1096fbf47eba39ad0f777a31ea500f4e5010", size = 35421139, upload-time = "2025-12-12T18:00:37.482Z" },
+    { url = "https://files.pythonhosted.org/packages/70/97/13a2e33aede8d7a42178c696a6a93868d1f9560f73de05033a1675f0806a/rasterio-1.4.4-cp314-cp314-win_amd64.whl", hash = "sha256:c3ba1871549221140661227dd4fa1f9a472ded4a6d2f2c2e367b0648bb15b99d", size = 26419132, upload-time = "2025-12-12T18:00:40.871Z" },
+    { url = "https://files.pythonhosted.org/packages/27/d8/2dcfcb362d6a2fd07c14cfb803a345a7926d4d9fb6243e196df105671e97/rasterio-1.4.4-cp314-cp314-win_arm64.whl", hash = "sha256:7c9d7dc824cb8d222808be153643cd4e65ea3e1f66019ada1ccd630221edfe30", size = 24800998, upload-time = "2025-12-12T18:00:45.332Z" },
+    { url = "https://files.pythonhosted.org/packages/13/f8/16e9b648e7f16cadb41df7c0116dbab26b4a2ba02c85cbe3f744065bdf56/rasterio-1.4.4-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:98e17bded830a59992d9f8f8d9f227ce1c4be0694930afcc4360358f5cb1a5db", size = 21247046, upload-time = "2025-12-12T18:00:49.429Z" },
+    { url = "https://files.pythonhosted.org/packages/a8/ea/f3dc3a25d7591821d488f5c5eb89f6abcd1f5c8e2ef4bd2792f965cbc9c8/rasterio-1.4.4-cp314-cp314t-macosx_15_0_x86_64.whl", hash = "sha256:56134ca203f952855e60774b06672033cf65057eb9810fcc5c1a75f1921053a3", size = 25821677, upload-time = "2025-12-12T18:00:52.458Z" },
+    { url = "https://files.pythonhosted.org/packages/2e/d3/1e038350218e852f904c8dc4ab751aa023a2e82e68998767b7b42e33832c/rasterio-1.4.4-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:52edde65515b33fe4314c8a44a9ee2fc00b550deed6d56e1a8d085d42bbca3e6", size = 34829572, upload-time = "2025-12-12T18:00:56.294Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/ce/28abf7a5f5d9cb014c2e14cc396bebe953b3deefbf604d49f4322e73fa35/rasterio-1.4.4-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:d61d3f2c171c64050bd75e54a5d964ff7f165b3f5d2b92c9ee09b9716aa1b8bf", size = 35735171, upload-time = "2025-12-12T18:00:59.531Z" },
+    { url = "https://files.pythonhosted.org/packages/54/91/1ce35cfda2d56dacd6395faf20a5290268bd9009c53393ac42b5f9bb2c4c/rasterio-1.4.4-cp314-cp314t-win_amd64.whl", hash = "sha256:40137fe512c0d6e96c0167a0ae4e56d82c488f244163c45494b7392e51c844de", size = 26700712, upload-time = "2025-12-12T18:01:03.023Z" },
+    { url = "https://files.pythonhosted.org/packages/3b/33/4d13f48a8f01d782ffc1eece20821586518f3f515dca7cf152bca9fd22d4/rasterio-1.4.4-cp314-cp314t-win_arm64.whl", hash = "sha256:29ec3a794454b5bb255c9c0374cc380030a8a1e295c81eee7feb036802d2a9e3", size = 24875933, upload-time = "2025-12-12T18:01:06.134Z" },
+]
+
+[[package]]
+name = "rasterio"
+version = "1.5.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
+dependencies = [
+    { name = "affine", marker = "python_full_version >= '3.12'" },
+    { name = "attrs", marker = "python_full_version >= '3.12'" },
+    { name = "certifi", marker = "python_full_version >= '3.12'" },
+    { name = "click", marker = "python_full_version >= '3.12'" },
+    { name = "cligj", marker = "python_full_version >= '3.12'" },
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "pyparsing", marker = "python_full_version >= '3.12'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/f6/88/edb4b66b6cb2c13f123af5a3896bf70c0cbe73ab3cd4243cb4eb0212a0f6/rasterio-1.5.0.tar.gz", hash = "sha256:1e0ea56b02eea4989b36edf8e58a5a3ef40e1b7edcb04def2603accd5ab3ee7b", size = 452184, upload-time = "2026-01-05T16:06:47.169Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/ac/de/ba1cd11d7d1182bfb26e758bf07016d04e5442f4f5fea35b0d7279b72399/rasterio-1.5.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:420656074897a460f5ef46f657b3061d2e004f9d99e613914b0671643e69d92c", size = 22787192, upload-time = "2026-01-05T16:05:19.779Z" },
+    { url = "https://files.pythonhosted.org/packages/e6/42/efaeb6dc531dbcd02fec01c791a853bb5a139a5126ecec579ac0f735eeb9/rasterio-1.5.0-cp312-cp312-macosx_15_0_x86_64.whl", hash = "sha256:c5c3597a783857e760550e8f26365d928b0377ac5ffc3e12ba447ac65ca5406d", size = 24412221, upload-time = "2026-01-05T16:05:22.526Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/14/89645988424c40cbcb8334f94305ffe094dd28d85c643341d9690704c9f0/rasterio-1.5.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:e14d07a09833b6df6024ce7a57aee1e1977b3aec682e30b1e58ce773462f2382", size = 36128020, upload-time = "2026-01-05T16:05:25.556Z" },
+    { url = "https://files.pythonhosted.org/packages/85/23/5a52319a98451ff910f42e5f7f4804bfb39f9327933a89daab685d1ce2dd/rasterio-1.5.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:26dbcffcf0d01fc121cbb92186bc1cb78e16efe62b17be45ad7494446b325cf8", size = 37634010, upload-time = "2026-01-05T16:05:28.673Z" },
+    { url = "https://files.pythonhosted.org/packages/57/d6/fe8826f813c98b046d8d4c3bc83053c89c71f367f89257d211fe5dd0b0ba/rasterio-1.5.0-cp312-cp312-win_amd64.whl", hash = "sha256:ac8d04eee66ca8060763ead607800e5611d857dd005905d920365e24a16ba20a", size = 30142328, upload-time = "2026-01-05T16:05:31.357Z" },
+    { url = "https://files.pythonhosted.org/packages/af/62/6397379271d5628ed65ef781bf2d3a8f56094a86e6d8479c6ca506a1b960/rasterio-1.5.0-cp312-cp312-win_arm64.whl", hash = "sha256:31f1edc45c781ebd087e60cc00a4fc37028dd3fe25cff4098e4139fc9d0565be", size = 28500710, upload-time = "2026-01-05T16:05:33.906Z" },
+    { url = "https://files.pythonhosted.org/packages/42/87/42865a77cebf2e524d27b6afc71db48984799ecd1dbe6a213d4713f42f5f/rasterio-1.5.0-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:e7b25b0a19975ccd511e507e6de45b0a2d8fb6802abe49bb726cf48588e34833", size = 22776107, upload-time = "2026-01-05T16:05:36.967Z" },
+    { url = "https://files.pythonhosted.org/packages/6a/53/e81683fbbfdf04e019e68b042d9cff8524b0571aa80e4f4d81c373c31a49/rasterio-1.5.0-cp313-cp313-macosx_15_0_x86_64.whl", hash = "sha256:1162c18eaece9f6d2aa1c2ff6b373b99651d93f113f24120a991eaebf28aa4f4", size = 24401477, upload-time = "2026-01-05T16:05:39.702Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/3c/6aa6e0690b18eea02a61739cb362a47c5df66138f0a02cc69e1181b964e5/rasterio-1.5.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:8eb87fd6f843eea109f3df9bef83f741b053b716b0465932276e2c0577dfb929", size = 36018214, upload-time = "2026-01-05T16:05:42.741Z" },
+    { url = "https://files.pythonhosted.org/packages/48/4a/1af9aa9810fb30668568f2c4dd3eec2412c8e9762b69201d971c509b295e/rasterio-1.5.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:08a7580cbb9b3bd320bdf827e10c9b2424d0df066d8eef6f2feb37e154ce0c17", size = 37544972, upload-time = "2026-01-05T16:05:45.815Z" },
+    { url = "https://files.pythonhosted.org/packages/01/62/bfe3408743c9837919ff232474a09ece9eaa88d4ee8c040711fa3dff6dad/rasterio-1.5.0-cp313-cp313-win_amd64.whl", hash = "sha256:d7d6729c0739b5ec48c33686668a30e27f5bdb361093f180ee7818ff19665547", size = 30140141, upload-time = "2026-01-05T16:05:48.751Z" },
+    { url = "https://files.pythonhosted.org/packages/63/ca/e90e19a6d065a718cc3d468a12b9f015289ad17017656dea8c76f7318d1f/rasterio-1.5.0-cp313-cp313-win_arm64.whl", hash = "sha256:8af7c368c22f0a99d1259ccc5a5cd96c432c2bde6f132c1ac78508cd7445a745", size = 28498556, upload-time = "2026-01-05T16:05:51.334Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/ba/e37462d8c33bbbd6c152a0390ec6911a3d9614ded3d2bc6f6a48e147e833/rasterio-1.5.0-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:b4ccfcc8ed9400e4f14efdf2005533fcf72048748b727f85ff89b9291ecdf98a", size = 22920107, upload-time = "2026-01-05T16:05:53.773Z" },
+    { url = "https://files.pythonhosted.org/packages/66/dc/7bfa9cf96ac39b451b2f94dfc584c223ec584c52c148df2e4bab60c3341b/rasterio-1.5.0-cp313-cp313t-macosx_15_0_x86_64.whl", hash = "sha256:2f57c36ca4d3c896f7024226bd71eeb5cd10c8183c2a94508534d78cc05ff9e7", size = 24508993, upload-time = "2026-01-05T16:05:57.062Z" },
+    { url = "https://files.pythonhosted.org/packages/e5/55/7293743f3b69de4b726c67b8dc9da01fc194070b6becc51add4ca8a20a27/rasterio-1.5.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:cc1395475e4bb7032cd81dda4d5558061c4c7d5a50b1b5e146bdf9716d0b9353", size = 36565784, upload-time = "2026-01-05T16:06:00.019Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/ef/5354c47de16c6e289728c3a3d6961ffcf7a9ad6313aef7e8db5d6a40c46e/rasterio-1.5.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:592a485e2057b1aaeab4f843c9897628e60e3ff45e2509325c3e1479116599cb", size = 37686456, upload-time = "2026-01-05T16:06:02.772Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/fc/fe1f034b1acd1900d9fbd616826d001a3d5811f1d0c97c785f88f525853e/rasterio-1.5.0-cp313-cp313t-win_amd64.whl", hash = "sha256:0c739e70a72fb080f039ee1570c5d02b974dde32ded1a3216e1f13fe38ac4844", size = 30355842, upload-time = "2026-01-05T16:06:06.359Z" },
+    { url = "https://files.pythonhosted.org/packages/e0/cb/4dee9697891c9c6474b240d00e27688e03ecd882d3c83cc97eb25c2266ff/rasterio-1.5.0-cp313-cp313t-win_arm64.whl", hash = "sha256:a3539a2f401a7b4b2e94ff2db334878c0e15a2d1c9fe90bb0879c52f89367ae5", size = 28589538, upload-time = "2026-01-05T16:06:09.662Z" },
+    { url = "https://files.pythonhosted.org/packages/77/9f/f84dfa54110c1c82f9f4fd929465d12519569b6f5d015273aa0957013b2e/rasterio-1.5.0-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:597be8df418d5ba7b6a927b6b9febfcb42b192882448a8d5b2e2e75a1296631f", size = 22788832, upload-time = "2026-01-05T16:06:12.247Z" },
+    { url = "https://files.pythonhosted.org/packages/20/f1/de55255c918b17afd7292f793a3500c4aea7e9530b2b3f5b3a57836c7d49/rasterio-1.5.0-cp314-cp314-macosx_15_0_x86_64.whl", hash = "sha256:dd292030d39d685c0b35eddef233e7f1cb8b43052578a3ec97a2da57799693be", size = 24405917, upload-time = "2026-01-05T16:06:14.603Z" },
+    { url = "https://files.pythonhosted.org/packages/a9/57/054087a9d5011ad5dfa799277ba8814e41775e1967d37a59ab7b8e2f1876/rasterio-1.5.0-cp314-cp314-manylinux_2_28_aarch64.whl", hash = "sha256:62c3f97a3c72643c74f2d0f310621a09c35c0c412229c327ae6bcc1ee4b9c3bc", size = 35987536, upload-time = "2026-01-05T16:06:17.707Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/72/5fbe5f67ae75d7e89ffb718c500d5fecbaa84f6ba354db306de689faf961/rasterio-1.5.0-cp314-cp314-manylinux_2_28_x86_64.whl", hash = "sha256:19577f0f0c5f1158af47b57f73356961cbd1782a5f6ae6f3adf6f2650f4eb369", size = 37408048, upload-time = "2026-01-05T16:06:20.82Z" },
+    { url = "https://files.pythonhosted.org/packages/c4/3e/0c4ef19980204bdcbc8f9e084056adebc97916ff4edcc718750ef34e5bf9/rasterio-1.5.0-cp314-cp314-win_amd64.whl", hash = "sha256:015c1ab6e5453312c5e29692752e7ad73568fe4d13567cbd448d7893128cbd2d", size = 30949590, upload-time = "2026-01-05T16:06:23.425Z" },
+    { url = "https://files.pythonhosted.org/packages/c2/d8/2e6b81505408926c00e629d7d3d73fd0454213201bd9907450e0fe82f3dd/rasterio-1.5.0-cp314-cp314-win_arm64.whl", hash = "sha256:ff677c0a9d3ba667c067227ef2b76872488b37ff29b061bc3e576fad9baa3286", size = 29337287, upload-time = "2026-01-05T16:06:26.599Z" },
+    { url = "https://files.pythonhosted.org/packages/19/49/7b6e6afb28d4e3f69f2229f990ed87dfdc21a3e15ca63b96b2fd9ba17d89/rasterio-1.5.0-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:508251b9c746d8d008771a30c2160ff321bfc3b41f6a1aa8e8ef1dd4a00d97ba", size = 22926149, upload-time = "2026-01-05T16:06:29.617Z" },
+    { url = "https://files.pythonhosted.org/packages/24/30/19345d8bc7d2b96c1172594026b9009702e9ab9f0baf07079d3612aaadae/rasterio-1.5.0-cp314-cp314t-macosx_15_0_x86_64.whl", hash = "sha256:742841ed48bc70f6ef517b8fa3521f231780bf408fde0aa6d73770337a36374e", size = 24516040, upload-time = "2026-01-05T16:06:32.964Z" },
+    { url = "https://files.pythonhosted.org/packages/9e/43/dc7a4518fa78904bc41952cbf346c3c2a88a20e61b479154058392914c0b/rasterio-1.5.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:c9a9eee49ce9410c2f352b34c370bb3a96bb518b6a7f97b3a72ee4c835fd4b5c", size = 36589519, upload-time = "2026-01-05T16:06:35.922Z" },
+    { url = "https://files.pythonhosted.org/packages/8f/f2/8f706083c6c163054d12c7ed6d5ac4e4ed02252b761288d74e6158871b34/rasterio-1.5.0-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:b9fd87a0b63ab5c6267dfb0bc96f54fdf49d000651b9ee85ed37798141cff046", size = 37714599, upload-time = "2026-01-05T16:06:38.818Z" },
+    { url = "https://files.pythonhosted.org/packages/a6/d5/bbca726d5fea5864f7e4bcf3ee893095369e93ad51120495e8c40e2aa1a0/rasterio-1.5.0-cp314-cp314t-win_amd64.whl", hash = "sha256:f459db8953ba30ca04fcef2b5e1260eeeff0eae8158bd9c3d6adbe56289765cc", size = 31233931, upload-time = "2026-01-05T16:06:42.208Z" },
+    { url = "https://files.pythonhosted.org/packages/6e/d1/8b017856e63ccaff3cbd0e82490dbb01363a42f3a462a41b1d8a391e1443/rasterio-1.5.0-cp314-cp314t-win_arm64.whl", hash = "sha256:f4b9c2c3b5f10469eb9588f105086e68f0279e62cc9095c4edd245e3f9b88c8a", size = 29418321, upload-time = "2026-01-05T16:06:44.758Z" },
+]
+
 [[package]]
 name = "referencing"
 version = "0.36.2"
@@ -1138,6 +1659,51 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/7b/44/4e421b96b67b2daff264473f7465db72fbdf36a07e05494f50300cc7b0c6/rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa", size = 3490, upload-time = "2021-05-12T16:37:52.536Z" },
 ]
 
+[[package]]
+name = "rioxarray"
+version = "0.19.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.12' and sys_platform == 'win32'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
+dependencies = [
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "packaging", marker = "python_full_version < '3.12'" },
+    { name = "pyproj", marker = "python_full_version < '3.12'" },
+    { name = "rasterio", version = "1.4.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "xarray", marker = "python_full_version < '3.12'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/3d/8e/fe4e87460f8c62d8d5c683e09f19fbde5d9cfcfd0342d02df1f452999b5d/rioxarray-0.19.0.tar.gz", hash = "sha256:7819a0036fd874c8c8e280447cbbe43d8dc72fc4a14ac7852a665b1bdb7d4b04", size = 54600, upload-time = "2025-04-21T17:46:54.183Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/2a/2f/63d2cacc0e525f8e3398bcf32bd3620385f22cd1600834ec49d7f3597a7b/rioxarray-0.19.0-py3-none-any.whl", hash = "sha256:494ee4fff1781072d55ee5276f5d07b63d93b05093cb33b926a12186ba5bb8ef", size = 62151, upload-time = "2025-04-21T17:46:52.801Z" },
+]
+
+[[package]]
+name = "rioxarray"
+version = "0.22.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
+dependencies = [
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "packaging", marker = "python_full_version >= '3.12'" },
+    { name = "pyproj", marker = "python_full_version >= '3.12'" },
+    { name = "rasterio", version = "1.5.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "xarray", marker = "python_full_version >= '3.12'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/4b/04/9e43477ab0fce7c4c949e1131bfae55ec5228da4ba30f55760660db224b2/rioxarray-0.22.0.tar.gz", hash = "sha256:3f55f23a632ffd9eff13463634227f4afbbcf298947536e161f6cf2ce88d4373", size = 61337, upload-time = "2026-03-06T17:11:00.16Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/3f/dd/0b2c68495331ba36af783139baaa94693ef310d484d458c11dfa1357287d/rioxarray-0.22.0-py3-none-any.whl", hash = "sha256:db0aa55cd36a95060968f2e6574107829def29d43a563560b90bc642d0bd6a3b", size = 72018, upload-time = "2026-03-06T17:10:58.965Z" },
+]
+
 [[package]]
 name = "rpds-py"
 version = "0.30.0"
@@ -1246,6 +1812,31 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/b7/b95708304cd49b7b6f82fdd039f1748b66ec2b21d6a45180910802f1abf1/rpds_py-0.30.0-pp311-pypy311_pp73-musllinux_1_2_x86_64.whl", hash = "sha256:ac37f9f516c51e5753f27dfdef11a88330f04de2d564be3991384b2f3535d02e", size = 562191, upload-time = "2025-11-30T20:24:36.853Z" },
 ]
 
+[[package]]
+name = "ruff"
+version = "0.15.21"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/0f/36/6f65aa9989acdec45d417192d8f4e7921931d8a6cf87ac74bce3eed98a8e/ruff-0.15.21.tar.gz", hash = "sha256:d0cfc841c572283c36548f82664a54ce6565567f1b0d5b4cf2caac693d8b7500", size = 4769401, upload-time = "2026-07-09T20:01:34.005Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/d0/c6/ede15cac6839f3dbce52565c8f5164a8210e669c7bc4decb03e5bdf47d0d/ruff-0.15.21-py3-none-linux_armv6l.whl", hash = "sha256:63ea0e965e5d73c90e95b2434beeafc70820536717f561b32ab6e777cb9bdf5d", size = 10854342, upload-time = "2026-07-09T20:00:53.998Z" },
+    { url = "https://files.pythonhosted.org/packages/28/9d/d825b07ee7ea9e2d61df92a860033c94e06e7300d50a1c2653aac27d24fe/ruff-0.15.21-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:0f212c5d7d54c01bbfe6dcab02b724a39300f3e34ed7acbe995ccb320a2c58bd", size = 11139539, upload-time = "2026-07-09T20:00:57.809Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/de/3b107712e642f063c7a9e0887c427b22cb44097de5aab36c05f2e280670c/ruff-0.15.21-py3-none-macosx_11_0_arm64.whl", hash = "sha256:e6312e41bc96791299614995ea3a977c5857c3b5662b1ecef6755b02b87cb646", size = 10595437, upload-time = "2026-07-09T20:01:00.006Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/6f/b4523cc90ba239ede441447a19d0c968846a3012e5a0b0c5b62831a3d5e3/ruff-0.15.21-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:01d65b4831c6b2a4ba8ee6faa84049d44d982b7a706e622c4094c509e51673be", size = 10990053, upload-time = "2026-07-09T20:01:02.187Z" },
+    { url = "https://files.pythonhosted.org/packages/92/cc/c6a9872a5375f0628875481cf2f66b13d7d865bf3ca2e57f91c7e762d976/ruff-0.15.21-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:2c5a913a589120ce67933d5d05fd6ddbcc2481c6a054980ee767f7414c72b4fd", size = 10666096, upload-time = "2026-07-09T20:01:04.299Z" },
+    { url = "https://files.pythonhosted.org/packages/ab/97/c621f7a17e097f1790fa3af6374138823b330b2d03fc38337945daca212c/ruff-0.15.21-py3-none-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5ef04b681d02ad4dc9620f00f83ac5c22f652d0e9a9cfe431d219b16ad5ccc41", size = 11537011, upload-time = "2026-07-09T20:01:06.771Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/51/d928727e476e25ccc57c6f449ffd80241a651a973ad949d39cfb2a771d28/ruff-0.15.21-py3-none-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:16d090c0740916594157e75b80d666eab8e78083b39b3b0e1d698f4670a17b86", size = 12347101, upload-time = "2026-07-09T20:01:08.859Z" },
+    { url = "https://files.pythonhosted.org/packages/1e/88/8cd62026802b16018ad06931d87997cf795ba2a6239ab659606c87d96bf0/ruff-0.15.21-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3a10e74757dd65004d779b73e2f3c5210156d9980b41224d50d2ebcf1db51e67", size = 11572001, upload-time = "2026-07-09T20:01:11.092Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/97/f63084cf55444fc110e8cb985ebfcc592af47f597d44453d778cb81bc156/ruff-0.15.21-py3-none-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bab0905d2f29e0d9fbc3c373ed23db0095edaa3f71f1f4f519ec15134d9e85c8", size = 11549239, upload-time = "2026-07-09T20:01:13.27Z" },
+    { url = "https://files.pythonhosted.org/packages/9d/77/f107da4a2874b7715914b03f09ba9c54424de3ff8a1cc5d015d3ee2ce0ac/ruff-0.15.21-py3-none-manylinux_2_31_riscv64.whl", hash = "sha256:00eca240af5789fec6fe7df74c088cc1f9644ed83027113468efba7c92b94075", size = 11535340, upload-time = "2026-07-09T20:01:15.206Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/e9/601deb322d3303a7bf212b0100ead6f2ee3f6a044d89c30f2f92bf83c731/ruff-0.15.21-py3-none-musllinux_1_2_aarch64.whl", hash = "sha256:262ab31557a75141325e32d3357f3597645a7f084e732b6b054dde428ecd9341", size = 10964048, upload-time = "2026-07-09T20:01:17.723Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/2e/0f2176d1e99c15192caea19c8c3a0a955246b4cb4de795042eeb616345cd/ruff-0.15.21-py3-none-musllinux_1_2_armv7l.whl", hash = "sha256:659c4e7a4212f83306045ec7c5e5a356d16d9a6ef4ae0c7a4d872914fc655d9d", size = 10667055, upload-time = "2026-07-09T20:01:19.73Z" },
+    { url = "https://files.pythonhosted.org/packages/48/60/abd74a02e0c4214f12a68becfd30af7165cfdcb0e661ecdc60bbb949c09a/ruff-0.15.21-py3-none-musllinux_1_2_i686.whl", hash = "sha256:9e866eab611a5f959d36df2d10e446973a3610bc42b0c15b31dc27977d59c233", size = 11242043, upload-time = "2026-07-09T20:01:21.947Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/c6/583075d8ccabb4b229345edcaf1545eb3d8d6be90f686a479d7e94088bbf/ruff-0.15.21-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:e89bc93c0d3803ba870b55c29671bad9dc6d94bb1eb181b056b52eb05b52854f", size = 11648064, upload-time = "2026-07-09T20:01:24.023Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/3c/37d0ecb729a7cc2d393ea7dce316fc585680f35d93b8d62139d7d0a3700c/ruff-0.15.21-py3-none-win32.whl", hash = "sha256:01f8d5be84823c172b389e123174f781f9daf86d6c58719d603f941932195cdd", size = 10896555, upload-time = "2026-07-09T20:01:26.941Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/b8/e43466b2a6067ce91e669068f6e28d6c719a920f014b070d5c8731725de3/ruff-0.15.21-py3-none-win_amd64.whl", hash = "sha256:d4b8d9a2f0f12b816b50447f6eccb9f4bb01a6b82c86b50fb3b5354b458dc6d3", size = 12038772, upload-time = "2026-07-09T20:01:29.497Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/75/e90ab9aeece218a9fc5a5bc3ec97d0ee6bb3c4ff95869463c1de58e29a1c/ruff-0.15.21-py3-none-win_arm64.whl", hash = "sha256:6e83115d4b9377c1cbc13abf0e051f069fab0ef815ea0504a8a008cee24dd0a8", size = 11375265, upload-time = "2026-07-09T20:01:31.772Z" },
+]
+
 [[package]]
 name = "s3transfer"
 version = "0.16.0"
@@ -1258,6 +1849,141 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/fc/51/727abb13f44c1fcf6d145979e1535a35794db0f6e450a0cb46aa24732fe2/s3transfer-0.16.0-py3-none-any.whl", hash = "sha256:18e25d66fed509e3868dc1572b3f427ff947dd2c56f844a5bf09481ad3f3b2fe", size = 86830, upload-time = "2025-12-01T02:30:57.729Z" },
 ]
 
+[[package]]
+name = "scipy"
+version = "1.17.1"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.12' and sys_platform == 'win32'",
+    "python_full_version < '3.12' and sys_platform == 'emscripten'",
+    "python_full_version < '3.12' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
+dependencies = [
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/7a/97/5a3609c4f8d58b039179648e62dd220f89864f56f7357f5d4f45c29eb2cc/scipy-1.17.1.tar.gz", hash = "sha256:95d8e012d8cb8816c226aef832200b1d45109ed4464303e997c5b13122b297c0", size = 30573822, upload-time = "2026-02-23T00:26:24.851Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/df/75/b4ce781849931fef6fd529afa6b63711d5a733065722d0c3e2724af9e40a/scipy-1.17.1-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:1f95b894f13729334fb990162e911c9e5dc1ab390c58aa6cbecb389c5b5e28ec", size = 31613675, upload-time = "2026-02-23T00:16:00.13Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/58/bccc2861b305abdd1b8663d6130c0b3d7cc22e8d86663edbc8401bfd40d4/scipy-1.17.1-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:e18f12c6b0bc5a592ed23d3f7b891f68fd7f8241d69b7883769eb5d5dfb52696", size = 28162057, upload-time = "2026-02-23T00:16:09.456Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/ee/18146b7757ed4976276b9c9819108adbc73c5aad636e5353e20746b73069/scipy-1.17.1-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:a3472cfbca0a54177d0faa68f697d8ba4c80bbdc19908c3465556d9f7efce9ee", size = 20334032, upload-time = "2026-02-23T00:16:17.358Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/e6/cef1cf3557f0c54954198554a10016b6a03b2ec9e22a4e1df734936bd99c/scipy-1.17.1-cp311-cp311-macosx_14_0_x86_64.whl", hash = "sha256:766e0dc5a616d026a3a1cffa379af959671729083882f50307e18175797b3dfd", size = 22709533, upload-time = "2026-02-23T00:16:25.791Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/60/8804678875fc59362b0fb759ab3ecce1f09c10a735680318ac30da8cd76b/scipy-1.17.1-cp311-cp311-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:744b2bf3640d907b79f3fd7874efe432d1cf171ee721243e350f55234b4cec4c", size = 33062057, upload-time = "2026-02-23T00:16:36.931Z" },
+    { url = "https://files.pythonhosted.org/packages/09/7d/af933f0f6e0767995b4e2d705a0665e454d1c19402aa7e895de3951ebb04/scipy-1.17.1-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:43af8d1f3bea642559019edfe64e9b11192a8978efbd1539d7bc2aaa23d92de4", size = 35349300, upload-time = "2026-02-23T00:16:49.108Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/3d/7ccbbdcbb54c8fdc20d3b6930137c782a163fa626f0aef920349873421ba/scipy-1.17.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:cd96a1898c0a47be4520327e01f874acfd61fb48a9420f8aa9f6483412ffa444", size = 35127333, upload-time = "2026-02-23T00:17:01.293Z" },
+    { url = "https://files.pythonhosted.org/packages/e8/19/f926cb11c42b15ba08e3a71e376d816ac08614f769b4f47e06c3580c836a/scipy-1.17.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:4eb6c25dd62ee8d5edf68a8e1c171dd71c292fdae95d8aeb3dd7d7de4c364082", size = 37741314, upload-time = "2026-02-23T00:17:12.576Z" },
+    { url = "https://files.pythonhosted.org/packages/95/da/0d1df507cf574b3f224ccc3d45244c9a1d732c81dcb26b1e8a766ae271a8/scipy-1.17.1-cp311-cp311-win_amd64.whl", hash = "sha256:d30e57c72013c2a4fe441c2fcb8e77b14e152ad48b5464858e07e2ad9fbfceff", size = 36607512, upload-time = "2026-02-23T00:17:23.424Z" },
+    { url = "https://files.pythonhosted.org/packages/68/7f/bdd79ceaad24b671543ffe0ef61ed8e659440eb683b66f033454dcee90eb/scipy-1.17.1-cp311-cp311-win_arm64.whl", hash = "sha256:9ecb4efb1cd6e8c4afea0daa91a87fbddbce1b99d2895d151596716c0b2e859d", size = 24599248, upload-time = "2026-02-23T00:17:34.561Z" },
+    { url = "https://files.pythonhosted.org/packages/35/48/b992b488d6f299dbe3f11a20b24d3dda3d46f1a635ede1c46b5b17a7b163/scipy-1.17.1-cp312-cp312-macosx_10_14_x86_64.whl", hash = "sha256:35c3a56d2ef83efc372eaec584314bd0ef2e2f0d2adb21c55e6ad5b344c0dcb8", size = 31610954, upload-time = "2026-02-23T00:17:49.855Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/02/cf107b01494c19dc100f1d0b7ac3cc08666e96ba2d64db7626066cee895e/scipy-1.17.1-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:fcb310ddb270a06114bb64bbe53c94926b943f5b7f0842194d585c65eb4edd76", size = 28172662, upload-time = "2026-02-23T00:18:01.64Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/a9/599c28631bad314d219cf9ffd40e985b24d603fc8a2f4ccc5ae8419a535b/scipy-1.17.1-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:cc90d2e9c7e5c7f1a482c9875007c095c3194b1cfedca3c2f3291cdc2bc7c086", size = 20344366, upload-time = "2026-02-23T00:18:12.015Z" },
+    { url = "https://files.pythonhosted.org/packages/35/f5/906eda513271c8deb5af284e5ef0206d17a96239af79f9fa0aebfe0e36b4/scipy-1.17.1-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:c80be5ede8f3f8eded4eff73cc99a25c388ce98e555b17d31da05287015ffa5b", size = 22704017, upload-time = "2026-02-23T00:18:21.502Z" },
+    { url = "https://files.pythonhosted.org/packages/da/34/16f10e3042d2f1d6b66e0428308ab52224b6a23049cb2f5c1756f713815f/scipy-1.17.1-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e19ebea31758fac5893a2ac360fedd00116cbb7628e650842a6691ba7ca28a21", size = 32927842, upload-time = "2026-02-23T00:18:35.367Z" },
+    { url = "https://files.pythonhosted.org/packages/01/8e/1e35281b8ab6d5d72ebe9911edcdffa3f36b04ed9d51dec6dd140396e220/scipy-1.17.1-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:02ae3b274fde71c5e92ac4d54bc06c42d80e399fec704383dcd99b301df37458", size = 35235890, upload-time = "2026-02-23T00:18:49.188Z" },
+    { url = "https://files.pythonhosted.org/packages/c5/5c/9d7f4c88bea6e0d5a4f1bc0506a53a00e9fcb198de372bfe4d3652cef482/scipy-1.17.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:8a604bae87c6195d8b1045eddece0514d041604b14f2727bbc2b3020172045eb", size = 35003557, upload-time = "2026-02-23T00:18:54.74Z" },
+    { url = "https://files.pythonhosted.org/packages/65/94/7698add8f276dbab7a9de9fb6b0e02fc13ee61d51c7c3f85ac28b65e1239/scipy-1.17.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:f590cd684941912d10becc07325a3eeb77886fe981415660d9265c4c418d0bea", size = 37625856, upload-time = "2026-02-23T00:19:00.307Z" },
+    { url = "https://files.pythonhosted.org/packages/a2/84/dc08d77fbf3d87d3ee27f6a0c6dcce1de5829a64f2eae85a0ecc1f0daa73/scipy-1.17.1-cp312-cp312-win_amd64.whl", hash = "sha256:41b71f4a3a4cab9d366cd9065b288efc4d4f3c0b37a91a8e0947fb5bd7f31d87", size = 36549682, upload-time = "2026-02-23T00:19:07.67Z" },
+    { url = "https://files.pythonhosted.org/packages/bc/98/fe9ae9ffb3b54b62559f52dedaebe204b408db8109a8c66fdd04869e6424/scipy-1.17.1-cp312-cp312-win_arm64.whl", hash = "sha256:f4115102802df98b2b0db3cce5cb9b92572633a1197c77b7553e5203f284a5b3", size = 24547340, upload-time = "2026-02-23T00:19:12.024Z" },
+    { url = "https://files.pythonhosted.org/packages/76/27/07ee1b57b65e92645f219b37148a7e7928b82e2b5dbeccecb4dff7c64f0b/scipy-1.17.1-cp313-cp313-macosx_10_14_x86_64.whl", hash = "sha256:5e3c5c011904115f88a39308379c17f91546f77c1667cea98739fe0fccea804c", size = 31590199, upload-time = "2026-02-23T00:19:17.192Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/ae/db19f8ab842e9b724bf5dbb7db29302a91f1e55bc4d04b1025d6d605a2c5/scipy-1.17.1-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:6fac755ca3d2c3edcb22f479fceaa241704111414831ddd3bc6056e18516892f", size = 28154001, upload-time = "2026-02-23T00:19:22.241Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/58/3ce96251560107b381cbd6e8413c483bbb1228a6b919fa8652b0d4090e7f/scipy-1.17.1-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:7ff200bf9d24f2e4d5dc6ee8c3ac64d739d3a89e2326ba68aaf6c4a2b838fd7d", size = 20325719, upload-time = "2026-02-23T00:19:26.329Z" },
+    { url = "https://files.pythonhosted.org/packages/b2/83/15087d945e0e4d48ce2377498abf5ad171ae013232ae31d06f336e64c999/scipy-1.17.1-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:4b400bdc6f79fa02a4d86640310dde87a21fba0c979efff5248908c6f15fad1b", size = 22683595, upload-time = "2026-02-23T00:19:30.304Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/e0/e58fbde4a1a594c8be8114eb4aac1a55bcd6587047efc18a61eb1f5c0d30/scipy-1.17.1-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:2b64ca7d4aee0102a97f3ba22124052b4bd2152522355073580bf4845e2550b6", size = 32896429, upload-time = "2026-02-23T00:19:35.536Z" },
+    { url = "https://files.pythonhosted.org/packages/f5/5f/f17563f28ff03c7b6799c50d01d5d856a1d55f2676f537ca8d28c7f627cd/scipy-1.17.1-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:581b2264fc0aa555f3f435a5944da7504ea3a065d7029ad60e7c3d1ae09c5464", size = 35203952, upload-time = "2026-02-23T00:19:42.259Z" },
+    { url = "https://files.pythonhosted.org/packages/8d/a5/9afd17de24f657fdfe4df9a3f1ea049b39aef7c06000c13db1530d81ccca/scipy-1.17.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:beeda3d4ae615106d7094f7e7cef6218392e4465cc95d25f900bebabfded0950", size = 34979063, upload-time = "2026-02-23T00:19:47.547Z" },
+    { url = "https://files.pythonhosted.org/packages/8b/13/88b1d2384b424bf7c924f2038c1c409f8d88bb2a8d49d097861dd64a57b2/scipy-1.17.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:6609bc224e9568f65064cfa72edc0f24ee6655b47575954ec6339534b2798369", size = 37598449, upload-time = "2026-02-23T00:19:53.238Z" },
+    { url = "https://files.pythonhosted.org/packages/35/e5/d6d0e51fc888f692a35134336866341c08655d92614f492c6860dc45bb2c/scipy-1.17.1-cp313-cp313-win_amd64.whl", hash = "sha256:37425bc9175607b0268f493d79a292c39f9d001a357bebb6b88fdfaff13f6448", size = 36510943, upload-time = "2026-02-23T00:20:50.89Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/fd/3be73c564e2a01e690e19cc618811540ba5354c67c8680dce3281123fb79/scipy-1.17.1-cp313-cp313-win_arm64.whl", hash = "sha256:5cf36e801231b6a2059bf354720274b7558746f3b1a4efb43fcf557ccd484a87", size = 24545621, upload-time = "2026-02-23T00:20:55.871Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/6b/17787db8b8114933a66f9dcc479a8272e4b4da75fe03b0c282f7b0ade8cd/scipy-1.17.1-cp313-cp313t-macosx_10_14_x86_64.whl", hash = "sha256:d59c30000a16d8edc7e64152e30220bfbd724c9bbb08368c054e24c651314f0a", size = 31936708, upload-time = "2026-02-23T00:19:58.694Z" },
+    { url = "https://files.pythonhosted.org/packages/38/2e/524405c2b6392765ab1e2b722a41d5da33dc5c7b7278184a8ad29b6cb206/scipy-1.17.1-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:010f4333c96c9bb1a4516269e33cb5917b08ef2166d5556ca2fd9f082a9e6ea0", size = 28570135, upload-time = "2026-02-23T00:20:03.934Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/c3/5bd7199f4ea8556c0c8e39f04ccb014ac37d1468e6cfa6a95c6b3562b76e/scipy-1.17.1-cp313-cp313t-macosx_14_0_arm64.whl", hash = "sha256:2ceb2d3e01c5f1d83c4189737a42d9cb2fc38a6eeed225e7515eef71ad301dce", size = 20741977, upload-time = "2026-02-23T00:20:07.935Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/b8/8ccd9b766ad14c78386599708eb745f6b44f08400a5fd0ade7cf89b6fc93/scipy-1.17.1-cp313-cp313t-macosx_14_0_x86_64.whl", hash = "sha256:844e165636711ef41f80b4103ed234181646b98a53c8f05da12ca5ca289134f6", size = 23029601, upload-time = "2026-02-23T00:20:12.161Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/a0/3cb6f4d2fb3e17428ad2880333cac878909ad1a89f678527b5328b93c1d4/scipy-1.17.1-cp313-cp313t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:158dd96d2207e21c966063e1635b1063cd7787b627b6f07305315dd73d9c679e", size = 33019667, upload-time = "2026-02-23T00:20:17.208Z" },
+    { url = "https://files.pythonhosted.org/packages/f3/c3/2d834a5ac7bf3a0c806ad1508efc02dda3c8c61472a56132d7894c312dea/scipy-1.17.1-cp313-cp313t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:74cbb80d93260fe2ffa334efa24cb8f2f0f622a9b9febf8b483c0b865bfb3475", size = 35264159, upload-time = "2026-02-23T00:20:23.087Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/77/d3ed4becfdbd217c52062fafe35a72388d1bd82c2d0ba5ca19d6fcc93e11/scipy-1.17.1-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:dbc12c9f3d185f5c737d801da555fb74b3dcfa1a50b66a1a93e09190f41fab50", size = 35102771, upload-time = "2026-02-23T00:20:28.636Z" },
+    { url = "https://files.pythonhosted.org/packages/bd/12/d19da97efde68ca1ee5538bb261d5d2c062f0c055575128f11a2730e3ac1/scipy-1.17.1-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:94055a11dfebe37c656e70317e1996dc197e1a15bbcc351bcdd4610e128fe1ca", size = 37665910, upload-time = "2026-02-23T00:20:34.743Z" },
+    { url = "https://files.pythonhosted.org/packages/06/1c/1172a88d507a4baaf72c5a09bb6c018fe2ae0ab622e5830b703a46cc9e44/scipy-1.17.1-cp313-cp313t-win_amd64.whl", hash = "sha256:e30bdeaa5deed6bc27b4cc490823cd0347d7dae09119b8803ae576ea0ce52e4c", size = 36562980, upload-time = "2026-02-23T00:20:40.575Z" },
+    { url = "https://files.pythonhosted.org/packages/70/b0/eb757336e5a76dfa7911f63252e3b7d1de00935d7705cf772db5b45ec238/scipy-1.17.1-cp313-cp313t-win_arm64.whl", hash = "sha256:a720477885a9d2411f94a93d16f9d89bad0f28ca23c3f8daa521e2dcc3f44d49", size = 24856543, upload-time = "2026-02-23T00:20:45.313Z" },
+    { url = "https://files.pythonhosted.org/packages/cf/83/333afb452af6f0fd70414dc04f898647ee1423979ce02efa75c3b0f2c28e/scipy-1.17.1-cp314-cp314-macosx_10_14_x86_64.whl", hash = "sha256:a48a72c77a310327f6a3a920092fa2b8fd03d7deaa60f093038f22d98e096717", size = 31584510, upload-time = "2026-02-23T00:21:01.015Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/a6/d05a85fd51daeb2e4ea71d102f15b34fedca8e931af02594193ae4fd25f7/scipy-1.17.1-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:45abad819184f07240d8a696117a7aacd39787af9e0b719d00285549ed19a1e9", size = 28170131, upload-time = "2026-02-23T00:21:05.888Z" },
+    { url = "https://files.pythonhosted.org/packages/db/7b/8624a203326675d7746a254083a187398090a179335b2e4a20e2ddc46e83/scipy-1.17.1-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:3fd1fcdab3ea951b610dc4cef356d416d5802991e7e32b5254828d342f7b7e0b", size = 20342032, upload-time = "2026-02-23T00:21:09.904Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/35/2c342897c00775d688d8ff3987aced3426858fd89d5a0e26e020b660b301/scipy-1.17.1-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:7bdf2da170b67fdf10bca777614b1c7d96ae3ca5794fd9587dce41eb2966e866", size = 22678766, upload-time = "2026-02-23T00:21:14.313Z" },
+    { url = "https://files.pythonhosted.org/packages/ef/f2/7cdb8eb308a1a6ae1e19f945913c82c23c0c442a462a46480ce487fdc0ac/scipy-1.17.1-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:adb2642e060a6549c343603a3851ba76ef0b74cc8c079a9a58121c7ec9fe2350", size = 32957007, upload-time = "2026-02-23T00:21:19.663Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/2e/7eea398450457ecb54e18e9d10110993fa65561c4f3add5e8eccd2b9cd41/scipy-1.17.1-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:eee2cfda04c00a857206a4330f0c5e3e56535494e30ca445eb19ec624ae75118", size = 35221333, upload-time = "2026-02-23T00:21:25.278Z" },
+    { url = "https://files.pythonhosted.org/packages/d9/77/5b8509d03b77f093a0d52e606d3c4f79e8b06d1d38c441dacb1e26cacf46/scipy-1.17.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:d2650c1fb97e184d12d8ba010493ee7b322864f7d3d00d3f9bb97d9c21de4068", size = 35042066, upload-time = "2026-02-23T00:21:31.358Z" },
+    { url = "https://files.pythonhosted.org/packages/f9/df/18f80fb99df40b4070328d5ae5c596f2f00fffb50167e31439e932f29e7d/scipy-1.17.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:08b900519463543aa604a06bec02461558a6e1cef8fdbb8098f77a48a83c8118", size = 37612763, upload-time = "2026-02-23T00:21:37.247Z" },
+    { url = "https://files.pythonhosted.org/packages/4b/39/f0e8ea762a764a9dc52aa7dabcfad51a354819de1f0d4652b6a1122424d6/scipy-1.17.1-cp314-cp314-win_amd64.whl", hash = "sha256:3877ac408e14da24a6196de0ddcace62092bfc12a83823e92e49e40747e52c19", size = 37290984, upload-time = "2026-02-23T00:22:35.023Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/56/fe201e3b0f93d1a8bcf75d3379affd228a63d7e2d80ab45467a74b494947/scipy-1.17.1-cp314-cp314-win_arm64.whl", hash = "sha256:f8885db0bc2bffa59d5c1b72fad7a6a92d3e80e7257f967dd81abb553a90d293", size = 25192877, upload-time = "2026-02-23T00:22:39.798Z" },
+    { url = "https://files.pythonhosted.org/packages/96/ad/f8c414e121f82e02d76f310f16db9899c4fcde36710329502a6b2a3c0392/scipy-1.17.1-cp314-cp314t-macosx_10_14_x86_64.whl", hash = "sha256:1cc682cea2ae55524432f3cdff9e9a3be743d52a7443d0cba9017c23c87ae2f6", size = 31949750, upload-time = "2026-02-23T00:21:42.289Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/b0/c741e8865d61b67c81e255f4f0a832846c064e426636cd7de84e74d209be/scipy-1.17.1-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:2040ad4d1795a0ae89bfc7e8429677f365d45aa9fd5e4587cf1ea737f927b4a1", size = 28585858, upload-time = "2026-02-23T00:21:47.706Z" },
+    { url = "https://files.pythonhosted.org/packages/ed/1b/3985219c6177866628fa7c2595bfd23f193ceebbe472c98a08824b9466ff/scipy-1.17.1-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:131f5aaea57602008f9822e2115029b55d4b5f7c070287699fe45c661d051e39", size = 20757723, upload-time = "2026-02-23T00:21:52.039Z" },
+    { url = "https://files.pythonhosted.org/packages/c0/19/2a04aa25050d656d6f7b9e7b685cc83d6957fb101665bfd9369ca6534563/scipy-1.17.1-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:9cdc1a2fcfd5c52cfb3045feb399f7b3ce822abdde3a193a6b9a60b3cb5854ca", size = 23043098, upload-time = "2026-02-23T00:21:56.185Z" },
+    { url = "https://files.pythonhosted.org/packages/86/f1/3383beb9b5d0dbddd030335bf8a8b32d4317185efe495374f134d8be6cce/scipy-1.17.1-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:6e3dcd57ab780c741fde8dc68619de988b966db759a3c3152e8e9142c26295ad", size = 33030397, upload-time = "2026-02-23T00:22:01.404Z" },
+    { url = "https://files.pythonhosted.org/packages/41/68/8f21e8a65a5a03f25a79165ec9d2b28c00e66dc80546cf5eb803aeeff35b/scipy-1.17.1-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a9956e4d4f4a301ebf6cde39850333a6b6110799d470dbbb1e25326ac447f52a", size = 35281163, upload-time = "2026-02-23T00:22:07.024Z" },
+    { url = "https://files.pythonhosted.org/packages/84/8d/c8a5e19479554007a5632ed7529e665c315ae7492b4f946b0deb39870e39/scipy-1.17.1-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:a4328d245944d09fd639771de275701ccadf5f781ba0ff092ad141e017eccda4", size = 35116291, upload-time = "2026-02-23T00:22:12.585Z" },
+    { url = "https://files.pythonhosted.org/packages/52/52/e57eceff0e342a1f50e274264ed47497b59e6a4e3118808ee58ddda7b74a/scipy-1.17.1-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:a77cbd07b940d326d39a1d1b37817e2ee4d79cb30e7338f3d0cddffae70fcaa2", size = 37682317, upload-time = "2026-02-23T00:22:18.513Z" },
+    { url = "https://files.pythonhosted.org/packages/11/2f/b29eafe4a3fbc3d6de9662b36e028d5f039e72d345e05c250e121a230dd4/scipy-1.17.1-cp314-cp314t-win_amd64.whl", hash = "sha256:eb092099205ef62cd1782b006658db09e2fed75bffcae7cc0d44052d8aa0f484", size = 37345327, upload-time = "2026-02-23T00:22:24.442Z" },
+    { url = "https://files.pythonhosted.org/packages/07/39/338d9219c4e87f3e708f18857ecd24d22a0c3094752393319553096b98af/scipy-1.17.1-cp314-cp314t-win_arm64.whl", hash = "sha256:200e1050faffacc162be6a486a984a0497866ec54149a01270adc8a59b7c7d21", size = 25489165, upload-time = "2026-02-23T00:22:29.563Z" },
+]
+
+[[package]]
+name = "scipy"
+version = "1.18.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.12' and python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+]
+dependencies = [
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a7/25/c2700dfaf6442b4effaa91af24ebce5dc9d31bb4a69706313aae70d72cd0/scipy-1.18.0.tar.gz", hash = "sha256:67b2ad2ad54c72ca6d04975a9b2df8c3638c34ddd5b28738e94fc2b57929d378", size = 30774447, upload-time = "2026-06-19T15:01:43.456Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6a/19/ca10ead60b0acc80b2b833c2c4a4f2ff753d0f58b811f70d911c7e94a25c/scipy-1.18.0-cp312-cp312-macosx_10_15_x86_64.whl", hash = "sha256:7bd21faaf5a1a3b2eff922d02db5f191b99a6518db9078a8fb23169f6d22259a", size = 31056519, upload-time = "2026-06-19T14:59:45.203Z" },
+    { url = "https://files.pythonhosted.org/packages/96/72/1e6442a00cd2924d361aa1b642ab6373ec35c6fabf311a760be9f76e0f13/scipy-1.18.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:265915e79107de9f946b855e50d7470d5893ec3f54b342e1aa6201cbdcd8bb6b", size = 28681889, upload-time = "2026-06-19T14:59:48.103Z" },
+    { url = "https://files.pythonhosted.org/packages/9b/2d/11dd93d21e147a73ba22bd75c0b9208d3a2e0ec76d53170ce7d9029b1015/scipy-1.18.0-cp312-cp312-macosx_14_0_arm64.whl", hash = "sha256:9ab7b758be6940954a713ee466e2043e9f6e2ed965c1fce5c91039f4be3d90a9", size = 20423580, upload-time = "2026-06-19T14:59:50.665Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/01/93552f75e0d2a7dd115a45e59209c51e8d514daff02fc887d2623be06fe1/scipy-1.18.0-cp312-cp312-macosx_14_0_x86_64.whl", hash = "sha256:97b6cddaaee0a779ef6b5ca83c9604b27cc16b2b8fc22c142652df8793319fb8", size = 23054441, upload-time = "2026-06-19T14:59:53.564Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/23/21f5e703643d66f21faa6b4c73195bfcad70c55efcb4f1ab327cd7c4101a/scipy-1.18.0-cp312-cp312-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:52a96e21517c7292375c0e27dd796a811f03fcea5fd4d108fdfea8145dcf17ab", size = 33968720, upload-time = "2026-06-19T14:59:56.415Z" },
+    { url = "https://files.pythonhosted.org/packages/dd/aa/1b939f6c67ed68635bb538e6752d3dacc02f66535182e939a89581a44e9c/scipy-1.18.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1f55797419e16e7f30cf88ffb3113ce0467f00cfe3f70d5c281730b21769bfc2", size = 35287115, upload-time = "2026-06-19T14:59:59.411Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/ff/eec46be7e9234208f801062b53e1983085eddebd693f6c9bfb03b459830d/scipy-1.18.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ad033410e2e0672ffdc1042110cef20e1c46f8fd0616cee1d44d8d58fad8fc11", size = 35577989, upload-time = "2026-06-19T15:00:02.235Z" },
+    { url = "https://files.pythonhosted.org/packages/84/ca/210d4759c7210bb7d269437421959b39a33434e2776b60c5cb8a763bb30a/scipy-1.18.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:4a55985d54c769c872e64b7f4c8a81cc30ef700cc04296abbbf3705439c126de", size = 37421717, upload-time = "2026-06-19T15:00:05.102Z" },
+    { url = "https://files.pythonhosted.org/packages/2b/54/9a9edb45345bd6744da5ddfb6628e5d5185920494c6a67ec45b6381004cb/scipy-1.18.0-cp312-cp312-win_amd64.whl", hash = "sha256:71ccc8faa2dd16ac310233203474a8b5cb67f10dedd54a3116d34943f4b19132", size = 36597428, upload-time = "2026-06-19T15:00:08.112Z" },
+    { url = "https://files.pythonhosted.org/packages/99/0e/33f32a2a58987e26aec0f7df252cbbad1e90ae77bdbc76f40dd4ed0cf0ea/scipy-1.18.0-cp312-cp312-win_arm64.whl", hash = "sha256:d88363fd9d8fbd3511bd273f1a49efb2a540773ddf92a91d57498ce7dd7f3e76", size = 24351481, upload-time = "2026-06-19T15:00:11.103Z" },
+    { url = "https://files.pythonhosted.org/packages/05/52/9c0136c2de7ae0779b7b366447766cec6d9f0702c56bb8ffeb04c8fd3af4/scipy-1.18.0-cp313-cp313-macosx_10_15_x86_64.whl", hash = "sha256:09143f676d157d9f546d663504ef9c1becb819824f1afc018814176411942446", size = 31036107, upload-time = "2026-06-19T15:00:14.03Z" },
+    { url = "https://files.pythonhosted.org/packages/02/73/0291a64843270f4efb86cdcf2ee0f2048631b65ec6b405398b2b4dbf11bf/scipy-1.18.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:5efe260f69417b97ddae455bfb5a95e8359f7f66ad7fa9522a60feb66f169520", size = 28663303, upload-time = "2026-06-19T15:00:16.819Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/0f/10ffa0b697a572f4e0d48b92a88895d366422f019f723e7e14a84c050dac/scipy-1.18.0-cp313-cp313-macosx_14_0_arm64.whl", hash = "sha256:68363b7eaacd8b5dd426df56d782cc156468ac79a127a1b87ca597d6e2e82197", size = 20404960, upload-time = "2026-06-19T15:00:19.635Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/d2/e896cea21ba8edd6c81d4c55b1ffcc717e79698dcbebf9641b4cfb4c6622/scipy-1.18.0-cp313-cp313-macosx_14_0_x86_64.whl", hash = "sha256:c5557d8be5da8e41353fcd4d21491fdbab83b062fc579e94dc09a7c8ab4f669b", size = 23034074, upload-time = "2026-06-19T15:00:22.107Z" },
+    { url = "https://files.pythonhosted.org/packages/ea/b2/e83ea34279a52c03374477c74006256ec78df65fc877baa4617d6de1d202/scipy-1.18.0-cp313-cp313-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:0d13bca67c096d89fb95ced0d8921807300fce0275643aef9533cc63a0773468", size = 33942038, upload-time = "2026-06-19T15:00:24.964Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/af/e8fe5fb136f51e2b01678b92cb4106d10d8cd68ec147ead2e7cb0ac75398/scipy-1.18.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a46f9273dbd0eb1cefba61c9b8648b4dfe3cbc14a080176f9a73e44b8336dc7f", size = 35266390, upload-time = "2026-06-19T15:00:28.059Z" },
+    { url = "https://files.pythonhosted.org/packages/3a/49/2c5cbb907b56695fc67517811d1db234dfd83381a84814ec220aded2794d/scipy-1.18.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:5aba46108853ddfc77906b6557aac839d2b52e900c1d72a1180adaaab58d265f", size = 35551324, upload-time = "2026-06-19T15:00:31.014Z" },
+    { url = "https://files.pythonhosted.org/packages/bb/73/eda39f7a2d306ff0ffc574afd13c0bbb6d10a603d9a413998ee269487a80/scipy-1.18.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:b6f758e35f12757b5d95c00bc6de2438e229c2664b7a92e96f205959d9f2dfa4", size = 37404785, upload-time = "2026-06-19T15:00:34.072Z" },
+    { url = "https://files.pythonhosted.org/packages/b7/d2/ae881ee28d014f38e0ccbfd974a06a919ba9af34f1f74bf42b5301891d63/scipy-1.18.0-cp313-cp313-win_amd64.whl", hash = "sha256:1afac4a847207c7ff8efd321734a50b06d0280b3b2a2c0fc2f413101747ad7c7", size = 36554943, upload-time = "2026-06-19T15:00:36.903Z" },
+    { url = "https://files.pythonhosted.org/packages/70/3a/21154e2d54eb3639c6bf4dbae2e531c68356bfe95990daa30df33b30d556/scipy-1.18.0-cp313-cp313-win_arm64.whl", hash = "sha256:c5dbddf60e58c2312316d097271a8e73d40eaf2eabfa4d95ed7d3695bbf2ce7b", size = 24350911, upload-time = "2026-06-19T15:00:40.062Z" },
+    { url = "https://files.pythonhosted.org/packages/78/b5/915a19b3de2f7430062b509653563db1633ddbb6f021b06731521115d4e2/scipy-1.18.0-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:4c256ee70c0d1a8a2ace807e199ccd4e3f57037433842abb3fb36bc17eaa9578", size = 31036253, upload-time = "2026-06-19T15:00:43.216Z" },
+    { url = "https://files.pythonhosted.org/packages/d7/88/b72def7262e150d16be13fca37a96481138d624e700340bc3362a7588929/scipy-1.18.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:2ef3abc54a4ffc53765374b0d5728532dfdd2585ed23f6b11c206a1f0b1b9af8", size = 28673758, upload-time = "2026-06-19T15:00:46.663Z" },
+    { url = "https://files.pythonhosted.org/packages/91/02/2e636a61a525632c373cf6a9c24442a3ffb79e364d38e98b32042964ac32/scipy-1.18.0-cp314-cp314-macosx_14_0_arm64.whl", hash = "sha256:f2a6af57bd9e4a75d70e4117e78a1bbee84f79ae3fbb6d0111005d6ebcc4cb8d", size = 20415514, upload-time = "2026-06-19T15:00:49.399Z" },
+    { url = "https://files.pythonhosted.org/packages/c9/b6/2135974442f6aba159d9d39d774a1c8cb19947016725d69fecc685df45bf/scipy-1.18.0-cp314-cp314-macosx_14_0_x86_64.whl", hash = "sha256:3f1ac564d3bf6c03d861d2cd87a1bea0da2887136f7fb1bf519c05a8971452d6", size = 23034398, upload-time = "2026-06-19T15:00:51.941Z" },
+    { url = "https://files.pythonhosted.org/packages/f6/e6/ba89ec5abf6ee9257c0d1ec985573f3ae32742c24bc03e016388a40b1b15/scipy-1.18.0-cp314-cp314-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:40395a5fcd1abee49a5c7aaa98c29db393eedc835138560a588c47ec16156690", size = 33998032, upload-time = "2026-06-19T15:00:54.838Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/c4/bc41eb19b0fd0db868f4132920879019318d80cc522ad8f2bca4611af808/scipy-1.18.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:8ca01e8ae69f1b18e9a58d91afead31be3cef0dd905a10249dac559ee15460a0", size = 35283333, upload-time = "2026-06-19T15:00:58.152Z" },
+    { url = "https://files.pythonhosted.org/packages/53/a4/cbdeef6eb3830a8462a9d4ada814de5fc984345cc9ecf17cbec51a036f1e/scipy-1.18.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:7a7f3b01647384dbc3a711e8c6778e0aabbe93959249fef5c7393396bcac0867", size = 35610216, upload-time = "2026-06-19T15:01:01.155Z" },
+    { url = "https://files.pythonhosted.org/packages/80/4d/b2b82502b65f661d1b789c1665dcdf315d5f12194e06fc0b37946294ebae/scipy-1.18.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:6aa94e78ec192a30063a5e72e561c28af769dc311190b24fe91774eff1969709", size = 37418960, upload-time = "2026-06-19T15:01:04.155Z" },
+    { url = "https://files.pythonhosted.org/packages/93/3e/902d836831474b0ab5a37d16404f7bc5fafd9efba632890e271ba952635f/scipy-1.18.0-cp314-cp314-win_amd64.whl", hash = "sha256:2d8bbdc6c817f5b4006a54d799d4f5bab6f910193cbb9a1ff310833d4d270f61", size = 37288845, upload-time = "2026-06-19T15:01:07.822Z" },
+    { url = "https://files.pythonhosted.org/packages/b6/43/8d73b337a3bdb14daa0314f0434210747c02d79d729ce1777574a817dcf6/scipy-1.18.0-cp314-cp314-win_arm64.whl", hash = "sha256:18e9575f1569b2c54174e6159d32942e03731177f63dce7975f0a0c88d102f5b", size = 24988971, upload-time = "2026-06-19T15:01:11.076Z" },
+    { url = "https://files.pythonhosted.org/packages/b4/b4/f11918b0508a2787031a0499a03fbe3546f3bb5ca05d01038c45b278c09a/scipy-1.18.0-cp314-cp314t-macosx_10_15_x86_64.whl", hash = "sha256:f351e0dd702687d12a402b867a1b4146a256923e1c38317cbc472f6372b94707", size = 31399325, upload-time = "2026-06-19T15:01:13.723Z" },
+    { url = "https://files.pythonhosted.org/packages/7b/d1/1f287b57c0ff0ee5185dff3946d92c8017d39b0e431f0ae79a3ff1859512/scipy-1.18.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:7c7a51b33ce387193c97f228320cf8e87361daa1bba750638677729598b3e677", size = 29092110, upload-time = "2026-06-19T15:01:16.908Z" },
+    { url = "https://files.pythonhosted.org/packages/ff/1a/7b74eb6c392fdcb27d414c0e7558a6d0231eb3b6d73571f479bb81ea8794/scipy-1.18.0-cp314-cp314t-macosx_14_0_arm64.whl", hash = "sha256:84031d7b052a54fae2f8632e0ec802073d385476eb9a63079bce6e23ef9283d4", size = 20833811, upload-time = "2026-06-19T15:01:20.488Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/ad/f3941716320a7b9cb4d68734a903b45fe16eff5fb7da7e16f2e619304979/scipy-1.18.0-cp314-cp314t-macosx_14_0_x86_64.whl", hash = "sha256:56abf29a7c067dde59be8b9a22d606a4ea1b2f2a4b756d9d903c62818f5dacce", size = 23396644, upload-time = "2026-06-19T15:01:23.364Z" },
+    { url = "https://files.pythonhosted.org/packages/22/22/1446b62ffe07f9719b7d9b1b6a4e05a772833ae8f441fe4c22c34c9b250f/scipy-1.18.0-cp314-cp314t-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:1ad44305cfa24b1ba5803cbbebf033590ccbac1aa5d612d727b785325ab408b0", size = 34079318, upload-time = "2026-06-19T15:01:26.002Z" },
+    { url = "https://files.pythonhosted.org/packages/56/3b/b87da667098bb470fa30c7011b0ba351ee976dd395c78798c66e941665a3/scipy-1.18.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:945c1761b93f38d7f99ae81ae80c63e621471608c7eeead563f6df025585cd58", size = 35324320, upload-time = "2026-06-19T15:01:28.881Z" },
+    { url = "https://files.pythonhosted.org/packages/f8/a1/c7932f91909759b0267f75fdea34e91309f96b895757534b76a90b6b4344/scipy-1.18.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:1a4441f15d620578772a49e5ab48c0ee1f7a0220e387110283062729136b2553", size = 35699541, upload-time = "2026-06-19T15:01:31.968Z" },
+    { url = "https://files.pythonhosted.org/packages/f7/86/5185061a1fcc41d18c5dc2463969b3a3964b31d9ac67b2fb05d4c7ff7670/scipy-1.18.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:9aac6192fac56bf2ca534389d24623f07b39ff83317d58287285e7fbd622ff76", size = 37472480, upload-time = "2026-06-19T15:01:35.136Z" },
+    { url = "https://files.pythonhosted.org/packages/31/8e/f04c68e39919a010d34f2ee1367fd705b0a25a02f609d755f0bfbc0a15fc/scipy-1.18.0-cp314-cp314t-win_amd64.whl", hash = "sha256:e40baea28ae7f5475c779741e2d90b1247c78531207b49c7030e698ff81cee3f", size = 37365390, upload-time = "2026-06-19T15:01:38.091Z" },
+    { url = "https://files.pythonhosted.org/packages/d5/19/969dc072906c84dd0a3b05dcf57ea750936087d7873549e408b35cfc3f97/scipy-1.18.0-cp314-cp314t-win_arm64.whl", hash = "sha256:368e0a705903c466aa5f08eefb39e6b1b6b2d659e7352a31fd9e2438365be0f8", size = 25279661, upload-time = "2026-06-19T15:01:40.817Z" },
+]
+
 [[package]]
 name = "setuptools"
 version = "80.10.2"
@@ -1267,33 +1993,166 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/94/b8/f1f62a5e3c0ad2ff1d189590bfa4c46b4f3b6e49cef6f26c6ee4e575394d/setuptools-80.10.2-py3-none-any.whl", hash = "sha256:95b30ddfb717250edb492926c92b5221f7ef3fbcc2b07579bcd4a27da21d0173", size = 1064234, upload-time = "2026-01-25T22:38:15.216Z" },
 ]
 
+[[package]]
+name = "shapely"
+version = "2.1.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/4d/bc/0989043118a27cccb4e906a46b7565ce36ca7b57f5a18b78f4f1b0f72d9d/shapely-2.1.2.tar.gz", hash = "sha256:2ed4ecb28320a433db18a5bf029986aa8afcfd740745e78847e330d5d94922a9", size = 315489, upload-time = "2025-09-24T13:51:41.432Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8f/8d/1ff672dea9ec6a7b5d422eb6d095ed886e2e523733329f75fdcb14ee1149/shapely-2.1.2-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:91121757b0a36c9aac3427a651a7e6567110a4a67c97edf04f8d55d4765f6618", size = 1820038, upload-time = "2025-09-24T13:50:15.628Z" },
+    { url = "https://files.pythonhosted.org/packages/4f/ce/28fab8c772ce5db23a0d86bf0adaee0c4c79d5ad1db766055fa3dab442e2/shapely-2.1.2-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:16a9c722ba774cf50b5d4541242b4cce05aafd44a015290c82ba8a16931ff63d", size = 1626039, upload-time = "2025-09-24T13:50:16.881Z" },
+    { url = "https://files.pythonhosted.org/packages/70/8b/868b7e3f4982f5006e9395c1e12343c66a8155c0374fdc07c0e6a1ab547d/shapely-2.1.2-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cc4f7397459b12c0b196c9efe1f9d7e92463cbba142632b4cc6d8bbbbd3e2b09", size = 3001519, upload-time = "2025-09-24T13:50:18.606Z" },
+    { url = "https://files.pythonhosted.org/packages/13/02/58b0b8d9c17c93ab6340edd8b7308c0c5a5b81f94ce65705819b7416dba5/shapely-2.1.2-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:136ab87b17e733e22f0961504d05e77e7be8c9b5a8184f685b4a91a84efe3c26", size = 3110842, upload-time = "2025-09-24T13:50:21.77Z" },
+    { url = "https://files.pythonhosted.org/packages/af/61/8e389c97994d5f331dcffb25e2fa761aeedfb52b3ad9bcdd7b8671f4810a/shapely-2.1.2-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:16c5d0fc45d3aa0a69074979f4f1928ca2734fb2e0dde8af9611e134e46774e7", size = 4021316, upload-time = "2025-09-24T13:50:23.626Z" },
+    { url = "https://files.pythonhosted.org/packages/d3/d4/9b2a9fe6039f9e42ccf2cb3e84f219fd8364b0c3b8e7bbc857b5fbe9c14c/shapely-2.1.2-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:6ddc759f72b5b2b0f54a7e7cde44acef680a55019eb52ac63a7af2cf17cb9cd2", size = 4178586, upload-time = "2025-09-24T13:50:25.443Z" },
+    { url = "https://files.pythonhosted.org/packages/16/f6/9840f6963ed4decf76b08fd6d7fed14f8779fb7a62cb45c5617fa8ac6eab/shapely-2.1.2-cp311-cp311-win32.whl", hash = "sha256:2fa78b49485391224755a856ed3b3bd91c8455f6121fee0db0e71cefb07d0ef6", size = 1543961, upload-time = "2025-09-24T13:50:26.968Z" },
+    { url = "https://files.pythonhosted.org/packages/38/1e/3f8ea46353c2a33c1669eb7327f9665103aa3a8dfe7f2e4ef714c210b2c2/shapely-2.1.2-cp311-cp311-win_amd64.whl", hash = "sha256:c64d5c97b2f47e3cd9b712eaced3b061f2b71234b3fc263e0fcf7d889c6559dc", size = 1722856, upload-time = "2025-09-24T13:50:28.497Z" },
+    { url = "https://files.pythonhosted.org/packages/24/c0/f3b6453cf2dfa99adc0ba6675f9aaff9e526d2224cbd7ff9c1a879238693/shapely-2.1.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:fe2533caae6a91a543dec62e8360fe86ffcdc42a7c55f9dfd0128a977a896b94", size = 1833550, upload-time = "2025-09-24T13:50:30.019Z" },
+    { url = "https://files.pythonhosted.org/packages/86/07/59dee0bc4b913b7ab59ab1086225baca5b8f19865e6101db9ebb7243e132/shapely-2.1.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:ba4d1333cc0bc94381d6d4308d2e4e008e0bd128bdcff5573199742ee3634359", size = 1643556, upload-time = "2025-09-24T13:50:32.291Z" },
+    { url = "https://files.pythonhosted.org/packages/26/29/a5397e75b435b9895cd53e165083faed5d12fd9626eadec15a83a2411f0f/shapely-2.1.2-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:0bd308103340030feef6c111d3eb98d50dc13feea33affc8a6f9fa549e9458a3", size = 2988308, upload-time = "2025-09-24T13:50:33.862Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/37/e781683abac55dde9771e086b790e554811a71ed0b2b8a1e789b7430dd44/shapely-2.1.2-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:1e7d4d7ad262a48bb44277ca12c7c78cb1b0f56b32c10734ec9a1d30c0b0c54b", size = 3099844, upload-time = "2025-09-24T13:50:35.459Z" },
+    { url = "https://files.pythonhosted.org/packages/d8/f3/9876b64d4a5a321b9dc482c92bb6f061f2fa42131cba643c699f39317cb9/shapely-2.1.2-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:e9eddfe513096a71896441a7c37db72da0687b34752c4e193577a145c71736fc", size = 3988842, upload-time = "2025-09-24T13:50:37.478Z" },
+    { url = "https://files.pythonhosted.org/packages/d1/a0/704c7292f7014c7e74ec84eddb7b109e1fbae74a16deae9c1504b1d15565/shapely-2.1.2-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:980c777c612514c0cf99bc8a9de6d286f5e186dcaf9091252fcd444e5638193d", size = 4152714, upload-time = "2025-09-24T13:50:39.9Z" },
+    { url = "https://files.pythonhosted.org/packages/53/46/319c9dc788884ad0785242543cdffac0e6530e4d0deb6c4862bc4143dcf3/shapely-2.1.2-cp312-cp312-win32.whl", hash = "sha256:9111274b88e4d7b54a95218e243282709b330ef52b7b86bc6aaf4f805306f454", size = 1542745, upload-time = "2025-09-24T13:50:41.414Z" },
+    { url = "https://files.pythonhosted.org/packages/ec/bf/cb6c1c505cb31e818e900b9312d514f381fbfa5c4363edfce0fcc4f8c1a4/shapely-2.1.2-cp312-cp312-win_amd64.whl", hash = "sha256:743044b4cfb34f9a67205cee9279feaf60ba7d02e69febc2afc609047cb49179", size = 1722861, upload-time = "2025-09-24T13:50:43.35Z" },
+    { url = "https://files.pythonhosted.org/packages/c3/90/98ef257c23c46425dc4d1d31005ad7c8d649fe423a38b917db02c30f1f5a/shapely-2.1.2-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:b510dda1a3672d6879beb319bc7c5fd302c6c354584690973c838f46ec3e0fa8", size = 1832644, upload-time = "2025-09-24T13:50:44.886Z" },
+    { url = "https://files.pythonhosted.org/packages/6d/ab/0bee5a830d209adcd3a01f2d4b70e587cdd9fd7380d5198c064091005af8/shapely-2.1.2-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:8cff473e81017594d20ec55d86b54bc635544897e13a7cfc12e36909c5309a2a", size = 1642887, upload-time = "2025-09-24T13:50:46.735Z" },
+    { url = "https://files.pythonhosted.org/packages/2d/5e/7d7f54ba960c13302584c73704d8c4d15404a51024631adb60b126a4ae88/shapely-2.1.2-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:fe7b77dc63d707c09726b7908f575fc04ff1d1ad0f3fb92aec212396bc6cfe5e", size = 2970931, upload-time = "2025-09-24T13:50:48.374Z" },
+    { url = "https://files.pythonhosted.org/packages/f2/a2/83fc37e2a58090e3d2ff79175a95493c664bcd0b653dd75cb9134645a4e5/shapely-2.1.2-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:7ed1a5bbfb386ee8332713bf7508bc24e32d24b74fc9a7b9f8529a55db9f4ee6", size = 3082855, upload-time = "2025-09-24T13:50:50.037Z" },
+    { url = "https://files.pythonhosted.org/packages/44/2b/578faf235a5b09f16b5f02833c53822294d7f21b242f8e2d0cf03fb64321/shapely-2.1.2-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:a84e0582858d841d54355246ddfcbd1fce3179f185da7470f41ce39d001ee1af", size = 3979960, upload-time = "2025-09-24T13:50:51.74Z" },
+    { url = "https://files.pythonhosted.org/packages/4d/04/167f096386120f692cc4ca02f75a17b961858997a95e67a3cb6a7bbd6b53/shapely-2.1.2-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:dc3487447a43d42adcdf52d7ac73804f2312cbfa5d433a7d2c506dcab0033dfd", size = 4142851, upload-time = "2025-09-24T13:50:53.49Z" },
+    { url = "https://files.pythonhosted.org/packages/48/74/fb402c5a6235d1c65a97348b48cdedb75fb19eca2b1d66d04969fc1c6091/shapely-2.1.2-cp313-cp313-win32.whl", hash = "sha256:9c3a3c648aedc9f99c09263b39f2d8252f199cb3ac154fadc173283d7d111350", size = 1541890, upload-time = "2025-09-24T13:50:55.337Z" },
+    { url = "https://files.pythonhosted.org/packages/41/47/3647fe7ad990af60ad98b889657a976042c9988c2807cf322a9d6685f462/shapely-2.1.2-cp313-cp313-win_amd64.whl", hash = "sha256:ca2591bff6645c216695bdf1614fca9c82ea1144d4a7591a466fef64f28f0715", size = 1722151, upload-time = "2025-09-24T13:50:57.153Z" },
+    { url = "https://files.pythonhosted.org/packages/3c/49/63953754faa51ffe7d8189bfbe9ca34def29f8c0e34c67cbe2a2795f269d/shapely-2.1.2-cp313-cp313t-macosx_10_13_x86_64.whl", hash = "sha256:2d93d23bdd2ed9dc157b46bc2f19b7da143ca8714464249bef6771c679d5ff40", size = 1834130, upload-time = "2025-09-24T13:50:58.49Z" },
+    { url = "https://files.pythonhosted.org/packages/7f/ee/dce001c1984052970ff60eb4727164892fb2d08052c575042a47f5a9e88f/shapely-2.1.2-cp313-cp313t-macosx_11_0_arm64.whl", hash = "sha256:01d0d304b25634d60bd7cf291828119ab55a3bab87dc4af1e44b07fb225f188b", size = 1642802, upload-time = "2025-09-24T13:50:59.871Z" },
+    { url = "https://files.pythonhosted.org/packages/da/e7/fc4e9a19929522877fa602f705706b96e78376afb7fad09cad5b9af1553c/shapely-2.1.2-cp313-cp313t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:8d8382dd120d64b03698b7298b89611a6ea6f55ada9d39942838b79c9bc89801", size = 3018460, upload-time = "2025-09-24T13:51:02.08Z" },
+    { url = "https://files.pythonhosted.org/packages/a1/18/7519a25db21847b525696883ddc8e6a0ecaa36159ea88e0fef11466384d0/shapely-2.1.2-cp313-cp313t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:19efa3611eef966e776183e338b2d7ea43569ae99ab34f8d17c2c054d3205cc0", size = 3095223, upload-time = "2025-09-24T13:51:04.472Z" },
+    { url = "https://files.pythonhosted.org/packages/48/de/b59a620b1f3a129c3fecc2737104a0a7e04e79335bd3b0a1f1609744cf17/shapely-2.1.2-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:346ec0c1a0fcd32f57f00e4134d1200e14bf3f5ae12af87ba83ca275c502498c", size = 4030760, upload-time = "2025-09-24T13:51:06.455Z" },
+    { url = "https://files.pythonhosted.org/packages/96/b3/c6655ee7232b417562bae192ae0d3ceaadb1cc0ffc2088a2ddf415456cc2/shapely-2.1.2-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:6305993a35989391bd3476ee538a5c9a845861462327efe00dd11a5c8c709a99", size = 4170078, upload-time = "2025-09-24T13:51:08.584Z" },
+    { url = "https://files.pythonhosted.org/packages/a0/8e/605c76808d73503c9333af8f6cbe7e1354d2d238bda5f88eea36bfe0f42a/shapely-2.1.2-cp313-cp313t-win32.whl", hash = "sha256:c8876673449f3401f278c86eb33224c5764582f72b653a415d0e6672fde887bf", size = 1559178, upload-time = "2025-09-24T13:51:10.73Z" },
+    { url = "https://files.pythonhosted.org/packages/36/f7/d317eb232352a1f1444d11002d477e54514a4a6045536d49d0c59783c0da/shapely-2.1.2-cp313-cp313t-win_amd64.whl", hash = "sha256:4a44bc62a10d84c11a7a3d7c1c4fe857f7477c3506e24c9062da0db0ae0c449c", size = 1739756, upload-time = "2025-09-24T13:51:12.105Z" },
+    { url = "https://files.pythonhosted.org/packages/fc/c4/3ce4c2d9b6aabd27d26ec988f08cb877ba9e6e96086eff81bfea93e688c7/shapely-2.1.2-cp314-cp314-macosx_10_13_x86_64.whl", hash = "sha256:9a522f460d28e2bf4e12396240a5fc1518788b2fcd73535166d748399ef0c223", size = 1831290, upload-time = "2025-09-24T13:51:13.56Z" },
+    { url = "https://files.pythonhosted.org/packages/17/b9/f6ab8918fc15429f79cb04afa9f9913546212d7fb5e5196132a2af46676b/shapely-2.1.2-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:1ff629e00818033b8d71139565527ced7d776c269a49bd78c9df84e8f852190c", size = 1641463, upload-time = "2025-09-24T13:51:14.972Z" },
+    { url = "https://files.pythonhosted.org/packages/a5/57/91d59ae525ca641e7ac5551c04c9503aee6f29b92b392f31790fcb1a4358/shapely-2.1.2-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:f67b34271dedc3c653eba4e3d7111aa421d5be9b4c4c7d38d30907f796cb30df", size = 2970145, upload-time = "2025-09-24T13:51:16.961Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/cb/4948be52ee1da6927831ab59e10d4c29baa2a714f599f1f0d1bc747f5777/shapely-2.1.2-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:21952dc00df38a2c28375659b07a3979d22641aeb104751e769c3ee825aadecf", size = 3073806, upload-time = "2025-09-24T13:51:18.712Z" },
+    { url = "https://files.pythonhosted.org/packages/03/83/f768a54af775eb41ef2e7bec8a0a0dbe7d2431c3e78c0a8bdba7ab17e446/shapely-2.1.2-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:1f2f33f486777456586948e333a56ae21f35ae273be99255a191f5c1fa302eb4", size = 3980803, upload-time = "2025-09-24T13:51:20.37Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/cb/559c7c195807c91c79d38a1f6901384a2878a76fbdf3f1048893a9b7534d/shapely-2.1.2-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:cf831a13e0d5a7eb519e96f58ec26e049b1fad411fc6fc23b162a7ce04d9cffc", size = 4133301, upload-time = "2025-09-24T13:51:21.887Z" },
+    { url = "https://files.pythonhosted.org/packages/80/cd/60d5ae203241c53ef3abd2ef27c6800e21afd6c94e39db5315ea0cbafb4a/shapely-2.1.2-cp314-cp314-win32.whl", hash = "sha256:61edcd8d0d17dd99075d320a1dd39c0cb9616f7572f10ef91b4b5b00c4aeb566", size = 1583247, upload-time = "2025-09-24T13:51:23.401Z" },
+    { url = "https://files.pythonhosted.org/packages/74/d4/135684f342e909330e50d31d441ace06bf83c7dc0777e11043f99167b123/shapely-2.1.2-cp314-cp314-win_amd64.whl", hash = "sha256:a444e7afccdb0999e203b976adb37ea633725333e5b119ad40b1ca291ecf311c", size = 1773019, upload-time = "2025-09-24T13:51:24.873Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/05/a44f3f9f695fa3ada22786dc9da33c933da1cbc4bfe876fe3a100bafe263/shapely-2.1.2-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:5ebe3f84c6112ad3d4632b1fd2290665aa75d4cef5f6c5d77c4c95b324527c6a", size = 1834137, upload-time = "2025-09-24T13:51:26.665Z" },
+    { url = "https://files.pythonhosted.org/packages/52/7e/4d57db45bf314573427b0a70dfca15d912d108e6023f623947fa69f39b72/shapely-2.1.2-cp314-cp314t-macosx_11_0_arm64.whl", hash = "sha256:5860eb9f00a1d49ebb14e881f5caf6c2cf472c7fd38bd7f253bbd34f934eb076", size = 1642884, upload-time = "2025-09-24T13:51:28.029Z" },
+    { url = "https://files.pythonhosted.org/packages/5a/27/4e29c0a55d6d14ad7422bf86995d7ff3f54af0eba59617eb95caf84b9680/shapely-2.1.2-cp314-cp314t-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:b705c99c76695702656327b819c9660768ec33f5ce01fa32b2af62b56ba400a1", size = 3018320, upload-time = "2025-09-24T13:51:29.903Z" },
+    { url = "https://files.pythonhosted.org/packages/9f/bb/992e6a3c463f4d29d4cd6ab8963b75b1b1040199edbd72beada4af46bde5/shapely-2.1.2-cp314-cp314t-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:a1fd0ea855b2cf7c9cddaf25543e914dd75af9de08785f20ca3085f2c9ca60b0", size = 3094931, upload-time = "2025-09-24T13:51:32.699Z" },
+    { url = "https://files.pythonhosted.org/packages/9c/16/82e65e21070e473f0ed6451224ed9fa0be85033d17e0c6e7213a12f59d12/shapely-2.1.2-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:df90e2db118c3671a0754f38e36802db75fe0920d211a27481daf50a711fdf26", size = 4030406, upload-time = "2025-09-24T13:51:34.189Z" },
+    { url = "https://files.pythonhosted.org/packages/7c/75/c24ed871c576d7e2b64b04b1fe3d075157f6eb54e59670d3f5ffb36e25c7/shapely-2.1.2-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:361b6d45030b4ac64ddd0a26046906c8202eb60d0f9f53085f5179f1d23021a0", size = 4169511, upload-time = "2025-09-24T13:51:36.297Z" },
+    { url = "https://files.pythonhosted.org/packages/b1/f7/b3d1d6d18ebf55236eec1c681ce5e665742aab3c0b7b232720a7d43df7b6/shapely-2.1.2-cp314-cp314t-win32.whl", hash = "sha256:b54df60f1fbdecc8ebc2c5b11870461a6417b3d617f555e5033f1505d36e5735", size = 1602607, upload-time = "2025-09-24T13:51:37.757Z" },
+    { url = "https://files.pythonhosted.org/packages/9a/f6/f09272a71976dfc138129b8faf435d064a811ae2f708cb147dccdf7aacdb/shapely-2.1.2-cp314-cp314t-win_amd64.whl", hash = "sha256:0036ac886e0923417932c2e6369b6c52e38e0ff5d9120b90eef5cd9a5fc5cae9", size = 1796682, upload-time = "2025-09-24T13:51:39.233Z" },
+]
+
 [[package]]
 name = "simlab-tools"
 version = "0.1.0"
 source = { editable = "." }
-dependencies = [
+
+[package.optional-dependencies]
+all = [
+    { name = "affine" },
+    { name = "aplr" },
     { name = "boto3" },
-    { name = "moto", extra = ["all"] },
+    { name = "geopandas" },
     { name = "mypy-boto3-s3" },
-    { name = "pytest" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "pandas" },
+    { name = "rasterio", version = "1.4.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "rasterio", version = "1.5.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "requests" },
+    { name = "rioxarray", version = "0.19.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "rioxarray", version = "0.22.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "scipy", version = "1.18.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "shapely" },
     { name = "tqdm" },
+    { name = "xarray" },
 ]
-
-[package.optional-dependencies]
 dev = [
+    { name = "affine" },
+    { name = "aplr" },
+    { name = "boto3" },
+    { name = "geopandas" },
+    { name = "moto", extra = ["all"] },
+    { name = "mypy-boto3-s3" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "pandas" },
     { name = "pytest" },
+    { name = "rasterio", version = "1.4.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "rasterio", version = "1.5.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "requests" },
+    { name = "rioxarray", version = "0.19.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "rioxarray", version = "0.22.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "ruff" },
+    { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "scipy", version = "1.18.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "shapely" },
+    { name = "tqdm" },
+    { name = "xarray" },
+]
+geo = [
+    { name = "affine" },
+    { name = "geopandas" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "pandas" },
+    { name = "rasterio", version = "1.4.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "rasterio", version = "1.5.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "requests" },
+    { name = "rioxarray", version = "0.19.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "rioxarray", version = "0.22.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "shapely" },
+    { name = "xarray" },
+]
+smoothing = [
+    { name = "aplr" },
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "scipy", version = "1.17.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "scipy", version = "1.18.0", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+]
+storage = [
+    { name = "boto3" },
+    { name = "mypy-boto3-s3" },
+    { name = "tqdm" },
 ]
 
 [package.metadata]
 requires-dist = [
-    { name = "boto3", specifier = ">=1.35.0" },
-    { name = "moto", extras = ["all"], specifier = ">=5.1.20" },
-    { name = "mypy-boto3-s3", specifier = ">=1.35.0" },
-    { name = "pytest", specifier = ">=9.0.2" },
+    { name = "affine", marker = "extra == 'geo'", specifier = ">=2.4" },
+    { name = "aplr", marker = "extra == 'smoothing'", specifier = ">=10.0" },
+    { name = "boto3", marker = "extra == 'storage'", specifier = ">=1.35.0" },
+    { name = "geopandas", marker = "extra == 'geo'", specifier = ">=0.14" },
+    { name = "moto", extras = ["all"], marker = "extra == 'dev'", specifier = ">=5.1.20" },
+    { name = "mypy-boto3-s3", marker = "extra == 'storage'", specifier = ">=1.35.0" },
+    { name = "numpy", marker = "extra == 'geo'", specifier = ">=1.26" },
+    { name = "numpy", marker = "extra == 'smoothing'", specifier = ">=1.26" },
+    { name = "pandas", marker = "extra == 'geo'", specifier = ">=2.0" },
     { name = "pytest", marker = "extra == 'dev'", specifier = ">=8.0.0" },
-    { name = "tqdm", specifier = ">=4.66.0" },
+    { name = "rasterio", marker = "extra == 'geo'", specifier = ">=1.3" },
+    { name = "requests", marker = "extra == 'geo'", specifier = ">=2.32" },
+    { name = "rioxarray", marker = "extra == 'geo'", specifier = ">=0.15" },
+    { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.6.0" },
+    { name = "scipy", marker = "extra == 'smoothing'", specifier = ">=1.11" },
+    { name = "shapely", marker = "extra == 'geo'", specifier = ">=2.0" },
+    { name = "simlab-tools", extras = ["all"], marker = "extra == 'dev'" },
+    { name = "simlab-tools", extras = ["storage", "geo", "smoothing", "weather"], marker = "extra == 'all'" },
+    { name = "tqdm", marker = "extra == 'storage'", specifier = ">=4.66.0" },
+    { name = "xarray", marker = "extra == 'geo'", specifier = ">=2024.1" },
 ]
-provides-extras = ["dev"]
+provides-extras = ["storage", "geo", "smoothing", "weather", "all", "dev"]
 
 [[package]]
 name = "six"
@@ -1349,6 +2208,15 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/dc/9b/47798a6c91d8bdb567fe2698fe81e0c6b7cb7ef4d13da4114b41d239f65d/typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7", size = 14611, upload-time = "2025-10-01T02:14:40.154Z" },
 ]
 
+[[package]]
+name = "tzdata"
+version = "2026.3"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/92/ff/5a28bdfd8c3ebec42564ac7d0e54ca3db65044a9314a97f9564fa7a1e926/tzdata-2026.3.tar.gz", hash = "sha256:4a1518b8993086a7982523e071643f3c0e5f213e75b21318e78bcabfff9d1415", size = 198674, upload-time = "2026-07-10T08:50:37.887Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/e5/6d/b53b99a9f2766d095985947a5782f1702cabb129a34f7a802d7197af832f/tzdata-2026.3-py2.py3-none-any.whl", hash = "sha256:dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931", size = 348168, upload-time = "2026-07-10T08:50:36.46Z" },
+]
+
 [[package]]
 name = "urllib3"
 version = "2.6.3"
@@ -1433,6 +2301,21 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c4/da/5a086bf4c22a41995312db104ec2ffeee2cf6accca9faaee5315c790377d/wrapt-2.1.1-py3-none-any.whl", hash = "sha256:3b0f4629eb954394a3d7c7a1c8cca25f0b07cefe6aa8545e862e9778152de5b7", size = 43886, upload-time = "2026-02-03T02:11:45.048Z" },
 ]
 
+[[package]]
+name = "xarray"
+version = "2026.7.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy", version = "2.4.6", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.12'" },
+    { name = "numpy", version = "2.5.1", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.12'" },
+    { name = "packaging" },
+    { name = "pandas" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/ea/96/3f7bdd00e505ec3698903415b30135024703e017b28c6b61f98da3193b0d/xarray-2026.7.0.tar.gz", hash = "sha256:361b495928fdbf5b58d0969bb6775339019da5e93ca74d61ddf4eb5edd6ce604", size = 3145348, upload-time = "2026-07-09T17:38:26.515Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/57/5b/28365212062939d213802e5e5fe855cdb231e1c2a93254ba1690066504e3/xarray-2026.7.0-py3-none-any.whl", hash = "sha256:bf9dd130b93806dc78e90c1b7ac24851b31557b888674c53622235691cf21824", size = 1426778, upload-time = "2026-07-09T17:38:24.224Z" },
+]
+
 [[package]]
 name = "xmltodict"
 version = "1.0.2"