From 05a370cac31f56f35d4e4b166e9152c7825cf338 Mon Sep 17 00:00:00 2001
From: f-PLT <fplt.softwaredeveloper@gmail.com>
Date: Thu, 23 Oct 2025 15:46:13 -0400
Subject: [PATCH 1/6] Save progress

---
 geospatial_tools/radar/__init__.py |    0
 geospatial_tools/radar/nimrod.py   |  189 ++
 geospatial_tools/utils.py          |   98 +
 poetry.lock                        | 3643 ++++++++++++++++------------
 pyproject.toml                     |    3 +-
 5 files changed, 2383 insertions(+), 1550 deletions(-)
 create mode 100644 geospatial_tools/radar/__init__.py
 create mode 100644 geospatial_tools/radar/nimrod.py

diff --git a/geospatial_tools/radar/__init__.py b/geospatial_tools/radar/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/geospatial_tools/radar/nimrod.py b/geospatial_tools/radar/nimrod.py
new file mode 100644
index 0000000..1ed1690
--- /dev/null
+++ b/geospatial_tools/radar/nimrod.py
@@ -0,0 +1,189 @@
+import gzip
+import shutil
+from pathlib import Path
+from typing import Any, Generator
+
+import numpy as np
+import pandas as pd
+import xarray as xr
+from iris.analysis import MEAN
+from iris.cube import Cube, CubeList
+from iris.fileformats import netcdf
+from iris.fileformats.nimrod import load_cubes
+
+from geospatial_tools.utils import parse_gzip_header
+
+FIVE_MIN = np.timedelta64(5, "m")
+
+
+def extract_nimrod_from_archive(archive_file_path: str | Path, output_directory: str | Path = None) -> Path:
+    """
+    Extract nimrod data from an archive file. If no output directory is provided, the extracted data will be saved to
+    the archive file's directory.
+
+    Args:
+        archive_file_path: Path to the archive file
+        output_directory: Optional output directory.
+
+    Returns:
+            Path to the extracted nimrod data file
+    """
+    if isinstance(archive_file_path, str):
+        archive_file_path = Path(archive_file_path)
+    full_path = archive_file_path.resolve()
+    parent_folder = archive_file_path.parent
+    filename = archive_file_path.stem
+
+    target_folder = None
+    if output_directory:
+        if isinstance(output_directory, str):
+            output_directory = Path(output_directory)
+        target_folder = output_directory
+
+    if not target_folder:
+        target_folder = parent_folder / filename
+
+    target_folder.mkdir(parents=True, exist_ok=True)
+    gzip_file_headers = parse_gzip_header(archive_file_path)
+    contained_filename = gzip_file_headers["original_name"]
+
+    with gzip.open(full_path, "rb") as f_in:
+        if not contained_filename:
+            contained_filename = filename
+        print(f"Filename {contained_filename}")
+        out_path = target_folder / contained_filename
+
+        with open(out_path, "wb") as f_out:
+            shutil.copyfileobj(f_in, f_out)
+
+    return out_path
+
+
+def load_nimrod_cubes(filenames: list[str | Path]) -> Generator[Cube | Any, Any, None]:
+    """
+
+    Args:
+        filenames:
+        output_name:
+
+    Returns:
+
+    """
+    cubes = load_cubes(filenames)
+    # cubes = CubeList(cubes)
+    # merged_cubes = cubes.merge_cube()
+    # mean_cube = merged_cubes.collapsed("time", MEAN)
+    # netcdf.save(mean_cube, output_name)
+    # print(mean_cube)
+    return cubes
+
+
+def load_nimrod_from_archive(filename):
+    """
+
+    Args:
+        filename:
+
+    Returns:
+
+    """
+    nimrod_extracted_folder = extract_nimrod_from_archive(filename)
+    file_list = nimrod_extracted_folder.glob("*")
+    cubes = load_nimrod_cubes(file_list)
+    return cubes
+
+
+def merge_nimrod_cubes(cubes):
+    """
+
+    Args:
+        cubes:
+
+    Returns:
+
+    """
+    cubes = CubeList(cubes)
+    merged_cubes = cubes.merge_cube()
+    mean_cube = merged_cubes.collapsed("time", MEAN)
+    return mean_cube
+
+
+def write_cube_to_file(cube, output_name):
+    """
+    Save a nimrod cube to a Netcdf file.
+
+    Args:
+        cube:
+        output_name:
+
+    Returns:
+    """
+    netcdf.save(cube, output_name)
+
+
+def assert_dataset_time_dim_is_valid(dataset: xr.Dataset, time_dimension_name: str = "time") -> None:
+    """
+    Ths function checks that the time dimension of a given dataset :
+        - Is composed of 5-minute time bins - Which is the native Nimrod format
+        - Contains a continuous time series, without any holes - which would lead to false statistics when resampling
+
+    Args:
+        dataset: Merged nimrod cube
+        time_dimension_name: Name of the time dimension
+
+    Returns:
+        Bool value indicating if the time bins are 5 minutes long and if there are no
+        gaps in the time series
+    """
+    dataset_time_dimension = dataset[time_dimension_name]
+    if not dataset_time_dimension.to_index().is_monotonic_increasing:
+        raise AssertionError("Time is not sorted ascending")
+    if not dataset_time_dimension.to_index().is_unique:
+        duplicates = dataset_time_dimension.to_index()[dataset_time_dimension.to_index().duplicated(keep=False)]
+        raise AssertionError(f"Duplicate timestamps present: {duplicates[:10]} ...")
+
+    difference_between_timesteps = dataset_time_dimension.diff(time_dimension_name)
+    if (difference_between_timesteps != FIVE_MIN).any():
+        larger_time_gaps = np.nonzero((difference_between_timesteps != FIVE_MIN).compute())[0][:5]
+        raise AssertionError(
+            f"Non-5min gaps at positions {larger_time_gaps} "
+            f"(examples: {difference_between_timesteps.isel({time_dimension_name: larger_time_gaps}).values})"
+        )
+
+    start = pd.Timestamp(dataset_time_dimension.values[0])
+    end = pd.Timestamp(dataset_time_dimension.values[-1])
+    expected_index = pd.date_range(start=start, end=end, freq="5min", inclusive="both")
+    dataset_index = dataset_time_dimension.to_index()
+    missing_indexes = expected_index.difference(dataset_index)
+    if len(missing_indexes) > 0:
+        raise AssertionError(f"missing {len(missing_indexes)} stamps; first few: {missing_indexes[:10]}")
+
+
+def resample_nimrod_timebox_30min_bins(filenames, output_name):
+    """
+    This will resample nimrod data's bins to 30-minute interval instead of their
+    normal 5-minute interval. It uses a mean resampling, and creates time bins like
+    follows :
+
+    ex. [[09h00, < 9h05], [09h05, < 9h10], ... ] -> [[09h00, < 9h30], [09h30, < 10h], ... ]
+
+    Args:
+        filenames:
+        output_name:
+
+    Returns:
+
+    """
+    ds = xr.open_mfdataset(filenames, combine="nested", concat_dim="time")
+    ds_30min = ds.resample(time="30min").mean()
+    ds_30min.to_netcdf(output_name)
+
+
+extract_nimrod_from_archive(
+    "/home/francispelletier/projects/geospatial_tools/data/metoffice-c-band-rain-radar_uk_20180101_1km-composite.dat.gz/metoffice-c-band-rain-radar_uk_201801012355_1km-composite.dat.gz"
+)
+# cubes = load_nimrod_cubes(
+#     filenames="/home/francispelletier/projects/geospatial_tools/data/metoffice-c-band-rain-radar_uk_20180101_1km-composite.dat.gz/metoffice-c-band-rain-radar_uk_201801012355_1km-composite.dat/metoffice-c-band-rain-radar_uk_201801012355_1km-composite.dat",
+#     output_name="nimrod_cubes_30min")
+# for cube in cubes:
+#     print(cube)
diff --git a/geospatial_tools/utils.py b/geospatial_tools/utils.py
index bfdd8d4..0ceaac5 100644
--- a/geospatial_tools/utils.py
+++ b/geospatial_tools/utils.py
@@ -1,13 +1,17 @@
 """This module contains general utility functions."""
 
+from __future__ import annotations
+
 import calendar
 import datetime
 import json
 import logging
 import os
+import struct
 import sys
 import zipfile
 from pathlib import Path
+from typing import Any, Optional
 
 import requests
 import yaml
@@ -17,6 +21,13 @@
 
 GEOPACKAGE_DRIVER = "GPKG"
 
+# GZIP header positions
+FTEXT = 0x01
+FHCRC = 0x02
+FEXTRA = 0x04
+FNAME = 0x08
+FCOMMENT = 0x10
+
 
 def create_logger(logger_name: str) -> logging.Logger:
     """
@@ -254,3 +265,90 @@ def create_date_range_for_specific_period(
         end_date = datetime.datetime(year + year_bump, end_month_range, last_day, 23, 59, 59)
         date_ranges.append(f"{start_date.isoformat()}Z/{end_date.isoformat()}Z")
     return date_ranges
+
+
+def _read_cstring(f) -> bytes:
+    """Read a null-terminated byte string from the current position."""
+    out = bytearray()
+    while True:
+        b = f.read(1)
+        if not b:  # EOF
+            break
+        if b == b"\x00":  # terminator
+            break
+        out += b
+    return bytes(out)
+
+
+def parse_gzip_header(path: str | Path) -> dict[str, Any]:
+    """
+    Parse the gzip header at the beginning of `path` (first member only).
+
+    Raises ValueError if file doesn't look like gzip.
+
+    Args:
+        path: Path to gzip file
+
+    Returns:
+        dict: Returns a dict with keys
+                  - compression_method (int)
+                  - flags (int)
+                  - mtime (int, Unix epoch or 0)
+                  - xflags (int)
+                  - os (int)
+                  - original_name (Optional[str])   # FNAME
+                  - comment      (Optional[str])    # FCOMMENT
+                  - header_end_offset (int)         # file offset where compressed data starts
+    """
+    p = Path(path)
+    with p.open("rb") as f:
+        # Magic
+        if f.read(2) != b"\x1f\x8b":
+            raise ValueError(f"{p} is not a gzip file (bad magic)")
+
+        method_b = f.read(1)
+        flags_b = f.read(1)
+        if not method_b or not flags_b:
+            raise ValueError("Truncated header")
+
+        compression_method = method_b[0]
+        flags = flags_b[0]
+
+        # MTIME(4), XFL(1), OS(1)
+        mtime_bytes = f.read(4)
+        if len(mtime_bytes) != 4:
+            raise ValueError("Truncated header (mtime)")
+        mtime = struct.unpack("<I", mtime_bytes)[0]
+        xflags = f.read(1)[0]
+        os_code = f.read(1)[0]
+
+        # Optional fields in order
+        if flags & FEXTRA:
+            xlen_bytes = f.read(2)
+            if len(xlen_bytes) != 2:
+                raise ValueError("Truncated FEXTRA length")
+            xlen = struct.unpack("<H", xlen_bytes)[0]
+            _ = f.read(xlen)  # skip payload
+
+        original_name: Optional[str] = None
+        if flags & FNAME:
+            # Historically ISO-8859-1; utf-8 with replace is pragmatic
+            original_name = _read_cstring(f).decode("utf-8", errors="replace")
+
+        comment: Optional[str] = None
+        if flags & FCOMMENT:
+            comment = _read_cstring(f).decode("utf-8", errors="replace")
+
+        if flags & FHCRC:
+            _ = f.read(2)  # skip header CRC16
+
+        return {
+            "compression_method": compression_method,
+            "flags": flags,
+            "mtime": mtime,
+            "xflags": xflags,
+            "os": os_code,
+            "original_name": original_name,
+            "comment": comment,
+            "header_end_offset": f.tell(),
+        }
diff --git a/poetry.lock b/poetry.lock
index 595cb58..7b6a901 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -30,26 +30,23 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.9.0"
-description = "High level compatibility layer for multiple asynchronous event loop implementations"
+version = "4.11.0"
+description = "High-level concurrency and networking framework on top of asyncio or Trio"
 optional = false
 python-versions = ">=3.9"
 groups = ["lab"]
 files = [
-    {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
-    {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
+    {file = "anyio-4.11.0-py3-none-any.whl", hash = "sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc"},
+    {file = "anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4"},
 ]
 
 [package.dependencies]
-exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
 sniffio = ">=1.1"
 typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
-trio = ["trio (>=0.26.1)"]
+trio = ["trio (>=0.31.0)"]
 
 [[package]]
 name = "appnope"
@@ -81,62 +78,57 @@ test = ["coverage", "mypy", "pexpect", "ruff", "wheel"]
 
 [[package]]
 name = "argon2-cffi"
-version = "23.1.0"
+version = "25.1.0"
 description = "Argon2 for Python"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 groups = ["lab"]
 files = [
-    {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
-    {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
+    {file = "argon2_cffi-25.1.0-py3-none-any.whl", hash = "sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741"},
+    {file = "argon2_cffi-25.1.0.tar.gz", hash = "sha256:694ae5cc8a42f4c4e2bf2ca0e64e51e23a040c6a517a85074683d3959e1346c1"},
 ]
 
 [package.dependencies]
 argon2-cffi-bindings = "*"
 
-[package.extras]
-dev = ["argon2-cffi[tests,typing]", "tox (>4)"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-copybutton", "sphinx-notfound-page"]
-tests = ["hypothesis", "pytest"]
-typing = ["mypy"]
-
 [[package]]
 name = "argon2-cffi-bindings"
-version = "21.2.0"
+version = "25.1.0"
 description = "Low-level CFFI bindings for Argon2"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
 groups = ["lab"]
 files = [
-    {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
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 ]
 
 [package.dependencies]
-cffi = ">=1.0.1"
-
-[package.extras]
-dev = ["cogapp", "pre-commit", "pytest", "wheel"]
-tests = ["pytest"]
+cffi = {version = ">=1.0.1", markers = "python_version < \"3.14\""}
 
 [[package]]
 name = "arrow"
@@ -158,33 +150,18 @@ types-python-dateutil = ">=2.8.10"
 doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
 test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
 
-[[package]]
-name = "astor"
-version = "0.8.1"
-description = "Read/rewrite/write Python ASTs"
-optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-groups = ["dev"]
-files = [
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-]
-
 [[package]]
 name = "astroid"
-version = "3.3.10"
+version = "3.3.11"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
 python-versions = ">=3.9.0"
 groups = ["dev"]
 files = [
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-[package.dependencies]
-typing-extensions = {version = ">=4", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "asttokens"
 version = "3.0.0"
@@ -213,9 +190,6 @@ files = [
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 ]
 
-[package.dependencies]
-typing_extensions = {version = ">=4.0.0", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "attrs"
 version = "25.3.0"
@@ -250,7 +224,6 @@ files = [
 
 [package.dependencies]
 pyflakes = ">=3.0.0"
-tomli = {version = ">=2.0.1", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "autopep8"
@@ -266,7 +239,6 @@ files = [
 
 [package.dependencies]
 pycodestyle = ">=2.12.0"
-tomli = {version = "*", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "babel"
@@ -305,14 +277,14 @@ extras = ["regex"]
 
 [[package]]
 name = "beautifulsoup4"
-version = "4.13.4"
+version = "4.14.2"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
 groups = ["main", "lab"]
 files = [
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 ]
 
 [package.dependencies]
@@ -328,34 +300,34 @@ lxml = ["lxml"]
 
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 name = "black"
-version = "25.1.0"
+version = "25.9.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
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 ]
 
 [package.dependencies]
@@ -365,9 +337,8 @@ mypy-extensions = ">=0.4.3"
 packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
+pytokens = ">=0.1.10"
 tokenize-rt = {version = ">=3.2.0", optional = true, markers = "extra == \"jupyter\""}
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
@@ -453,98 +424,191 @@ dev = ["generate-changelog (>=0.7.6)", "git-fame (>=1.12.2)", "pip-tools", "pre-
 docs = ["Sphinx (>=4.3.0)", "furo", "ghp-import", "linkify-it-py", "myst-parser", "sphinx-autodoc-typehints", "sphinx-autodoc2", "sphinx-click", "sphinx-copybutton"]
 test = ["coverage", "pre-commit", "pytest", "pytest-cov", "pytest-mock"]
 
+[[package]]
+name = "cartopy"
+version = "0.25.0"
+description = "A Python library for cartographic visualizations with Matplotlib"
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
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 [[package]]
 name = "click"
-version = "8.2.1"
+version = "8.3.0"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
 groups = ["main", "dev"]
 files = [
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 [package.dependencies]
@@ -677,14 +780,14 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "click-plugins"
-version = "1.1.1"
+version = "1.1.1.2"
 description = "An extension module for click to enable registering CLI commands via setuptools entry-points."
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 python-versions = "*"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -771,174 +874,223 @@ test = ["nose"]
 
 [[package]]
 name = "comm"
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+version = "0.2.3"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "lab"]
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 ]
 
-[package.dependencies]
-traitlets = ">=4"
-
 [package.extras]
 test = ["pytest"]
 
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-version = "1.3.2"
+version = "1.3.3"
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 [package.extras]
@@ -962,14 +1114,14 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
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-version = "2025.5.1"
+version = "2025.9.1"
 description = "Parallel PyData with Task Scheduling"
 optional = false
 python-versions = ">=3.10"
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 [[package]]
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 [[package]]
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 [package.extras]
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-[package.dependencies]
-typing-extensions = {version = ">=4.6.0", markers = "python_version < \"3.13\""}
-
 [package.extras]
-test = ["pytest (>=6)"]
+all = ["adbc_driver_manager", "fsspec", "ipython", "numpy", "pandas", "pyarrow"]
 
 [[package]]
 name = "executing"
-version = "2.2.0"
+version = "2.2.1"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "lab"]
 files = [
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 ]
 
 [package.extras]
@@ -1204,14 +1338,14 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "fastjsonschema"
-version = "2.21.1"
+version = "2.21.2"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 groups = ["dev", "lab"]
 files = [
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 ]
 
 [package.extras]
@@ -1219,37 +1353,32 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.18.0"
+version = "3.19.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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 ]
 
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-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
-
 [[package]]
 name = "flake8"
-version = "7.2.0"
+version = "7.3.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
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-pycodestyle = ">=2.13.0,<2.14.0"
-pyflakes = ">=3.3.0,<3.4.0"
+pycodestyle = ">=2.14.0,<2.15.0"
+pyflakes = ">=3.4.0,<3.5.0"
 
 [[package]]
 name = "flake8-pyproject"
@@ -1264,40 +1393,35 @@ files = [
 
 [package.dependencies]
 Flake8 = ">=5"
-TOMLi = {version = "*", markers = "python_version < \"3.11\""}
 
 [package.extras]
 dev = ["pyTest", "pyTest-cov"]
 
 [[package]]
 name = "flynt"
-version = "1.0.2"
+version = "1.0.6"
 description = "CLI tool to convert a python project's %-formatted strings to f-strings."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
-[package.dependencies]
-astor = "*"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-
 [package.extras]
-dev = ["build", "pre-commit", "pytest", "pytest-cov", "twine"]
+dev = ["build", "pre-commit", "pytest", "pytest-cov", "ruff", "twine"]
 
 [[package]]
 name = "folium"
-version = "0.19.6"
+version = "0.20.0"
 description = "Make beautiful maps with Leaflet.js & Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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+    {file = "folium-0.20.0.tar.gz", hash = "sha256:a0d78b9d5a36ba7589ca9aedbd433e84e9fcab79cd6ac213adbcff922e454cb9"},
 ]
 
 [package.dependencies]
@@ -1312,58 +1436,74 @@ testing = ["pytest"]
 
 [[package]]
 name = "fonttools"
-version = "4.58.1"
+version = "4.60.1"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 interpolatable = ["munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\""]
 lxml = ["lxml (>=4.0)"]
@@ -1372,7 +1512,6 @@ plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
 type1 = ["xattr ; sys_platform == \"darwin\""]
-ufo = ["fs (>=2.2.0,<3)"]
 unicode = ["unicodedata2 (>=15.1.0) ; python_version <= \"3.12\""]
 woff = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "zopfli (>=0.1.4)"]
 
@@ -1390,14 +1529,14 @@ files = [
 
 [[package]]
 name = "fsspec"
-version = "2025.5.1"
+version = "2025.9.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "fsspec-2025.5.1-py3-none-any.whl", hash = "sha256:24d3a2e663d5fc735ab256263c4075f374a174c3410c0b25e5bd1970bceaa462"},
-    {file = "fsspec-2025.5.1.tar.gz", hash = "sha256:2e55e47a540b91843b755e83ded97c6e897fa0942b11490113f09e9c443c2475"},
+    {file = "fsspec-2025.9.0-py3-none-any.whl", hash = "sha256:530dc2a2af60a414a832059574df4a6e10cce927f6f4a78209390fe38955cfb7"},
+    {file = "fsspec-2025.9.0.tar.gz", hash = "sha256:19fd429483d25d28b65ec68f9f4adc16c17ea2c7c7bf54ec61360d478fb19c19"},
 ]
 
 [package.extras]
@@ -1405,7 +1544,7 @@ abfs = ["adlfs"]
 adl = ["adlfs"]
 arrow = ["pyarrow (>=1)"]
 dask = ["dask", "distributed"]
-dev = ["pre-commit", "ruff"]
+dev = ["pre-commit", "ruff (>=0.5)"]
 doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
 dropbox = ["dropbox", "dropboxdrivefs", "requests"]
 full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
@@ -1425,7 +1564,7 @@ smb = ["smbprotocol"]
 ssh = ["paramiko"]
 test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
 test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
-test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard ; python_version < \"3.14\""]
 tqdm = ["tqdm"]
 
 [[package]]
@@ -1463,27 +1602,27 @@ files = [
 
 [[package]]
 name = "geopandas"
-version = "1.0.1"
+version = "1.1.1"
 description = "Geographic pandas extensions"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "geopandas-1.0.1-py3-none-any.whl", hash = "sha256:01e147d9420cc374d26f51fc23716ac307f32b49406e4bd8462c07e82ed1d3d6"},
-    {file = "geopandas-1.0.1.tar.gz", hash = "sha256:b8bf70a5534588205b7a56646e2082fb1de9a03599651b3d80c99ea4c2ca08ab"},
+    {file = "geopandas-1.1.1-py3-none-any.whl", hash = "sha256:589e61aaf39b19828843df16cb90234e72897e2579be236f10eee0d052ad98e8"},
+    {file = "geopandas-1.1.1.tar.gz", hash = "sha256:1745713f64d095c43e72e08e753dbd271678254b24f2e01db8cdb8debe1d293d"},
 ]
 
 [package.dependencies]
-numpy = ">=1.22"
+numpy = ">=1.24"
 packaging = "*"
-pandas = ">=1.4.0"
+pandas = ">=2.0.0"
 pyogrio = ">=0.7.2"
-pyproj = ">=3.3.0"
+pyproj = ">=3.5.0"
 shapely = ">=2.0.0"
 
 [package.extras]
-all = ["GeoAlchemy2", "SQLAlchemy (>=1.3)", "folium", "geopy", "mapclassify", "matplotlib (>=3.5.0)", "psycopg-binary (>=3.1.0)", "pyarrow (>=8.0.0)", "xyzservices"]
-dev = ["black", "codecov", "pre-commit", "pytest (>=3.1.0)", "pytest-cov", "pytest-xdist"]
+all = ["GeoAlchemy2", "SQLAlchemy (>=2.0)", "folium", "geopy", "mapclassify (>=2.5)", "matplotlib (>=3.7)", "psycopg[binary] (>=3.1.0)", "pyarrow (>=10.0.0)", "scipy", "xyzservices"]
+dev = ["codecov", "pre-commit", "pytest (>=3.1.0)", "pytest-cov", "pytest-xdist", "ruff"]
 
 [[package]]
 name = "ghp-import"
@@ -1579,14 +1718,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "identify"
-version = "2.6.12"
+version = "2.6.14"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
-    {file = "identify-2.6.12-py2.py3-none-any.whl", hash = "sha256:ad9672d5a72e0d2ff7c5c8809b62dfa60458626352fb0eb7b55e69bdc45334a2"},
-    {file = "identify-2.6.12.tar.gz", hash = "sha256:d8de45749f1efb108badef65ee8386f0f7bb19a7f26185f74de6367bffbaf0e6"},
+    {file = "identify-2.6.14-py2.py3-none-any.whl", hash = "sha256:11a073da82212c6646b1f39bb20d4483bfb9543bd5566fec60053c4bb309bf2e"},
+    {file = "identify-2.6.14.tar.gz", hash = "sha256:663494103b4f717cb26921c52f8751363dc89db64364cd836a9bf1535f53cd6a"},
 ]
 
 [package.extras]
@@ -1614,7 +1753,7 @@ description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.12\""
+markers = "python_version == \"3.11\""
 files = [
     {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
     {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
@@ -1646,14 +1785,14 @@ files = [
 
 [[package]]
 name = "ipyevents"
-version = "2.0.2"
+version = "2.0.4"
 description = "A custom widget for returning mouse and keyboard events to Python"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "ipyevents-2.0.2-py3-none-any.whl", hash = "sha256:60c2a9e992bdc41e8577aa27e57b124efafa48a59a3bff886029fe5700d546b3"},
-    {file = "ipyevents-2.0.2.tar.gz", hash = "sha256:26e878b0c5854bc8b6bd6a2bd2c89b314ebe86fda642f4d2434051545bab258f"},
+    {file = "ipyevents-2.0.4-py3-none-any.whl", hash = "sha256:e532e05b037f70373850723f483d2830cb8a633e5aa19637ee9e7adaf41421f1"},
+    {file = "ipyevents-2.0.4.tar.gz", hash = "sha256:bd8c66a9ff26f481494cda1ec1d979722ca9eba19f8ef52538c7cc2db2a1a139"},
 ]
 
 [package.dependencies]
@@ -1680,73 +1819,73 @@ ipywidgets = "*"
 
 [[package]]
 name = "ipykernel"
-version = "6.29.5"
+version = "6.30.1"
 description = "IPython Kernel for Jupyter"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev", "lab"]
 files = [
-    {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
-    {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
+    {file = "ipykernel-6.30.1-py3-none-any.whl", hash = "sha256:aa6b9fb93dca949069d8b85b6c79b2518e32ac583ae9c7d37c51d119e18b3fb4"},
+    {file = "ipykernel-6.30.1.tar.gz", hash = "sha256:6abb270161896402e76b91394fcdce5d1be5d45f456671e5080572f8505be39b"},
 ]
 
 [package.dependencies]
-appnope = {version = "*", markers = "platform_system == \"Darwin\""}
+appnope = {version = ">=0.1.2", markers = "platform_system == \"Darwin\""}
 comm = ">=0.1.1"
 debugpy = ">=1.6.5"
 ipython = ">=7.23.1"
-jupyter-client = ">=6.1.12"
+jupyter-client = ">=8.0.0"
 jupyter-core = ">=4.12,<5.0.dev0 || >=5.1.dev0"
 matplotlib-inline = ">=0.1"
-nest-asyncio = "*"
-packaging = "*"
-psutil = "*"
-pyzmq = ">=24"
-tornado = ">=6.1"
+nest-asyncio = ">=1.4"
+packaging = ">=22"
+psutil = ">=5.7"
+pyzmq = ">=25"
+tornado = ">=6.2"
 traitlets = ">=5.4.0"
 
 [package.extras]
-cov = ["coverage[toml]", "curio", "matplotlib", "pytest-cov", "trio"]
-docs = ["myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+cov = ["coverage[toml]", "matplotlib", "pytest-cov", "trio"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
 pyqt5 = ["pyqt5"]
 pyside6 = ["pyside6"]
-test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
+test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0,<9)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
 
 [[package]]
 name = "ipyleaflet"
-version = "0.19.2"
+version = "0.20.0"
 description = "A Jupyter widget for dynamic Leaflet maps"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
-    {file = "ipyleaflet-0.19.2-py3-none-any.whl", hash = "sha256:7cc9157848baca2e1793b96e79f8bdb1aa7340521d2b7d8a62aa8bc30eab5278"},
-    {file = "ipyleaflet-0.19.2.tar.gz", hash = "sha256:b3b83fe3460e742964c2a5924ea7934365a3749bb75310ce388d45fd751372d2"},
+    {file = "ipyleaflet-0.20.0-py3-none-any.whl", hash = "sha256:b4c20ddc0b17d68e226cd3367ca2215a4db7e2b14374468c0eeaa54b53e4d173"},
+    {file = "ipyleaflet-0.20.0.tar.gz", hash = "sha256:098f317dd63c4bcac5176d5b78d40d5758c623f7cd013f0d0c9d7a70cefcdb34"},
 ]
 
 [package.dependencies]
 branca = ">=0.5.0"
 ipywidgets = ">=7.6.0,<9"
-jupyter-leaflet = ">=0.19,<0.20"
+jupyter-leaflet = ">=0.20,<0.21"
 traittypes = ">=0.2.1,<3"
 xyzservices = ">=2021.8.1"
 
 [[package]]
 name = "ipython"
-version = "8.36.0"
+version = "9.6.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
-python-versions = ">=3.10"
+python-versions = ">=3.11"
 groups = ["main", "dev", "lab"]
 files = [
-    {file = "ipython-8.36.0-py3-none-any.whl", hash = "sha256:12b913914d010dcffa2711505ec8be4bf0180742d97f1e5175e51f22086428c1"},
-    {file = "ipython-8.36.0.tar.gz", hash = "sha256:24658e9fe5c5c819455043235ba59cfffded4a35936eefceceab6b192f7092ff"},
+    {file = "ipython-9.6.0-py3-none-any.whl", hash = "sha256:5f77efafc886d2f023442479b8149e7d86547ad0a979e9da9f045d252f648196"},
+    {file = "ipython-9.6.0.tar.gz", hash = "sha256:5603d6d5d356378be5043e69441a072b50a5b33b4503428c77b04cb8ce7bc731"},
 ]
 
 [package.dependencies]
 colorama = {version = "*", markers = "sys_platform == \"win32\""}
 decorator = "*"
-exceptiongroup = {version = "*", markers = "python_version < \"3.11\""}
+ipython-pygments-lexers = "*"
 jedi = ">=0.16"
 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
@@ -1757,18 +1896,27 @@ traitlets = ">=5.13.0"
 typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 
 [package.extras]
-all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
+all = ["ipython[doc,matplotlib,test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli ; python_version < \"3.11\"", "typing_extensions"]
-kernel = ["ipykernel"]
-matplotlib = ["matplotlib"]
-nbconvert = ["nbconvert"]
-nbformat = ["nbformat"]
-notebook = ["ipywidgets", "notebook"]
-parallel = ["ipyparallel"]
-qtconsole = ["qtconsole"]
-test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
-test-extra = ["curio", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[matplotlib,test]", "setuptools (>=61.2)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinx_toml (==0.0.4)", "typing_extensions"]
+matplotlib = ["matplotlib (>3.7)"]
+test = ["packaging", "pytest", "pytest-asyncio", "testpath"]
+test-extra = ["curio", "ipykernel", "ipython[matplotlib]", "ipython[test]", "jupyter_ai", "nbclient", "nbformat", "numpy (>=1.25)", "pandas (>2.0)", "trio"]
+
+[[package]]
+name = "ipython-pygments-lexers"
+version = "1.1.1"
+description = "Defines a variety of Pygments lexers for highlighting IPython code."
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev", "lab"]
+files = [
+    {file = "ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c"},
+    {file = "ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81"},
+]
+
+[package.dependencies]
+pygments = "*"
 
 [[package]]
 name = "ipytree"
@@ -1877,14 +2025,14 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "json5"
-version = "0.12.0"
+version = "0.12.1"
 description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8.0"
 groups = ["lab"]
 files = [
-    {file = "json5-0.12.0-py3-none-any.whl", hash = "sha256:6d37aa6c08b0609f16e1ec5ff94697e2cbbfbad5ac112afa05794da9ab7810db"},
-    {file = "json5-0.12.0.tar.gz", hash = "sha256:0b4b6ff56801a1c7dc817b0241bca4ce474a0e6a163bfef3fc594d3fd263ff3a"},
+    {file = "json5-0.12.1-py3-none-any.whl", hash = "sha256:d9c9b3bc34a5f54d43c35e11ef7cb87d8bdd098c6ace87117a7b7e83e705c1d5"},
+    {file = "json5-0.12.1.tar.gz", hash = "sha256:b2743e77b3242f8d03c143dd975a6ec7c52e2f2afe76ed934e53503dd4ad4990"},
 ]
 
 [package.extras]
@@ -1904,14 +2052,14 @@ files = [
 
 [[package]]
 name = "jsonschema"
-version = "4.24.0"
+version = "4.25.1"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev", "lab"]
 files = [
-    {file = "jsonschema-4.24.0-py3-none-any.whl", hash = "sha256:a462455f19f5faf404a7902952b6f0e3ce868f3ee09a359b05eca6673bd8412d"},
-    {file = "jsonschema-4.24.0.tar.gz", hash = "sha256:0b4e8069eb12aedfa881333004bccaec24ecef5a8a6a4b6df142b2cc9599d196"},
+    {file = "jsonschema-4.25.1-py3-none-any.whl", hash = "sha256:3fba0169e345c7175110351d456342c364814cfcf3b964ba4587f22915230a63"},
+    {file = "jsonschema-4.25.1.tar.gz", hash = "sha256:e4a9655ce0da0c0b67a085847e00a3a51449e1157f4f75e9fb5aa545e122eb85"},
 ]
 
 [package.dependencies]
@@ -1924,24 +2072,25 @@ jsonschema-specifications = ">=2023.03.6"
 referencing = ">=0.28.4"
 rfc3339-validator = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
+rfc3987-syntax = {version = ">=1.1.0", optional = true, markers = "extra == \"format-nongpl\""}
 rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
 webcolors = {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""}
 
 [package.extras]
 format = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3987", "uri-template", "webcolors (>=1.11)"]
-format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "rfc3987-syntax (>=1.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2025.4.1"
+version = "2025.9.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev", "lab"]
 files = [
-    {file = "jsonschema_specifications-2025.4.1-py3-none-any.whl", hash = "sha256:4653bffbd6584f7de83a67e0d620ef16900b390ddc7939d56684d6c81e33f1af"},
-    {file = "jsonschema_specifications-2025.4.1.tar.gz", hash = "sha256:630159c9f4dbea161a6a2205c3011cc4f18ff381b189fff48bb39b9bf26ae608"},
+    {file = "jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe"},
+    {file = "jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d"},
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 [package.dependencies]
@@ -2020,41 +2169,41 @@ test = ["click", "pre-commit", "pytest (>=7.0)", "pytest-asyncio (>=0.19.0)", "p
 
 [[package]]
 name = "jupyter-leaflet"
-version = "0.19.2"
+version = "0.20.0"
 description = "ipyleaflet extensions for JupyterLab and Jupyter Notebook"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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-version = "2.2.5"
+version = "2.3.0"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
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 python-versions = ">=3.8"
 groups = ["lab"]
 files = [
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 [package.dependencies]
-jupyter-server = ">=1.1.2"
+jupyter_server = ">=1.1.2"
 
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-version = "2.16.0"
+version = "2.17.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.9"
 groups = ["lab"]
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 ]
 
 [package.dependencies]
@@ -2067,7 +2216,7 @@ jupyter-events = ">=0.11.0"
 jupyter-server-terminals = ">=0.4.4"
 nbconvert = ">=6.4.4"
 nbformat = ">=5.3.0"
-overrides = ">=5.0"
+overrides = {version = ">=5.0", markers = "python_version < \"3.12\""}
 packaging = ">=22.0"
 prometheus-client = ">=0.9"
 pywinpty = {version = ">=2.0.1", markers = "os_name == \"nt\""}
@@ -2104,20 +2253,20 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.4.3"
+version = "4.4.9"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.9"
 groups = ["lab"]
 files = [
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 [package.dependencies]
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-httpx = ">=0.25.0"
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+httpx = ">=0.25.0,<1"
+ipykernel = ">=6.5.0,<6.30.0 || >6.30.0"
 jinja2 = ">=3.0.3"
 jupyter-core = "*"
 jupyter-lsp = ">=2.0.0"
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 notebook-shim = ">=0.2"
 packaging = "*"
 setuptools = ">=41.1.0"
-tomli = {version = ">=1.2.2", markers = "python_version < \"3.11\""}
 tornado = ">=6.2.0"
 traitlets = "*"
 
@@ -2139,14 +2287,14 @@ upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)"
 
 [[package]]
 name = "jupyterlab-lsp"
-version = "5.1.1"
+version = "5.2.0"
 description = "Coding assistance for JupyterLab with Language Server Protocol"
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 python-versions = ">=3.8"
 groups = ["lab"]
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 [package.dependencies]
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 ]
 
 [package.dependencies]
@@ -2561,7 +2797,6 @@ files = [
 
 [package.dependencies]
 markdown-it-py = ">=1.0.0,<4.0.0"
-tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "mdformat-gfm"
@@ -2665,19 +2900,16 @@ files = [
 
 [[package]]
 name = "mistune"
-version = "3.1.3"
+version = "3.1.4"
 description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
 python-versions = ">=3.8"
 groups = ["lab"]
 files = [
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-[package.dependencies]
-typing-extensions = {version = "*", markers = "python_version < \"3.11\""}
-
 [[package]]
 name = "mkdocs"
 version = "1.6.1"
@@ -2775,20 +3007,19 @@ mkdocs = ">=1.4.1"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.6.20"
+version = "9.6.21"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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 colorama = ">=0.4,<1.0"
 jinja2 = ">=3.1,<4.0"
 markdown = ">=3.2,<4.0"
@@ -2833,14 +3064,14 @@ mkdocs = ">=1.2"
 
 [[package]]
 name = "mkdocstrings"
-version = "0.30.0"
+version = "0.30.1"
 description = "Automatic documentation from sources, for MkDocs."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 [package.dependencies]
@@ -2872,7 +3103,6 @@ files = [
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 mkdocs-autorefs = ">=1.4"
 mkdocstrings = ">=0.30"
-typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 
 [[package]]
 name = "mypy-extensions"
@@ -2888,14 +3118,14 @@ files = [
 
 [[package]]
 name = "narwhals"
-version = "1.41.0"
+version = "2.6.0"
 description = "Extremely lightweight compatibility layer between dataframe libraries"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 [package.extras]
@@ -2904,12 +3134,12 @@ dask = ["dask[dataframe] (>=2024.8)"]
 duckdb = ["duckdb (>=1.0)"]
 ibis = ["ibis-framework (>=6.0.0)", "packaging", "pyarrow-hotfix", "rich"]
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-pandas = ["pandas (>=0.25.3)"]
-polars = ["polars (>=0.20.3)"]
-pyarrow = ["pyarrow (>=11.0.0)"]
+pandas = ["pandas (>=1.1.3)"]
+polars = ["polars (>=0.20.4)"]
+pyarrow = ["pyarrow (>=13.0.0)"]
 pyspark = ["pyspark (>=3.5.0)"]
 pyspark-connect = ["pyspark[connect] (>=3.5.0)"]
-sqlframe = ["sqlframe (>=3.22.0)"]
+sqlframe = ["sqlframe (>=3.22.0,!=3.39.3)"]
 
 [[package]]
 name = "nbclient"
@@ -3024,6 +3254,54 @@ files = [
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 ]
 
+[[package]]
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+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+]
+
+[package.dependencies]
+certifi = "*"
+cftime = "*"
+numpy = "*"
+
+[package.extras]
+tests = ["Cython", "packaging", "pytest"]
+
 [[package]]
 name = "nodeenv"
 version = "1.9.1"
@@ -3038,19 +3316,19 @@ files = [
 
 [[package]]
 name = "notebook"
-version = "7.4.3"
+version = "7.4.7"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
 groups = ["lab"]
 files = [
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 [package.dependencies]
 jupyter-server = ">=2.4.0,<3"
-jupyterlab = ">=4.4.3,<4.5"
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 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2,<0.3"
 tornado = ">=6.2.0"
@@ -3094,79 +3372,12 @@ files = [
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 colorlog = ">=2.6.1,<7"
 packaging = ">=20.9"
-tomli = {version = ">=1", markers = "python_version < \"3.11\""}
 virtualenv = ">=20.14.1"
 
 [package.extras]
 tox-to-nox = ["jinja2", "tox"]
 uv = ["uv (>=0.1.6)"]
 
-[[package]]
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-description = "Fundamental package for array computing in Python"
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-groups = ["main"]
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 ]
 
 [package.dependencies]
 numpy = [
-    {version = ">=1.22.4", markers = "python_version < \"3.11\""},
     {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
 ]
@@ -3393,14 +3616,14 @@ files = [
 
 [[package]]
 name = "parso"
-version = "0.8.4"
+version = "0.8.5"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
 groups = ["main", "dev", "lab"]
 files = [
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 ]
 
 [package.extras]
@@ -3608,14 +3831,14 @@ dev = ["black", "flake8", "mypy", "pytest", "responses", "setuptools", "types-re
 
 [[package]]
 name = "platformdirs"
-version = "4.3.8"
+version = "4.4.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev", "lab"]
 files = [
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 ]
 
 [package.extras]
@@ -3625,14 +3848,14 @@ type = ["mypy (>=1.14.1)"]
 
 [[package]]
 name = "plotly"
-version = "6.1.2"
+version = "6.3.0"
 description = "An open-source interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -3640,9 +3863,12 @@ narwhals = ">=1.15.1"
 packaging = "*"
 
 [package.extras]
-dev = ["black (==25.1.0)"]
+dev = ["plotly[dev-optional]"]
+dev-build = ["build", "jupyter", "plotly[dev-core]"]
+dev-core = ["pytest", "requests", "ruff (==0.11.12)"]
+dev-optional = ["anywidget", "colorcet", "fiona (<=1.9.6) ; python_version <= \"3.8\"", "geopandas", "inflect", "numpy", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "plotly[dev-build]", "plotly[kaleido]", "polars[timezone]", "pyarrow", "pyshp", "pytz", "scikit-image", "scipy", "shapely", "statsmodels", "vaex ; python_version <= \"3.9\"", "xarray"]
 express = ["numpy"]
-kaleido = ["kaleido (==1.0.0rc13)"]
+kaleido = ["kaleido (>=1.0.0)"]
 
 [[package]]
 name = "pluggy"
@@ -3681,14 +3907,14 @@ virtualenv = ">=20.10.0"
 
 [[package]]
 name = "prometheus-client"
-version = "0.22.0"
+version = "0.23.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.9"
 groups = ["lab"]
 files = [
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+    {file = "prometheus_client-0.23.1-py3-none-any.whl", hash = "sha256:dd1913e6e76b59cfe44e7a4b83e01afc9873c1bdfd2ed8739f1e76aeca115f99"},
+    {file = "prometheus_client-0.23.1.tar.gz", hash = "sha256:6ae8f9081eaaaf153a2e959d2e6c4f4fb57b12ef76c8c7980202f1e57b48b2ce"},
 ]
 
 [package.extras]
@@ -3696,14 +3922,14 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.51"
+version = "3.0.52"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "lab"]
 files = [
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+    {file = "prompt_toolkit-3.0.52.tar.gz", hash = "sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855"},
 ]
 
 [package.dependencies]
@@ -3711,27 +3937,26 @@ wcwidth = "*"
 
 [[package]]
 name = "psutil"
-version = "7.0.0"
-description = "Cross-platform lib for process and system monitoring in Python.  NOTE: the syntax of this script MUST be kept compatible with Python 2.7."
+version = "7.1.0"
+description = "Cross-platform lib for process and system monitoring."
 optional = false
 python-versions = ">=3.6"
 groups = ["dev", "lab"]
 files = [
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 ]
 
 [package.extras]
-dev = ["abi3audit", "black (==24.10.0)", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pytest", "pytest-cov", "pytest-xdist", "requests", "rstcheck", "ruff", "setuptools", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "vulture", "wheel"]
-test = ["pytest", "pytest-xdist", "setuptools"]
+dev = ["abi3audit", "black", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pyreadline ; os_name == \"nt\"", "pytest", "pytest-cov", "pytest-instafail", "pytest-subtests", "pytest-xdist", "pywin32 ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "requests", "rstcheck", "ruff", "setuptools", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "vulture", "wheel", "wheel ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "wmi ; os_name == \"nt\" and platform_python_implementation != \"PyPy\""]
+test = ["pytest", "pytest-instafail", "pytest-subtests", "pytest-xdist", "pywin32 ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "setuptools", "wheel ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "wmi ; os_name == \"nt\" and platform_python_implementation != \"PyPy\""]
 
 [[package]]
 name = "ptyprocess"
@@ -3815,39 +4040,39 @@ test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
 
 [[package]]
 name = "pycodestyle"
-version = "2.13.0"
+version = "2.14.0"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
 name = "pycparser"
-version = "2.22"
+version = "2.23"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev", "lab"]
 files = [
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 ]
-markers = {dev = "implementation_name == \"pypy\""}
+markers = {dev = "implementation_name == \"pypy\"", lab = "implementation_name != \"PyPy\""}
 
 [[package]]
 name = "pydantic"
-version = "2.11.5"
+version = "2.11.9"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
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+    {file = "pydantic-2.11.9-py3-none-any.whl", hash = "sha256:c42dd626f5cfc1c6950ce6205ea58c93efa406da65f479dcb4029d5934857da2"},
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 ]
 
 [package.dependencies]
@@ -3974,14 +4199,14 @@ typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
 [[package]]
 name = "pydantic-settings"
-version = "2.9.1"
+version = "2.11.0"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -3998,26 +4223,26 @@ yaml = ["pyyaml (>=6.0.1)"]
 
 [[package]]
 name = "pyflakes"
-version = "3.3.2"
+version = "3.4.0"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
 name = "pygments"
-version = "2.19.1"
+version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "lab"]
 files = [
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 ]
 
 [package.extras]
@@ -4025,28 +4250,26 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pylint"
-version = "3.3.7"
+version = "3.3.8"
 description = "python code static checker"
 optional = false
 python-versions = ">=3.9.0"
 groups = ["dev"]
 files = [
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 [package.dependencies]
 astroid = ">=3.3.8,<=3.4.0.dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = [
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     {version = ">=0.3.7", markers = "python_version >= \"3.12\""},
     {version = ">=0.3.6", markers = "python_version == \"3.11\""},
 ]
 isort = ">=4.2.5,<5.13 || >5.13,<7"
 mccabe = ">=0.6,<0.8"
 platformdirs = ">=2.2"
-tomli = {version = ">=1.1", markers = "python_version < \"3.11\""}
 tomlkit = ">=0.10.1"
 
 [package.extras]
@@ -4133,14 +4356,14 @@ test = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "pyparsing"
-version = "3.2.3"
-description = "pyparsing module - Classes and methods to define and execute parsing grammars"
+version = "3.2.5"
+description = "pyparsing - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
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 ]
 
 [package.extras]
@@ -4148,45 +4371,67 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pyproj"
-version = "3.7.1"
+version = "3.7.2"
 description = "Python interface to PROJ (cartographic projections and coordinate transformations library)"
 optional = false
-python-versions = ">=3.10"
+python-versions = ">=3.11"
 groups = ["main"]
 files = [
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 [[package]]
@@ -4501,105 +4783,104 @@ pyyaml = "*"
 
 [[package]]
 name = "pyzmq"
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+version = "27.1.0"
 description = "Python bindings for 0MQ"
 optional = false
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 ]
 
 [package.dependencies]
@@ -5089,14 +5544,14 @@ files = [
 
 [[package]]
 name = "soupsieve"
-version = "2.7"
+version = "2.8"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "lab"]
 files = [
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 [[package]]
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-python-versions = ">=3.8"
-groups = ["dev", "lab"]
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-]
-
 [[package]]
 name = "tomlkit"
-version = "0.13.2"
+version = "0.13.3"
 description = "Style preserving TOML library"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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 ]
 
 [[package]]
@@ -5241,24 +5653,24 @@ files = [
 
 [[package]]
 name = "tornado"
-version = "6.5.1"
+version = "6.5.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.9"
 groups = ["dev", "lab"]
 files = [
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 ]
 
 [[package]]
@@ -5337,26 +5749,26 @@ typing-extensions = ">=3.7.4.3"
 
 [[package]]
 name = "types-python-dateutil"
-version = "2.9.0.20250516"
+version = "2.9.0.20250822"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.9"
 groups = ["lab"]
 files = [
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 ]
 
 [[package]]
 name = "typing-extensions"
-version = "4.13.2"
-description = "Backported and Experimental Type Hints for Python 3.8+"
+version = "4.15.0"
+description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev", "lab"]
 files = [
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 ]
 
 [[package]]
@@ -5414,14 +5826,14 @@ dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake
 
 [[package]]
 name = "urllib3"
-version = "2.4.0"
+version = "2.5.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev", "lab"]
 files = [
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-    {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
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 ]
 
 [package.extras]
@@ -5432,14 +5844,14 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.31.2"
+version = "20.34.0"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
 groups = ["dev"]
 files = [
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 [[package]]
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 [[package]]
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+    {file = "xxhash-3.5.0-pp39-pypy39_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9c770750cc80e8694492244bca7251385188bc5597b6a39d98a9f30e8da984e0"},
+    {file = "xxhash-3.5.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:b150b8467852e1bd844387459aa6fbe11d7f38b56e901f9f3b3e6aba0d660240"},
+    {file = "xxhash-3.5.0.tar.gz", hash = "sha256:84f2caddf951c9cbf8dc2e22a89d4ccf5d86391ac6418fe81e3c67d0cf60b45f"},
+]
 
 [[package]]
 name = "xyzservices"
@@ -5632,15 +6177,15 @@ files = [
 
 [[package]]
 name = "zipp"
-version = "3.22.0"
+version = "3.23.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.12\""
+markers = "python_version == \"3.11\""
 files = [
-    {file = "zipp-3.22.0-py3-none-any.whl", hash = "sha256:fe208f65f2aca48b81f9e6fd8cf7b8b32c26375266b009b413d45306b6148343"},
-    {file = "zipp-3.22.0.tar.gz", hash = "sha256:dd2f28c3ce4bc67507bfd3781d21b7bb2be31103b51a4553ad7d90b84e57ace5"},
+    {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
+    {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
 ]
 
 [package.extras]
@@ -5648,10 +6193,10 @@ check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib_resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [metadata]
 lock-version = "2.1"
-python-versions = ">=3.10,<3.13"
-content-hash = "5f2f52f741a0c7b628f55917c4ba39732064fe904bd7c9fe79ab67087d94982a"
+python-versions = ">=3.11,<3.13"
+content-hash = "c13b2958022d24b395b97688aa71527a72b1253bd75ecc76adad51d93fbed51a"
diff --git a/pyproject.toml b/pyproject.toml
index a48b9de..b3706dd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -12,7 +12,7 @@ optional = true
 optional = true
 
 [tool.poetry.dependencies]
-python = ">=3.10,<3.13"
+python = ">=3.11,<3.13"
 rasterio = "^1.3.10"
 geopandas = "^1.0.1"
 leafmap = "^0.31.9"
@@ -26,6 +26,7 @@ numpy = "^2.1.1"
 pandas = "^2.2.2"
 typer = "^0.12.5"
 pillow = "^11.3.0"
+scitools-iris = "^3.13.1"
 
 [tool.poetry.group.secondary.dependencies]
 jinja2 = ">=3.1.4"

From ac878682f88e1089291cc5532f1c9b1dad140756 Mon Sep 17 00:00:00 2001
From: f-PLT <fplt.softwaredeveloper@gmail.com>
Date: Thu, 23 Oct 2025 22:15:41 -0400
Subject: [PATCH 2/6] Fix dask-geopandas version problem

---
 poetry.lock    | 20 +++++++++++++++-----
 pyproject.toml |  2 +-
 2 files changed, 16 insertions(+), 6 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 7b6a901..a7b1ab8 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
 
 [[package]]
 name = "affine"
@@ -1147,14 +1147,14 @@ test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "py
 
 [[package]]
 name = "dask-geopandas"
-version = "0.4.3"
+version = "0.5.0"
 description = "Parallel GeoPandas with Dask"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "dask_geopandas-0.4.3-py3-none-any.whl", hash = "sha256:1cc159aecee7b3adc79383f1acc7c7e7c68130c57aea0643e190ac0149ef5bc4"},
-    {file = "dask_geopandas-0.4.3.tar.gz", hash = "sha256:95d1a08fcb0dc47454628b89dee2e89dd63df6c31183746a58b4908a2dc21e96"},
+    {file = "dask_geopandas-0.5.0-py3-none-any.whl", hash = "sha256:0b6c2a8f7fae94667c4af539e591fa7fb59c5c3206188fa51e461d395ef80240"},
+    {file = "dask_geopandas-0.5.0.tar.gz", hash = "sha256:b1fc2a041550d609b87db9fcfad2e8217f7336e3436415da11ba9dc8437272b1"},
 ]
 
 [package.dependencies]
@@ -3291,6 +3291,16 @@ files = [
     {file = "netCDF4-1.7.2-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:572f71459ef4b30e8554dcc4e1e6f55de515acc82a50968b48fe622244a64548"},
     {file = "netCDF4-1.7.2-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7f77e72281acc5f331f82271e5f7f014d46f5ca9bcaa5aafe3e46d66cee21320"},
     {file = "netCDF4-1.7.2-cp39-cp39-win_amd64.whl", hash = "sha256:d0fa7a9674fae8ae4877e813173c3ff7a6beee166b8730bdc847f517b282ed31"},
+    {file = "netcdf4-1.7.2-cp310-cp310-macosx_13_0_x86_64.whl", hash = "sha256:16c3ba053930ed990e58827de6ab03184e407549004fb77438b98e5777e8cf3b"},
+    {file = "netcdf4-1.7.2-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:142c9ed2db8a87a15ae0530c8a99f4f045435b0f495df733e9f111995e389d4f"},
+    {file = "netcdf4-1.7.2-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:76cb3bbbbe4cd5fca612578eb105c16217380f7f93af2b549e8f38296bc906bb"},
+    {file = "netcdf4-1.7.2-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:835ae7bcef666c967241baeeee9bef9376ddb7527297b24735597131f6f628e2"},
+    {file = "netcdf4-1.7.2-cp310-cp310-win_amd64.whl", hash = "sha256:73bd7eda3cefb04c4076e76911f652f5ed56bf434e0a3958e367932953437557"},
+    {file = "netcdf4-1.7.2-cp311-abi3-macosx_13_0_x86_64.whl", hash = "sha256:7e81c3c47f2772eab0b93fba8bb05b17b58dce17720e1bed25e9d76551deecd0"},
+    {file = "netcdf4-1.7.2-cp311-abi3-macosx_14_0_arm64.whl", hash = "sha256:cb2791dba37fc98fd1ac4e236c97822909f54efbcdf7f1415c9777810e0a28f4"},
+    {file = "netcdf4-1.7.2-cp311-abi3-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bf11480f6b8a5b246818ffff6b4d90481e51f8b9555b41af0c372eb0aaf8b65f"},
+    {file = "netcdf4-1.7.2-cp311-abi3-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:1ccc05328a8ff31921b539821791aeb20b054879f3fdf6d1d505bf6422824fec"},
+    {file = "netcdf4-1.7.2-cp311-abi3-win_amd64.whl", hash = "sha256:999bfc4acebf400ed724d5e7329e2e768accc7ee1fa1d82d505da782f730301b"},
     {file = "netcdf4-1.7.2.tar.gz", hash = "sha256:a4c6375540b19989896136943abb6d44850ff6f1fa7d3f063253b1ad3f8b7fce"},
 ]
 
@@ -6199,4 +6209,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<3.13"
-content-hash = "c13b2958022d24b395b97688aa71527a72b1253bd75ecc76adad51d93fbed51a"
+content-hash = "4ef4d7de971af8e8d88db6d98588d7804b2e93a27750d87b8464f35a21a4826d"
diff --git a/pyproject.toml b/pyproject.toml
index b3706dd..be49750 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,13 +20,13 @@ pystac-client = "^0.7.7"
 planetary-computer = "^1.0.0"
 rioxarray = "^0.15.5"
 pyogrio = "^0.8.0"
-dask-geopandas = "^0.4.1"
 pyarrow = "^17"
 numpy = "^2.1.1"
 pandas = "^2.2.2"
 typer = "^0.12.5"
 pillow = "^11.3.0"
 scitools-iris = "^3.13.1"
+dask-geopandas = "^0.5.0"
 
 [tool.poetry.group.secondary.dependencies]
 jinja2 = ">=3.1.4"

From 4ac4a5aa62b02592648b022a8a7fbdcf0bfaad0c Mon Sep 17 00:00:00 2001
From: f-PLT <fplt.softwaredeveloper@gmail.com>
Date: Thu, 23 Oct 2025 22:23:08 -0400
Subject: [PATCH 3/6] Update docstrings about using workers on compute clusters

---
 geospatial_tools/raster.py | 14 +++++++++-----
 geospatial_tools/vector.py |  4 +++-
 2 files changed, 12 insertions(+), 6 deletions(-)

diff --git a/geospatial_tools/raster.py b/geospatial_tools/raster.py
index f7f6781..4ff3975 100644
--- a/geospatial_tools/raster.py
+++ b/geospatial_tools/raster.py
@@ -139,9 +139,12 @@ def clip_raster_with_polygon(
     Args:
       raster_image: Path to raster image to be clipped.
       polygon_layer: Polygon layer which polygons will be used to clip the raster image.
-      base_output_filename: Base filename for outputs. If `None`, will be taken from input polygon layer.
+      base_output_filename: Base filename for outputs. If `None`, will be taken from
+        input polygon layer.
       output_dir: Directory path where output will be written.
-      num_of_workers: The number of processes to use for parallel execution. Defaults to `cpu_count()`.
+      num_of_workers: The number of processes to use for parallel execution. If using
+        on a compute cluster, please set a specific amount (ex. 1 per CPU core requested).
+        Defaults to `cpu_count()`.
       logger: Logger instance
 
     Returns:
@@ -260,12 +263,13 @@ def merge_raster_bands(
       merged_filename: Name of output raster file.
       merged_metadata: Dictionary of metadata to use if you prefer to great it independently.
       merged_band_names: Names of final output raster bands. For example : I have 3 images representing each
-    a single band; raster_file_list =  ["image01_B0.tif", "image01_B1.tif", "image01_B2.tif"].
-    With, merged_band_names, individual band id can be assigned for the final output raster;
-    ["B0", "B1", "B2"].
+        a single band; raster_file_list =  ["image01_B0.tif", "image01_B1.tif", "image01_B2.tif"].
+        With, merged_band_names, individual band id can be assigned for the final output raster;
+        ["B0", "B1", "B2"].
       logger: Logger instance
 
     Returns:
+        Path to merged raster
     """
     if not merged_metadata:
         merged_metadata = create_merged_raster_bands_metadata(raster_file_list)
diff --git a/geospatial_tools/vector.py b/geospatial_tools/vector.py
index 9b441fe..ec3a5d8 100644
--- a/geospatial_tools/vector.py
+++ b/geospatial_tools/vector.py
@@ -281,7 +281,9 @@ def select_polygons_by_location(
       select_features_from: GeoDataFrame containing the polygons from which to select features from.
       intersected_with: Geodataframe containing the polygons that will be used to select features with via an intersect
         operation.
-      num_of_workers: Number of parallel processes to use for execution. Defaults to the min of number of CPU cores
+      num_of_workers: Number of parallel processes to use for execution. If using
+        on a compute cluster, please set a specific amount (ex. 1 per CPU core requested).
+        Defaults to the min of number of CPU cores
         or number (cpu_count())
       join_type:
       predicate: The predicate to use for selecting features from. Available predicates are:

From e4b1dfeda1a3e1bfef1add3c98a44f3545f91fea Mon Sep 17 00:00:00 2001
From: f-PLT <fplt.softwaredeveloper@gmail.com>
Date: Thu, 23 Oct 2025 22:30:33 -0400
Subject: [PATCH 4/6] Update notebook test and sanitize_file.cfg for different
 environments

---
 tests/test_notebooks/sanitize_file.cfg        |   6 +-
 .../test_planetary_computer_sentinel2.ipynb   | 837 +++++++++---------
 2 files changed, 424 insertions(+), 419 deletions(-)

diff --git a/tests/test_notebooks/sanitize_file.cfg b/tests/test_notebooks/sanitize_file.cfg
index b7efa2a..cd58dcd 100644
--- a/tests/test_notebooks/sanitize_file.cfg
+++ b/tests/test_notebooks/sanitize_file.cfg
@@ -8,4 +8,8 @@ replace: TIME-STAMP
 
 [regex3]
 regex: took\s+[+-]?\d+\.\d+\s+seconds\s+to\s+write
-replace: took TIME-STAMP seconds to write
\ No newline at end of file
+replace: took TIME-STAMP seconds to write
+
+[regex4]
+regex: \/([^ !$`&*()+]|(\\[ !$`&*()+]))+geospatial[-_]tools
+replace: PROJECT_PATH
diff --git a/tests/test_notebooks/test_planetary_computer_sentinel2.ipynb b/tests/test_notebooks/test_planetary_computer_sentinel2.ipynb
index 85647d0..632d565 100644
--- a/tests/test_notebooks/test_planetary_computer_sentinel2.ipynb
+++ b/tests/test_notebooks/test_planetary_computer_sentinel2.ipynb
@@ -2,15 +2,13 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
    "id": "26590ffa",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:05.636797Z",
-     "start_time": "2025-05-22T18:12:04.226800Z"
+     "end_time": "2025-10-24T02:26:45.182290Z",
+     "start_time": "2025-10-24T02:26:34.621503Z"
     }
    },
-   "outputs": [],
    "source": [
     "import shutil\n",
     "\n",
@@ -22,23 +20,25 @@
     "from geospatial_tools.raster import clip_raster_with_polygon\n",
     "from geospatial_tools.stac import Asset\n",
     "from geospatial_tools.vector import create_vector_grid_parallel, select_polygons_by_location, to_geopackage"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 1
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
    "id": "bbf8d1aede2a4fd2",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:05.679842Z",
-     "start_time": "2025-05-22T18:12:05.677670Z"
+     "end_time": "2025-10-24T02:26:45.308968Z",
+     "start_time": "2025-10-24T02:26:45.298373Z"
     }
    },
-   "outputs": [],
    "source": [
     "TEST_TMP_DIR = TESTS_DIR / \"test_notebooks/tmp_sentinel2\"\n",
     "TEST_TMP_DIR.mkdir(exist_ok=True)"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 2
   },
   {
    "cell_type": "markdown",
@@ -63,35 +63,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
    "id": "fcb67d1eb21aafc1",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:05.766407Z",
-     "start_time": "2025-05-22T18:12:05.727177Z"
+     "end_time": "2025-10-24T02:26:45.842939Z",
+     "start_time": "2025-10-24T02:26:45.714239Z"
     }
    },
-   "outputs": [],
    "source": [
     "USA_POLYGON_FILE = DATA_DIR / \"usa_polygon_5070.gpkg\"\n",
     "S2_USA_GRID_FILE = DATA_DIR / \"s2_grid_usa_polygon_5070.gpkg\"\n",
     "usa_polygon = gpd.read_file(USA_POLYGON_FILE)\n",
     "s2_grid = gpd.read_file(S2_USA_GRID_FILE)"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 3
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
    "id": "314e7c068786ad4d",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:05.789822Z",
-     "start_time": "2025-05-22T18:12:05.780131Z"
+     "end_time": "2025-10-24T02:26:45.935556Z",
+     "start_time": "2025-10-24T02:26:45.903989Z"
     }
    },
+   "source": [
+    "usa_polygon"
+   ],
    "outputs": [
     {
      "data": {
+      "text/plain": [
+       "    AFFGEOID GEOID           NAME  \\\n",
+       "0  0100000US    US  United States   \n",
+       "\n",
+       "                                            geometry  \n",
+       "0  MULTIPOLYGON (((-2116048.733 3142966.552, -211...  "
+      ],
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -128,13 +137,6 @@
        "  </tbody>\n",
        "</table>\n",
        "</div>"
-      ],
-      "text/plain": [
-       "    AFFGEOID GEOID           NAME  \\\n",
-       "0  0100000US    US  United States   \n",
-       "\n",
-       "                                            geometry  \n",
-       "0  MULTIPOLYGON (((-2116048.733 3142966.552, -211...  "
       ]
      },
      "execution_count": 4,
@@ -142,23 +144,52 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "usa_polygon"
-   ]
+   "execution_count": 4
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
    "id": "3e9461ed5b602319",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:05.872112Z",
-     "start_time": "2025-05-22T18:12:05.865062Z"
+     "end_time": "2025-10-24T02:26:46.503944Z",
+     "start_time": "2025-10-24T02:26:46.477325Z"
     }
    },
+   "source": [
+    "s2_grid"
+   ],
    "outputs": [
     {
      "data": {
+      "text/plain": [
+       "      name   folders                                        description  \\\n",
+       "0    12TUP  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "1    12TYQ  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "2    12TYR  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "3    12TYN  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "4    12TYP  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "..     ...       ...                                                ...   \n",
+       "977  12TTM  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "978  12TUK  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "979  12TUQ  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "980  12TUR  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "981  12TUN  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "\n",
+       "                                              geometry  \n",
+       "0    MULTIPOLYGON Z (((-1386334.944 2487548.77 0, -...  \n",
+       "1    MULTIPOLYGON Z (((-976300.478 2523767.452 0, -...  \n",
+       "2    MULTIPOLYGON Z (((-960099.705 2622374.255 0, -...  \n",
+       "3    MULTIPOLYGON Z (((-1008622.024 2325748.358 0, ...  \n",
+       "4    MULTIPOLYGON Z (((-992478.385 2424861.34 0, -8...  \n",
+       "..                                                 ...  \n",
+       "977  MULTIPOLYGON Z (((-1515431.586 2304192.826 0, ...  \n",
+       "978  MULTIPOLYGON Z (((-1448525.813 2089886.667 0, ...  \n",
+       "979  MULTIPOLYGON Z (((-1371006.917 2586590.133 0, ...  \n",
+       "980  MULTIPOLYGON Z (((-1355793.563 2685354.08 0, -...  \n",
+       "981  MULTIPOLYGON Z (((-1401759.785 2388321.4 0, -1...  \n",
+       "\n",
+       "[982 rows x 4 columns]"
+      ],
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -266,35 +297,6 @@
        "</table>\n",
        "<p>982 rows × 4 columns</p>\n",
        "</div>"
-      ],
-      "text/plain": [
-       "      name   folders                                        description  \\\n",
-       "0    12TUP  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "1    12TYQ  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "2    12TYR  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "3    12TYN  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "4    12TYP  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "..     ...       ...                                                ...   \n",
-       "977  12TTM  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "978  12TUK  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "979  12TUQ  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "980  12TUR  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "981  12TUN  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "\n",
-       "                                              geometry  \n",
-       "0    MULTIPOLYGON Z (((-1386334.944 2487548.77 0, -...  \n",
-       "1    MULTIPOLYGON Z (((-976300.478 2523767.452 0, -...  \n",
-       "2    MULTIPOLYGON Z (((-960099.705 2622374.255 0, -...  \n",
-       "3    MULTIPOLYGON Z (((-1008622.024 2325748.358 0, ...  \n",
-       "4    MULTIPOLYGON Z (((-992478.385 2424861.34 0, -8...  \n",
-       "..                                                 ...  \n",
-       "977  MULTIPOLYGON Z (((-1515431.586 2304192.826 0, ...  \n",
-       "978  MULTIPOLYGON Z (((-1448525.813 2089886.667 0, ...  \n",
-       "979  MULTIPOLYGON Z (((-1371006.917 2586590.133 0, ...  \n",
-       "980  MULTIPOLYGON Z (((-1355793.563 2685354.08 0, -...  \n",
-       "981  MULTIPOLYGON Z (((-1401759.785 2388321.4 0, -1...  \n",
-       "\n",
-       "[982 rows x 4 columns]"
       ]
      },
      "execution_count": 5,
@@ -302,9 +304,7 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "s2_grid"
-   ]
+   "execution_count": 5
   },
   {
    "cell_type": "markdown",
@@ -323,32 +323,40 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
    "id": "d4546352d604eaf",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:08.784350Z",
-     "start_time": "2025-05-22T18:12:05.982972Z"
+     "end_time": "2025-10-24T02:27:23.202550Z",
+     "start_time": "2025-10-24T02:27:14.294676Z"
     }
    },
+   "source": [
+    "grid_size = 10000\n",
+    "bbox = usa_polygon.total_bounds\n",
+    "grid_10km_filename = TEST_TMP_DIR / \"polygon_grid_10km.gpkg\"\n",
+    "print(\"Starting processing for [create_vector_grid_parallel]\")\n",
+    "grid_10km = create_vector_grid_parallel(bounding_box=bbox, grid_size=grid_size, crs=\"EPSG:5070\", num_of_workers=4)\n",
+    "print(f\"Printing len(grid_parallel) to check if grid contains same amount of polygons : {len(grid_10km)}\")\n",
+    "to_geopackage(gdf=grid_10km, filename=grid_10km_filename)"
+   ],
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Starting processing for [create_vector_grid_parallel]\n",
-      "[2025-05-22 14:12:05] INFO       [MainThread][geospatial_tools.vector] Creating grid coordinates for bounding box [[-2356113.74289801   301469.31619713  2258154.44089948  3165721.6501298 ]]\n",
-      "[2025-05-22 14:12:05] INFO       [MainThread][geospatial_tools.vector] Creating flattened grid coordinates\n",
-      "[2025-05-22 14:12:05] INFO       [MainThread][geospatial_tools.vector] Number of workers used: 16\n",
-      "[2025-05-22 14:12:05] INFO       [MainThread][geospatial_tools.vector] Allocating polygon array for [132594] polygons\n",
-      "[2025-05-22 14:12:05] INFO       [MainThread][geospatial_tools.vector] Creating polygons from chunks\n",
-      "[2025-05-22 14:12:07] INFO       [MainThread][geospatial_tools.vector] Managing properties\n",
-      "[2025-05-22 14:12:07] INFO       [MainThread][geospatial_tools.utils] Creating EPSG code from following input : [EPSG:5070]\n",
-      "[2025-05-22 14:12:07] INFO       [MainThread][geospatial_tools.vector] Creating spatial index\n",
-      "[2025-05-22 14:12:07] INFO       [MainThread][geospatial_tools.vector] Generating polygon UUIDs\n",
+      "[2025-10-23 22:27:14] INFO       [MainThread][geospatial_tools.vector] Creating grid coordinates for bounding box [[-2356113.74289801   301469.31619713  2258154.44089948  3165721.6501298 ]]\n",
+      "[2025-10-23 22:27:14] INFO       [MainThread][geospatial_tools.vector] Creating flattened grid coordinates\n",
+      "[2025-10-23 22:27:14] INFO       [MainThread][geospatial_tools.vector] Number of workers used: 4\n",
+      "[2025-10-23 22:27:14] INFO       [MainThread][geospatial_tools.vector] Allocating polygon array for [132594] polygons\n",
+      "[2025-10-23 22:27:14] INFO       [MainThread][geospatial_tools.vector] Creating polygons from chunks\n",
+      "[2025-10-23 22:27:19] INFO       [MainThread][geospatial_tools.vector] Managing properties\n",
+      "[2025-10-23 22:27:19] INFO       [MainThread][geospatial_tools.utils] Creating EPSG code from following input : [EPSG:5070]\n",
+      "[2025-10-23 22:27:19] INFO       [MainThread][geospatial_tools.vector] Creating spatial index\n",
+      "[2025-10-23 22:27:19] INFO       [MainThread][geospatial_tools.vector] Generating polygon UUIDs\n",
       "Printing len(grid_parallel) to check if grid contains same amount of polygons : 132594\n",
-      "[2025-05-22 14:12:08] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
-      "[2025-05-22 14:12:08] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/polygon_grid_10km.gpkg] took 0.7184841632843018 seconds to write.\n"
+      "[2025-10-23 22:27:20] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
+      "[2025-10-23 22:27:23] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/polygon_grid_10km.gpkg] took 2.2846741676330566 seconds to write.\n"
      ]
     },
     {
@@ -362,15 +370,7 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "grid_size = 10000\n",
-    "bbox = usa_polygon.total_bounds\n",
-    "grid_10km_filename = TEST_TMP_DIR / \"polygon_grid_10km.gpkg\"\n",
-    "print(\"Starting processing for [create_vector_grid_parallel]\")\n",
-    "grid_10km = create_vector_grid_parallel(bounding_box=bbox, grid_size=grid_size, crs=\"EPSG:5070\")\n",
-    "print(f\"Printing len(grid_parallel) to check if grid contains same amount of polygons : {len(grid_10km)}\")\n",
-    "to_geopackage(gdf=grid_10km, filename=grid_10km_filename)"
-   ]
+   "execution_count": 6
   },
   {
    "cell_type": "markdown",
@@ -389,26 +389,33 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
    "id": "7fb328be7527d9cb",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:13.866470Z",
-     "start_time": "2025-05-22T18:12:08.833455Z"
+     "end_time": "2025-10-24T02:27:32.208219Z",
+     "start_time": "2025-10-24T02:27:23.565754Z"
     }
    },
+   "source": [
+    "intersecting_polygons_filename = TEST_TMP_DIR / \"intersecting_polygon_grid_10km.gpkg\"\n",
+    "print(\"Starting intersect selection\")\n",
+    "intersecting_polygons = select_polygons_by_location(grid_10km, usa_polygon, num_of_workers=4)\n",
+    "\n",
+    "# Optionally save to a new file\n",
+    "to_geopackage(intersecting_polygons, intersecting_polygons_filename)"
+   ],
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Starting intersect selection\n",
-      "[2025-05-22 14:12:08] INFO       [MainThread][geospatial_tools.vector] Number of workers used: 4\n",
-      "[2025-05-22 14:12:13] INFO       [MainThread][geospatial_tools.vector] Concatenating results\n",
-      "[2025-05-22 14:12:13] INFO       [MainThread][geospatial_tools.vector] Creating spatial index\n",
-      "[2025-05-22 14:12:13] INFO       [MainThread][geospatial_tools.vector] Filtering columns of the results\n",
-      "[2025-05-22 14:12:13] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
-      "[2025-05-22 14:12:13] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/intersecting_polygon_grid_10km.gpkg] took 0.43907809257507324 seconds to write.\n"
+      "[2025-10-23 22:27:23] INFO       [MainThread][geospatial_tools.vector] Number of workers used: 4\n",
+      "[2025-10-23 22:27:30] INFO       [MainThread][geospatial_tools.vector] Concatenating results\n",
+      "[2025-10-23 22:27:30] INFO       [MainThread][geospatial_tools.vector] Creating spatial index\n",
+      "[2025-10-23 22:27:30] INFO       [MainThread][geospatial_tools.vector] Filtering columns of the results\n",
+      "[2025-10-23 22:27:30] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
+      "[2025-10-23 22:27:32] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/intersecting_polygon_grid_10km.gpkg] took 1.4507484436035156 seconds to write.\n"
      ]
     },
     {
@@ -422,14 +429,7 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "intersecting_polygons_filename = TEST_TMP_DIR / \"intersecting_polygon_grid_10km.gpkg\"\n",
-    "print(\"Starting intersect selection\")\n",
-    "intersecting_polygons = select_polygons_by_location(grid_10km, usa_polygon, num_of_workers=4)\n",
-    "\n",
-    "# Optionally save to a new file\n",
-    "to_geopackage(intersecting_polygons, intersecting_polygons_filename)"
-   ]
+   "execution_count": 7
   },
   {
    "cell_type": "markdown",
@@ -449,14 +449,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
    "id": "89c0d198-d672-4815-904b-7a7c4be6cb03",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:13.954666Z",
-     "start_time": "2025-05-22T18:12:13.945810Z"
+     "end_time": "2025-10-24T02:27:32.634168Z",
+     "start_time": "2025-10-24T02:27:32.619651Z"
     }
    },
+   "source": [
+    "# This is the full list of S2 grids\n",
+    "s2_tile_grid_list = s2_grid[\"name\"].to_list()\n",
+    "s2_tile_grid_list"
+   ],
    "outputs": [
     {
      "data": {
@@ -1450,27 +1454,23 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "# This is the full list of S2 grids\n",
-    "s2_tile_grid_list = s2_grid[\"name\"].to_list()\n",
-    "s2_tile_grid_list"
-   ]
+   "execution_count": 8
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
    "id": "16a81d07b4c374f2",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:14.009849Z",
-     "start_time": "2025-05-22T18:12:14.006986Z"
+     "end_time": "2025-10-24T02:27:33.192429Z",
+     "start_time": "2025-10-24T02:27:33.188879Z"
     }
    },
-   "outputs": [],
    "source": [
     "# The list is a bit long, so we'll be continuing this notebook with the following subset\n",
     "s2_tile_grid_subset_list = [\"10TDK\", \"10TEK\", \"10SDJ\"]"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 9
   },
   {
    "cell_type": "markdown",
@@ -1484,17 +1484,50 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
    "id": "a28a39a8",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:14.083306Z",
-     "start_time": "2025-05-22T18:12:14.061969Z"
+     "end_time": "2025-10-24T02:27:33.585993Z",
+     "start_time": "2025-10-24T02:27:33.538532Z"
     }
    },
+   "source": [
+    "S2_USA_GRID_FILE = DATA_DIR / \"s2_grid_usa_polygon_5070.gpkg\"\n",
+    "s2_grid = gpd.read_file(S2_USA_GRID_FILE)\n",
+    "s2_grid"
+   ],
    "outputs": [
     {
      "data": {
+      "text/plain": [
+       "      name   folders                                        description  \\\n",
+       "0    12TUP  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "1    12TYQ  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "2    12TYR  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "3    12TYN  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "4    12TYP  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "..     ...       ...                                                ...   \n",
+       "977  12TTM  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "978  12TUK  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "979  12TUQ  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "980  12TUR  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "981  12TUN  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "\n",
+       "                                              geometry  \n",
+       "0    MULTIPOLYGON Z (((-1386334.944 2487548.77 0, -...  \n",
+       "1    MULTIPOLYGON Z (((-976300.478 2523767.452 0, -...  \n",
+       "2    MULTIPOLYGON Z (((-960099.705 2622374.255 0, -...  \n",
+       "3    MULTIPOLYGON Z (((-1008622.024 2325748.358 0, ...  \n",
+       "4    MULTIPOLYGON Z (((-992478.385 2424861.34 0, -8...  \n",
+       "..                                                 ...  \n",
+       "977  MULTIPOLYGON Z (((-1515431.586 2304192.826 0, ...  \n",
+       "978  MULTIPOLYGON Z (((-1448525.813 2089886.667 0, ...  \n",
+       "979  MULTIPOLYGON Z (((-1371006.917 2586590.133 0, ...  \n",
+       "980  MULTIPOLYGON Z (((-1355793.563 2685354.08 0, -...  \n",
+       "981  MULTIPOLYGON Z (((-1401759.785 2388321.4 0, -1...  \n",
+       "\n",
+       "[982 rows x 4 columns]"
+      ],
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -1602,35 +1635,6 @@
        "</table>\n",
        "<p>982 rows × 4 columns</p>\n",
        "</div>"
-      ],
-      "text/plain": [
-       "      name   folders                                        description  \\\n",
-       "0    12TUP  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "1    12TYQ  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "2    12TYR  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "3    12TYN  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "4    12TYP  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "..     ...       ...                                                ...   \n",
-       "977  12TTM  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "978  12TUK  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "979  12TUQ  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "980  12TUR  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "981  12TUN  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "\n",
-       "                                              geometry  \n",
-       "0    MULTIPOLYGON Z (((-1386334.944 2487548.77 0, -...  \n",
-       "1    MULTIPOLYGON Z (((-976300.478 2523767.452 0, -...  \n",
-       "2    MULTIPOLYGON Z (((-960099.705 2622374.255 0, -...  \n",
-       "3    MULTIPOLYGON Z (((-1008622.024 2325748.358 0, ...  \n",
-       "4    MULTIPOLYGON Z (((-992478.385 2424861.34 0, -8...  \n",
-       "..                                                 ...  \n",
-       "977  MULTIPOLYGON Z (((-1515431.586 2304192.826 0, ...  \n",
-       "978  MULTIPOLYGON Z (((-1448525.813 2089886.667 0, ...  \n",
-       "979  MULTIPOLYGON Z (((-1371006.917 2586590.133 0, ...  \n",
-       "980  MULTIPOLYGON Z (((-1355793.563 2685354.08 0, -...  \n",
-       "981  MULTIPOLYGON Z (((-1401759.785 2388321.4 0, -1...  \n",
-       "\n",
-       "[982 rows x 4 columns]"
       ]
      },
      "execution_count": 10,
@@ -1638,29 +1642,33 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "S2_USA_GRID_FILE = DATA_DIR / \"s2_grid_usa_polygon_5070.gpkg\"\n",
-    "s2_grid = gpd.read_file(S2_USA_GRID_FILE)\n",
-    "s2_grid"
-   ]
+   "execution_count": 10
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
    "id": "ba455cf71d209878",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:14.176962Z",
-     "start_time": "2025-05-22T18:12:14.147937Z"
+     "end_time": "2025-10-24T02:27:33.893620Z",
+     "start_time": "2025-10-24T02:27:33.867335Z"
     }
    },
+   "source": [
+    "# Creating our S2 grid tile subset\n",
+    "\n",
+    "S2_USA_GRID_SUBSET_FILE = TEST_TMP_DIR / \"s2_grid_usa_polygon_5070_subset.gpkg\"\n",
+    "s2_grid_subset = s2_grid[s2_grid[\"name\"].isin(s2_tile_grid_subset_list)]\n",
+    "\n",
+    "# Optionally save to geopackage\n",
+    "to_geopackage(gdf=s2_grid_subset, filename=S2_USA_GRID_SUBSET_FILE)"
+   ],
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[2025-05-22 14:12:14] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
-      "[2025-05-22 14:12:14] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/s2_grid_usa_polygon_5070_subset.gpkg] took 0.02459549903869629 seconds to write.\n"
+      "[2025-10-23 22:27:33] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
+      "[2025-10-23 22:27:33] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/s2_grid_usa_polygon_5070_subset.gpkg] took 0.018416881561279297 seconds to write.\n"
      ]
     },
     {
@@ -1674,29 +1682,34 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "# Creating our S2 grid tile subset\n",
-    "\n",
-    "S2_USA_GRID_SUBSET_FILE = TEST_TMP_DIR / \"s2_grid_usa_polygon_5070_subset.gpkg\"\n",
-    "s2_grid_subset = s2_grid[s2_grid[\"name\"].isin(s2_tile_grid_subset_list)]\n",
-    "\n",
-    "# Optionally save to geopackage\n",
-    "to_geopackage(gdf=s2_grid_subset, filename=S2_USA_GRID_SUBSET_FILE)"
-   ]
+   "execution_count": 11
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
    "id": "1768b409e3462310",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:14.244365Z",
-     "start_time": "2025-05-22T18:12:14.237600Z"
+     "end_time": "2025-10-24T02:27:35.081982Z",
+     "start_time": "2025-10-24T02:27:35.065342Z"
     }
    },
+   "source": [
+    "s2_grid_subset"
+   ],
    "outputs": [
     {
      "data": {
+      "text/plain": [
+       "      name   folders                                        description  \\\n",
+       "841  10SDJ  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "846  10TDK  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "857  10TEK  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
+       "\n",
+       "                                              geometry  \n",
+       "841  MULTIPOLYGON Z (((-2357236.175 2210256.163 0, ...  \n",
+       "846  MULTIPOLYGON Z (((-2329019.777 2307113.875 0, ...  \n",
+       "857  MULTIPOLYGON Z (((-2233778.019 2279366.081 0, ...  "
+      ],
       "text/html": [
        "<div>\n",
        "<style scoped>\n",
@@ -1747,17 +1760,6 @@
        "  </tbody>\n",
        "</table>\n",
        "</div>"
-      ],
-      "text/plain": [
-       "      name   folders                                        description  \\\n",
-       "841  10SDJ  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "846  10TDK  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "857  10TEK  Features  TILE PROPERTIES<br><table border=0 cellpadding...   \n",
-       "\n",
-       "                                              geometry  \n",
-       "841  MULTIPOLYGON Z (((-2357236.175 2210256.163 0, ...  \n",
-       "846  MULTIPOLYGON Z (((-2329019.777 2307113.875 0, ...  \n",
-       "857  MULTIPOLYGON Z (((-2233778.019 2279366.081 0, ...  "
       ]
      },
      "execution_count": 12,
@@ -1765,33 +1767,43 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "s2_grid_subset"
-   ]
+   "execution_count": 12
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
    "id": "142cc83267ef999",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:14.934486Z",
-     "start_time": "2025-05-22T18:12:14.524824Z"
+     "end_time": "2025-10-24T02:27:36.239925Z",
+     "start_time": "2025-10-24T02:27:35.662733Z"
     }
    },
+   "source": [
+    "# Creating our polygon grid subset\n",
+    "\n",
+    "intersect_polygons_subset_filename = TEST_TMP_DIR / \"intersecting_polygon_grid_10km_subset.gpkg\"\n",
+    "print(\"Starting intersect selection\")\n",
+    "intersect_polygons_subset = select_polygons_by_location(\n",
+    "    intersecting_polygons, s2_grid_subset, predicate=\"within\", num_of_workers=4\n",
+    ")\n",
+    "# intersect_polygons_subset = gpd.read_file(intersect_polygons_subset_filename)\n",
+    "\n",
+    "# Optionally save to a new file\n",
+    "to_geopackage(intersect_polygons_subset, intersect_polygons_subset_filename)"
+   ],
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
       "Starting intersect selection\n",
-      "[2025-05-22 14:12:14] INFO       [MainThread][geospatial_tools.vector] Number of workers used: 4\n",
-      "[2025-05-22 14:12:14] INFO       [MainThread][geospatial_tools.vector] Concatenating results\n",
-      "[2025-05-22 14:12:14] INFO       [MainThread][geospatial_tools.vector] Creating spatial index\n",
-      "[2025-05-22 14:12:14] INFO       [MainThread][geospatial_tools.vector] Dropping duplicates\n",
-      "[2025-05-22 14:12:14] INFO       [MainThread][geospatial_tools.vector] Filtering columns of the results\n",
-      "[2025-05-22 14:12:14] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
-      "[2025-05-22 14:12:14] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/intersecting_polygon_grid_10km_subset.gpkg] took 0.03481006622314453 seconds to write.\n"
+      "[2025-10-23 22:27:35] INFO       [MainThread][geospatial_tools.vector] Number of workers used: 4\n",
+      "[2025-10-23 22:27:36] INFO       [MainThread][geospatial_tools.vector] Concatenating results\n",
+      "[2025-10-23 22:27:36] INFO       [MainThread][geospatial_tools.vector] Creating spatial index\n",
+      "[2025-10-23 22:27:36] INFO       [MainThread][geospatial_tools.vector] Dropping duplicates\n",
+      "[2025-10-23 22:27:36] INFO       [MainThread][geospatial_tools.vector] Filtering columns of the results\n",
+      "[2025-10-23 22:27:36] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
+      "[2025-10-23 22:27:36] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/intersecting_polygon_grid_10km_subset.gpkg] took 0.02221536636352539 seconds to write.\n"
      ]
     },
     {
@@ -1805,19 +1817,7 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "# Creating our polygon grid subset\n",
-    "\n",
-    "intersect_polygons_subset_filename = TEST_TMP_DIR / \"intersecting_polygon_grid_10km_subset.gpkg\"\n",
-    "print(\"Starting intersect selection\")\n",
-    "intersect_polygons_subset = select_polygons_by_location(\n",
-    "    intersecting_polygons, s2_grid_subset, predicate=\"within\", num_of_workers=4\n",
-    ")\n",
-    "# intersect_polygons_subset = gpd.read_file(intersect_polygons_subset_filename)\n",
-    "\n",
-    "# Optionally save to a new file\n",
-    "to_geopackage(intersect_polygons_subset, intersect_polygons_subset_filename)"
-   ]
+   "execution_count": 13
   },
   {
    "cell_type": "markdown",
@@ -1829,15 +1829,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
    "id": "e6ccf064d6ac84c4",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:14.978111Z",
-     "start_time": "2025-05-22T18:12:14.975761Z"
+     "end_time": "2025-10-24T02:27:37.859450Z",
+     "start_time": "2025-10-24T02:27:37.853007Z"
     }
    },
-   "outputs": [],
    "source": [
     "s2_feature_name_columns = \"name\"\n",
     "vector_column_name = \"s2_tiles\"\n",
@@ -1850,38 +1848,20 @@
     "    vector_features_column=vector_column_name,\n",
     "    max_cloud_cover=15,\n",
     ")"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 14
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
    "id": "252557658101af43",
    "metadata": {
+    "scrolled": true,
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:16.895518Z",
-     "start_time": "2025-05-22T18:12:15.030061Z"
-    },
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[2025-05-22 14:12:15] INFO       [ThreadPoolExecutor-0_0][geospatial_tools.stac] Running STAC API search for the following parameters: \n",
-      "\tDate ranges : ['2024-06-01T00:00:00Z/2024-07-31T23:59:59Z'] \n",
-      "\tQuery : {'eo:cloud_cover': {'lt': 15}, 's2:mgrs_tile': {'in': ['10SDJ']}}\n",
-      "[2025-05-22 14:12:15] INFO       [ThreadPoolExecutor-0_1][geospatial_tools.stac] Running STAC API search for the following parameters: \n",
-      "\tDate ranges : ['2024-06-01T00:00:00Z/2024-07-31T23:59:59Z'] \n",
-      "\tQuery : {'eo:cloud_cover': {'lt': 15}, 's2:mgrs_tile': {'in': ['10TDK']}}\n",
-      "[2025-05-22 14:12:15] INFO       [ThreadPoolExecutor-0_2][geospatial_tools.stac] Running STAC API search for the following parameters: \n",
-      "\tDate ranges : ['2024-06-01T00:00:00Z/2024-07-31T23:59:59Z'] \n",
-      "\tQuery : {'eo:cloud_cover': {'lt': 15}, 's2:mgrs_tile': {'in': ['10TEK']}}\n",
-      "[2025-05-22 14:12:16] WARNING    [MainThread][geospatial_tools.planetary_computer.sentinel_2] Warning, some of the input Sentinel 2 tiles do not have products covering the entire tile. These tiles will need to be handled differently (ex. creating a mosaic with multiple products\n",
-      "[2025-05-22 14:12:16] WARNING    [MainThread][geospatial_tools.planetary_computer.sentinel_2] Incomplete list: ['10TEK']\n"
-     ]
+     "end_time": "2025-10-24T02:27:40.766791Z",
+     "start_time": "2025-10-24T02:27:38.161406Z"
     }
-   ],
+   },
    "source": [
     "# NBVAL_IGNORE_OUTPUT\n",
     "\n",
@@ -1897,18 +1877,40 @@
     "\n",
     "best_products_client.create_date_ranges(start_year, end_year, start_month, end_month)\n",
     "products = best_products_client.find_best_complete_products()"
-   ]
+   ],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2025-10-23 22:27:38] INFO       [ThreadPoolExecutor-0_0][geospatial_tools.stac] Running STAC API search for the following parameters: \n",
+      "\tDate ranges : ['2024-06-01T00:00:00Z/2024-07-31T23:59:59Z'] \n",
+      "\tQuery : {'eo:cloud_cover': {'lt': 15}, 's2:mgrs_tile': {'in': ['10SDJ']}}\n",
+      "[2025-10-23 22:27:38] INFO       [ThreadPoolExecutor-0_1][geospatial_tools.stac] Running STAC API search for the following parameters: \n",
+      "\tDate ranges : ['2024-06-01T00:00:00Z/2024-07-31T23:59:59Z'] \n",
+      "\tQuery : {'eo:cloud_cover': {'lt': 15}, 's2:mgrs_tile': {'in': ['10TDK']}}\n",
+      "[2025-10-23 22:27:38] INFO       [ThreadPoolExecutor-0_2][geospatial_tools.stac] Running STAC API search for the following parameters: \n",
+      "\tDate ranges : ['2024-06-01T00:00:00Z/2024-07-31T23:59:59Z'] \n",
+      "\tQuery : {'eo:cloud_cover': {'lt': 15}, 's2:mgrs_tile': {'in': ['10TEK']}}\n",
+      "[2025-10-23 22:27:40] WARNING    [MainThread][geospatial_tools.planetary_computer.sentinel_2] Warning, some of the input Sentinel 2 tiles do not have products covering the entire tile. These tiles will need to be handled differently (ex. creating a mosaic with multiple products\n",
+      "[2025-10-23 22:27:40] WARNING    [MainThread][geospatial_tools.planetary_computer.sentinel_2] Incomplete list: ['10TEK']\n"
+     ]
+    }
+   ],
+   "execution_count": 15
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
    "id": "3dfc816677db50aa",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:16.915796Z",
-     "start_time": "2025-05-22T18:12:16.911803Z"
+     "end_time": "2025-10-24T02:27:41.126001Z",
+     "start_time": "2025-10-24T02:27:41.121528Z"
     }
    },
+   "source": [
+    "products"
+   ],
    "outputs": [
     {
      "data": {
@@ -1926,33 +1928,39 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "products"
-   ]
+   "execution_count": 16
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
    "id": "6a0a1885db3cd559",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:17.015308Z",
-     "start_time": "2025-05-22T18:12:16.969725Z"
+     "end_time": "2025-10-24T02:27:41.678127Z",
+     "start_time": "2025-10-24T02:27:41.596133Z"
     }
    },
+   "source": [
+    "# Selecting the best products for each vector tile\n",
+    "# This step is necessary as some of our vector polygons can be withing multiple S2 tiles.\n",
+    "# The best available S2 tile is therefore selected for each vector polygon.\n",
+    "\n",
+    "best_results_path = TEST_TMP_DIR / \"vector_tiles_with_s2tiles_subset.gpkg\"\n",
+    "best_results = best_products_client.select_best_products_per_feature()\n",
+    "to_geopackage(best_results, best_results_path)"
+   ],
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[2025-05-22 14:12:16] INFO       [MainThread][geospatial_tools.vector] Creating temporary UUID field for join operations\n",
-      "[2025-05-22 14:12:16] INFO       [MainThread][geospatial_tools.vector] Starting process to find and identify contained features using spatial 'within' join operation\n",
-      "[2025-05-22 14:12:16] INFO       [MainThread][geospatial_tools.vector] Grouping results\n",
-      "[2025-05-22 14:12:16] INFO       [MainThread][geospatial_tools.vector] Cleaning and merging results\n",
-      "[2025-05-22 14:12:16] INFO       [MainThread][geospatial_tools.vector] Spatial join operation is completed\n",
-      "[2025-05-22 14:12:16] INFO       [MainThread][geospatial_tools.planetary_computer.sentinel_2] Writing best product IDs to dataframe\n",
-      "[2025-05-22 14:12:16] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
-      "[2025-05-22 14:12:17] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/vector_tiles_with_s2tiles_subset.gpkg] took 0.024296045303344727 seconds to write.\n"
+      "[2025-10-23 22:27:41] INFO       [MainThread][geospatial_tools.vector] Creating temporary UUID field for join operations\n",
+      "[2025-10-23 22:27:41] INFO       [MainThread][geospatial_tools.vector] Starting process to find and identify contained features using spatial 'within' join operation\n",
+      "[2025-10-23 22:27:41] INFO       [MainThread][geospatial_tools.vector] Grouping results\n",
+      "[2025-10-23 22:27:41] INFO       [MainThread][geospatial_tools.vector] Cleaning and merging results\n",
+      "[2025-10-23 22:27:41] INFO       [MainThread][geospatial_tools.vector] Spatial join operation is completed\n",
+      "[2025-10-23 22:27:41] INFO       [MainThread][geospatial_tools.planetary_computer.sentinel_2] Writing best product IDs to dataframe\n",
+      "[2025-10-23 22:27:41] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
+      "[2025-10-23 22:27:41] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/vector_tiles_with_s2tiles_subset.gpkg] took 0.026682138442993164 seconds to write.\n"
      ]
     },
     {
@@ -1966,15 +1974,7 @@
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "# Selecting the best products for each vector tile\n",
-    "# This step is necessary as some of our vector polygons can be withing multiple S2 tiles.\n",
-    "# The best available S2 tile is therefore selected for each vector polygon.\n",
-    "\n",
-    "best_results_path = TEST_TMP_DIR / \"vector_tiles_with_s2tiles_subset.gpkg\"\n",
-    "best_results = best_products_client.select_best_products_per_feature()\n",
-    "to_geopackage(best_results, best_results_path)"
-   ]
+   "execution_count": 17
   },
   {
    "cell_type": "markdown",
@@ -1986,14 +1986,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
    "id": "48d5dd0759bc2a51",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:17.104614Z",
-     "start_time": "2025-05-22T18:12:17.101510Z"
+     "end_time": "2025-10-24T02:27:43.456579Z",
+     "start_time": "2025-10-24T02:27:43.450404Z"
     }
    },
+   "source": [
+    "best_products_client.successful_results"
+   ],
    "outputs": [
     {
      "data": {
@@ -2006,25 +2008,25 @@
        "  'no_data': 1e-05}}"
       ]
      },
-     "execution_count": 19,
+     "execution_count": 18,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "best_products_client.successful_results"
-   ]
+   "execution_count": 18
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
    "id": "289caace-c963-4fe5-9a9e-b61a3f25473b",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:17.164450Z",
-     "start_time": "2025-05-22T18:12:17.161333Z"
+     "end_time": "2025-10-24T02:27:43.947239Z",
+     "start_time": "2025-10-24T02:27:43.937921Z"
     }
    },
+   "source": [
+    "best_products_client.incomplete_results"
+   ],
    "outputs": [
     {
      "data": {
@@ -2032,75 +2034,76 @@
        "['10TEK']"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 19,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "best_products_client.incomplete_results"
-   ]
+   "execution_count": 19
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
    "id": "37ee4600ae353b9c",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:17.375247Z",
-     "start_time": "2025-05-22T18:12:17.227522Z"
+     "end_time": "2025-10-24T02:27:44.733947Z",
+     "start_time": "2025-10-24T02:27:44.418109Z"
     }
    },
+   "source": [
+    "m_best_results = leafmap.Map(center=[39.7, -123], zoom=8)\n",
+    "m_best_results.add_gdf(s2_grid_subset, layer_name=\"s2_tiles\", style={\"color\": \"red\"})\n",
+    "m_best_results.add_gdf(best_results, layer_name=\"vector_tiles_s2_grid\", style={\"color\": \"green\"})\n",
+    "m_best_results"
+   ],
    "outputs": [
     {
      "data": {
-      "application/vnd.jupyter.widget-view+json": {
-       "model_id": "662e526f758448dfb5e884177b3ca024",
-       "version_major": 2,
-       "version_minor": 0
-      },
       "text/plain": [
        "Map(center=[39.7, -123], controls=(ZoomControl(options=['position', 'zoom_in_text', 'zoom_in_title', 'zoom_out…"
-      ]
+      ],
+      "application/vnd.jupyter.widget-view+json": {
+       "version_major": 2,
+       "version_minor": 0,
+       "model_id": "eed8ce08ce9d4d5f9e80166e7844f697"
+      }
      },
-     "execution_count": 21,
+     "execution_count": 20,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "m_best_results = leafmap.Map(center=[39.7, -123], zoom=8)\n",
-    "m_best_results.add_gdf(s2_grid_subset, layer_name=\"s2_tiles\", style={\"color\": \"red\"})\n",
-    "m_best_results.add_gdf(best_results, layer_name=\"vector_tiles_s2_grid\", style={\"color\": \"green\"})\n",
-    "m_best_results"
-   ]
+   "execution_count": 20
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
    "id": "4483f48422d09481",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:17.421165Z",
-     "start_time": "2025-05-22T18:12:17.415852Z"
+     "end_time": "2025-10-24T02:27:45.216065Z",
+     "start_time": "2025-10-24T02:27:45.208771Z"
     }
    },
-   "outputs": [],
    "source": [
     "# NBVAL_IGNORE_OUTPUT\n",
     "group_by_product = best_results.groupby(\"best_s2_product_id\")[\"feature_id\"].agg(list).reset_index()"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 21
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
    "id": "33797d5a6fdc1e59",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:12:17.473508Z",
-     "start_time": "2025-05-22T18:12:17.470155Z"
+     "end_time": "2025-10-24T02:27:45.567247Z",
+     "start_time": "2025-10-24T02:27:45.560156Z"
     }
    },
+   "source": [
+    "product_list = group_by_product[\"best_s2_product_id\"].tolist()\n",
+    "sorted(product_list)"
+   ],
    "outputs": [
     {
      "data": {
@@ -2109,15 +2112,12 @@
        " 'S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412']"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 22,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "product_list = group_by_product[\"best_s2_product_id\"].tolist()\n",
-    "sorted(product_list)"
-   ]
+   "execution_count": 22
   },
   {
    "cell_type": "markdown",
@@ -2137,66 +2137,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
    "id": "da281a638f42c0dc",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:14:00.524110Z",
-     "start_time": "2025-05-22T18:12:17.535342Z"
+     "end_time": "2025-10-24T02:29:47.411877Z",
+     "start_time": "2025-10-24T02:27:46.152643Z"
     }
    },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[2025-05-22 14:12:17] INFO       [MainThread][geospatial_tools.stac] Initiating STAC API search\n",
-      "[2025-05-22 14:12:18] INFO       [MainThread][geospatial_tools.planetary_computer.sentinel_2] [<Item id=S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346>]\n",
-      "[2025-05-22 14:12:18] INFO       [MainThread][geospatial_tools.stac] Downloading [S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346] ...\n",
-      "[2025-05-22 14:12:18] INFO       [MainThread][geospatial_tools.stac] Downloading B04 from https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/10/S/DJ/2024/07/05/S2A_MSIL2A_20240705T185921_N0510_R013_T10SDJ_20240706T050346.SAFE/GRANULE/L2A_T10SDJ_A047200_20240705T190418/IMG_DATA/R10m/T10SDJ_20240705T185921_B04_10m.tif?st=2025-05-21T18%3A12%3A16Z&se=2025-05-22T18%3A57%3A16Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-05-22T14%3A18%3A43Z&ske=2025-05-29T14%3A18%3A43Z&sks=b&skv=2024-05-04&sig=pjoW8ExBmQ6wXXL51%2B2r0zxn47D6PvEoHp45HLt%2BVXs%3D\n",
-      "[2025-05-22 14:12:38] INFO       [MainThread][geospatial_tools.utils] Downloaded /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_B04.tif successfully.\n",
-      "[2025-05-22 14:12:38] INFO       [MainThread][geospatial_tools.stac] Downloading B08 from https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/10/S/DJ/2024/07/05/S2A_MSIL2A_20240705T185921_N0510_R013_T10SDJ_20240706T050346.SAFE/GRANULE/L2A_T10SDJ_A047200_20240705T190418/IMG_DATA/R10m/T10SDJ_20240705T185921_B08_10m.tif?st=2025-05-21T18%3A12%3A16Z&se=2025-05-22T18%3A57%3A16Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-05-22T14%3A18%3A43Z&ske=2025-05-29T14%3A18%3A43Z&sks=b&skv=2024-05-04&sig=pjoW8ExBmQ6wXXL51%2B2r0zxn47D6PvEoHp45HLt%2BVXs%3D\n",
-      "[2025-05-22 14:12:57] INFO       [MainThread][geospatial_tools.utils] Downloaded /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_B08.tif successfully.\n",
-      "[2025-05-22 14:12:57] INFO       [MainThread][geospatial_tools.planetary_computer.sentinel_2] [<geospatial_tools.stac.Asset object at 0x731afe253410>]\n",
-      "[2025-05-22 14:12:57] INFO       [MainThread][geospatial_tools.stac] Creating merged asset metadata\n",
-      "[2025-05-22 14:12:57] INFO       [MainThread][geospatial_tools.raster] Creating merged asset metadata\n",
-      "[2025-05-22 14:12:57] INFO       [MainThread][geospatial_tools.raster] Calculated a total of [2] bands\n",
-      "[2025-05-22 14:12:57] INFO       [MainThread][geospatial_tools.raster] Merging asset [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_merged.tif] ...\n",
-      "[2025-05-22 14:12:57] INFO       [MainThread][geospatial_tools.raster] Writing band image: S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_B04.tif\n",
-      "[2025-05-22 14:12:57] INFO       [MainThread][geospatial_tools.raster] Writing asset sub item band 1 to merged index band 1\n",
-      "[2025-05-22 14:12:59] INFO       [MainThread][geospatial_tools.raster] Writing band image: S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_B08.tif\n",
-      "[2025-05-22 14:12:59] INFO       [MainThread][geospatial_tools.raster] Writing asset sub item band 1 to merged index band 2\n",
-      "[2025-05-22 14:13:00] INFO       [MainThread][geospatial_tools.stac] Asset [S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346] merged successfully\n",
-      "[2025-05-22 14:13:00] INFO       [MainThread][geospatial_tools.stac] Asset location : [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_merged.tif]\n",
-      "[2025-05-22 14:13:00] INFO       [MainThread][geospatial_tools.stac] Reprojecting asset [S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346] ...\n",
-      "[2025-05-22 14:13:00] INFO       [MainThread][geospatial_tools.stac] Creating EPSG code from following input : [5070]\n",
-      "[2025-05-22 14:13:06] INFO       [MainThread][geospatial_tools.stac] Reprojected file created at /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_reprojected.tif\n",
-      "[2025-05-22 14:13:06] INFO       [MainThread][geospatial_tools.stac] Asset location : [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_reprojected.tif]\n",
-      "[2025-05-22 14:13:06] INFO       [MainThread][geospatial_tools.stac] Initiating STAC API search\n",
-      "[2025-05-22 14:13:07] INFO       [MainThread][geospatial_tools.planetary_computer.sentinel_2] [<Item id=S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412>]\n",
-      "[2025-05-22 14:13:07] INFO       [MainThread][geospatial_tools.stac] Downloading [S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412] ...\n",
-      "[2025-05-22 14:13:07] INFO       [MainThread][geospatial_tools.stac] Downloading B04 from https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/10/T/DK/2024/07/05/S2A_MSIL2A_20240705T185921_N0510_R013_T10TDK_20240706T050412.SAFE/GRANULE/L2A_T10TDK_A047200_20240705T190418/IMG_DATA/R10m/T10TDK_20240705T185921_B04_10m.tif?st=2025-05-21T18%3A12%3A16Z&se=2025-05-22T18%3A57%3A16Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-05-22T14%3A18%3A43Z&ske=2025-05-29T14%3A18%3A43Z&sks=b&skv=2024-05-04&sig=pjoW8ExBmQ6wXXL51%2B2r0zxn47D6PvEoHp45HLt%2BVXs%3D\n",
-      "[2025-05-22 14:13:29] INFO       [MainThread][geospatial_tools.utils] Downloaded /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_B04.tif successfully.\n",
-      "[2025-05-22 14:13:29] INFO       [MainThread][geospatial_tools.stac] Downloading B08 from https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/10/T/DK/2024/07/05/S2A_MSIL2A_20240705T185921_N0510_R013_T10TDK_20240706T050412.SAFE/GRANULE/L2A_T10TDK_A047200_20240705T190418/IMG_DATA/R10m/T10TDK_20240705T185921_B08_10m.tif?st=2025-05-21T18%3A12%3A16Z&se=2025-05-22T18%3A57%3A16Z&sp=rl&sv=2024-05-04&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-05-22T14%3A18%3A43Z&ske=2025-05-29T14%3A18%3A43Z&sks=b&skv=2024-05-04&sig=pjoW8ExBmQ6wXXL51%2B2r0zxn47D6PvEoHp45HLt%2BVXs%3D\n",
-      "[2025-05-22 14:13:52] INFO       [MainThread][geospatial_tools.utils] Downloaded /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_B08.tif successfully.\n",
-      "[2025-05-22 14:13:52] INFO       [MainThread][geospatial_tools.planetary_computer.sentinel_2] [<geospatial_tools.stac.Asset object at 0x731afde583d0>]\n",
-      "[2025-05-22 14:13:52] INFO       [MainThread][geospatial_tools.stac] Creating merged asset metadata\n",
-      "[2025-05-22 14:13:52] INFO       [MainThread][geospatial_tools.raster] Creating merged asset metadata\n",
-      "[2025-05-22 14:13:52] INFO       [MainThread][geospatial_tools.raster] Calculated a total of [2] bands\n",
-      "[2025-05-22 14:13:52] INFO       [MainThread][geospatial_tools.raster] Merging asset [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_merged.tif] ...\n",
-      "[2025-05-22 14:13:52] INFO       [MainThread][geospatial_tools.raster] Writing band image: S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_B04.tif\n",
-      "[2025-05-22 14:13:52] INFO       [MainThread][geospatial_tools.raster] Writing asset sub item band 1 to merged index band 1\n",
-      "[2025-05-22 14:13:53] INFO       [MainThread][geospatial_tools.raster] Writing band image: S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_B08.tif\n",
-      "[2025-05-22 14:13:53] INFO       [MainThread][geospatial_tools.raster] Writing asset sub item band 1 to merged index band 2\n",
-      "[2025-05-22 14:13:55] INFO       [MainThread][geospatial_tools.stac] Asset [S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412] merged successfully\n",
-      "[2025-05-22 14:13:55] INFO       [MainThread][geospatial_tools.stac] Asset location : [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_merged.tif]\n",
-      "[2025-05-22 14:13:55] INFO       [MainThread][geospatial_tools.stac] Reprojecting asset [S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412] ...\n",
-      "[2025-05-22 14:13:55] INFO       [MainThread][geospatial_tools.stac] Creating EPSG code from following input : [5070]\n",
-      "[2025-05-22 14:14:00] INFO       [MainThread][geospatial_tools.stac] Reprojected file created at /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_reprojected.tif\n",
-      "[2025-05-22 14:14:00] INFO       [MainThread][geospatial_tools.stac] Asset location : [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_reprojected.tif]\n"
-     ]
-    }
-   ],
    "source": [
     "# NBVAL_IGNORE_OUTPUT\n",
     "product_asset_list = []\n",
@@ -2209,18 +2156,75 @@
     "    )\n",
     "\n",
     "    product_asset_list.append(processed_product)"
-   ]
+   ],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2025-10-23 22:27:46] INFO       [MainThread][geospatial_tools.stac] Initiating STAC API search\n",
+      "[2025-10-23 22:27:47] INFO       [MainThread][geospatial_tools.planetary_computer.sentinel_2] [<Item id=S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346>]\n",
+      "[2025-10-23 22:27:47] INFO       [MainThread][geospatial_tools.stac] Downloading [S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346] ...\n",
+      "[2025-10-23 22:27:47] INFO       [MainThread][geospatial_tools.stac] Downloading B04 from https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/10/S/DJ/2024/07/05/S2A_MSIL2A_20240705T185921_N0510_R013_T10SDJ_20240706T050346.SAFE/GRANULE/L2A_T10SDJ_A047200_20240705T190418/IMG_DATA/R10m/T10SDJ_20240705T185921_B04_10m.tif?st=2025-10-23T02%3A27%3A39Z&se=2025-10-24T03%3A12%3A39Z&sp=rl&sv=2025-07-05&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-10-23T16%3A13%3A27Z&ske=2025-10-30T16%3A13%3A27Z&sks=b&skv=2025-07-05&sig=W3M/NVqz3rySDXNmsDbef7pJSE8PqSrhGoo0bDHEM5c%3D\n",
+      "[2025-10-23 22:28:05] INFO       [MainThread][geospatial_tools.utils] Downloaded /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_B04.tif successfully.\n",
+      "[2025-10-23 22:28:05] INFO       [MainThread][geospatial_tools.stac] Downloading B08 from https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/10/S/DJ/2024/07/05/S2A_MSIL2A_20240705T185921_N0510_R013_T10SDJ_20240706T050346.SAFE/GRANULE/L2A_T10SDJ_A047200_20240705T190418/IMG_DATA/R10m/T10SDJ_20240705T185921_B08_10m.tif?st=2025-10-23T02%3A27%3A39Z&se=2025-10-24T03%3A12%3A39Z&sp=rl&sv=2025-07-05&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-10-23T16%3A13%3A27Z&ske=2025-10-30T16%3A13%3A27Z&sks=b&skv=2025-07-05&sig=W3M/NVqz3rySDXNmsDbef7pJSE8PqSrhGoo0bDHEM5c%3D\n",
+      "[2025-10-23 22:28:23] INFO       [MainThread][geospatial_tools.utils] Downloaded /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_B08.tif successfully.\n",
+      "[2025-10-23 22:28:23] INFO       [MainThread][geospatial_tools.planetary_computer.sentinel_2] [<geospatial_tools.stac.Asset object at 0x74bea2561790>]\n",
+      "[2025-10-23 22:28:23] INFO       [MainThread][geospatial_tools.stac] Creating merged asset metadata\n",
+      "[2025-10-23 22:28:24] INFO       [MainThread][geospatial_tools.raster] Creating merged asset metadata\n",
+      "[2025-10-23 22:28:24] INFO       [MainThread][geospatial_tools.raster] Calculated a total of [2] bands\n",
+      "[2025-10-23 22:28:24] INFO       [MainThread][geospatial_tools.raster] Merging asset [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_merged.tif] ...\n",
+      "[2025-10-23 22:28:24] INFO       [MainThread][geospatial_tools.raster] Writing band image: S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_B04.tif\n",
+      "[2025-10-23 22:28:24] INFO       [MainThread][geospatial_tools.raster] Writing asset sub item band 1 to merged index band 1\n",
+      "[2025-10-23 22:28:27] INFO       [MainThread][geospatial_tools.raster] Writing band image: S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_B08.tif\n",
+      "[2025-10-23 22:28:27] INFO       [MainThread][geospatial_tools.raster] Writing asset sub item band 1 to merged index band 2\n",
+      "[2025-10-23 22:28:31] INFO       [MainThread][geospatial_tools.stac] Asset [S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346] merged successfully\n",
+      "[2025-10-23 22:28:31] INFO       [MainThread][geospatial_tools.stac] Asset location : [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_merged.tif]\n",
+      "[2025-10-23 22:28:31] INFO       [MainThread][geospatial_tools.stac] Reprojecting asset [S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346] ...\n",
+      "[2025-10-23 22:28:31] INFO       [MainThread][geospatial_tools.stac] Creating EPSG code from following input : [5070]\n",
+      "[2025-10-23 22:28:48] INFO       [MainThread][geospatial_tools.stac] Reprojected file created at /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_reprojected.tif\n",
+      "[2025-10-23 22:28:48] INFO       [MainThread][geospatial_tools.stac] Asset location : [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_reprojected.tif]\n",
+      "[2025-10-23 22:28:48] INFO       [MainThread][geospatial_tools.stac] Initiating STAC API search\n",
+      "[2025-10-23 22:28:49] INFO       [MainThread][geospatial_tools.planetary_computer.sentinel_2] [<Item id=S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412>]\n",
+      "[2025-10-23 22:28:49] INFO       [MainThread][geospatial_tools.stac] Downloading [S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412] ...\n",
+      "[2025-10-23 22:28:49] INFO       [MainThread][geospatial_tools.stac] Downloading B04 from https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/10/T/DK/2024/07/05/S2A_MSIL2A_20240705T185921_N0510_R013_T10TDK_20240706T050412.SAFE/GRANULE/L2A_T10TDK_A047200_20240705T190418/IMG_DATA/R10m/T10TDK_20240705T185921_B04_10m.tif?st=2025-10-23T02%3A27%3A39Z&se=2025-10-24T03%3A12%3A39Z&sp=rl&sv=2025-07-05&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-10-23T16%3A13%3A27Z&ske=2025-10-30T16%3A13%3A27Z&sks=b&skv=2025-07-05&sig=W3M/NVqz3rySDXNmsDbef7pJSE8PqSrhGoo0bDHEM5c%3D\n",
+      "[2025-10-23 22:29:07] INFO       [MainThread][geospatial_tools.utils] Downloaded /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_B04.tif successfully.\n",
+      "[2025-10-23 22:29:07] INFO       [MainThread][geospatial_tools.stac] Downloading B08 from https://sentinel2l2a01.blob.core.windows.net/sentinel2-l2/10/T/DK/2024/07/05/S2A_MSIL2A_20240705T185921_N0510_R013_T10TDK_20240706T050412.SAFE/GRANULE/L2A_T10TDK_A047200_20240705T190418/IMG_DATA/R10m/T10TDK_20240705T185921_B08_10m.tif?st=2025-10-23T02%3A27%3A39Z&se=2025-10-24T03%3A12%3A39Z&sp=rl&sv=2025-07-05&sr=c&skoid=9c8ff44a-6a2c-4dfb-b298-1c9212f64d9a&sktid=72f988bf-86f1-41af-91ab-2d7cd011db47&skt=2025-10-23T16%3A13%3A27Z&ske=2025-10-30T16%3A13%3A27Z&sks=b&skv=2025-07-05&sig=W3M/NVqz3rySDXNmsDbef7pJSE8PqSrhGoo0bDHEM5c%3D\n",
+      "[2025-10-23 22:29:24] INFO       [MainThread][geospatial_tools.utils] Downloaded /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_B08.tif successfully.\n",
+      "[2025-10-23 22:29:24] INFO       [MainThread][geospatial_tools.planetary_computer.sentinel_2] [<geospatial_tools.stac.Asset object at 0x74be5e435950>]\n",
+      "[2025-10-23 22:29:24] INFO       [MainThread][geospatial_tools.stac] Creating merged asset metadata\n",
+      "[2025-10-23 22:29:24] INFO       [MainThread][geospatial_tools.raster] Creating merged asset metadata\n",
+      "[2025-10-23 22:29:24] INFO       [MainThread][geospatial_tools.raster] Calculated a total of [2] bands\n",
+      "[2025-10-23 22:29:24] INFO       [MainThread][geospatial_tools.raster] Merging asset [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_merged.tif] ...\n",
+      "[2025-10-23 22:29:24] INFO       [MainThread][geospatial_tools.raster] Writing band image: S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_B04.tif\n",
+      "[2025-10-23 22:29:24] INFO       [MainThread][geospatial_tools.raster] Writing asset sub item band 1 to merged index band 1\n",
+      "[2025-10-23 22:29:27] INFO       [MainThread][geospatial_tools.raster] Writing band image: S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_B08.tif\n",
+      "[2025-10-23 22:29:27] INFO       [MainThread][geospatial_tools.raster] Writing asset sub item band 1 to merged index band 2\n",
+      "[2025-10-23 22:29:31] INFO       [MainThread][geospatial_tools.stac] Asset [S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412] merged successfully\n",
+      "[2025-10-23 22:29:31] INFO       [MainThread][geospatial_tools.stac] Asset location : [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_merged.tif]\n",
+      "[2025-10-23 22:29:31] INFO       [MainThread][geospatial_tools.stac] Reprojecting asset [S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412] ...\n",
+      "[2025-10-23 22:29:31] INFO       [MainThread][geospatial_tools.stac] Creating EPSG code from following input : [5070]\n",
+      "[2025-10-23 22:29:47] INFO       [MainThread][geospatial_tools.stac] Reprojected file created at /home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_reprojected.tif\n",
+      "[2025-10-23 22:29:47] INFO       [MainThread][geospatial_tools.stac] Asset location : [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/S2A_MSIL2A_20240705T185921_R013_T10TDK_20240706T050412_reprojected.tif]\n"
+     ]
+    }
+   ],
+   "execution_count": 23
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
    "id": "99d6fe45792cd970",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:14:00.555188Z",
-     "start_time": "2025-05-22T18:14:00.552939Z"
+     "end_time": "2025-10-24T02:29:47.599298Z",
+     "start_time": "2025-10-24T02:29:47.593771Z"
     }
    },
+   "source": [
+    "for p in product_asset_list:\n",
+    "    print(f\"Asset ID : [{p.asset_id}]\")\n",
+    "    print(f\"Reprojected ID path : \\n[{p.reprojected_asset_path}]\\n\")"
+   ],
    "outputs": [
     {
      "name": "stdout",
@@ -2237,23 +2241,17 @@
      ]
     }
    ],
-   "source": [
-    "for p in product_asset_list:\n",
-    "    print(f\"Asset ID : [{p.asset_id}]\")\n",
-    "    print(f\"Reprojected ID path : \\n[{p.reprojected_asset_path}]\\n\")"
-   ]
+   "execution_count": 24
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
    "id": "715945b328c8ef71",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:14:00.620215Z",
-     "start_time": "2025-05-22T18:14:00.617720Z"
+     "end_time": "2025-10-24T02:29:47.662843Z",
+     "start_time": "2025-10-24T02:29:47.657590Z"
     }
    },
-   "outputs": [],
    "source": [
     "# Here, we are creating a new Asset object simply for convenience, from the printed outputs above\n",
     "\n",
@@ -2261,7 +2259,9 @@
     "    asset_id=\"S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346\",\n",
     "    reprojected_asset=download_directory / \"S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_reprojected.tif\",\n",
     ")"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 25
   },
   {
    "cell_type": "markdown",
@@ -2273,21 +2273,30 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
    "id": "77a04eaa79969a9c",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:14:00.692346Z",
-     "start_time": "2025-05-22T18:14:00.678421Z"
+     "end_time": "2025-10-24T02:29:47.751266Z",
+     "start_time": "2025-10-24T02:29:47.715230Z"
     }
    },
+   "source": [
+    "s2_product_id = product.asset_id\n",
+    "product_path = product.reprojected_asset_path\n",
+    "product_id_series = group_by_product[group_by_product[\"best_s2_product_id\"] == s2_product_id]\n",
+    "# Since it's grouped by product id, there should always be only one row in the series\n",
+    "feature_ids = product_id_series[\"feature_id\"].iloc[0]\n",
+    "vector_features = best_results[best_results[\"feature_id\"].isin(feature_ids)]\n",
+    "vector_features_path = TEST_TMP_DIR / \"vector_features.gpkg\"\n",
+    "to_geopackage(vector_features, TEST_TMP_DIR / \"vector_features.gpkg\")"
+   ],
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[2025-05-22 14:14:00] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
-      "[2025-05-22 14:14:00] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/vector_features.gpkg] took 0.009784221649169922 seconds to write.\n"
+      "[2025-10-23 22:29:47] INFO       [MainThread][geospatial_tools.vector] Starting writing process\n",
+      "[2025-10-23 22:29:47] INFO       [MainThread][geospatial_tools.vector] File [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/vector_features.gpkg] took 0.025661706924438477 seconds to write.\n"
      ]
     },
     {
@@ -2296,21 +2305,12 @@
        "PosixPath('/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/vector_features.gpkg')"
       ]
      },
-     "execution_count": 27,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "s2_product_id = product.asset_id\n",
-    "product_path = product.reprojected_asset_path\n",
-    "product_id_series = group_by_product[group_by_product[\"best_s2_product_id\"] == s2_product_id]\n",
-    "# Since it's grouped by product id, there should always be only one row in the series\n",
-    "feature_ids = product_id_series[\"feature_id\"].iloc[0]\n",
-    "vector_features = best_results[best_results[\"feature_id\"].isin(feature_ids)]\n",
-    "vector_features_path = TEST_TMP_DIR / \"vector_features.gpkg\"\n",
-    "to_geopackage(vector_features, TEST_TMP_DIR / \"vector_features.gpkg\")"
-   ]
+   "execution_count": 26
   },
   {
    "cell_type": "markdown",
@@ -2322,45 +2322,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
    "id": "398c4fe713929a94",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:14:02.074879Z",
-     "start_time": "2025-05-22T18:14:00.745973Z"
+     "end_time": "2025-10-24T02:29:50.482771Z",
+     "start_time": "2025-10-24T02:29:47.797285Z"
     }
    },
+   "source": [
+    "clip_list = clip_raster_with_polygon(\n",
+    "    raster_image=product_path,\n",
+    "    polygon_layer=vector_features_path,\n",
+    "    base_output_filename=s2_product_id,\n",
+    "    output_dir=download_directory / \"test_sentinel2_clip\",\n",
+    "    num_of_workers=4\n",
+    ")"
+   ],
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[2025-05-22 14:14:00] INFO       [MainThread][geospatial_tools.raster] Number of workers used: 16\n",
-      "[2025-05-22 14:14:00] INFO       [MainThread][geospatial_tools.raster] Output path : [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/test_sentinel2_clip]\n",
-      "[2025-05-22 14:14:00] INFO       [MainThread][geospatial_tools.raster] Clipping raster image with 73 polygons\n",
-      "[2025-05-22 14:14:02] INFO       [MainThread][geospatial_tools.raster] Clipping process finished\n"
+      "[2025-10-23 22:29:47] INFO       [MainThread][geospatial_tools.raster] Number of workers used: 4\n",
+      "[2025-10-23 22:29:47] INFO       [MainThread][geospatial_tools.raster] Output path : [/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/test_sentinel2_clip]\n",
+      "[2025-10-23 22:29:47] INFO       [MainThread][geospatial_tools.raster] Clipping raster image with 73 polygons\n",
+      "[2025-10-23 22:29:50] INFO       [MainThread][geospatial_tools.raster] Clipping process finished\n"
      ]
     }
    ],
-   "source": [
-    "clip_list = clip_raster_with_polygon(\n",
-    "    raster_image=product_path,\n",
-    "    polygon_layer=vector_features_path,\n",
-    "    base_output_filename=s2_product_id,\n",
-    "    output_dir=download_directory / \"test_sentinel2_clip\",\n",
-    ")"
-   ]
+   "execution_count": 27
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
    "id": "2d24fa3dad57032c",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:14:02.115258Z",
-     "start_time": "2025-05-22T18:14:02.111120Z"
+     "end_time": "2025-10-24T02:29:50.620769Z",
+     "start_time": "2025-10-24T02:29:50.613361Z"
     }
    },
+   "source": [
+    "sorted(clip_list)"
+   ],
    "outputs": [
     {
      "data": {
@@ -2440,29 +2443,27 @@
        " PosixPath('/home/francispelletier/projects/geospatial_tools/tests/test_notebooks/tmp_sentinel2/example_s2_download_and_processing/test_sentinel2_clip/S2A_MSIL2A_20240705T185921_R013_T10SDJ_20240706T050346_clipped_9.tif')]"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 28,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
-   "source": [
-    "sorted(clip_list)"
-   ]
+   "execution_count": 28
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
    "id": "43a5f61e33592e0b",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2025-05-22T18:14:02.835256Z",
-     "start_time": "2025-05-22T18:14:02.180315Z"
+     "end_time": "2025-10-24T02:29:52.522678Z",
+     "start_time": "2025-10-24T02:29:50.716166Z"
     }
    },
-   "outputs": [],
    "source": [
     "shutil.rmtree(TEST_TMP_DIR)"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": 29
   }
  ],
  "metadata": {

From aa60b24d0f4e7d603f95db17e002068d0e070e1f Mon Sep 17 00:00:00 2001
From: f-PLT <fplt.softwaredeveloper@gmail.com>
Date: Thu, 23 Oct 2025 22:48:17 -0400
Subject: [PATCH 5/6] Update project dependencies

---
 poetry.lock    | 2337 +++++++++++++++++++++---------------------------
 pyproject.toml |    3 +-
 2 files changed, 1015 insertions(+), 1325 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index a7b1ab8..d3fa80f 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "affine"
@@ -6,7 +6,6 @@ version = "2.4.0"
 description = "Matrices describing affine transformation of the plane"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "affine-2.4.0-py3-none-any.whl", hash = "sha256:8a3df80e2b2378aef598a83c1392efd47967afec4242021a0b06b4c7cbc61a92"},
     {file = "affine-2.4.0.tar.gz", hash = "sha256:a24d818d6a836c131976d22f8c27b8d3ca32d0af64c1d8d29deb7bafa4da1eea"},
@@ -22,7 +21,6 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -34,7 +32,6 @@ version = "4.11.0"
 description = "High-level concurrency and networking framework on top of asyncio or Trio"
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
 files = [
     {file = "anyio-4.11.0-py3-none-any.whl", hash = "sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc"},
     {file = "anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4"},
@@ -54,8 +51,6 @@ version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev", "lab"]
-markers = "platform_system == \"Darwin\""
 files = [
     {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
     {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
@@ -63,14 +58,13 @@ files = [
 
 [[package]]
 name = "argcomplete"
-version = "3.6.2"
+version = "3.6.3"
 description = "Bash tab completion for argparse"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
-    {file = "argcomplete-3.6.2-py3-none-any.whl", hash = "sha256:65b3133a29ad53fb42c48cf5114752c7ab66c1c38544fdf6460f450c09b42591"},
-    {file = "argcomplete-3.6.2.tar.gz", hash = "sha256:d0519b1bc867f5f4f4713c41ad0aba73a4a5f007449716b16f385f2166dc6adf"},
+    {file = "argcomplete-3.6.3-py3-none-any.whl", hash = "sha256:f5007b3a600ccac5d25bbce33089211dfd49eab4a7718da3f10e3082525a92ce"},
+    {file = "argcomplete-3.6.3.tar.gz", hash = "sha256:62e8ed4fd6a45864acc8235409461b72c9a28ee785a2011cc5eb78318786c89c"},
 ]
 
 [package.extras]
@@ -82,7 +76,6 @@ version = "25.1.0"
 description = "Argon2 for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "argon2_cffi-25.1.0-py3-none-any.whl", hash = "sha256:fdc8b074db390fccb6eb4a3604ae7231f219aa669a2652e0f20e16ba513d5741"},
     {file = "argon2_cffi-25.1.0.tar.gz", hash = "sha256:694ae5cc8a42f4c4e2bf2ca0e64e51e23a040c6a517a85074683d3959e1346c1"},
@@ -97,7 +90,6 @@ version = "25.1.0"
 description = "Low-level CFFI bindings for Argon2"
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
 files = [
     {file = "argon2_cffi_bindings-25.1.0-cp314-cp314t-macosx_10_13_universal2.whl", hash = "sha256:3d3f05610594151994ca9ccb3c771115bdb4daef161976a266f0dd8aa9996b8f"},
     {file = "argon2_cffi_bindings-25.1.0-cp314-cp314t-macosx_10_13_x86_64.whl", hash = "sha256:8b8efee945193e667a396cbc7b4fb7d357297d6234d30a489905d96caabde56b"},
@@ -132,23 +124,22 @@ cffi = {version = ">=1.0.1", markers = "python_version < \"3.14\""}
 
 [[package]]
 name = "arrow"
-version = "1.3.0"
+version = "1.4.0"
 description = "Better dates & times for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
-    {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
-    {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
+    {file = "arrow-1.4.0-py3-none-any.whl", hash = "sha256:749f0769958ebdc79c173ff0b0670d59051a535fa26e8eba02953dc19eb43205"},
+    {file = "arrow-1.4.0.tar.gz", hash = "sha256:ed0cc050e98001b8779e84d461b0098c4ac597e88704a655582b21d116e526d7"},
 ]
 
 [package.dependencies]
 python-dateutil = ">=2.7.0"
-types-python-dateutil = ">=2.8.10"
+tzdata = {version = "*", markers = "python_version >= \"3.9\""}
 
 [package.extras]
 doc = ["doc8", "sphinx (>=7.0.0)", "sphinx-autobuild", "sphinx-autodoc-typehints", "sphinx_rtd_theme (>=1.3.0)"]
-test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2021.1)", "simplejson (==3.*)"]
+test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytz (==2025.2)", "simplejson (==3.*)"]
 
 [[package]]
 name = "astroid"
@@ -156,7 +147,6 @@ version = "3.3.11"
 description = "An abstract syntax tree for Python with inference support."
 optional = false
 python-versions = ">=3.9.0"
-groups = ["dev"]
 files = [
     {file = "astroid-3.3.11-py3-none-any.whl", hash = "sha256:54c760ae8322ece1abd213057c4b5bba7c49818853fc901ef09719a60dbf9dec"},
     {file = "astroid-3.3.11.tar.gz", hash = "sha256:1e5a5011af2920c7c67a53f65d536d65bfa7116feeaf2354d8b94f29573bb0ce"},
@@ -168,7 +158,6 @@ version = "3.0.0"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
     {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
@@ -184,7 +173,6 @@ version = "2.0.5"
 description = "Simple LRU cache for asyncio"
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
 files = [
     {file = "async_lru-2.0.5-py3-none-any.whl", hash = "sha256:ab95404d8d2605310d345932697371a5f40def0487c03d6d0ad9138de52c9943"},
     {file = "async_lru-2.0.5.tar.gz", hash = "sha256:481d52ccdd27275f42c43a928b4a50c3bfb2d67af4e78b170e3e0bb39c66e5bb"},
@@ -192,31 +180,21 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "25.3.0"
+version = "25.4.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
+python-versions = ">=3.9"
 files = [
-    {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
-    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
+    {file = "attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"},
+    {file = "attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11"},
 ]
 
-[package.extras]
-benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
-tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
-
 [[package]]
 name = "autoflake"
 version = "2.3.1"
 description = "Removes unused imports and unused variables"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "autoflake-2.3.1-py3-none-any.whl", hash = "sha256:3ae7495db9084b7b32818b4140e6dc4fc280b712fb414f5b8fe57b0a8e85a840"},
     {file = "autoflake-2.3.1.tar.gz", hash = "sha256:c98b75dc5b0a86459c4f01a1d32ac7eb4338ec4317a4469515ff1e687ecd909e"},
@@ -231,7 +209,6 @@ version = "2.3.2"
 description = "A tool that automatically formats Python code to conform to the PEP 8 style guide"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "autopep8-2.3.2-py2.py3-none-any.whl", hash = "sha256:ce8ad498672c845a0c3de2629c15b635ec2b05ef8177a6e7c91c74f3e9b51128"},
     {file = "autopep8-2.3.2.tar.gz", hash = "sha256:89440a4f969197b69a995e4ce0661b031f455a9f776d2c5ba3dbd83466931758"},
@@ -246,14 +223,13 @@ version = "2.17.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev", "lab"]
 files = [
     {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
     {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
 ]
 
 [package.extras]
-dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""]
+dev = ["backports.zoneinfo", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata"]
 
 [[package]]
 name = "backrefs"
@@ -261,7 +237,6 @@ version = "5.9"
 description = "A wrapper around re and regex that adds additional back references."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "backrefs-5.9-py310-none-any.whl", hash = "sha256:db8e8ba0e9de81fcd635f440deab5ae5f2591b54ac1ebe0550a2ca063488cd9f"},
     {file = "backrefs-5.9-py311-none-any.whl", hash = "sha256:6907635edebbe9b2dc3de3a2befff44d74f30a4562adbb8b36f21252ea19c5cf"},
@@ -281,7 +256,6 @@ version = "4.14.2"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
-groups = ["main", "lab"]
 files = [
     {file = "beautifulsoup4-4.14.2-py3-none-any.whl", hash = "sha256:5ef6fa3a8cbece8488d66985560f97ed091e22bbc4e9c2338508a9d5de6d4515"},
     {file = "beautifulsoup4-4.14.2.tar.gz", hash = "sha256:2a98ab9f944a11acee9cc848508ec28d9228abfd522ef0fad6a02a72e0ded69e"},
@@ -304,7 +278,6 @@ version = "25.9.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "black-25.9.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ce41ed2614b706fd55fd0b4a6909d06b5bab344ffbfadc6ef34ae50adba3d4f7"},
     {file = "black-25.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2ab0ce111ef026790e9b13bd216fa7bc48edd934ffc4cbf78808b235793cbc92"},
@@ -352,7 +325,6 @@ version = "6.2.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
 files = [
     {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
     {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
@@ -371,7 +343,6 @@ version = "0.12.45"
 description = "Interactive plotting for the Jupyter notebook, using d3.js and ipywidgets."
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "bqplot-0.12.45-py2.py3-none-any.whl", hash = "sha256:cf2e046adb401670902ab53a18d9f63540091279bc45c4ef281bfdadf6e7e92c"},
     {file = "bqplot-0.12.45.tar.gz", hash = "sha256:ede00e9fdf7d92e43cc2d1b9691c7da176b6216fdd187c8e92f19d7beaca5e2a"},
@@ -386,14 +357,13 @@ traittypes = ">=0.0.6"
 
 [[package]]
 name = "branca"
-version = "0.8.1"
+version = "0.8.2"
 description = "Generate complex HTML+JS pages with Python"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
-    {file = "branca-0.8.1-py3-none-any.whl", hash = "sha256:d29c5fab31f7c21a92e34bf3f854234e29fecdcf5d2df306b616f20d816be425"},
-    {file = "branca-0.8.1.tar.gz", hash = "sha256:ac397c2d79bd13af0d04193b26d5ed17031d27609a7f1fab50c438b8ae712390"},
+    {file = "branca-0.8.2-py3-none-any.whl", hash = "sha256:2ebaef3983e3312733c1ae2b793b0a8ba3e1c4edeb7598e10328505280cf2f7c"},
+    {file = "branca-0.8.2.tar.gz", hash = "sha256:e5040f4c286e973658c27de9225c1a5a7356dd0702a7c8d84c0f0dfbde388fe7"},
 ]
 
 [package.dependencies]
@@ -405,7 +375,6 @@ version = "0.16.2"
 description = "Version bump your Python project"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "bump-my-version-0.16.2.tar.gz", hash = "sha256:966dfc6cf9765a1d4a48fbaeb587a2e3a70ed5c13b04b5ee10c6e0134d4b8342"},
     {file = "bump_my_version-0.16.2-py3-none-any.whl", hash = "sha256:83820caf4f64465c674f41346a2135999d7c3359c35e42a67708cb957c5135be"},
@@ -430,7 +399,6 @@ version = "0.25.0"
 description = "A Python library for cartographic visualizations with Matplotlib"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
     {file = "cartopy-0.25.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:59c85c83816fa4ba5109726d7d80737bc3871c28c1e25f7b577123d80209e8f2"},
     {file = "cartopy-0.25.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:4ea8d992c21896c498b01258ead30d3c6e9c05466ecf46db55d11d4d96cd24f2"},
@@ -469,14 +437,13 @@ test = ["coveralls", "pytest (>=5.1.2)", "pytest-cov", "pytest-mpl (>=0.11)", "p
 
 [[package]]
 name = "certifi"
-version = "2025.8.3"
+version = "2025.10.5"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev", "lab"]
 files = [
-    {file = "certifi-2025.8.3-py3-none-any.whl", hash = "sha256:f6c12493cfb1b06ba2ff328595af9350c65d6644968e5d3a2ffd78699af217a5"},
-    {file = "certifi-2025.8.3.tar.gz", hash = "sha256:e564105f78ded564e3ae7c923924435e1daa7463faeab5bb932bc53ffae63407"},
+    {file = "certifi-2025.10.5-py3-none-any.whl", hash = "sha256:0f212c2744a9bb6de0c56639a6f68afe01ecd92d91f14ae897c4fe7bbeeef0de"},
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 [[package]]
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 description = "Units of measure as required by the Climate and Forecast (CF) metadata conventions"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
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@@ -518,7 +484,6 @@ version = "2.0.0"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev", "lab"]
 files = [
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@@ -605,7 +570,6 @@ files = [
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 ]
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 [package.dependencies]
 pycparser = {version = "*", markers = "implementation_name != \"PyPy\""}
@@ -616,7 +580,6 @@ version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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@@ -624,143 +587,167 @@ files = [
 
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 [[package]]
@@ -769,7 +756,6 @@ version = "8.3.0"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.10"
-groups = ["main", "dev"]
 files = [
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@@ -784,7 +770,6 @@ version = "1.1.1.2"
 description = "An extension module for click to enable registering CLI commands via setuptools entry-points."
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
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@@ -802,7 +787,6 @@ version = "0.7.2"
 description = "Click params for commmand line interfaces to GeoJSON"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, <4"
-groups = ["main"]
 files = [
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@@ -820,7 +804,6 @@ version = "3.1.1"
 description = "Pickler class to extend the standard pickle.Pickler functionality"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -832,23 +815,20 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main", "dev", "lab"]
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-markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\"", lab = "sys_platform == \"win32\""}
 
 [[package]]
 name = "colorlog"
-version = "6.9.0"
+version = "6.10.1"
 description = "Add colours to the output of Python's logging module."
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
@@ -863,7 +843,6 @@ version = "0.1.5"
 description = "converts and manipulates various color representation (HSL, RVB, web, X11, ...)"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
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@@ -878,7 +857,6 @@ version = "0.2.3"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
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@@ -893,7 +871,6 @@ version = "1.3.3"
 description = "Python library for calculating contours of 2D quadrilateral grids"
 optional = false
 python-versions = ">=3.11"
-groups = ["main"]
 files = [
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@@ -981,120 +958,107 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"
 
 [[package]]
 name = "coverage"
-version = "7.10.7"
+version = "7.11.0"
 description = "Code coverage measurement for Python"
 optional = false
-python-versions = ">=3.9"
-groups = ["dev"]
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+]
+
+[package.extras]
+toml = ["tomli"]
 
 [[package]]
 name = "cycler"
@@ -1102,7 +1066,6 @@ version = "0.12.1"
 description = "Composable style cycles"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "cycler-0.12.1-py3-none-any.whl", hash = "sha256:85cef7cff222d8644161529808465972e51340599459b8ac3ccbac5a854e0d30"},
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@@ -1114,14 +1077,13 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "dask"
-version = "2025.9.1"
+version = "2025.10.0"
 description = "Parallel PyData with Task Scheduling"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -1142,7 +1104,7 @@ array = ["numpy (>=1.24)"]
 complete = ["dask[array,dataframe,diagnostics,distributed]", "lz4 (>=4.3.2)", "pyarrow (>=14.0.1)"]
 dataframe = ["dask[array]", "pandas (>=2.0)", "pyarrow (>=14.0.1)"]
 diagnostics = ["bokeh (>=3.1.0)", "jinja2 (>=2.10.3)"]
-distributed = ["distributed (==2025.9.1)"]
+distributed = ["distributed (==2025.10.0)"]
 test = ["pandas[test]", "pre-commit", "pytest", "pytest-cov", "pytest-mock", "pytest-rerunfailures", "pytest-timeout", "pytest-xdist"]
 
 [[package]]
@@ -1151,7 +1113,6 @@ version = "0.5.0"
 description = "Parallel GeoPandas with Dask"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
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@@ -1172,7 +1133,6 @@ version = "1.8.17"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev", "lab"]
 files = [
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@@ -1212,7 +1172,6 @@ version = "5.2.1"
 description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
 files = [
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@@ -1224,7 +1183,6 @@ version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["lab"]
 files = [
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@@ -1236,7 +1194,6 @@ version = "0.4.0"
 description = "serialize all of Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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     {file = "dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0"},
@@ -1252,7 +1209,6 @@ version = "0.4.0"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "distlib-0.4.0-py2.py3-none-any.whl", hash = "sha256:9659f7d87e46584a30b5780e43ac7a2143098441670ff0a49d5f9034c54a6c16"},
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@@ -1264,7 +1220,6 @@ version = "1.7.7"
 description = "Formats docstrings to follow PEP 257"
 optional = false
 python-versions = "<4.0,>=3.9"
-groups = ["dev"]
 files = [
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@@ -1275,51 +1230,50 @@ charset_normalizer = ">=3.0.0,<4.0.0"
 untokenize = ">=0.1.1,<0.2.0"
 
 [package.extras]
-tomli = ["tomli (>=2.0.0,<3.0.0) ; python_version < \"3.11\""]
+tomli = ["tomli (>=2.0.0,<3.0.0)"]
 
 [[package]]
 name = "duckdb"
-version = "1.4.0"
+version = "1.4.1"
 description = "DuckDB in-process database"
 optional = false
 python-versions = ">=3.9.0"
-groups = ["main"]
-files = [
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+all = ["adbc-driver-manager", "fsspec", "ipython", "numpy", "pandas", "pyarrow"]
 
 [[package]]
 name = "executing"
@@ -1327,14 +1281,13 @@ version = "2.2.1"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
 files = [
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 ]
 
 [package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "fastjsonschema"
@@ -1342,7 +1295,6 @@ version = "2.21.2"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
-groups = ["dev", "lab"]
 files = [
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@@ -1353,14 +1305,13 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.19.1"
+version = "3.20.0"
 description = "A platform independent file lock."
 optional = false
-python-versions = ">=3.9"
-groups = ["main", "dev"]
+python-versions = ">=3.10"
 files = [
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 ]
 
 [[package]]
@@ -1369,7 +1320,6 @@ version = "7.3.0"
 description = "the modular source code checker: pep8 pyflakes and co"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -1386,7 +1336,6 @@ version = "1.2.3"
 description = "Flake8 plug-in loading the configuration from pyproject.toml"
 optional = false
 python-versions = ">= 3.6"
-groups = ["dev"]
 files = [
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 ]
@@ -1403,7 +1352,6 @@ version = "1.0.6"
 description = "CLI tool to convert a python project's %-formatted strings to f-strings."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -1418,7 +1366,6 @@ version = "0.20.0"
 description = "Make beautiful maps with Leaflet.js & Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -1440,7 +1387,6 @@ version = "4.60.1"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -1503,17 +1449,17 @@ files = [
 ]
 
 [package.extras]
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+all = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "lxml (>=4.0)", "lz4 (>=1.7.4.2)", "matplotlib", "munkres", "pycairo", "scipy", "skia-pathops (>=0.5.0)", "sympy", "uharfbuzz (>=0.23.0)", "unicodedata2 (>=15.1.0)", "xattr", "zopfli (>=0.1.4)"]
 graphite = ["lz4 (>=1.7.4.2)"]
-interpolatable = ["munkres ; platform_python_implementation == \"PyPy\"", "pycairo", "scipy ; platform_python_implementation != \"PyPy\""]
+interpolatable = ["munkres", "pycairo", "scipy"]
 lxml = ["lxml (>=4.0)"]
 pathops = ["skia-pathops (>=0.5.0)"]
 plot = ["matplotlib"]
 repacker = ["uharfbuzz (>=0.23.0)"]
 symfont = ["sympy"]
-type1 = ["xattr ; sys_platform == \"darwin\""]
-unicode = ["unicodedata2 (>=15.1.0) ; python_version <= \"3.12\""]
-woff = ["brotli (>=1.0.1) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\"", "zopfli (>=0.1.4)"]
+type1 = ["xattr"]
+unicode = ["unicodedata2 (>=15.1.0)"]
+woff = ["brotli (>=1.0.1)", "brotlicffi (>=0.8.0)", "zopfli (>=0.1.4)"]
 
 [[package]]
 name = "fqdn"
@@ -1521,7 +1467,6 @@ version = "1.5.1"
 description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
-groups = ["lab"]
 files = [
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@@ -1533,7 +1478,6 @@ version = "2025.9.0"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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@@ -1564,7 +1508,7 @@ smb = ["smbprotocol"]
 ssh = ["paramiko"]
 test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
 test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
-test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard ; python_version < \"3.14\""]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
 tqdm = ["tqdm"]
 
 [[package]]
@@ -1573,7 +1517,6 @@ version = "5.2.0"
 description = "Google Drive Public File/Folder Downloader"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "gdown-5.2.0-py3-none-any.whl", hash = "sha256:33083832d82b1101bdd0e9df3edd0fbc0e1c5f14c9d8c38d2a35bf1683b526d6"},
     {file = "gdown-5.2.0.tar.gz", hash = "sha256:2145165062d85520a3cd98b356c9ed522c5e7984d408535409fd46f94defc787"},
@@ -1594,7 +1537,6 @@ version = "3.2.0"
 description = "Python bindings and utilities for GeoJSON"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "geojson-3.2.0-py3-none-any.whl", hash = "sha256:69d14156469e13c79479672eafae7b37e2dcd19bdfd77b53f74fa8fe29910b52"},
     {file = "geojson-3.2.0.tar.gz", hash = "sha256:b860baba1e8c6f71f8f5f6e3949a694daccf40820fa8f138b3f712bd85804903"},
@@ -1606,7 +1548,6 @@ version = "1.1.1"
 description = "Geographic pandas extensions"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
     {file = "geopandas-1.1.1-py3-none-any.whl", hash = "sha256:589e61aaf39b19828843df16cb90234e72897e2579be236f10eee0d052ad98e8"},
     {file = "geopandas-1.1.1.tar.gz", hash = "sha256:1745713f64d095c43e72e08e753dbd271678254b24f2e01db8cdb8debe1d293d"},
@@ -1630,7 +1571,6 @@ version = "2.1.0"
 description = "Copy your docs directly to the gh-pages branch."
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "ghp-import-2.1.0.tar.gz", hash = "sha256:9c535c4c61193c2df8871222567d7fd7e5014d835f97dc7b7439069e2413d343"},
     {file = "ghp_import-2.1.0-py3-none-any.whl", hash = "sha256:8337dd7b50877f163d4c0289bc1f1c7f127550241988d568c1db512c4324a619"},
@@ -1648,7 +1588,6 @@ version = "1.14.0"
 description = "Signatures for entire Python programs. Extract the structure, the frame, the skeleton of your project, to generate API documentation or find breaking changes in your API."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "griffe-1.14.0-py3-none-any.whl", hash = "sha256:0e9d52832cccf0f7188cfe585ba962d2674b241c01916d780925df34873bceb0"},
     {file = "griffe-1.14.0.tar.gz", hash = "sha256:9d2a15c1eca966d68e00517de5d69dd1bc5c9f2335ef6c1775362ba5b8651a13"},
@@ -1663,7 +1602,6 @@ version = "0.16.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "h11-0.16.0-py3-none-any.whl", hash = "sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86"},
     {file = "h11-0.16.0.tar.gz", hash = "sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1"},
@@ -1675,7 +1613,6 @@ version = "1.0.9"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "httpcore-1.0.9-py3-none-any.whl", hash = "sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55"},
     {file = "httpcore-1.0.9.tar.gz", hash = "sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8"},
@@ -1697,7 +1634,6 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -1710,7 +1646,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -1718,14 +1654,13 @@ zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "identify"
-version = "2.6.14"
+version = "2.6.15"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
-    {file = "identify-2.6.14-py2.py3-none-any.whl", hash = "sha256:11a073da82212c6646b1f39bb20d4483bfb9543bd5566fec60053c4bb309bf2e"},
-    {file = "identify-2.6.14.tar.gz", hash = "sha256:663494103b4f717cb26921c52f8751363dc89db64364cd836a9bf1535f53cd6a"},
+    {file = "identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757"},
+    {file = "identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf"},
 ]
 
 [package.extras]
@@ -1733,14 +1668,13 @@ license = ["ukkonen"]
 
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.11"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.6"
-groups = ["main", "dev", "lab"]
+python-versions = ">=3.8"
 files = [
-    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
-    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
+    {file = "idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea"},
+    {file = "idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902"},
 ]
 
 [package.extras]
@@ -1752,8 +1686,6 @@ version = "8.7.0"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "python_version == \"3.11\""
 files = [
     {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
     {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
@@ -1763,24 +1695,23 @@ files = [
 zipp = ">=3.20"
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
-version = "2.1.0"
+version = "2.3.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.8"
-groups = ["dev"]
+python-versions = ">=3.10"
 files = [
-    {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
-    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
+    {file = "iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12"},
+    {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
 ]
 
 [[package]]
@@ -1789,7 +1720,6 @@ version = "2.0.4"
 description = "A custom widget for returning mouse and keyboard events to Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "ipyevents-2.0.4-py3-none-any.whl", hash = "sha256:e532e05b037f70373850723f483d2830cb8a633e5aa19637ee9e7adaf41421f1"},
     {file = "ipyevents-2.0.4.tar.gz", hash = "sha256:bd8c66a9ff26f481494cda1ec1d979722ca9eba19f8ef52538c7cc2db2a1a139"},
@@ -1808,7 +1738,6 @@ version = "0.6.0"
 description = "Python file chooser widget for use in Jupyter/IPython in conjunction with ipywidgets"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "ipyfilechooser-0.6.0-py3-none-any.whl", hash = "sha256:4555c24b30b819c91dc0ae5e6f7e4cf8f90e5cca531a9209a1fe4deee288d5c5"},
     {file = "ipyfilechooser-0.6.0.tar.gz", hash = "sha256:41df9e4395a924f8e1b78e2804dbe5066dc3fdc233fb07fecfcdc2a0c9a7d8d3"},
@@ -1819,14 +1748,13 @@ ipywidgets = "*"
 
 [[package]]
 name = "ipykernel"
-version = "6.30.1"
+version = "7.0.1"
 description = "IPython Kernel for Jupyter"
 optional = false
-python-versions = ">=3.9"
-groups = ["dev", "lab"]
+python-versions = ">=3.10"
 files = [
-    {file = "ipykernel-6.30.1-py3-none-any.whl", hash = "sha256:aa6b9fb93dca949069d8b85b6c79b2518e32ac583ae9c7d37c51d119e18b3fb4"},
-    {file = "ipykernel-6.30.1.tar.gz", hash = "sha256:6abb270161896402e76b91394fcdce5d1be5d45f456671e5080572f8505be39b"},
+    {file = "ipykernel-7.0.1-py3-none-any.whl", hash = "sha256:87182a8305e28954b6721087dec45b171712610111d494c17bb607befa1c4000"},
+    {file = "ipykernel-7.0.1.tar.gz", hash = "sha256:2d3fd7cdef22071c2abbad78f142b743228c5d59cd470d034871ae0ac359533c"},
 ]
 
 [package.dependencies]
@@ -1846,7 +1774,7 @@ traitlets = ">=5.4.0"
 
 [package.extras]
 cov = ["coverage[toml]", "matplotlib", "pytest-cov", "trio"]
-docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
+docs = ["intersphinx-registry", "myst-parser", "pydata-sphinx-theme", "sphinx (<8.2.0)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling", "trio"]
 pyqt5 = ["pyqt5"]
 pyside6 = ["pyside6"]
 test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0,<9)", "pytest-asyncio (>=0.23.5)", "pytest-cov", "pytest-timeout"]
@@ -1857,7 +1785,6 @@ version = "0.20.0"
 description = "A Jupyter widget for dynamic Leaflet maps"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "ipyleaflet-0.20.0-py3-none-any.whl", hash = "sha256:b4c20ddc0b17d68e226cd3367ca2215a4db7e2b14374468c0eeaa54b53e4d173"},
     {file = "ipyleaflet-0.20.0.tar.gz", hash = "sha256:098f317dd63c4bcac5176d5b78d40d5758c623f7cd013f0d0c9d7a70cefcdb34"},
@@ -1876,7 +1803,6 @@ version = "9.6.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.11"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "ipython-9.6.0-py3-none-any.whl", hash = "sha256:5f77efafc886d2f023442479b8149e7d86547ad0a979e9da9f045d252f648196"},
     {file = "ipython-9.6.0.tar.gz", hash = "sha256:5603d6d5d356378be5043e69441a072b50a5b33b4503428c77b04cb8ce7bc731"},
@@ -1909,7 +1835,6 @@ version = "1.1.1"
 description = "Defines a variety of Pygments lexers for highlighting IPython code."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c"},
     {file = "ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81"},
@@ -1924,7 +1849,6 @@ version = "0.2.2"
 description = "A Tree Widget using jsTree"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "ipytree-0.2.2-py2.py3-none-any.whl", hash = "sha256:744dc1a02c3ec26df8a5ecd87d085a67dc8232a1def6048834403ddcf3b64143"},
     {file = "ipytree-0.2.2.tar.gz", hash = "sha256:d53d739bbaaa45415733cd06e0dc420a2af3d173438617db472a517bc7a61e56"},
@@ -1939,7 +1863,6 @@ version = "8.1.7"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "ipywidgets-8.1.7-py3-none-any.whl", hash = "sha256:764f2602d25471c213919b8a1997df04bef869251db4ca8efba1b76b1bd9f7bb"},
     {file = "ipywidgets-8.1.7.tar.gz", hash = "sha256:15f1ac050b9ccbefd45dccfbb2ef6bed0029d8278682d569d71b8dd96bee0376"},
@@ -1961,7 +1884,6 @@ version = "20.11.0"
 description = "Operations with ISO 8601 durations"
 optional = false
 python-versions = ">=3.7"
-groups = ["lab"]
 files = [
     {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
     {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
@@ -1976,7 +1898,6 @@ version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
-groups = ["dev"]
 files = [
     {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
     {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
@@ -1991,7 +1912,6 @@ version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"},
     {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
@@ -2011,7 +1931,6 @@ version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev", "lab", "secondary"]
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
@@ -2029,14 +1948,13 @@ version = "0.12.1"
 description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8.0"
-groups = ["lab"]
 files = [
     {file = "json5-0.12.1-py3-none-any.whl", hash = "sha256:d9c9b3bc34a5f54d43c35e11ef7cb87d8bdd098c6ace87117a7b7e83e705c1d5"},
     {file = "json5-0.12.1.tar.gz", hash = "sha256:b2743e77b3242f8d03c143dd975a6ec7c52e2f2afe76ed934e53503dd4ad4990"},
 ]
 
 [package.extras]
-dev = ["build (==1.2.2.post1)", "coverage (==7.5.4) ; python_version < \"3.9\"", "coverage (==7.8.0) ; python_version >= \"3.9\"", "mypy (==1.14.1) ; python_version < \"3.9\"", "mypy (==1.15.0) ; python_version >= \"3.9\"", "pip (==25.0.1)", "pylint (==3.2.7) ; python_version < \"3.9\"", "pylint (==3.3.6) ; python_version >= \"3.9\"", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"]
+dev = ["build (==1.2.2.post1)", "coverage (==7.5.4)", "coverage (==7.8.0)", "mypy (==1.14.1)", "mypy (==1.15.0)", "pip (==25.0.1)", "pylint (==3.2.7)", "pylint (==3.3.6)", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"]
 
 [[package]]
 name = "jsonpointer"
@@ -2044,7 +1962,6 @@ version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
-groups = ["lab"]
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -2056,7 +1973,6 @@ version = "4.25.1"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "jsonschema-4.25.1-py3-none-any.whl", hash = "sha256:3fba0169e345c7175110351d456342c364814cfcf3b964ba4587f22915230a63"},
     {file = "jsonschema-4.25.1.tar.gz", hash = "sha256:e4a9655ce0da0c0b67a085847e00a3a51449e1157f4f75e9fb5aa545e122eb85"},
@@ -2087,7 +2003,6 @@ version = "2025.9.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe"},
     {file = "jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d"},
@@ -2102,7 +2017,6 @@ version = "8.6.3"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev", "lab"]
 files = [
     {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
     {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
@@ -2117,23 +2031,21 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"win32\"", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-core"
-version = "5.8.1"
+version = "5.9.1"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
-python-versions = ">=3.8"
-groups = ["dev", "lab"]
+python-versions = ">=3.10"
 files = [
-    {file = "jupyter_core-5.8.1-py3-none-any.whl", hash = "sha256:c28d268fc90fb53f1338ded2eb410704c5449a358406e8a948b75706e24863d0"},
-    {file = "jupyter_core-5.8.1.tar.gz", hash = "sha256:0a5f9706f70e64786b75acba995988915ebd4601c8a52e534a40b51c95f59941"},
+    {file = "jupyter_core-5.9.1-py3-none-any.whl", hash = "sha256:ebf87fdc6073d142e114c72c9e29a9d7ca03fad818c5d300ce2adc1fb0743407"},
+    {file = "jupyter_core-5.9.1.tar.gz", hash = "sha256:4d09aaff303b9566c3ce657f580bd089ff5c91f5f89cf7d8846c3cdf465b5508"},
 ]
 
 [package.dependencies]
 platformdirs = ">=2.5"
-pywin32 = {version = ">=300", markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""}
 traitlets = ">=5.3"
 
 [package.extras]
@@ -2146,7 +2058,6 @@ version = "0.12.0"
 description = "Jupyter Event System library"
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
 files = [
     {file = "jupyter_events-0.12.0-py3-none-any.whl", hash = "sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb"},
     {file = "jupyter_events-0.12.0.tar.gz", hash = "sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b"},
@@ -2173,7 +2084,6 @@ version = "0.20.0"
 description = "ipyleaflet extensions for JupyterLab and Jupyter Notebook"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "jupyter_leaflet-0.20.0-py3-none-any.whl", hash = "sha256:2e27ce83647316424f04845e3a6af35e1ee44c177c318a145646b11f4afe0764"},
     {file = "jupyter_leaflet-0.20.0.tar.gz", hash = "sha256:ad826dd7976a2b6d8b91d762c25a69a44f123b7b3bd1acaba236bd9af8e68cb4"},
@@ -2185,7 +2095,6 @@ version = "2.3.0"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "jupyter_lsp-2.3.0-py3-none-any.whl", hash = "sha256:e914a3cb2addf48b1c7710914771aaf1819d46b2e5a79b0f917b5478ec93f34f"},
     {file = "jupyter_lsp-2.3.0.tar.gz", hash = "sha256:458aa59339dc868fb784d73364f17dbce8836e906cd75fd471a325cba02e0245"},
@@ -2200,7 +2109,6 @@ version = "2.17.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
 files = [
     {file = "jupyter_server-2.17.0-py3-none-any.whl", hash = "sha256:e8cb9c7db4251f51ed307e329b81b72ccf2056ff82d50524debde1ee1870e13f"},
     {file = "jupyter_server-2.17.0.tar.gz", hash = "sha256:c38ea898566964c888b4772ae1ed58eca84592e88251d2cfc4d171f81f7e99d5"},
@@ -2237,7 +2145,6 @@ version = "0.5.3"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
     {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"},
@@ -2253,14 +2160,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.4.9"
+version = "4.4.10"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
 files = [
-    {file = "jupyterlab-4.4.9-py3-none-any.whl", hash = "sha256:394c902827350c017430a8370b9f40c03c098773084bc53930145c146d3d2cb2"},
-    {file = "jupyterlab-4.4.9.tar.gz", hash = "sha256:ea55aca8269909016d5fde2dc09b97128bc931230183fe7e2920ede5154ad9c2"},
+    {file = "jupyterlab-4.4.10-py3-none-any.whl", hash = "sha256:65939ab4c8dcd0c42185c2d0d1a9d60b254dc8c46fc4fdb286b63c51e9358e07"},
+    {file = "jupyterlab-4.4.10.tar.gz", hash = "sha256:521c017508af4e1d6d9d8a9d90f47a11c61197ad63b2178342489de42540a615"},
 ]
 
 [package.dependencies]
@@ -2291,7 +2197,6 @@ version = "5.2.0"
 description = "Coding assistance for JupyterLab with Language Server Protocol"
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "jupyterlab_lsp-5.2.0-py3-none-any.whl", hash = "sha256:fe4ec7e3479fc8c4fc01ac3c7cf08c8b5d2332ffbe487b9eab0cf9e6eead267d"},
     {file = "jupyterlab_lsp-5.2.0.tar.gz", hash = "sha256:63684885b35c1dc9d83e54b4b06380c9375ad7d751a2975649b357308c8d30b9"},
@@ -2307,7 +2212,6 @@ version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
     {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
@@ -2315,14 +2219,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
-version = "2.27.3"
+version = "2.28.0"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
-    {file = "jupyterlab_server-2.27.3-py3-none-any.whl", hash = "sha256:e697488f66c3db49df675158a77b3b017520d772c6e1548c7d9bcc5df7944ee4"},
-    {file = "jupyterlab_server-2.27.3.tar.gz", hash = "sha256:eb36caca59e74471988f0ae25c77945610b887f777255aa21f8065def9e51ed4"},
+    {file = "jupyterlab_server-2.28.0-py3-none-any.whl", hash = "sha256:e4355b148fdcf34d312bbbc80f22467d6d20460e8b8736bf235577dd18506968"},
+    {file = "jupyterlab_server-2.28.0.tar.gz", hash = "sha256:35baa81898b15f93573e2deca50d11ac0ae407ebb688299d3a5213265033712c"},
 ]
 
 [package.dependencies]
@@ -2345,7 +2248,6 @@ version = "3.0.15"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "jupyterlab_widgets-3.0.15-py3-none-any.whl", hash = "sha256:d59023d7d7ef71400d51e6fee9a88867f6e65e10a4201605d2d7f3e8f012a31c"},
     {file = "jupyterlab_widgets-3.0.15.tar.gz", hash = "sha256:2920888a0c2922351a9202817957a68c07d99673504d6cd37345299e971bb08b"},
@@ -2357,7 +2259,6 @@ version = "1.4.9"
 description = "A fast implementation of the Cassowary constraint solver"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
     {file = "kiwisolver-1.4.9-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b4b4d74bda2b8ebf4da5bd42af11d02d04428b2c32846e4c2c93219df8a7987b"},
     {file = "kiwisolver-1.4.9-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:fb3b8132019ea572f4611d770991000d7f58127560c4889729248eb5852a102f"},
@@ -2468,7 +2369,6 @@ version = "1.3.0"
 description = "a modern parsing library"
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "lark-1.3.0-py3-none-any.whl", hash = "sha256:80661f261fb2584a9828a097a2432efd575af27d20be0fd35d17f0fe37253831"},
     {file = "lark-1.3.0.tar.gz", hash = "sha256:9a3839d0ca5e1faf7cfa3460e420e859b66bcbde05b634e73c369c8244c5fa48"},
@@ -2486,7 +2386,6 @@ version = "0.31.9"
 description = "A Python package for geospatial analysis and interactive mapping in a Jupyter environment."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "leafmap-0.31.9-py2.py3-none-any.whl", hash = "sha256:98229c416524daf7c758b7316e71ad68446784ea893ae208ab008000f65b1861"},
     {file = "leafmap-0.31.9.tar.gz", hash = "sha256:a9407229113e6e17d2364b3a9cd673e0fd84822cf57e28c01ba64f1d9187b6d6"},
@@ -2531,7 +2430,6 @@ version = "1.0.0"
 description = "File-based locks for Python on Linux and Windows"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["main"]
 files = [
     {file = "locket-1.0.0-py2.py3-none-any.whl", hash = "sha256:b6c819a722f7b6bd955b80781788e4a66a55628b858d347536b7e81325a3a5e3"},
     {file = "locket-1.0.0.tar.gz", hash = "sha256:5c0d4c052a8bbbf750e056a8e65ccd309086f4f0f18a2eac306a8dfa4112a632"},
@@ -2543,7 +2441,6 @@ version = "3.9"
 description = "Python implementation of John Gruber's Markdown."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "markdown-3.9-py3-none-any.whl", hash = "sha256:9f4d91ed810864ea88a6f32c07ba8bee1346c0cc1f6b1f9f6c822f2a9667d280"},
     {file = "markdown-3.9.tar.gz", hash = "sha256:d2900fe1782bd33bdbbd56859defef70c2e78fc46668f8eb9df3128138f2cb6a"},
@@ -2559,7 +2456,6 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -2584,7 +2480,6 @@ version = "3.0.3"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev", "lab", "secondary"]
 files = [
     {file = "markupsafe-3.0.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2f981d352f04553a7171b8e44369f2af4055f888dfb147d55e42d29e29e74559"},
     {file = "markupsafe-3.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e1c1493fb6e50ab01d20a22826e57520f1284df32f2d8601fdd90b6304601419"},
@@ -2679,67 +2574,66 @@ files = [
 
 [[package]]
 name = "matplotlib"
-version = "3.10.6"
+version = "3.10.7"
 description = "Python plotting package"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
-files = [
-    {file = "matplotlib-3.10.6-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:bc7316c306d97463a9866b89d5cc217824e799fa0de346c8f68f4f3d27c8693d"},
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 ]
 
 [package.dependencies]
@@ -2750,7 +2644,7 @@ kiwisolver = ">=1.3.1"
 numpy = ">=1.23"
 packaging = ">=20.0"
 pillow = ">=8"
-pyparsing = ">=2.3.1"
+pyparsing = ">=3"
 python-dateutil = ">=2.7"
 
 [package.extras]
@@ -2758,26 +2652,27 @@ dev = ["meson-python (>=0.13.1,<0.17.0)", "pybind11 (>=2.13.2,!=2.13.3)", "setup
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.7"
+version = "0.2.1"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
-python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.dependencies]
 traitlets = "*"
 
+[package.extras]
+test = ["flake8", "nbdime", "nbval", "notebook", "pytest"]
+
 [[package]]
 name = "mccabe"
 version = "0.7.0"
 description = "McCabe checker, plugin for flake8"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
 files = [
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 description = "CommonMark compliant Markdown formatter"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "mdformat-0.7.22-py3-none-any.whl", hash = "sha256:61122637c9e1d9be1329054f3fa216559f0d1f722b7919b060a8c2a4ae1850e5"},
     {file = "mdformat-0.7.22.tar.gz", hash = "sha256:eef84fa8f233d3162734683c2a8a6222227a229b9206872e6139658d99acb1ea"},
@@ -2804,7 +2698,6 @@ version = "0.4.1"
 description = "Mdformat plugin for GitHub Flavored Markdown compatibility"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "mdformat_gfm-0.4.1-py3-none-any.whl", hash = "sha256:63c92cfa5102f55779d4e04b16a79a6a5171e658c6c479175c0955fb4ca78dde"},
     {file = "mdformat_gfm-0.4.1.tar.gz", hash = "sha256:e189e728e50cfb15746abc6b3178ca0e2bebbb7a8d3d98fbc9e24bc1a4c65564"},
@@ -2822,7 +2715,6 @@ version = "2.0.0"
 description = "An mdformat plugin for `gfm_alerts`."
 optional = false
 python-versions = ">=3.9.0"
-groups = ["dev"]
 files = [
     {file = "mdformat_gfm_alerts-2.0.0-py3-none-any.whl", hash = "sha256:e003422cc003bc6e936d0797553f23201095a1d1e8602c5062296d223f2ae516"},
     {file = "mdformat_gfm_alerts-2.0.0.tar.gz", hash = "sha256:eb2b3189ad44ae28a6b6b714609dd3a30d6e3b898f02b1e6473d7b08df8bb3c0"},
@@ -2841,7 +2733,6 @@ version = "1.0.0"
 description = "An mdformat plugin for rendering tables."
 optional = false
 python-versions = ">=3.7.0"
-groups = ["dev"]
 files = [
     {file = "mdformat_tables-1.0.0-py3-none-any.whl", hash = "sha256:94cd86126141b2adc3b04c08d1441eb1272b36c39146bab078249a41c7240a9a"},
     {file = "mdformat_tables-1.0.0.tar.gz", hash = "sha256:a57db1ac17c4a125da794ef45539904bb8a9592e80557d525e1f169c96daa2c8"},
@@ -2860,7 +2751,6 @@ version = "0.5.0"
 description = "Collection of plugins for markdown-it-py"
 optional = false
 python-versions = ">=3.10"
-groups = ["dev"]
 files = [
     {file = "mdit_py_plugins-0.5.0-py3-none-any.whl", hash = "sha256:07a08422fc1936a5d26d146759e9155ea466e842f5ab2f7d2266dd084c8dab1f"},
     {file = "mdit_py_plugins-0.5.0.tar.gz", hash = "sha256:f4918cb50119f50446560513a8e311d574ff6aaed72606ddae6d35716fe809c6"},
@@ -2880,7 +2770,6 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -2892,7 +2781,6 @@ version = "1.3.4"
 description = "A deep merge function for 🐍."
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
 files = [
     {file = "mergedeep-1.3.4-py3-none-any.whl", hash = "sha256:70775750742b25c0d8f36c55aed03d24c3384d17c951b3175d898bd778ef0307"},
     {file = "mergedeep-1.3.4.tar.gz", hash = "sha256:0096d52e9dad9939c3d975a774666af186eda617e6ca84df4c94dec30004f2a8"},
@@ -2904,7 +2792,6 @@ version = "3.1.4"
 description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "mistune-3.1.4-py3-none-any.whl", hash = "sha256:93691da911e5d9d2e23bc54472892aff676df27a75274962ff9edc210364266d"},
     {file = "mistune-3.1.4.tar.gz", hash = "sha256:b5a7f801d389f724ec702840c11d8fc48f2b33519102fc7ee739e8177b672164"},
@@ -2916,7 +2803,6 @@ version = "1.6.1"
 description = "Project documentation with Markdown."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "mkdocs-1.6.1-py3-none-any.whl", hash = "sha256:db91759624d1647f3f34aa0c3f327dd2601beae39a366d6e064c03468d35c20e"},
     {file = "mkdocs-1.6.1.tar.gz", hash = "sha256:7b432f01d928c084353ab39c57282f29f92136665bdd6abf7c1ec8d822ef86f2"},
@@ -2939,7 +2825,7 @@ watchdog = ">=2.0"
 
 [package.extras]
 i18n = ["babel (>=2.9.0)"]
-min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4) ; platform_system == \"Windows\"", "ghp-import (==1.0)", "importlib-metadata (==4.4) ; python_version < \"3.10\"", "jinja2 (==2.11.1)", "markdown (==3.3.6)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "mkdocs-get-deps (==0.2.0)", "packaging (==20.5)", "pathspec (==0.11.1)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "watchdog (==2.0)"]
+min-versions = ["babel (==2.9.0)", "click (==7.0)", "colorama (==0.4)", "ghp-import (==1.0)", "importlib-metadata (==4.4)", "jinja2 (==2.11.1)", "markdown (==3.3.6)", "markupsafe (==2.0.1)", "mergedeep (==1.3.4)", "mkdocs-get-deps (==0.2.0)", "packaging (==20.5)", "pathspec (==0.11.1)", "pyyaml (==5.1)", "pyyaml-env-tag (==0.1)", "watchdog (==2.0)"]
 
 [[package]]
 name = "mkdocs-autorefs"
@@ -2947,7 +2833,6 @@ version = "1.4.3"
 description = "Automatically link across pages in MkDocs."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "mkdocs_autorefs-1.4.3-py3-none-any.whl", hash = "sha256:469d85eb3114801d08e9cc55d102b3ba65917a869b893403b8987b601cf55dc9"},
     {file = "mkdocs_autorefs-1.4.3.tar.gz", hash = "sha256:beee715b254455c4aa93b6ef3c67579c399ca092259cc41b7d9342573ff1fc75"},
@@ -2964,7 +2849,6 @@ version = "0.5.0"
 description = "MkDocs plugin to programmatically generate documentation pages during the build"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "mkdocs_gen_files-0.5.0-py3-none-any.whl", hash = "sha256:7ac060096f3f40bd19039e7277dd3050be9a453c8ac578645844d4d91d7978ea"},
     {file = "mkdocs_gen_files-0.5.0.tar.gz", hash = "sha256:4c7cf256b5d67062a788f6b1d035e157fc1a9498c2399be9af5257d4ff4d19bc"},
@@ -2979,7 +2863,6 @@ version = "0.2.0"
 description = "MkDocs extension that lists all dependencies according to a mkdocs.yml file"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "mkdocs_get_deps-0.2.0-py3-none-any.whl", hash = "sha256:2bf11d0b133e77a0dd036abeeb06dec8775e46efa526dc70667d8863eefc6134"},
     {file = "mkdocs_get_deps-0.2.0.tar.gz", hash = "sha256:162b3d129c7fad9b19abfdcb9c1458a651628e4b1dea628ac68790fb3061c60c"},
@@ -2996,7 +2879,6 @@ version = "0.6.2"
 description = "MkDocs plugin to specify the navigation in Markdown instead of YAML"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "mkdocs_literate_nav-0.6.2-py3-none-any.whl", hash = "sha256:0a6489a26ec7598477b56fa112056a5e3a6c15729f0214bea8a4dbc55bd5f630"},
     {file = "mkdocs_literate_nav-0.6.2.tar.gz", hash = "sha256:760e1708aa4be86af81a2b56e82c739d5a8388a0eab1517ecfd8e5aa40810a75"},
@@ -3007,14 +2889,13 @@ mkdocs = ">=1.4.1"
 
 [[package]]
 name = "mkdocs-material"
-version = "9.6.21"
+version = "9.6.22"
 description = "Documentation that simply works"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
-    {file = "mkdocs_material-9.6.21-py3-none-any.whl", hash = "sha256:aa6a5ab6fb4f6d381588ac51da8782a4d3757cb3d1b174f81a2ec126e1f22c92"},
-    {file = "mkdocs_material-9.6.21.tar.gz", hash = "sha256:b01aa6d2731322438056f360f0e623d3faae981f8f2d8c68b1b973f4f2657870"},
+    {file = "mkdocs_material-9.6.22-py3-none-any.whl", hash = "sha256:14ac5f72d38898b2f98ac75a5531aaca9366eaa427b0f49fc2ecf04d99b7ad84"},
+    {file = "mkdocs_material-9.6.22.tar.gz", hash = "sha256:87c158b0642e1ada6da0cbd798a3389b0bc5516b90e5ece4a0fb939f00bacd1c"},
 ]
 
 [package.dependencies]
@@ -3041,7 +2922,6 @@ version = "1.3.1"
 description = "Extension pack for Python Markdown and MkDocs Material."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "mkdocs_material_extensions-1.3.1-py3-none-any.whl", hash = "sha256:adff8b62700b25cb77b53358dad940f3ef973dd6db797907c49e3c2ef3ab4e31"},
     {file = "mkdocs_material_extensions-1.3.1.tar.gz", hash = "sha256:10c9511cea88f568257f960358a467d12b970e1f7b2c0e5fb2bb48cab1928443"},
@@ -3053,7 +2933,6 @@ version = "0.3.10"
 description = "MkDocs plugin to allow clickable sections that lead to an index page"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "mkdocs_section_index-0.3.10-py3-none-any.whl", hash = "sha256:bc27c0d0dc497c0ebaee1fc72839362aed77be7318b5ec0c30628f65918e4776"},
     {file = "mkdocs_section_index-0.3.10.tar.gz", hash = "sha256:a82afbda633c82c5568f0e3b008176b9b365bf4bd8b6f919d6eff09ee146b9f8"},
@@ -3068,7 +2947,6 @@ version = "0.30.1"
 description = "Automatic documentation from sources, for MkDocs."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "mkdocstrings-0.30.1-py3-none-any.whl", hash = "sha256:41bd71f284ca4d44a668816193e4025c950b002252081e387433656ae9a70a82"},
     {file = "mkdocstrings-0.30.1.tar.gz", hash = "sha256:84a007aae9b707fb0aebfc9da23db4b26fc9ab562eb56e335e9ec480cb19744f"},
@@ -3093,7 +2971,6 @@ version = "1.18.2"
 description = "A Python handler for mkdocstrings."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "mkdocstrings_python-1.18.2-py3-none-any.whl", hash = "sha256:944fe6deb8f08f33fa936d538233c4036e9f53e840994f6146e8e94eb71b600d"},
     {file = "mkdocstrings_python-1.18.2.tar.gz", hash = "sha256:4ad536920a07b6336f50d4c6d5603316fafb1172c5c882370cbbc954770ad323"},
@@ -3110,7 +2987,6 @@ version = "1.1.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "mypy_extensions-1.1.0-py3-none-any.whl", hash = "sha256:1be4cccdb0f2482337c4743e60421de3a356cd97508abadd57d47403e94f5505"},
     {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
@@ -3118,20 +2994,19 @@ files = [
 
 [[package]]
 name = "narwhals"
-version = "2.6.0"
+version = "2.9.0"
 description = "Extremely lightweight compatibility layer between dataframe libraries"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
-    {file = "narwhals-2.6.0-py3-none-any.whl", hash = "sha256:3215ea42afb452c6c8527e79cefbe542b674aa08d7e2e99d46b2c9708870e0d4"},
-    {file = "narwhals-2.6.0.tar.gz", hash = "sha256:5c9e2ba923e6a0051017e146184e49fb793548936f978ce130c9f55a9a81240e"},
+    {file = "narwhals-2.9.0-py3-none-any.whl", hash = "sha256:c59f7de4763004ae81691ce16df71b4e55aead0ead7ccde8c8f2ef8c9559c765"},
+    {file = "narwhals-2.9.0.tar.gz", hash = "sha256:d8cde40a6a8a7049d8e66608b7115ab19464acc6f305d136a8dc8ba396c4acfe"},
 ]
 
 [package.extras]
 cudf = ["cudf (>=24.10.0)"]
 dask = ["dask[dataframe] (>=2024.8)"]
-duckdb = ["duckdb (>=1.0)"]
+duckdb = ["duckdb (>=1.1)"]
 ibis = ["ibis-framework (>=6.0.0)", "packaging", "pyarrow-hotfix", "rich"]
 modin = ["modin"]
 pandas = ["pandas (>=1.1.3)"]
@@ -3147,7 +3022,6 @@ version = "0.10.2"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
 python-versions = ">=3.9.0"
-groups = ["lab"]
 files = [
     {file = "nbclient-0.10.2-py3-none-any.whl", hash = "sha256:4ffee11e788b4a27fabeb7955547e4318a5298f34342a4bfd01f2e1faaeadc3d"},
     {file = "nbclient-0.10.2.tar.gz", hash = "sha256:90b7fc6b810630db87a6d0c2250b1f0ab4cf4d3c27a299b0cde78a4ed3fd9193"},
@@ -3170,7 +3044,6 @@ version = "7.16.6"
 description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "nbconvert-7.16.6-py3-none-any.whl", hash = "sha256:1375a7b67e0c2883678c48e506dc320febb57685e5ee67faa51b18a90f3a712b"},
     {file = "nbconvert-7.16.6.tar.gz", hash = "sha256:576a7e37c6480da7b8465eefa66c17844243816ce1ccc372633c6b71c3c0f582"},
@@ -3207,7 +3080,6 @@ version = "5.10.4"
 description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev", "lab"]
 files = [
     {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"},
     {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"},
@@ -3229,7 +3101,6 @@ version = "0.11.0"
 description = "A py.test plugin to validate Jupyter notebooks"
 optional = false
 python-versions = ">=3.7, <4"
-groups = ["dev"]
 files = [
     {file = "nbval-0.11.0-py2.py3-none-any.whl", hash = "sha256:307aecc866c9a1e8a13bb5bbb008a702bacfda2394dff6fe504a3108a58042a0"},
     {file = "nbval-0.11.0.tar.gz", hash = "sha256:77c95797607b0a968babd2597ee3494102d25c3ad37435debbdac0e46e379094"},
@@ -3248,7 +3119,6 @@ version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
-groups = ["dev", "lab"]
 files = [
     {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
@@ -3256,52 +3126,22 @@ files = [
 
 [[package]]
 name = "netcdf4"
-version = "1.7.2"
+version = "1.7.3"
 description = "Provides an object-oriented python interface to the netCDF version 4 library"
 optional = false
-python-versions = ">=3.8"
-groups = ["main"]
-files = [
-    {file = "netCDF4-1.7.2-cp310-cp310-macosx_12_0_x86_64.whl", hash = "sha256:5e9b485e3bd9294d25ff7dc9addefce42b3d23c1ee7e3627605277d159819392"},
-    {file = "netCDF4-1.7.2-cp310-cp310-macosx_14_0_arm64.whl", hash = "sha256:118b476fd00d7e3ab9aa7771186d547da645ae3b49c0c7bdab866793ebf22f07"},
-    {file = "netCDF4-1.7.2-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:abe5b1837ff209185ecfe50bd71884c866b3ee69691051833e410e57f177e059"},
-    {file = "netCDF4-1.7.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:28021c7e886e5bccf9a8ce504c032d1d7f98d86f67495fb7cf2c9564eba04510"},
-    {file = "netCDF4-1.7.2-cp310-cp310-win_amd64.whl", hash = "sha256:7460b638e41c8ce4179d082a81cb6456f0ce083d4d959f4d9e87a95cd86f64cb"},
-    {file = "netCDF4-1.7.2-cp311-cp311-macosx_12_0_x86_64.whl", hash = "sha256:09d61c2ddb6011afb51e77ea0f25cd0bdc28887fb426ffbbc661d920f20c9749"},
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@@ -3310,7 +3150,8 @@ cftime = "*"
 numpy = "*"
 
 [package.extras]
-tests = ["Cython", "packaging", "pytest"]
+parallel = ["mpi4py"]
+tests = ["Cython", "packaging", "pytest", "typing-extensions (>=4.15.0)"]
 
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 name = "nodeenv"
@@ -3318,7 +3159,6 @@ version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
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 python-versions = ">=3.8"
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 name = "notebook-shim"
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 python-versions = ">=3.7"
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 python-versions = ">=3.8"
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+    {file = "numpy-2.3.4-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:6e274603039f924c0fe5cb73438fa9246699c78a6df1bd3decef9ae592ae1c05"},
+    {file = "numpy-2.3.4-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:d149aee5c72176d9ddbc6803aef9c0f6d2ceeea7626574fc68518da5476fa346"},
+    {file = "numpy-2.3.4-pp311-pypy311_pp73-macosx_14_0_arm64.whl", hash = "sha256:6d34ed9db9e6395bb6cd33286035f73a59b058169733a9db9f85e650b88df37e"},
+    {file = "numpy-2.3.4-pp311-pypy311_pp73-macosx_14_0_x86_64.whl", hash = "sha256:fdebe771ca06bb8d6abce84e51dca9f7921fe6ad34a0c914541b063e9a68928b"},
+    {file = "numpy-2.3.4-pp311-pypy311_pp73-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:957e92defe6c08211eb77902253b14fe5b480ebc5112bc741fd5e9cd0608f847"},
+    {file = "numpy-2.3.4-pp311-pypy311_pp73-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:13b9062e4f5c7ee5c7e5be96f29ba71bc5a37fed3d1d77c37390ae00724d296d"},
+    {file = "numpy-2.3.4-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:81b3a59793523e552c4a96109dde028aa4448ae06ccac5a76ff6532a85558a7f"},
+    {file = "numpy-2.3.4.tar.gz", hash = "sha256:a7d018bfedb375a8d979ac758b120ba846a7fe764911a64465fd87b8729f4a6a"},
 ]
 
 [[package]]
@@ -3478,8 +3314,6 @@ version = "7.7.0"
 description = "A decorator to automatically detect mismatch when overriding a method."
 optional = false
 python-versions = ">=3.6"
-groups = ["lab"]
-markers = "python_version == \"3.11\""
 files = [
     {file = "overrides-7.7.0-py3-none-any.whl", hash = "sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49"},
     {file = "overrides-7.7.0.tar.gz", hash = "sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a"},
@@ -3491,7 +3325,6 @@ version = "25.0"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484"},
     {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
@@ -3503,7 +3336,6 @@ version = "0.5.7"
 description = "Divides large result sets into pages for easier browsing"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "paginate-0.5.7-py2.py3-none-any.whl", hash = "sha256:b885e2af73abcf01d9559fd5216b57ef722f8c42affbb63942377668e35c7591"},
     {file = "paginate-0.5.7.tar.gz", hash = "sha256:22bd083ab41e1a8b4f3690544afb2c60c25e5c9a63a30fa2f483f6c60c8e5945"},
@@ -3519,7 +3351,6 @@ version = "2.3.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pandas-2.3.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:376c6446ae31770764215a6c937f72d917f214b43560603cd60da6408f183b6c"},
     {file = "pandas-2.3.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e19d192383eab2f4ceb30b412b22ea30690c9e618f78870357ae1d682912015a"},
@@ -3618,7 +3449,6 @@ version = "1.5.1"
 description = "Utilities for writing pandoc filters in python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["lab"]
 files = [
     {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"},
     {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"},
@@ -3630,7 +3460,6 @@ version = "0.8.5"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "parso-0.8.5-py2.py3-none-any.whl", hash = "sha256:646204b5ee239c396d040b90f9e272e9a8017c630092bf59980beb62fd033887"},
     {file = "parso-0.8.5.tar.gz", hash = "sha256:034d7354a9a018bdce352f48b2a8a450f05e9d6ee85db84764e9b6bd96dafe5a"},
@@ -3646,7 +3475,6 @@ version = "1.4.2"
 description = "Appendable key-value storage"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "partd-1.4.2-py3-none-any.whl", hash = "sha256:978e4ac767ec4ba5b86c6eaa52e5a2a3bc748a2ca839e8cc798f1cc6ce6efb0f"},
     {file = "partd-1.4.2.tar.gz", hash = "sha256:d022c33afbdc8405c226621b015e8067888173d85f7f5ecebb3cafed9a20f02c"},
@@ -3665,7 +3493,6 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -3677,8 +3504,6 @@ version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
-groups = ["main", "dev", "lab"]
-markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -3693,7 +3518,6 @@ version = "11.3.0"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pillow-11.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:1b9c17fd4ace828b3003dfd1e30bff24863e0eb59b535e8f80194d9cc7ecf860"},
     {file = "pillow-11.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:65dc69160114cdd0ca0f35cb434633c75e8e7fad4cf855177a05bf38678f73ad"},
@@ -3809,7 +3633,7 @@ fpx = ["olefile"]
 mic = ["olefile"]
 test-arrow = ["pyarrow"]
 tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions ; python_version < \"3.10\""]
+typing = ["typing-extensions"]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -3818,7 +3642,6 @@ version = "1.0.0"
 description = "Planetary Computer SDK for Python"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "planetary-computer-1.0.0.tar.gz", hash = "sha256:5958a8e1d8ba1aafc7ac45878df2d7d03405806ae31ed2e675333faebca960cc"},
     {file = "planetary_computer-1.0.0-py3-none-any.whl", hash = "sha256:7af5839f9346c1d23d53fff4e80e955db18a2d81992877816e22dcbc2f90c40d"},
@@ -3841,31 +3664,29 @@ dev = ["black", "flake8", "mypy", "pytest", "responses", "setuptools", "types-re
 
 [[package]]
 name = "platformdirs"
-version = "4.4.0"
+version = "4.5.0"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
-python-versions = ">=3.9"
-groups = ["dev", "lab"]
+python-versions = ">=3.10"
 files = [
-    {file = "platformdirs-4.4.0-py3-none-any.whl", hash = "sha256:abd01743f24e5287cd7a5db3752faf1a2d65353f38ec26d98e25a6db65958c85"},
-    {file = "platformdirs-4.4.0.tar.gz", hash = "sha256:ca753cf4d81dc309bc67b0ea38fd15dc97bc30ce419a7f58d13eb3bf14c4febf"},
+    {file = "platformdirs-4.5.0-py3-none-any.whl", hash = "sha256:e578a81bb873cbb89a41fcc904c7ef523cc18284b7e3b3ccf06aca1403b7ebd3"},
+    {file = "platformdirs-4.5.0.tar.gz", hash = "sha256:70ddccdd7c99fc5942e9fc25636a8b34d04c24b335100223152c2803e4063312"},
 ]
 
 [package.extras]
-docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
-test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.4)", "pytest-cov (>=6)", "pytest-mock (>=3.14)"]
-type = ["mypy (>=1.14.1)"]
+docs = ["furo (>=2025.9.25)", "proselint (>=0.14)", "sphinx (>=8.2.3)", "sphinx-autodoc-typehints (>=3.2)"]
+test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.4.2)", "pytest-cov (>=7)", "pytest-mock (>=3.15.1)"]
+type = ["mypy (>=1.18.2)"]
 
 [[package]]
 name = "plotly"
-version = "6.3.0"
+version = "6.3.1"
 description = "An open-source interactive data visualization library for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
-    {file = "plotly-6.3.0-py3-none-any.whl", hash = "sha256:7ad806edce9d3cdd882eaebaf97c0c9e252043ed1ed3d382c3e3520ec07806d4"},
-    {file = "plotly-6.3.0.tar.gz", hash = "sha256:8840a184d18ccae0f9189c2b9a2943923fd5cae7717b723f36eef78f444e5a73"},
+    {file = "plotly-6.3.1-py3-none-any.whl", hash = "sha256:8b4420d1dcf2b040f5983eed433f95732ed24930e496d36eb70d211923532e64"},
+    {file = "plotly-6.3.1.tar.gz", hash = "sha256:dd896e3d940e653a7ce0470087e82c2bd903969a55e30d1b01bb389319461bb0"},
 ]
 
 [package.dependencies]
@@ -3876,7 +3697,7 @@ packaging = "*"
 dev = ["plotly[dev-optional]"]
 dev-build = ["build", "jupyter", "plotly[dev-core]"]
 dev-core = ["pytest", "requests", "ruff (==0.11.12)"]
-dev-optional = ["anywidget", "colorcet", "fiona (<=1.9.6) ; python_version <= \"3.8\"", "geopandas", "inflect", "numpy", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "plotly[dev-build]", "plotly[kaleido]", "polars[timezone]", "pyarrow", "pyshp", "pytz", "scikit-image", "scipy", "shapely", "statsmodels", "vaex ; python_version <= \"3.9\"", "xarray"]
+dev-optional = ["anywidget", "colorcet", "fiona (<=1.9.6)", "geopandas", "inflect", "numpy", "orjson", "pandas", "pdfrw", "pillow", "plotly-geo", "plotly[dev-build]", "plotly[kaleido]", "polars[timezone]", "pyarrow", "pyshp", "pytz", "scikit-image", "scipy", "shapely", "statsmodels", "vaex", "xarray"]
 express = ["numpy"]
 kaleido = ["kaleido (>=1.0.0)"]
 
@@ -3886,7 +3707,6 @@ version = "1.6.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "pluggy-1.6.0-py3-none-any.whl", hash = "sha256:e920276dd6813095e9377c0bc5566d94c932c33b27a3e3945d8389c374dd4746"},
     {file = "pluggy-1.6.0.tar.gz", hash = "sha256:7dcc130b76258d33b90f61b658791dede3486c3e6bfb003ee5c9bfb396dd22f3"},
@@ -3902,7 +3722,6 @@ version = "3.8.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "pre_commit-3.8.0-py2.py3-none-any.whl", hash = "sha256:9a90a53bf82fdd8778d58085faf8d83df56e40dfe18f45b19446e26bf1b3a63f"},
     {file = "pre_commit-3.8.0.tar.gz", hash = "sha256:8bb6494d4a20423842e198980c9ecf9f96607a07ea29549e180eef9ae80fe7af"},
@@ -3921,7 +3740,6 @@ version = "0.23.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
 files = [
     {file = "prometheus_client-0.23.1-py3-none-any.whl", hash = "sha256:dd1913e6e76b59cfe44e7a4b83e01afc9873c1bdfd2ed8739f1e76aeca115f99"},
     {file = "prometheus_client-0.23.1.tar.gz", hash = "sha256:6ae8f9081eaaaf153a2e959d2e6c4f4fb57b12ef76c8c7980202f1e57b48b2ce"},
@@ -3936,7 +3754,6 @@ version = "3.0.52"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "prompt_toolkit-3.0.52-py3-none-any.whl", hash = "sha256:9aac639a3bbd33284347de5ad8d68ecc044b91a762dc39b7c21095fcd6a19955"},
     {file = "prompt_toolkit-3.0.52.tar.gz", hash = "sha256:28cde192929c8e7321de85de1ddbe736f1375148b02f2e17edd840042b1be855"},
@@ -3947,26 +3764,25 @@ wcwidth = "*"
 
 [[package]]
 name = "psutil"
-version = "7.1.0"
+version = "7.1.1"
 description = "Cross-platform lib for process and system monitoring."
 optional = false
 python-versions = ">=3.6"
-groups = ["dev", "lab"]
 files = [
-    {file = "psutil-7.1.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:76168cef4397494250e9f4e73eb3752b146de1dd950040b29186d0cce1d5ca13"},
-    {file = "psutil-7.1.0-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:5d007560c8c372efdff9e4579c2846d71de737e4605f611437255e81efcca2c5"},
-    {file = "psutil-7.1.0-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:22e4454970b32472ce7deaa45d045b34d3648ce478e26a04c7e858a0a6e75ff3"},
-    {file = "psutil-7.1.0-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8c70e113920d51e89f212dd7be06219a9b88014e63a4cec69b684c327bc474e3"},
-    {file = "psutil-7.1.0-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7d4a113425c037300de3ac8b331637293da9be9713855c4fc9d2d97436d7259d"},
-    {file = "psutil-7.1.0-cp37-abi3-win32.whl", hash = "sha256:09ad740870c8d219ed8daae0ad3b726d3bf9a028a198e7f3080f6a1888b99bca"},
-    {file = "psutil-7.1.0-cp37-abi3-win_amd64.whl", hash = "sha256:57f5e987c36d3146c0dd2528cd42151cf96cd359b9d67cfff836995cc5df9a3d"},
-    {file = "psutil-7.1.0-cp37-abi3-win_arm64.whl", hash = "sha256:6937cb68133e7c97b6cc9649a570c9a18ba0efebed46d8c5dae4c07fa1b67a07"},
-    {file = "psutil-7.1.0.tar.gz", hash = "sha256:655708b3c069387c8b77b072fc429a57d0e214221d01c0a772df7dfedcb3bcd2"},
+    {file = "psutil-7.1.1-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:8fa59d7b1f01f0337f12cd10dbd76e4312a4d3c730a4fedcbdd4e5447a8b8460"},
+    {file = "psutil-7.1.1-cp36-abi3-macosx_11_0_arm64.whl", hash = "sha256:2a95104eae85d088891716db676f780c1404fc15d47fde48a46a5d61e8f5ad2c"},
+    {file = "psutil-7.1.1-cp36-abi3-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:98629cd8567acefcc45afe2f4ba1e9290f579eacf490a917967decce4b74ee9b"},
+    {file = "psutil-7.1.1-cp36-abi3-manylinux_2_12_x86_64.manylinux2010_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:92ebc58030fb054fa0f26c3206ef01c31c29d67aee1367e3483c16665c25c8d2"},
+    {file = "psutil-7.1.1-cp36-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:146a704f224fb2ded2be3da5ac67fc32b9ea90c45b51676f9114a6ac45616967"},
+    {file = "psutil-7.1.1-cp37-abi3-win32.whl", hash = "sha256:295c4025b5cd880f7445e4379e6826f7307e3d488947bf9834e865e7847dc5f7"},
+    {file = "psutil-7.1.1-cp37-abi3-win_amd64.whl", hash = "sha256:9b4f17c5f65e44f69bd3a3406071a47b79df45cf2236d1f717970afcb526bcd3"},
+    {file = "psutil-7.1.1-cp37-abi3-win_arm64.whl", hash = "sha256:5457cf741ca13da54624126cd5d333871b454ab133999a9a103fb097a7d7d21a"},
+    {file = "psutil-7.1.1.tar.gz", hash = "sha256:092b6350145007389c1cfe5716050f02030a05219d90057ea867d18fe8d372fc"},
 ]
 
 [package.extras]
-dev = ["abi3audit", "black", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pyreadline ; os_name == \"nt\"", "pytest", "pytest-cov", "pytest-instafail", "pytest-subtests", "pytest-xdist", "pywin32 ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "requests", "rstcheck", "ruff", "setuptools", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "vulture", "wheel", "wheel ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "wmi ; os_name == \"nt\" and platform_python_implementation != \"PyPy\""]
-test = ["pytest", "pytest-instafail", "pytest-subtests", "pytest-xdist", "pywin32 ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "setuptools", "wheel ; os_name == \"nt\" and platform_python_implementation != \"PyPy\"", "wmi ; os_name == \"nt\" and platform_python_implementation != \"PyPy\""]
+dev = ["abi3audit", "black", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pyreadline", "pytest", "pytest-cov", "pytest-instafail", "pytest-subtests", "pytest-xdist", "pywin32", "requests", "rstcheck", "ruff", "setuptools", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "validate-pyproject[all]", "virtualenv", "vulture", "wheel", "wheel", "wmi"]
+test = ["pytest", "pytest-instafail", "pytest-subtests", "pytest-xdist", "pywin32", "setuptools", "wheel", "wmi"]
 
 [[package]]
 name = "ptyprocess"
@@ -3974,12 +3790,10 @@ version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
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 [[package]]
 name = "pure-eval"
@@ -3987,7 +3801,6 @@ version = "0.2.3"
 description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
-groups = ["main", "dev", "lab"]
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@@ -4002,7 +3815,6 @@ version = "17.0.0"
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 python-versions = ">=3.8"
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@@ -4054,7 +3866,6 @@ version = "2.14.0"
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 optional = false
 python-versions = ">=3.9"
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-timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
+timezone = ["tzdata"]
 
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 ]
 
 [package.dependencies]
-typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
+typing-extensions = ">=4.14.1"
 
 [[package]]
 name = "pydantic-settings"
@@ -4213,7 +4038,6 @@ version = "2.11.0"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "pydantic_settings-2.11.0-py3-none-any.whl", hash = "sha256:fe2cea3413b9530d10f3a5875adffb17ada5c1e1bab0b2885546d7310415207c"},
     {file = "pydantic_settings-2.11.0.tar.gz", hash = "sha256:d0e87a1c7d33593beb7194adb8470fc426e95ba02af83a0f23474a04c9a08180"},
@@ -4237,7 +4061,6 @@ version = "3.4.0"
 description = "passive checker of Python programs"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "pyflakes-3.4.0-py2.py3-none-any.whl", hash = "sha256:f742a7dbd0d9cb9ea41e9a24a918996e8170c799fa528688d40dd582c8265f4f"},
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@@ -4249,7 +4072,6 @@ version = "2.19.2"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "pygments-2.19.2-py3-none-any.whl", hash = "sha256:86540386c03d588bb81d44bc3928634ff26449851e99741617ecb9037ee5ec0b"},
     {file = "pygments-2.19.2.tar.gz", hash = "sha256:636cb2477cec7f8952536970bc533bc43743542f70392ae026374600add5b887"},
@@ -4260,14 +4082,13 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pylint"
-version = "3.3.8"
+version = "3.3.9"
 description = "python code static checker"
 optional = false
 python-versions = ">=3.9.0"
-groups = ["dev"]
 files = [
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-    {file = "pylint-3.3.8.tar.gz", hash = "sha256:26698de19941363037e2937d3db9ed94fb3303fdadf7d98847875345a8bb6b05"},
+    {file = "pylint-3.3.9-py3-none-any.whl", hash = "sha256:01f9b0462c7730f94786c283f3e52a1fbdf0494bbe0971a78d7277ef46a751e7"},
+    {file = "pylint-3.3.9.tar.gz", hash = "sha256:d312737d7b25ccf6b01cc4ac629b5dcd14a0fcf3ec392735ac70f137a9d5f83a"},
 ]
 
 [package.dependencies]
@@ -4275,7 +4096,7 @@ astroid = ">=3.3.8,<=3.4.0.dev0"
 colorama = {version = ">=0.4.5", markers = "sys_platform == \"win32\""}
 dill = [
     {version = ">=0.3.7", markers = "python_version >= \"3.12\""},
-    {version = ">=0.3.6", markers = "python_version == \"3.11\""},
+    {version = ">=0.3.6", markers = "python_version >= \"3.11\" and python_version < \"3.12\""},
 ]
 isort = ">=4.2.5,<5.13 || >5.13,<7"
 mccabe = ">=0.6,<0.8"
@@ -4292,7 +4113,6 @@ version = "10.16.1"
 description = "Extension pack for Python Markdown."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -4311,7 +4131,6 @@ version = "0.3.3"
 description = "Generate/convert automatically the docstrings from code signature"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
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     {file = "Pyment-0.3.3.tar.gz", hash = "sha256:951a4c52d6791ccec55bc739811169eed69917d3874f5fe722866623a697f39d"},
@@ -4323,7 +4142,6 @@ version = "0.8.0"
 description = "Vectorized spatial vector file format I/O using GDAL/OGR"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -4370,7 +4188,6 @@ version = "3.2.5"
 description = "pyparsing - Classes and methods to define and execute parsing grammars"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
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     {file = "pyparsing-3.2.5.tar.gz", hash = "sha256:2df8d5b7b2802ef88e8d016a2eb9c7aeaa923529cd251ed0fe4608275d4105b6"},
@@ -4385,7 +4202,6 @@ version = "3.7.2"
 description = "Python interface to PROJ (cartographic projections and coordinate transformations library)"
 optional = false
 python-versions = ">=3.11"
-groups = ["main"]
 files = [
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     {file = "pyproj-3.7.2-cp311-cp311-macosx_14_0_arm64.whl", hash = "sha256:8693ca3892d82e70de077701ee76dd13d7bca4ae1c9d1e739d72004df015923a"},
@@ -4449,23 +4265,25 @@ certifi = "*"
 
 [[package]]
 name = "pyshp"
-version = "2.3.1"
+version = "3.0.2.post1"
 description = "Pure Python read/write support for ESRI Shapefile format"
 optional = false
-python-versions = ">=2.7"
-groups = ["main"]
+python-versions = ">=3.9"
 files = [
-    {file = "pyshp-2.3.1-py2.py3-none-any.whl", hash = "sha256:67024c0ccdc352ba5db777c4e968483782dfa78f8e200672a90d2d30fd8b7b49"},
-    {file = "pyshp-2.3.1.tar.gz", hash = "sha256:4caec82fd8dd096feba8217858068bacb2a3b5950f43c048c6dc32a3489d5af1"},
+    {file = "pyshp-3.0.2.post1-py3-none-any.whl", hash = "sha256:b0aec66bc55f7cd3a846f6b02c5a9eec1fc1d2cff16ccfcf6493a6773c7eb602"},
+    {file = "pyshp-3.0.2.post1.tar.gz", hash = "sha256:18e34a66759b6d34a6f535978c76dad518200f23a727d9e22af8e8535c0245b9"},
 ]
 
+[package.extras]
+dev = ["pre-commit", "pytest", "ruff"]
+test = ["pytest"]
+
 [[package]]
 name = "pysocks"
 version = "1.7.1"
 description = "A Python SOCKS client module. See https://github.com/Anorov/PySocks for more information."
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["main"]
 files = [
     {file = "PySocks-1.7.1-py27-none-any.whl", hash = "sha256:08e69f092cc6dbe92a0fdd16eeb9b9ffbc13cadfe5ca4c7bd92ffb078b293299"},
     {file = "PySocks-1.7.1-py3-none-any.whl", hash = "sha256:2725bd0a9925919b9b51739eea5f9e2bae91e83288108a9ad338b2e3a4435ee5"},
@@ -4478,7 +4296,6 @@ version = "1.14.1"
 description = "Python library for working with the SpatioTemporal Asset Catalog (STAC) specification"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
     {file = "pystac-1.14.1-py3-none-any.whl", hash = "sha256:19d73306d8fb94fbd66b7945ee5510e3574c8d48462f86e1e91e3f257b79722b"},
     {file = "pystac-1.14.1.tar.gz", hash = "sha256:4def289ab2168d67492ed0b5a3bd738d3dfa42390a50563776bfd1558af38d53"},
@@ -4500,7 +4317,6 @@ version = "0.7.7"
 description = "Python library for working with SpatioTemporal Asset Catalog (STAC) APIs."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pystac_client-0.7.7-py3-none-any.whl", hash = "sha256:372230689a75f851f5b1d135a1feb62171850951ed9170f535956ead62eaad2e"},
     {file = "pystac_client-0.7.7.tar.gz", hash = "sha256:04650785244fcebd3f776f552c70f5dc2bd469ca1e9ba058f6721ed693d00cd5"},
@@ -4512,7 +4328,7 @@ python-dateutil = ">=2.8.2"
 requests = ">=2.28.2"
 
 [package.extras]
-dev = ["black (>=24.0,<25.0)", "codespell (>=2.2.4,<2.3.0)", "coverage (>=7.2,<8.0)", "doc8 (>=1.1.1,<1.2.0)", "importlib-metadata (>=7.0,<8.0)", "mypy (>=1.2,<2.0)", "orjson (>=3.8,<4.0)", "pre-commit (>=3.2,<4.0)", "pytest (>=8.0,<9.0)", "pytest-benchmark (>=4.0.0,<4.1.0)", "pytest-console-scripts (>=1.4.0,<1.5.0)", "pytest-cov (>=5.0,<6.0)", "pytest-recording (>=0.13,<1.0)", "recommonmark (>=0.7.1,<0.8.0)", "requests-mock (>=1.12,<2.0)", "ruff (==0.4.0)", "tomli (>=2.0,<3.0) ; python_version < \"3.11\"", "types-python-dateutil (>=2.8.19,<2.10.0)", "types-requests (>=2.31.0,<2.32.0)", "urllib3 (<2)"]
+dev = ["black (>=24.0,<25.0)", "codespell (>=2.2.4,<2.3.0)", "coverage (>=7.2,<8.0)", "doc8 (>=1.1.1,<1.2.0)", "importlib-metadata (>=7.0,<8.0)", "mypy (>=1.2,<2.0)", "orjson (>=3.8,<4.0)", "pre-commit (>=3.2,<4.0)", "pytest (>=8.0,<9.0)", "pytest-benchmark (>=4.0.0,<4.1.0)", "pytest-console-scripts (>=1.4.0,<1.5.0)", "pytest-cov (>=5.0,<6.0)", "pytest-recording (>=0.13,<1.0)", "recommonmark (>=0.7.1,<0.8.0)", "requests-mock (>=1.12,<2.0)", "ruff (==0.4.0)", "tomli (>=2.0,<3.0)", "types-python-dateutil (>=2.8.19,<2.10.0)", "types-requests (>=2.31.0,<2.32.0)", "urllib3 (<2)"]
 docs = ["Sphinx (>=6.2,<7.0)", "boto3 (>=1.26,<2.0)", "cartopy (>=0.21,<1.0)", "geojson (>=3.1.0,<3.2.0)", "geopandas (>=0.14.0,<0.15.0)", "geoviews (>=1.9,<2.0)", "hvplot (>=0.9.0,<0.10.0)", "ipykernel (>=6.22,<7.0)", "ipython (>=8.12,<9.0)", "jinja2 (<4.0)", "matplotlib (>=3.8,<4.0)", "myst-parser (>=2.0,<3.0)", "nbsphinx (>=0.9,<1.0)", "pydata-sphinx-theme (>=0.13,<1.0)", "pygeoif (>=1.0,<2.0)", "scipy (>=1.10,<2.0)", "sphinxcontrib-fulltoc (>=1.2,<2.0)"]
 
 [[package]]
@@ -4521,7 +4337,6 @@ version = "7.4.4"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "pytest-7.4.4-py3-none-any.whl", hash = "sha256:b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8"},
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@@ -4542,7 +4357,6 @@ version = "7.3.2"
 description = "Advanced Python dictionaries with dot notation access"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "python_box-7.3.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d136163294fd61a1554db7dd203f2e3035064798d30c17d67d948f0de5c572de"},
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@@ -4569,7 +4383,7 @@ msgpack = ["msgpack"]
 pyyaml = ["PyYAML"]
 ruamel-yaml = ["ruamel.yaml (>=0.17)"]
 toml = ["toml"]
-tomli = ["tomli ; python_version < \"3.11\"", "tomli-w"]
+tomli = ["tomli", "tomli-w"]
 yaml = ["ruamel.yaml (>=0.17)"]
 
 [[package]]
@@ -4578,7 +4392,6 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main", "dev", "lab"]
 files = [
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@@ -4593,7 +4406,6 @@ version = "1.1.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
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@@ -4604,29 +4416,27 @@ cli = ["click (>=5.0)"]
 
 [[package]]
 name = "python-json-logger"
-version = "3.3.0"
+version = "4.0.0"
 description = "JSON Log Formatter for the Python Logging Package"
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
-    {file = "python_json_logger-3.3.0-py3-none-any.whl", hash = "sha256:dd980fae8cffb24c13caf6e158d3d61c0d6d22342f932cb6e9deedab3d35eec7"},
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+    {file = "python_json_logger-4.0.0-py3-none-any.whl", hash = "sha256:af09c9daf6a813aa4cc7180395f50f2a9e5fa056034c9953aec92e381c5ba1e2"},
+    {file = "python_json_logger-4.0.0.tar.gz", hash = "sha256:f58e68eb46e1faed27e0f574a55a0455eecd7b8a5b88b85a784519ba3cff047f"},
 ]
 
 [package.extras]
-dev = ["backports.zoneinfo ; python_version < \"3.9\"", "black", "build", "freezegun", "mdx_truly_sane_lists", "mike", "mkdocs", "mkdocs-awesome-pages-plugin", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-material (>=8.5)", "mkdocstrings[python]", "msgspec ; implementation_name != \"pypy\"", "mypy", "orjson ; implementation_name != \"pypy\"", "pylint", "pytest", "tzdata", "validate-pyproject[all]"]
+dev = ["backports.zoneinfo", "black", "build", "freezegun", "mdx_truly_sane_lists", "mike", "mkdocs", "mkdocs-awesome-pages-plugin", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-material (>=8.5)", "mkdocstrings[python]", "msgspec", "mypy", "orjson", "pylint", "pytest", "tzdata", "validate-pyproject[all]"]
 
 [[package]]
 name = "pytokens"
-version = "0.1.10"
-description = "A Fast, spec compliant Python 3.12+ tokenizer that runs on older Pythons."
+version = "0.2.0"
+description = "A Fast, spec compliant Python 3.13+ tokenizer that runs on older Pythons."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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+    {file = "pytokens-0.2.0.tar.gz", hash = "sha256:532d6421364e5869ea57a9523bf385f02586d4662acbcc0342afd69511b4dd43"},
 ]
 
 [package.extras]
@@ -4638,59 +4448,27 @@ version = "2025.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
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 ]
 
-[[package]]
-name = "pywin32"
-version = "311"
-description = "Python for Window Extensions"
-optional = false
-python-versions = "*"
-groups = ["dev", "lab"]
-markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""
-files = [
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-]
-
 [[package]]
 name = "pywinpty"
-version = "3.0.0"
-description = ""
+version = "3.0.2"
+description = "Pseudo terminal support for Windows from Python."
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
-markers = "os_name == \"nt\""
 files = [
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+    {file = "pywinpty-3.0.2-cp314-cp314t-win_amd64.whl", hash = "sha256:34b55ae9a1b671fe3eae071d86618110538e8eaad18fcb1531c0830b91a82767"},
+    {file = "pywinpty-3.0.2-cp39-cp39-win_amd64.whl", hash = "sha256:3962daf801bc38dd4de872108c424b5338c9a46c6efca5761854cd66370a9022"},
+    {file = "pywinpty-3.0.2.tar.gz", hash = "sha256:1505cc4cb248af42cb6285a65c9c2086ee9e7e574078ee60933d5d7fa86fb004"},
 ]
 
 [[package]]
@@ -4699,7 +4477,6 @@ version = "6.0.3"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "PyYAML-6.0.3-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f"},
     {file = "PyYAML-6.0.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4"},
@@ -4782,7 +4559,6 @@ version = "1.1"
 description = "A custom YAML tag for referencing environment variables in YAML files."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "pyyaml_env_tag-1.1-py3-none-any.whl", hash = "sha256:17109e1a528561e32f026364712fee1264bc2ea6715120891174ed1b980d2e04"},
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@@ -4797,7 +4573,6 @@ version = "27.1.0"
 description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev", "lab"]
 files = [
     {file = "pyzmq-27.1.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:508e23ec9bc44c0005c4946ea013d9317ae00ac67778bd47519fdf5a0e930ff4"},
     {file = "pyzmq-27.1.0-cp310-cp310-manylinux2014_i686.manylinux_2_17_i686.whl", hash = "sha256:507b6f430bdcf0ee48c0d30e734ea89ce5567fd7b8a0f0044a369c176aa44556"},
@@ -4902,7 +4677,6 @@ version = "1.4.3"
 description = "Fast and direct raster I/O for use with Numpy and SciPy"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "rasterio-1.4.3-cp310-cp310-macosx_10_15_x86_64.whl", hash = "sha256:80f994b92e5dda78f13291710bd5c43efcfd164f69a8a2c20489115df9d178c8"},
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@@ -4947,14 +4721,13 @@ test = ["boto3 (>=1.2.4)", "fsspec", "hypothesis", "packaging", "pytest (>=2.8.2
 
 [[package]]
 name = "referencing"
-version = "0.36.2"
+version = "0.37.0"
 description = "JSON Referencing + Python"
 optional = false
-python-versions = ">=3.9"
-groups = ["main", "dev", "lab"]
+python-versions = ">=3.10"
 files = [
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 ]
 
 [package.dependencies]
@@ -4968,7 +4741,6 @@ version = "2.32.5"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev", "lab"]
 files = [
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@@ -4991,7 +4763,6 @@ version = "0.1.4"
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 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["lab"]
 files = [
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@@ -5006,7 +4777,6 @@ version = "0.1.1"
 description = "Pure python rfc3986 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["lab"]
 files = [
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@@ -5018,7 +4788,6 @@ version = "1.1.0"
 description = "Helper functions to syntactically validate strings according to RFC 3987."
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
 files = [
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@@ -5032,14 +4801,13 @@ testing = ["pytest (>=8.3.5)"]
 
 [[package]]
 name = "rich"
-version = "14.1.0"
+version = "14.2.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main", "dev"]
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 ]
 
 [package.dependencies]
@@ -5051,23 +4819,23 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
 name = "rich-click"
-version = "1.9.1"
+version = "1.9.3"
 description = "Format click help output nicely with rich"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
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 ]
 
 [package.dependencies]
 click = ">=8"
+colorama = {version = "*", markers = "platform_system == \"Windows\""}
 rich = ">=12"
 
 [package.extras]
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+docs = ["markdown-include (>=0.8.1)", "mike (>=2.1.3)", "mkdocs-github-admonitions-plugin (>=0.1.1)", "mkdocs-glightbox (>=0.4)", "mkdocs-include-markdown-plugin (>=7.1.7)", "mkdocs-material-extensions (>=1.3.1)", "mkdocs-material[imaging] (>=9.5.18,<9.6.0)", "mkdocs-redirects (>=1.2.2)", "mkdocs-rss-plugin (>=1.15)", "mkdocs[docs] (>=1.6.1)", "mkdocstrings[python] (>=0.26.1)", "rich-codex (>=1.2.11)", "typer (>=0.15)"]
 
 [[package]]
 name = "rioxarray"
@@ -5075,7 +4843,6 @@ version = "0.15.7"
 description = "geospatial xarray extension powered by rasterio"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
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@@ -5094,167 +4861,126 @@ interp = ["scipy"]
 
 [[package]]
 name = "rpds-py"
-version = "0.27.1"
+version = "0.28.0"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
-python-versions = ">=3.9"
-groups = ["main", "dev", "lab"]
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 ]
 
 [[package]]
@@ -5263,7 +4989,6 @@ version = "0.11.13"
 description = "An extremely fast Python linter and code formatter, written in Rust."
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
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@@ -5291,7 +5016,6 @@ version = "1.16.2"
 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.11"
-groups = ["main"]
 files = [
     {file = "scipy-1.16.2-cp311-cp311-macosx_10_14_x86_64.whl", hash = "sha256:6ab88ea43a57da1af33292ebd04b417e8e2eaf9d5aa05700be8d6e1b6501cd92"},
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@@ -5362,7 +5086,7 @@ numpy = ">=1.25.2,<2.6"
 [package.extras]
 dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
 doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.19.1)", "jupytext", "linkify-it-py", "matplotlib (>=3.5)", "myst-nb (>=1.2.0)", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.2.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)"]
-test = ["Cython", "array-api-strict (>=2.3.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest (>=8.0.0)", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+test = ["Cython", "array-api-strict (>=2.3.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest (>=8.0.0)", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "scitools-iris"
@@ -5370,7 +5094,6 @@ version = "3.13.1"
 description = "A powerful, format-agnostic, community-driven Python package for analysing and visualising Earth science data"
 optional = false
 python-versions = ">=3.11"
-groups = ["main"]
 files = [
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@@ -5395,7 +5118,6 @@ version = "0.10.2"
 description = "A Great Dane turned Python environment detective"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
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@@ -5410,16 +5132,15 @@ version = "1.8.3"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
-groups = ["lab"]
 files = [
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     {file = "Send2Trash-1.8.3.tar.gz", hash = "sha256:b18e7a3966d99871aefeb00cfbcfdced55ce4871194810fc71f4aa484b953abf"},
 ]
 
 [package.extras]
-nativelib = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\"", "pywin32 ; sys_platform == \"win32\""]
-objc = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\""]
-win32 = ["pywin32 ; sys_platform == \"win32\""]
+nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
+objc = ["pyobjc-framework-Cocoa"]
+win32 = ["pywin32"]
 
 [[package]]
 name = "setuptools"
@@ -5427,20 +5148,19 @@ version = "80.9.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
 files = [
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 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""]
-core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
+core = ["importlib_metadata (>=6)", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
-type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
 
 [[package]]
 name = "shapely"
@@ -5448,7 +5168,6 @@ version = "2.1.2"
 description = "Manipulation and analysis of geometric objects"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
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@@ -5522,7 +5241,6 @@ version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
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@@ -5534,7 +5252,6 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main", "dev", "lab"]
 files = [
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     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -5546,7 +5263,6 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
-groups = ["lab"]
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -5558,7 +5274,6 @@ version = "2.8"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "lab"]
 files = [
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     {file = "soupsieve-2.8.tar.gz", hash = "sha256:e2dd4a40a628cb5f28f6d4b0db8800b8f581b65bb380b97de22ba5ca8d72572f"},
@@ -5570,7 +5285,6 @@ version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 optional = false
 python-versions = "*"
-groups = ["main", "dev", "lab"]
 files = [
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     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -5590,7 +5304,6 @@ version = "0.18.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
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     {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"},
@@ -5612,7 +5325,6 @@ version = "1.4.0"
 description = "A tiny CSS parser"
 optional = false
 python-versions = ">=3.8"
-groups = ["lab"]
 files = [
     {file = "tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289"},
     {file = "tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7"},
@@ -5631,7 +5343,6 @@ version = "6.2.0"
 description = "A wrapper around the stdlib `tokenize` which roundtrips."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "tokenize_rt-6.2.0-py2.py3-none-any.whl", hash = "sha256:a152bf4f249c847a66497a4a95f63376ed68ac6abf092a2f7cfb29d044ecff44"},
     {file = "tokenize_rt-6.2.0.tar.gz", hash = "sha256:8439c042b330c553fdbe1758e4a05c0ed460dbbbb24a606f11f0dee75da4cad6"},
@@ -5643,7 +5354,6 @@ version = "0.13.3"
 description = "Style preserving TOML library"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "tomlkit-0.13.3-py3-none-any.whl", hash = "sha256:c89c649d79ee40629a9fda55f8ace8c6a1b42deb912b2a8fd8d942ddadb606b0"},
     {file = "tomlkit-0.13.3.tar.gz", hash = "sha256:430cf247ee57df2b94ee3fbe588e71d362a941ebb545dec29b53961d61add2a1"},
@@ -5651,14 +5361,13 @@ files = [
 
 [[package]]
 name = "toolz"
-version = "1.0.0"
+version = "1.1.0"
 description = "List processing tools and functional utilities"
 optional = false
-python-versions = ">=3.8"
-groups = ["main"]
+python-versions = ">=3.9"
 files = [
-    {file = "toolz-1.0.0-py3-none-any.whl", hash = "sha256:292c8f1c4e7516bf9086f8850935c799a874039c8bcf959d47b600e4c44a6236"},
-    {file = "toolz-1.0.0.tar.gz", hash = "sha256:2c86e3d9a04798ac556793bced838816296a2f085017664e4995cb40a1047a02"},
+    {file = "toolz-1.1.0-py3-none-any.whl", hash = "sha256:15ccc861ac51c53696de0a5d6d4607f99c210739caf987b5d2054f3efed429d8"},
+    {file = "toolz-1.1.0.tar.gz", hash = "sha256:27a5c770d068c110d9ed9323f24f1543e83b2f300a687b7891c1a6d56b697b5b"},
 ]
 
 [[package]]
@@ -5667,7 +5376,6 @@ version = "6.5.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev", "lab"]
 files = [
     {file = "tornado-6.5.2-cp39-abi3-macosx_10_9_universal2.whl", hash = "sha256:2436822940d37cde62771cff8774f4f00b3c8024fe482e16ca8387b8a2724db6"},
     {file = "tornado-6.5.2-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:583a52c7aa94ee046854ba81d9ebb6c81ec0fd30386d96f7640c96dad45a03ef"},
@@ -5689,7 +5397,6 @@ version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -5711,7 +5418,6 @@ version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -5723,14 +5429,13 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "traittypes"
-version = "0.2.1"
+version = "0.2.3"
 description = "Scipy trait types"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
-    {file = "traittypes-0.2.1-py2.py3-none-any.whl", hash = "sha256:1340af133810b6eee1a2eb2e988f862b0d12b6c2d16f282aaf3207b782134c2e"},
-    {file = "traittypes-0.2.1.tar.gz", hash = "sha256:be6fa26294733e7489822ded4ae25da5b4824a8a7a0e0c2dccfde596e3489bd6"},
+    {file = "traittypes-0.2.3-py2.py3-none-any.whl", hash = "sha256:49016082ce740d6556d9bb4672ee2d899cd14f9365f17cbb79d5d96b47096d4e"},
+    {file = "traittypes-0.2.3.tar.gz", hash = "sha256:212feed38d566d772648768b78d3347c148ef23915b91c02078188e631316c86"},
 ]
 
 [package.dependencies]
@@ -5745,7 +5450,6 @@ version = "0.12.5"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "typer-0.12.5-py3-none-any.whl", hash = "sha256:62fe4e471711b147e3365034133904df3e235698399bc4de2b36c8579298d52b"},
     {file = "typer-0.12.5.tar.gz", hash = "sha256:f592f089bedcc8ec1b974125d64851029c3b1af145f04aca64d69410f0c9b722"},
@@ -5757,25 +5461,12 @@ rich = ">=10.11.0"
 shellingham = ">=1.3.0"
 typing-extensions = ">=3.7.4.3"
 
-[[package]]
-name = "types-python-dateutil"
-version = "2.9.0.20250822"
-description = "Typing stubs for python-dateutil"
-optional = false
-python-versions = ">=3.9"
-groups = ["lab"]
-files = [
-    {file = "types_python_dateutil-2.9.0.20250822-py3-none-any.whl", hash = "sha256:849d52b737e10a6dc6621d2bd7940ec7c65fcb69e6aa2882acf4e56b2b508ddc"},
-    {file = "types_python_dateutil-2.9.0.20250822.tar.gz", hash = "sha256:84c92c34bd8e68b117bff742bc00b692a1e8531262d4507b33afcc9f7716cd53"},
-]
-
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
 description = "Backported and Experimental Type Hints for Python 3.9+"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "typing_extensions-4.15.0-py3-none-any.whl", hash = "sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548"},
     {file = "typing_extensions-4.15.0.tar.gz", hash = "sha256:0cea48d173cc12fa28ecabc3b837ea3cf6f38c6d1136f85cbaaf598984861466"},
@@ -5783,14 +5474,13 @@ files = [
 
 [[package]]
 name = "typing-inspection"
-version = "0.4.1"
+version = "0.4.2"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
-    {file = "typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51"},
-    {file = "typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28"},
+    {file = "typing_inspection-0.4.2-py3-none-any.whl", hash = "sha256:4ed1cacbdc298c220f1bd249ed5287caa16f34d44ef4e9c3d0cbad5b521545e7"},
+    {file = "typing_inspection-0.4.2.tar.gz", hash = "sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464"},
 ]
 
 [package.dependencies]
@@ -5802,7 +5492,6 @@ version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
-groups = ["main"]
 files = [
     {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
     {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
@@ -5814,7 +5503,6 @@ version = "0.1.1"
 description = "Transforms tokens into original source code (while preserving whitespace)."
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "untokenize-0.1.1.tar.gz", hash = "sha256:3865dbbbb8efb4bb5eaa72f1be7f3e0be00ea8b7f125c69cbd1f5fda926f37a2"},
 ]
@@ -5825,7 +5513,6 @@ version = "1.3.0"
 description = "RFC 6570 URI Template Processor"
 optional = false
 python-versions = ">=3.7"
-groups = ["lab"]
 files = [
     {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
     {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
@@ -5840,28 +5527,26 @@ version = "2.5.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
     {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
 name = "virtualenv"
-version = "20.34.0"
+version = "20.35.3"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
-    {file = "virtualenv-20.34.0-py3-none-any.whl", hash = "sha256:341f5afa7eee943e4984a9207c025feedd768baff6753cd660c857ceb3e36026"},
-    {file = "virtualenv-20.34.0.tar.gz", hash = "sha256:44815b2c9dee7ed86e387b842a84f20b93f7f417f95886ca1996a72a4138eb1a"},
+    {file = "virtualenv-20.35.3-py3-none-any.whl", hash = "sha256:63d106565078d8c8d0b206d48080f938a8b25361e19432d2c9db40d2899c810a"},
+    {file = "virtualenv-20.35.3.tar.gz", hash = "sha256:4f1a845d131133bdff10590489610c98c168ff99dc75d6c96853801f7f67af44"},
 ]
 
 [package.dependencies]
@@ -5871,7 +5556,7 @@ platformdirs = ">=3.9.1,<5"
 
 [package.extras]
 docs = ["furo (>=2023.7.26)", "proselint (>=0.13)", "sphinx (>=7.1.2,!=7.3)", "sphinx-argparse (>=0.4)", "sphinxcontrib-towncrier (>=0.2.1a0)", "towncrier (>=23.6)"]
-test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8) ; platform_python_implementation == \"PyPy\" or platform_python_implementation == \"GraalVM\" or platform_python_implementation == \"CPython\" and sys_platform == \"win32\" and python_version >= \"3.13\"", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10) ; platform_python_implementation == \"CPython\""]
+test = ["covdefaults (>=2.3)", "coverage (>=7.2.7)", "coverage-enable-subprocess (>=1)", "flaky (>=3.7)", "packaging (>=23.1)", "pytest (>=7.4)", "pytest-env (>=0.8.2)", "pytest-freezer (>=0.4.8)", "pytest-mock (>=3.11.1)", "pytest-randomly (>=3.12)", "pytest-timeout (>=2.1)", "setuptools (>=68)", "time-machine (>=2.10)"]
 
 [[package]]
 name = "watchdog"
@@ -5879,7 +5564,6 @@ version = "6.0.0"
 description = "Filesystem events monitoring"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "watchdog-6.0.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d1cdb490583ebd691c012b3d6dae011000fe42edb7a82ece80965b42abd61f26"},
     {file = "watchdog-6.0.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bc64ab3bdb6a04d69d4023b29422170b74681784ffb9463ed4870cf2f3e66112"},
@@ -5922,7 +5606,6 @@ version = "0.2.14"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "dev", "lab"]
 files = [
     {file = "wcwidth-0.2.14-py2.py3-none-any.whl", hash = "sha256:a7bb560c8aee30f9957e5f9895805edd20602f2d7f720186dfd906e82b4982e1"},
     {file = "wcwidth-0.2.14.tar.gz", hash = "sha256:4d478375d31bc5395a3c55c40ccdf3354688364cd61c4f6adacaa9215d0b3605"},
@@ -5934,7 +5617,6 @@ version = "24.11.1"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
 python-versions = ">=3.9"
-groups = ["lab"]
 files = [
     {file = "webcolors-24.11.1-py3-none-any.whl", hash = "sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9"},
     {file = "webcolors-24.11.1.tar.gz", hash = "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6"},
@@ -5946,7 +5628,6 @@ version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
 optional = false
 python-versions = "*"
-groups = ["lab"]
 files = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
@@ -5954,20 +5635,19 @@ files = [
 
 [[package]]
 name = "websocket-client"
-version = "1.8.0"
+version = "1.9.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
-python-versions = ">=3.8"
-groups = ["lab"]
+python-versions = ">=3.9"
 files = [
-    {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
-    {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
+    {file = "websocket_client-1.9.0-py3-none-any.whl", hash = "sha256:af248a825037ef591efbf6ed20cc5faa03d3b47b9e5a2230a529eeee1c1fc3ef"},
+    {file = "websocket_client-1.9.0.tar.gz", hash = "sha256:9e813624b6eb619999a97dc7958469217c3176312b3a16a4bd1bc7e08a46ec98"},
 ]
 
 [package.extras]
-docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
+docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx_rtd_theme (>=1.1.0)"]
 optional = ["python-socks", "wsaccel"]
-test = ["websockets"]
+test = ["pytest", "websockets"]
 
 [[package]]
 name = "whitebox"
@@ -5975,7 +5655,6 @@ version = "2.3.6"
 description = "An advanced geospatial data analysis platform "
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "whitebox-2.3.6-py2.py3-none-any.whl", hash = "sha256:16b780134cabb9b9d067078f42265da692963d466747cbe655f573fab0f3f60e"},
     {file = "whitebox-2.3.6.tar.gz", hash = "sha256:69571640a778253e27a05c63b08aed670457803798a0b8f233761eabcd39188b"},
@@ -5990,7 +5669,6 @@ version = "2.3.0"
 description = "An interactive GUI for whitebox-tools in a Jupyter-based environment"
 optional = false
 python-versions = ">=3.5"
-groups = ["main"]
 files = [
     {file = "whiteboxgui-2.3.0-py2.py3-none-any.whl", hash = "sha256:f226783efaba1af1cd55f98bba743da590bccf4dd6cbba519f6c879993b57631"},
     {file = "whiteboxgui-2.3.0.tar.gz", hash = "sha256:c59dfccb244bc2d7b9ff77c63a81b77d0e1b4a6fc19476449e450e0da009a754"},
@@ -6008,7 +5686,6 @@ version = "4.0.14"
 description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "widgetsnbextension-4.0.14-py3-none-any.whl", hash = "sha256:4875a9eaf72fbf5079dc372a51a9f268fc38d46f767cbf85c43a36da5cb9b575"},
     {file = "widgetsnbextension-4.0.14.tar.gz", hash = "sha256:a3629b04e3edb893212df862038c7232f62973373869db5084aed739b437b5af"},
@@ -6016,14 +5693,13 @@ files = [
 
 [[package]]
 name = "xarray"
-version = "2025.9.1"
+version = "2025.10.1"
 description = "N-D labeled arrays and datasets in Python"
 optional = false
 python-versions = ">=3.11"
-groups = ["main"]
 files = [
-    {file = "xarray-2025.9.1-py3-none-any.whl", hash = "sha256:3e9708db0d7915c784ed6c227d81b398dca4957afe68d119481f8a448fc88c44"},
-    {file = "xarray-2025.9.1.tar.gz", hash = "sha256:f34a27a52c13d1f3cceb7b27276aeec47021558363617dd7ef4f4c8b379011c0"},
+    {file = "xarray-2025.10.1-py3-none-any.whl", hash = "sha256:a4e699433b87a7fac340951bc36648645eeef72bdd915ff055ac2fd99865a73d"},
+    {file = "xarray-2025.10.1.tar.gz", hash = "sha256:3c2b5ad7389825bd624ada5ff26b01ac54b1aae72e2fe0d724d81d40a2bf5785"},
 ]
 
 [package.dependencies]
@@ -6042,135 +5718,151 @@ viz = ["cartopy (>=0.23)", "matplotlib", "nc-time-axis", "seaborn"]
 
 [[package]]
 name = "xxhash"
-version = "3.5.0"
+version = "3.6.0"
 description = "Python binding for xxHash"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
-files = [
-    {file = "xxhash-3.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ece616532c499ee9afbb83078b1b952beffef121d989841f7f4b3dc5ac0fd212"},
-    {file = "xxhash-3.5.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:3171f693dbc2cef6477054a665dc255d996646b4023fe56cb4db80e26f4cc520"},
-    {file = "xxhash-3.5.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7c5d3e570ef46adaf93fc81b44aca6002b5a4d8ca11bd0580c07eac537f36680"},
-    {file = "xxhash-3.5.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:7cb29a034301e2982df8b1fe6328a84f4b676106a13e9135a0d7e0c3e9f806da"},
-    {file = "xxhash-3.5.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5d0d307d27099bb0cbeea7260eb39ed4fdb99c5542e21e94bb6fd29e49c57a23"},
-    {file = "xxhash-3.5.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c0342aafd421795d740e514bc9858ebddfc705a75a8c5046ac56d85fe97bf196"},
-    {file = "xxhash-3.5.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3dbbd9892c5ebffeca1ed620cf0ade13eb55a0d8c84e0751a6653adc6ac40d0c"},
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 ]
 
 [[package]]
@@ -6179,7 +5871,6 @@ version = "2025.4.0"
 description = "Source of XYZ tiles providers"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "xyzservices-2025.4.0-py3-none-any.whl", hash = "sha256:8d4db9a59213ccb4ce1cf70210584f30b10795bff47627cdfb862b39ff6e10c9"},
     {file = "xyzservices-2025.4.0.tar.gz", hash = "sha256:6fe764713648fac53450fbc61a3c366cb6ae5335a1b2ae0c3796b495de3709d8"},
@@ -6191,15 +5882,13 @@ version = "3.23.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
-markers = "python_version == \"3.11\""
 files = [
     {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
     {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
@@ -6207,6 +5896,6 @@ test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_it
 type = ["pytest-mypy"]
 
 [metadata]
-lock-version = "2.1"
+lock-version = "2.0"
 python-versions = ">=3.11,<3.13"
-content-hash = "4ef4d7de971af8e8d88db6d98588d7804b2e93a27750d87b8464f35a21a4826d"
+content-hash = "701a78eef3a630ac40424c06662696c2ffed8cec3e69e5137a8a564e9f33d5c0"
diff --git a/pyproject.toml b/pyproject.toml
index be49750..ce49da1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -14,7 +14,6 @@ optional = true
 [tool.poetry.dependencies]
 python = ">=3.11,<3.13"
 rasterio = "^1.3.10"
-geopandas = "^1.0.1"
 leafmap = "^0.31.9"
 pystac-client = "^0.7.7"
 planetary-computer = "^1.0.0"
@@ -27,6 +26,8 @@ typer = "^0.12.5"
 pillow = "^11.3.0"
 scitools-iris = "^3.13.1"
 dask-geopandas = "^0.5.0"
+geopandas = "^1.1.1"
+dask = "^2025.10.0"
 
 [tool.poetry.group.secondary.dependencies]
 jinja2 = ">=3.1.4"

From b72cd7c016566e6eb25f6433690e510b20339ab2 Mon Sep 17 00:00:00 2001
From: f-PLT <fplt.softwaredeveloper@gmail.com>
Date: Fri, 24 Oct 2025 14:57:28 -0400
Subject: [PATCH 6/6] Add missing line at end of file

---
 Makefile.targets | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/Makefile.targets b/Makefile.targets
index 7db8e8d..b98bddc 100644
--- a/Makefile.targets
+++ b/Makefile.targets
@@ -35,4 +35,4 @@ deploy-docs: ## Publish and deploy the documentation to the live Github page
 			echo "Skipping publication to Github Pages."; \
 			echo " "; \
 			;; \
-	esac; \
\ No newline at end of file
+	esac; \