diff --git a/.gitignore b/.gitignore
index 5e4c1f3..9b62c80 100644
--- a/.gitignore
+++ b/.gitignore
@@ -21,4 +21,7 @@
 .pixi/*
 !.pixi/config.toml
 
-shift_data.zip
\ No newline at end of file
+shift_data.zip
+
+# mkdocs build output
+/site
\ No newline at end of file
diff --git a/README.md b/README.md
index 79cb166..b2f5c31 100644
--- a/README.md
+++ b/README.md
@@ -1,103 +1,52 @@
 # SHIFT – Steel & Hydrogen Integrated Freight Trade
 
-This repository contains the **SHIFT model**, a spatially resolved techno-economic optimization of global iron and steel supply chains under decarbonization.
-It explores how hydrogen-based direct reduced iron (DRI) production and hot-briquetted iron (HBI) trade can shift value creation to regions with renewable energy and capital availability.
+**SHIFT** is a spatially resolved techno-economic optimization of global iron
+and steel supply chains under decarbonization. It explores how
+hydrogen-based direct reduced iron (DRI) production and hot-briquetted iron
+(HBI) trade can shift value creation to regions with renewable energy and
+capital availability, using a two-stage pipeline (greenfield supply curves,
+then cross-region LP trade) built on [PyPSA](https://pypsa.org/) and
+orchestrated with [Snakemake](https://snakemake.readthedocs.io/).
 
-The model identifies cost-optimal configurations for mining, hydrogen production, DRI processing, and HBI trade, using a two-stage optimization pipeline and open energy system libraries.
-
-## Introduction SHIFT
-
-SHIFT evaluates global supply and trade of low-carbon iron and steel at high spatial resolution.
-The model quantifies where to produce, where to ship, and how to meet demand cost-effectively under decarbonization constraints.
-
-Key features:
-- 🚀 two-stage process: greenfield supply curves + cross-region LP trade
-- 🌍 spatial renewable potentials: PyPSA-Earth wind/solar CF distributions
-- 💰 integrated LCOX: region-level cost curves for H2, DRI, HBI
-- 🛳️ global trade dispatch: route costs, flows, nodal prices, utilization
-- ⚙️ configurable automation: regions, technologies, scenarios via YAML + Snakemake rules
-
-## Quick installation (PIXI)
-
-Clone the repository:
+## Quick start – installation & execution
 
 ```sh
 git clone https://github.com/energyLS/shift.git
 cd shift
-```
-
-Install dependencies with pixi:
-
-```sh
 pixi install
+pixi run snakemake model_trade_all
 ```
 
-Activate the environment:
+Approximate runtimes:
 
-```sh
-pixi shell
-```
+- Installation (`pixi install`): ~5 minutes
+- Full model (`model_trade_all`): ~5 hours
 
-(Optional) Install pre-commit hooks:
+> [!TIP]
+> For a quick, low-resolution run, check out the
+> [`demo` branch](https://github.com/energyLS/shift/tree/demo), which uses
+> fewer regions and quantities and completes in ~1 hour.
 
-```sh
-pre-commit install
-```
+## Key results
 
+`model_trade_all` populates `results/<scenario>/` for each configured trade
+scenario with:
 
-For details, see https://pixi.prefix.dev/latest/ (or your local PIXI docs).
+- `result.csv` – regional production volumes and shipped quantities
+- `map_ironore.pdf`, `map_hbi.pdf`, `map_steel.pdf` – trade-flow maps by product
+- `network.nc` – the full PyPSA network, for further analysis
 
-## Run (core workflow)
+## Documentation
 
-In the workspace root:
+Full documentation - installation details, solver setup, the workflow
+stages, config flags, and a module-by-module reference - lives in `docs/`
+and is built with mkdocs:
 
 ```sh
-pixi run snakemake model_trade_all
+pixi run -e docs mkdocs serve
 ```
 
-To collect all figures (under development):
-
-```sh
-pixi run snakemake collect_figures
-```
-
-
-## Workflow overview
-
-### Configuration & Scenario Setup (implicit)
-
-Before execution, Snakemake reads:
-- **Global settings**: `config/config.yaml` (regions, cost years, solver options, enable flags)
-- **Scenario matrix**: `config/trade_scenarios.csv` (rows = distinct trade scenarios)
-
-These expand into a deterministic wildcard space (cost_year, region, product, scenario) that drives all downstream rule creation. This bootstrap is handled automatically by Snakemake; no user action required.
-
-### Step 0: Renewable potentials (pre-computed inputs)
-
-In this stage we generate the supply-side resource backbone.
-Renewable capacity-factor series and maximum deployable potentials are pre-computed externally using PyPSA-Earth's `build_renewable_profiles` rule and stored in `data/renewable_profiles/`.
-This stage is not part of the current Snakefile. SHIFT consumes pre-computed .nc datasets to avoid the long runtime of full GIS processing.
-
-> **For new users:** No action needed. Renewable data files are provided in the repository.
-
-### Step 1: Greenfield supply curve generation (PyPSA)
-
-With renewable profiles and [techno-economic assumptions](https://github.com/PyPSA/technology-data) in place, SHIFT builds regional PyPSA optimization models to size generation, storage, and process assets.
-It evaluates each candidate plant (H2 electrolyser, DRI furnace, HBI plant, steel mills) across resource quality and cost parameters to produce levelized cost curves (LCOX) as a function of capacity.
-The result is a fleet of supply curve elements (capacity buckets with marginal costs and metadata) for H2, DRI, HBI, and steel by region.
-
-Step 1 is a multi-part stage: load techno-economic data and build regional cost baselines, prepare renewable candidate sets per region, solve optimization problems at discrete demand levels, and consolidate results into piecewise supply curves. Each stage depends on the prior; files are persisted between steps to support reproducibility and debugging.
-The output is a harmonized set of supply curves used as input for the trade stage.
-
-### Step 2: Global trade optimization (LP)
-
-This stage takes regional supply curves and demand obligations, then runs a linear program over the regional network.
-It includes transport cost matrices, ore production constraints, and market compatibility.
-The solver decides how much each region should produce versus import/export, by product and route.
-
-The trade solution yields detailed outputs: regional production volume and shipped quantities.
-It can also be reconciled with scenarios for demand, policy constraints, and infrastructure availability.
-
+then open <http://127.0.0.1:8000>.
 
 ## Acknowledgements
 
diff --git a/config/config.yaml b/config/config.yaml
index 113d6ac..c42c3ef 100644
--- a/config/config.yaml
+++ b/config/config.yaml
@@ -1,7 +1,7 @@
 enable:
-  run_supply_chain: False # Enable for first run
-  run_supply_curve: False # Enable for first run
-  cluster_renewables: False # Enable for first run
+  run_supply_chain: True # Set False to skip re-deriving once resources exist on disk
+  run_supply_curve: True # Set False to skip re-deriving once resources exist on disk
+  cluster_renewables: True # Set False to skip re-deriving once resources exist on disk
 
 run:
   disable_progressbar: false
diff --git a/docs/index.md b/docs/index.md
new file mode 100644
index 0000000..de21f9d
--- /dev/null
+++ b/docs/index.md
@@ -0,0 +1,29 @@
+# SHIFT — Steel & Hydrogen Integrated Freight Trade
+
+SHIFT is a spatially resolved techno-economic optimization of global iron and
+steel supply chains under decarbonization. It explores how hydrogen-based
+direct reduced iron (DRI) production and hot-briquetted iron (HBI) trade can
+shift value creation to regions with renewable energy and capital
+availability.
+
+The model identifies cost-optimal configurations for mining, hydrogen
+production, DRI processing, and HBI trade, using a two-stage optimization
+pipeline built on [PyPSA](https://pypsa.org/) and orchestrated with
+[Snakemake](https://snakemake.readthedocs.io/).
+
+Key features:
+
+- **Two-stage process**: greenfield supply curves + cross-region LP trade
+- **Spatial renewable potentials**: PyPSA-Earth wind/solar CF distributions
+- **Integrated LCOX**: region-level cost curves for H2, DRI, HBI
+- **Global trade dispatch**: route costs, flows, nodal prices, utilization
+- **Configurable automation**: regions, technologies, scenarios via YAML + Snakemake rules
+
+## Where to go next
+
+- [Installation & running the pipeline](installation.md) — pixi setup, the
+  core Snakemake commands, and known platform-specific gotchas (notably a
+  Snakemake scheduler issue on Windows).
+- [Workflow overview](workflow.md) — what each pipeline stage does.
+- [Module reference](modules.md) — auto-generated documentation for each
+  script in `workflow/scripts/`, pulled directly from their docstrings.
diff --git a/docs/installation.md b/docs/installation.md
new file mode 100644
index 0000000..81bf429
--- /dev/null
+++ b/docs/installation.md
@@ -0,0 +1,61 @@
+# Installation & running the pipeline
+
+## Install dependencies with pixi
+
+```sh
+git clone https://github.com/energyLS/shift.git
+cd shift
+pixi install
+pixi shell
+```
+
+(Optional) install pre-commit hooks:
+
+```sh
+pre-commit install
+```
+
+For details on pixi itself, see <https://pixi.prefix.dev/latest/>.
+
+## Solvers
+
+The pipeline solves PyPSA/linopy optimization problems and supports two
+solver backends, selected via `config/config.yaml`'s `solver.name` (or
+overridden with the `SHIFT_SOLVER` / `SHIFT_SOLVER_OPTIONS` environment
+variables):
+
+- **Gurobi** (`solver.name: gurobi`) — the default. Requires a Gurobi
+  license (e.g. a `gurobi.lic` file); `gurobipy` is installed automatically.
+- **HiGHS** (`solver.name: highs`, or `SHIFT_SOLVER=highs`) — a free
+  fallback that needs no license. This is what CI uses, since CI runners
+  don't have a Gurobi license.
+
+Only these two are actively configured (`config/config.yaml`'s
+`solver_options` only defines `gurobi-default` and `highs-default`
+presets). Other solver names some dependencies could technically support
+are not wired up with tuned options here.
+
+## Run the core workflow
+
+From the repository root:
+
+```sh
+pixi run snakemake model_trade_all
+```
+
+On Windows, Snakemake's default job scheduler (an ILP solver via PuLP +
+CBC) can fail with a `PulpSolverError` caused by a `-threads` flag
+mismatch with the bundled `cbc.exe`. If you hit that, add
+`--scheduler greedy`:
+
+```sh
+pixi run snakemake --scheduler greedy model_trade_all
+```
+
+This only changes how Snakemake orders/parallelizes ready jobs, not what
+gets computed.
+
+`collect_figures` does not currently work - its `input:` block references
+wildcards (`wacc`, `scenario`, `sort`, `demand`) that are never bound to
+concrete values, so Snakemake fails immediately with a `WildcardError`
+before building the DAG.
diff --git a/docs/modules.md b/docs/modules.md
new file mode 100644
index 0000000..862fcfd
--- /dev/null
+++ b/docs/modules.md
@@ -0,0 +1,39 @@
+# Module reference
+
+Auto-generated from the docstrings in `workflow/scripts/`. If a summary
+here looks out of date, the docstring in the source file is what's wrong -
+fix it there.
+
+## Shared utilities
+
+::: _helpers
+
+::: trade_chain_utils
+
+## Data preparation
+
+::: download_labour_data
+
+::: prepare_labour_cost
+
+::: tech_database
+
+::: cluster_renewables
+
+::: preprocess_consolidate_renewables
+
+::: renewable_profiles
+
+## Supply curve generation (Step 1)
+
+::: build_x_supply_chain
+
+::: prepare_regional_network
+
+::: calculate_lcox
+
+::: create_supply_curve
+
+## Trade optimization (Step 2)
+
+::: model_trade
diff --git a/docs/workflow.md b/docs/workflow.md
new file mode 100644
index 0000000..dfbb11d
--- /dev/null
+++ b/docs/workflow.md
@@ -0,0 +1,96 @@
+# Workflow overview
+
+### Configuration & scenario setup (implicit)
+
+Before execution, Snakemake reads:
+
+- **Global settings**: `config/config.yaml` (regions, cost years, solver options, enable flags)
+- **Scenario matrix**: `config/trade_scenarios.csv` (rows = distinct trade scenarios)
+
+These expand into a deterministic wildcard space (cost_year, region,
+product, scenario) that drives all downstream rule creation. This
+bootstrap is handled automatically by Snakemake; no user action required.
+
+### The `enable` flags
+
+`config/config.yaml`'s `enable` block gates three of the most expensive
+rules in the pipeline, and ships **`True`** by default so a fresh clone
+runs end-to-end with no manual edits:
+
+```yaml
+enable:
+  run_supply_chain: True   # gates rule calculate_regional_lcox
+  run_supply_curve: True   # gates rule create_supply_curve
+  cluster_renewables: True # gates rule cluster_renewables
+```
+
+These aren't ordinary "skip if already done" toggles - each one wraps an
+entire `rule` definition in an `if config["enable"].get(...)` in the
+`.smk` files, so when a flag is `False`, Snakemake doesn't just skip
+re-running that rule, **the rule doesn't exist in the DAG at all**:
+
+- `cluster_renewables: False` removes the `cluster_renewables` rule, so
+  `resources/renewables_clustered.nc` must already exist on disk.
+- `run_supply_chain: False` removes `calculate_regional_lcox`, so the
+  per-region/product/demand-level LCOX result CSVs it would produce
+  (`resources/lco-{product}/.../results_{demand}.csv`) must already exist.
+- `run_supply_curve: False` removes `create_supply_curve`, so the
+  combined supply-curve CSVs/PDFs
+  (`resources/supply_curves/.../{region}_marginal_cost_{product}.csv`)
+  must already exist.
+
+`resources/` is gitignored - nothing under it ships in the repo - so all
+three flags must be `True` the first time you run against a given config
+(regions, cost year, scenarios). Once the resources exist on disk, you
+can set them back to `False` to skip re-deriving them on subsequent runs
+- useful because renewable clustering alone takes on the order of 10+
+minutes, and LCOX/supply-curve generation scales with the number of
+configured regions.
+
+The trap: if you change something the cached resources depend on (most
+obviously `regions`, but also `cost_year` or clustering parameters) while
+leaving a flag `False`, Snakemake won't silently regenerate the stale
+file for you - since the rule doesn't exist, you'll either get a hard
+`MissingInputException`/`No rule to produce ...` error, or worse, a run
+that silently reuses resources computed for the *previous* region set.
+When in doubt (e.g. after editing `regions:`), set all three back to
+`True` for one run.
+
+### Step 0: Renewable potentials
+
+Renewable capacity-factor series and maximum deployable potentials are
+retrieved from a pre-computed Zenodo archive (see the `retrieve_data`
+rule) rather than generated locally, to avoid the long runtime of full
+GIS processing via PyPSA-Earth's `build_renewable_profiles`.
+
+### Step 1: Greenfield supply curve generation (PyPSA)
+
+With renewable profiles and [techno-economic assumptions](https://github.com/PyPSA/technology-data)
+in place, SHIFT builds regional PyPSA optimization models to size
+generation, storage, and process assets. It evaluates each candidate
+plant (H2 electrolyser, DRI furnace, HBI plant, steel mills) across
+resource quality and cost parameters to produce levelized cost curves
+(LCOX) as a function of capacity. The result is a fleet of supply curve
+elements (capacity buckets with marginal costs and metadata) for H2, DRI,
+HBI, and steel by region.
+
+Step 1 is a multi-part stage: load techno-economic data and build
+regional cost baselines, prepare renewable candidate sets per region,
+solve optimization problems at discrete demand levels, and consolidate
+results into piecewise supply curves. Each stage depends on the prior;
+files are persisted between steps to support reproducibility and
+debugging. See [`calculate_lcox`](modules.md#calculate_lcox) and
+[`create_supply_curve`](modules.md#create_supply_curve).
+
+### Step 2: Global trade optimization (LP)
+
+This stage takes regional supply curves and demand obligations, then runs
+a linear program over the regional network. It includes transport cost
+matrices, ore production constraints, and market compatibility. The
+solver decides how much each region should produce versus import/export,
+by product and route.
+
+The trade solution yields detailed outputs: regional production volume
+and shipped quantities. It can also be reconciled with scenarios for
+demand, policy constraints, and infrastructure availability. See
+[`model_trade`](modules.md#model_trade).
diff --git a/mkdocs.yml b/mkdocs.yml
new file mode 100644
index 0000000..a689f09
--- /dev/null
+++ b/mkdocs.yml
@@ -0,0 +1,28 @@
+site_name: SHIFT
+site_description: Techno-economic optimization of global iron and steel supply chains under decarbonization
+repo_url: https://github.com/energyLS/shift
+
+nav:
+  - Home: index.md
+  - Installation & running: installation.md
+  - Workflow overview: workflow.md
+  - Module reference: modules.md
+
+theme:
+  name: material
+  features:
+    - navigation.sections
+    - content.code.copy
+
+plugins:
+  - search
+  - mkdocstrings:
+      handlers:
+        python:
+          paths: [workflow/scripts]
+          options:
+            show_source: true
+            show_root_heading: true
+            heading_level: 3
+            docstring_style: numpy
+            members_order: source
diff --git a/pixi.lock b/pixi.lock
index b1115ee..6a8356b 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -75,7 +75,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgrib-0.9.15.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cftime-1.6.5-py312h4f23490_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.1-pyh8f84b5b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh707e725_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-plugins-1.1.1.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cligj-0.7.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cloudpickle-3.1.2-pyhcf101f3_1.conda
@@ -578,7 +578,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgrib-0.9.15.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/cftime-1.6.5-py312h196c9fc_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.1-pyha7b4d00_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh7428d3b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-plugins-1.1.1.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cligj-0.7.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cloudpickle-3.1.2-pyhcf101f3_1.conda
@@ -1047,7 +1047,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.5.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cftime-1.6.5-py312h4f23490_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.1-pyh8f84b5b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh707e725_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-plugins-1.1.1.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cligj-0.7.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cloudpickle-3.1.2-pyhcf101f3_1.conda
@@ -1572,7 +1572,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.5.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/cftime-1.6.5-py312h196c9fc_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.1-pyha7b4d00_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh7428d3b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-plugins-1.1.1.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cligj-0.7.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cloudpickle-3.1.2-pyhcf101f3_1.conda
@@ -1982,6 +1982,1009 @@ environments:
       - pypi: https://files.pythonhosted.org/packages/c2/14/e2a54fabd4f08cd7af1c07030603c3356b74da07f7cc056e600436edfa17/tzlocal-5.3.1-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/76/96/8538b80d6425e53ed68553688ca1a615e0b1f789015f55c370b337aaada5/wbdata-1.1.0-py3-none-any.whl
       - pypi: https://files.pythonhosted.org/packages/8f/9e/053111e07789d0dfcbb4ff334b06fdbe6ad8c567be0c6278d0a1781e0793/wbgapi-1.0.14-py3-none-any.whl
+  docs:
+    channels:
+    - url: https://conda.anaconda.org/conda-forge/
+    - url: https://conda.anaconda.org/bioconda/
+    - url: https://conda.anaconda.org/gurobi/
+    indexes:
+    - https://pypi.org/simple
+    options:
+      pypi-prerelease-mode: if-necessary-or-explicit
+    packages:
+      linux-64:
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/affine-2.4.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.13.5-py312h5d8c7f2_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.15.3-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/amply-0.1.6-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.12.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/appdirs-1.4.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-25.1.0-py312h4c3975b_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/argparse-dataclass-2.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.4.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.2.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/atlite-0.4.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/attr-2.5.2-h39aace5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.4.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.10.1-h2d2dd48_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-cal-0.9.13-h2c9d079_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-common-0.12.6-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-compression-0.3.2-h8b1a151_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-event-stream-0.6.0-h9b893ba_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-http-0.10.12-h4bacb7b_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-io-0.26.3-hb18f61d_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-mqtt-0.15.2-he9ea9c5_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-s3-0.11.5-h6d69fc9_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-sdkutils-0.2.4-h8b1a151_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-checksums-0.2.10-h8b1a151_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.37.4-h4c8aef7_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-sdk-cpp-1.11.747-hc3785e1_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-core-cpp-1.16.2-h206d751_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-identity-cpp-1.13.3-hed0cdb0_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-blobs-cpp-12.16.0-hdd73cc9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-common-cpp-12.12.0-ha7a2c86_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-files-datalake-cpp-12.14.0-h52c5a47_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.18.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/backports.zstd-1.5.0-py312h90b7ffd_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/backrefs-8.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.3.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.3.0-hbca2aae_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/blinker-1.9.0-pyhff2d567_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/blosc-1.21.6-he440d0b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/bokeh-3.9.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/bottleneck-1.6.0-np2py312hfb8c2c5_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/branca-0.8.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-1.2.0-hed03a55_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.2.0-hb03c661_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py312hdb49522_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_9.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.6-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/c-blosc2-3.0.3-hc31b594_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.2.25-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.4-he90730b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cartopy-0.25.0-py312hf79963d_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cdsapi-0.7.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2026.2.25-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-2.0.0-py312h460c074_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cfgrib-0.9.15.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cftime-1.6.5-py312h4f23490_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.5-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh707e725_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-plugins-1.1.1.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cligj-0.7.2-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cloudpickle-3.1.2-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/coin-or-cbc-2.10.13-h4d16d09_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/coin-or-cgl-0.60.10-hc46dffc_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/coin-or-clp-1.17.11-hc03379b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/coin-or-osi-0.108.12-hf4fecb4_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/coin-or-utils-2.11.13-hc93afbd_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/conda-inject-1.3.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/configargparse-1.7.5-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/connection_pool-0.0.3-pyhd3deb0d_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.3.3-py312h0a2e395_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.12.13-py312hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cryptography-48.0.0-py312ha4b625e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhcf101f3_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cyrus-sasl-2.1.28-hac629b4_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cytoolz-1.1.0-py312h4c3975b_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-2026.1.2-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-core-2026.1.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/dbus-1.16.2-h24cb091_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.20-py312h8285ef7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/deprecation-2.1.0-pyh9f0ad1d_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/distributed-2026.1.2-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.22.4-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/double-conversion-3.4.0-hecca717_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dpath-2.2.0-pyha770c72_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/eccodes-2.46.0-h83bc92c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/entrypoints-0.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/et_xmlfile-2.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/findlibs-0.1.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/folium-0.20.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-h77eed37_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/fontconfig-2.17.1-h27c8c51_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-hc364b38_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.63.0-py312h8a5da7c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/freeglut-3.2.2-ha6d2627_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/freetype-2.14.3-ha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/freexl-2.0.0-h9dce30a_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/frozenlist-1.7.0-py312h447239a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fsspec-2026.2.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geographiclib-2.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geohash2-1.1-py_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geojson-3.2.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geopandas-1.1.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geopandas-base-1.1.3-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geopy-2.4.1-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/geos-3.14.1-h480dda7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/gflags-2.2.2-h5888daf_1005.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ghp-import-2.1.0-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/giflib-5.2.2-hd590300_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/gitdb-4.0.12-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/gitpython-3.1.46-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/glog-0.7.1-hbabe93e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-api-core-2.30.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-auth-2.49.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-cloud-core-2.5.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-cloud-storage-3.9.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/google-crc32c-1.8.0-py312h03f33d3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-resumable-media-2.8.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/googleapis-common-protos-1.73.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/graphite2-1.3.14-hecca717_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/griffelib-2.1.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/grpcio-1.78.1-py312h39ee1c6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/grpcio-status-1.78.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/h5netcdf-1.8.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/h5py-3.16.0-nompi_py312ha4f8f14_102.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/harfbuzz-14.2.0-h6083320_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/hdf4-4.2.15-h2a13503_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/hdf5-1.14.6-nompi_h19486de_106.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/highspy-1.14.0-np2py312h0f77346_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/humanfriendly-10.0-pyh707e725_8.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.3-h33c6efd_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.11-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/immutables-0.21-py312h4c3975b_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib_resources-6.5.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/iniconfig-2.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-7.2.0-pyha191276_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.11.0-pyhecfbec7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_genutils-0.2.0-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ipywidgets-7.8.5-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/jasper-4.2.9-he3c4edf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/joblib-1.5.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/json-c-0.18-h6688a6e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.13.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonpointer-3.0.0-pyhcf101f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.26.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.26.0-hcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-1.1.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.8.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_console-6.6.3-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.9.1-pyhc90fa1f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyhe01879c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.4-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.5.6-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.28.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_widgets-1.1.11-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/kiwisolver-1.5.0-py312h0a2e395_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/kmedoids-0.5.5-py312h6b5fed6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/krb5-1.22.2-ha1258a1_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.3.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/lcms2-2.18-h0c24ade_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.45.1-default_hbd61a6d_101.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/lerc-4.1.0-hdb68285_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/levenshtein-0.27.3-py312h1289d80_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libabseil-20260107.1-cxx17_h7b12aa8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libaec-1.1.5-h088129d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libarchive-3.8.6-gpl_hc2c16d8_100.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libarrow-24.0.0-ha7f89c6_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libarrow-acero-24.0.0-h635bf11_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libarrow-compute-24.0.0-h53684a4_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libarrow-dataset-24.0.0-h635bf11_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libarrow-substrait-24.0.0-hb4dd7c2_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.11.0-5_h4a7cf45_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.2.0-hb03c661_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlidec-1.2.0-hb03c661_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libbrotlienc-1.2.0-hb03c661_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.11.0-5_h0358290_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libclang13-22.1.5-default_h746c552_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcrc32c-1.1.2-h9c3ff4c_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcups-2.3.3-h7a8fb5f_6.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.19.0-hcf29cc6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libdeflate-1.25-h17f619e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libdrm-2.4.125-hb03c661_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20250104-pl5321h7949ede_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libegl-1.7.0-ha4b6fd6_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libegl-devel-1.7.0-ha4b6fd6_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libev-4.33-hd590300_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libevent-2.1.12-hf998b51_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.8.0-hecca717_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libffi-3.5.2-h3435931_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libfreetype-2.14.3-ha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libfreetype6-2.14.3-h73754d4_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.2.0-he0feb66_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.2.0-h69a702a_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgdal-core-3.12.2-hc2c0581_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgdal-hdf4-3.12.2-hf70aa56_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgdal-hdf5-3.12.2-hcaab353_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgdal-netcdf-3.12.2-h03ef1cf_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran-15.2.0-h69a702a_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-15.2.0-h68bc16d_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgl-1.7.0-ha4b6fd6_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgl-devel-1.7.0-ha4b6fd6_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libglib-2.88.1-h0d30a3d_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libglu-9.0.3-h5888daf_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libglvnd-1.7.0-ha4b6fd6_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libglx-1.7.0-ha4b6fd6_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libglx-devel-1.7.0-ha4b6fd6_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.2.0-he0feb66_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgoogle-cloud-3.3.0-h25dbb67_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgoogle-cloud-storage-3.3.0-hdbdcf42_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libgrpc-1.78.1-h1d1128b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libhwy-1.3.0-h4c17acf_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libiconv-1.18-h3b78370_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libjpeg-turbo-3.1.4.1-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libjxl-0.11.2-ha09017c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libkml-1.3.0-haa4a5bd_1022.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.11.0-5_h47877c9_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblapacke-3.11.0-5_h6ae95b6_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libllvm22-22.1.6-hf7376ad_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.2-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libnetcdf-4.9.3-nompi_hbf2fc22_104.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libnghttp2-1.67.0-had1ee68_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libnsl-2.0.1-hb9d3cd8_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libntlm-1.8-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.30-pthreads_h94d23a6_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libopengl-1.7.0-ha4b6fd6_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libopentelemetry-cpp-1.26.0-h9692893_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libopentelemetry-cpp-headers-1.26.0-ha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libparquet-24.0.0-h7376487_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libpciaccess-0.18-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libpng-1.6.58-h421ea60_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libpq-18.3-h9abb657_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libprotobuf-6.33.5-h2b00c02_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libre2-11-2025.11.05-h0dc7533_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/librttopo-1.1.0-h46dd2a8_20.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.21-h280c20c_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libspatialite-5.1.0-gpl_h2abfd87_119.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.53.1-h0c1763c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libssh2-1.11.1-hcf80075_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h934c35e_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.2.0-hdf11a46_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libthrift-0.22.0-h454ac66_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libtiff-4.7.1-h9d88235_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libutf8proc-2.11.3-hfe17d71_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.41.3-h5347b49_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libvulkan-loader-1.4.341.0-h5279c79_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.6.0-hd42ef1d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libxcb-1.17.0-h8a09558_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libxcrypt-4.4.36-hd590300_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libxkbcommon-1.13.1-hca5e8e5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libxml2-16-2.15.2-hca6bf5a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.15.2-he237659_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libxml2-devel-2.15.2-he237659_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libxslt-1.1.43-h711ed8c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libzip-1.11.2-h6991a6a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/linopy-0.6.5-pyhc364b38_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/locket-1.0.0-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/lz4-4.4.5-py312h3d67a73_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.10.0-h5888daf_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/lzo-2.10-h280c20c_1002.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mapclassify-2.10.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/markdown-3.10.3-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.3-py312h8a5da7c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-3.10.9-py312h7900ff3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/matplotlib-base-3.10.9-py312he3d6523_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.2.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mergedeep-1.3.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/minizip-4.0.10-h05a5f5f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.2.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-1.6.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-autorefs-1.4.4-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-get-deps-0.2.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-material-9.7.7-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-material-extensions-1.3.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocstrings-1.0.6-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocstrings-python-2.0.5-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/msgpack-python-1.1.2-py312hd9148b4_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/multidict-6.7.1-py312h8a5da7c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/multiurl-0.3.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/muparser-2.3.5-h5888daf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.18.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.4-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.17.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.5-h2d0b736_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/netcdf4-1.7.3-nompi_py312hf6400b3_100.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/nlohmann_json-3.12.0-h54a6638_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nomkl-1.0-h5ca1d4c_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-7.5.5-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/numexpr-2.14.1-py312h88efc94_102.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/numpy-2.4.6-py312h33ff503_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/oauthlib-3.3.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openjpeg-2.5.4-h55fea9a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openldap-2.6.10-hbde042b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openpyxl-3.1.5-py312h7f6eeab_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.1-h35e630c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/orc-2.3.0-h21090e2_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/paginate-0.5.7-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pandas-2.3.3-py312hf79963d_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/papermill-2.7.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.6-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/partd-1.4.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/patsy-1.0.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.47-haa7fec5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pexpect-4.9.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pillow-12.2.0-py312h50c33e8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pixman-0.46.4-h54a6638_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.9.4-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/plotly-6.6.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.6.0-pyhf9edf01_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.38.1-pyh6a1acc5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/polars-runtime-32-1.38.1-py310hffdcd12_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/progressbar2-4.5.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/proj-9.7.1-he0df7b0_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/prometheus-cpp-1.3.0-ha5d0236_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.24.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt_toolkit-3.0.52-hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/propcache-0.3.1-py312h178313f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/proto-plus-1.27.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/protobuf-6.33.5-py312ha7b3241_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/psutil-7.2.2-py312h5253ce2_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-hb9d3cd8_1002.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pulp-2.8.0-py312hd0750ca_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/py-cpuinfo-9.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-24.0.0-py312h7900ff3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyarrow-core-24.0.0-py312h2054cf2_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyasn1-0.6.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyasn1-modules-0.4.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pycountry-24.6.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pydeck-0.9.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyjwt-2.11.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-11.0.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyogrio-0.12.1-py312h053e1f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyopenssl-26.2.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.3.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyproj-3.7.2-py312he675c61_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pypsa-1.1.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyshp-3.0.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyside6-6.11.1-py312h50ac2ff_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pytables-3.11.1-py312hefc0c3f_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-9.0.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-3.12.13-hd63d673_0_cpython.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/python-eccodes-2.46.0-np2py312hfb8c2c5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.12.13-hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-utils-3.9.1-pyhff2d567_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-8_cp312.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyu2f-0.1.5-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.3-py312h8a5da7c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyyaml-env-tag-1.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.1.0-py312hda471dd_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/qhull-2020.2-h434a139_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/qt6-main-6.11.1-pl5321h16c4a6b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/rapidfuzz-3.14.5-py312h1289d80_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/rasterio-1.5.0-py312hcedc861_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/re2-2025.11.05-h5301d42_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.37.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-oauthlib-1.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/reretry-0.11.8-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/rpds-py-0.30.0-py312h868fb18_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/rsa-4.9.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/s2n-1.7.3-hc5a330e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.8.0-np2py312h3226591_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/scipy-1.17.1-py312h54fa4ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/seaborn-0.13.2-hd8ed1ab_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/seaborn-base-0.13.2-pyhd8ed1ab_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/searoute-1.6.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-2.1.0-pyha191276_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/shapely-2.1.2-py312h383787d_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/smart_open-7.5.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/smmap-5.0.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-common-1.23.0-pyh84498cf_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-executor-plugins-9.4.0-pyh84498cf_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-1.2.4-pyhdfd78af_0.tar.bz2
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.3.3-pyh84498cf_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.6.2-pyhdfd78af_0.tar.bz2
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-storage-plugin-http-0.3.0-pyhdfd78af_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/snappy-1.2.2-h03e3b7b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/snuggs-1.4.7-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sortedcontainers-2.4.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/sqlite-3.32.3-hcee41ef_1.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/statsmodels-0.14.6-py312h4f23490_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.10.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tblib-3.2.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tenacity-9.1.4-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyhc90fa1f_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/throttler-1.2.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h366c992_103.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/toml-0.10.2-pyhcf101f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.4.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/toolz-1.1.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/tornado-6.5.5-py312h4c3975b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tqdm-4.67.3-pyh8f84b5b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/unicodedata2-17.0.1-py312h4c3975b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/uriparser-0.9.8-hac33072_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/validators-0.35.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/watchdog-6.0.0-py312h20c3967_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/wayland-1.25.0-hd6090a7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-25.10.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.9.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-3.6.10-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/wrapt-1.17.3-py312h4c3975b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/xarray-2026.2.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xcb-util-0.4.1-h4f16b4b_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xcb-util-cursor-0.1.6-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xcb-util-image-0.4.0-hb711507_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xcb-util-keysyms-0.4.1-hb711507_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xcb-util-renderutil-0.3.10-hb711507_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xcb-util-wm-0.4.2-hb711507_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xerces-c-3.3.0-hd9031aa_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xkeyboard-config-2.47-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libice-1.1.2-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libsm-1.2.6-he73a12e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libx11-1.8.13-he1eb515_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxau-1.0.12-hb03c661_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxcomposite-0.4.7-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxcursor-1.2.3-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxdamage-1.1.6-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxdmcp-1.1.5-hb03c661_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxext-1.3.7-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxfixes-6.0.2-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxi-1.8.2-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxrandr-1.5.5-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxrender-0.9.12-hb9d3cd8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxtst-1.2.5-hb9d3cd8_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-libxxf86vm-1.1.7-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/xorg-xorgproto-2025.1-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/xyzservices-2025.11.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h280c20c_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/yarl-1.24.2-py312h8a5da7c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/yte-1.9.4-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/zeromq-4.3.5-h41580af_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/zict-3.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-1.3.2-h25fd6f3_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/zlib-ng-2.3.3-hceb46e0_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
+      - pypi: https://files.pythonhosted.org/packages/df/73/b6e24bd22e6720ca8ee9a85a0c4a2971af8497d8f3193fa05390cbd46e09/backoff-2.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/72/76/20fa66124dbe6be5cafeb312ece67de6b61dd91a0247d1ea13db4ebb33c2/cachetools-5.5.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b4/0b/3c3bb7cbe757279e693a0be6049048012f794d01f81099609ecd53b899f0/dateparser-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/85/9b/9363877895a78258f24a883b137fae83e5cc5e33ed3768618f8ae2aa8da3/gurobipy-13.0.1-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/cc/1e/3fbe2fa1e8cebd62f3bb7d3321cff1640aca2e240b51d9bd624aad949260/regex-2026.5.9-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
+      - pypi: https://files.pythonhosted.org/packages/09/b6/621bc73492accf30a584291c45a4ceb7524b371d5e2df64213e8430d56b6/shelved_cache-0.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c2/14/e2a54fabd4f08cd7af1c07030603c3356b74da07f7cc056e600436edfa17/tzlocal-5.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/96/8538b80d6425e53ed68553688ca1a615e0b1f789015f55c370b337aaada5/wbdata-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/9e/053111e07789d0dfcbb4ff334b06fdbe6ad8c567be0c6278d0a1781e0793/wbgapi-1.0.14-py3-none-any.whl
+      win-64:
+      - conda: https://conda.anaconda.org/conda-forge/win-64/_openmp_mutex-4.5-20_gnu.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/_python_abi3_support-1.0-hd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/affine-2.4.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/aiohappyeyeballs-2.6.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aiohttp-3.13.5-py312h6b91d65_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/amply-0.1.6-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.12.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/appdirs-1.4.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-25.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/argon2-cffi-bindings-25.1.0-py312he06e257_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/argparse-dataclass-2.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.4.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-3.0.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.2.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/atlite-0.4.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-25.4.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-auth-0.10.1-h5d51246_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-cal-0.9.13-h46f3b43_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-common-0.12.6-hfd05255_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-compression-0.3.2-hcb3a2da_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-event-stream-0.6.0-h87b2689_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-http-0.10.12-h612f3e8_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-io-0.26.3-h0d5b9f9_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-mqtt-0.15.2-h904b250_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-s3-0.11.5-h87bd87b_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-c-sdkutils-0.2.4-hcb3a2da_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-checksums-0.2.10-hcb3a2da_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-crt-cpp-0.37.4-h4f72eff_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/aws-sdk-cpp-1.11.747-hd55a107_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/azure-core-cpp-1.16.2-h49e36cd_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/azure-identity-cpp-1.13.3-h5ffce34_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/azure-storage-blobs-cpp-12.16.0-hcd625b1_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/azure-storage-common-cpp-12.12.0-h5ffce34_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/azure-storage-files-datalake-cpp-12.14.0-h1678c0b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.18.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/backports.zstd-1.5.0-py312h06d0912_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/backrefs-8.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.3.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-with-css-6.3.0-hbca2aae_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/blinker-1.9.0-pyhff2d567_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/blosc-1.21.6-hfd34d9b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/bokeh-3.9.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/bottleneck-1.6.0-np2py312h226b611_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/branca-0.8.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-1.2.0-h2d644bc_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-bin-1.2.0-hfd05255_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.2.0-py312hc6d9e41_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h0ad9c76_9.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/c-ares-1.34.6-hfd05255_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/c-blosc2-3.0.3-h2af8807_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.2.25-h4c7d964_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/win-64/cairo-1.18.4-h477c42c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/cartopy-0.25.0-py312hc128f0a_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cdsapi-0.7.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2026.2.25-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/cffi-2.0.0-py312he06e257_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cfgrib-0.9.15.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/cftime-1.6.5-py312h196c9fc_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.5-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh7428d3b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-plugins-1.1.1.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cligj-0.7.2-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cloudpickle-3.1.2-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/coin-or-cbc-2.10.12-hd3ed8bd_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/coin-or-cgl-0.60.9-hacf86d0_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/coin-or-clp-1.17.10-h626fd10_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/coin-or-osi-0.108.11-hd615c49_6.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/coin-or-utils-2.11.12-h7214e40_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/conda-inject-1.3.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/configargparse-1.7.5-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/connection_pool-0.0.3-pyhd3deb0d_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/win-64/contourpy-1.3.3-py312h78d62e6_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cpython-3.12.13-py312hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/cryptography-48.0.0-py312h232196e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhcf101f3_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/cytoolz-1.1.0-py312he06e257_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-2026.1.2-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-core-2026.1.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/debugpy-1.8.20-py312ha1a9051_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.2.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/deprecation-2.1.0-pyh9f0ad1d_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/distributed-2026.1.2-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/docutils-0.22.4-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/double-conversion-3.4.0-hac47afa_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dpath-2.2.0-pyha770c72_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/eccodes-2.46.0-h2bffdaa_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ecmwf-datastores-client-0.4.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/entrypoints-0.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/et_xmlfile-2.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.3.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.2.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/findlibs-0.1.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/folium-0.20.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-h77eed37_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/fontconfig-2.17.1-hd47e2ca_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-hc364b38_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/fonttools-4.63.0-py312h05f76fc_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fqdn-1.5.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/freeglut-3.2.2-he0c23c2_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/freetype-2.14.3-h57928b3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/freexl-2.0.0-hf297d47_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/frozenlist-1.7.0-py312hfdf67e6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fsspec-2026.2.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geographiclib-2.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geohash2-1.1-py_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geojson-3.2.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geopandas-1.1.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geopandas-base-1.1.3-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geopy-2.4.1-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/geos-3.14.1-hdade9fe_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ghp-import-2.1.0-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/gitdb-4.0.12-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/gitpython-3.1.46-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-api-core-2.30.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-auth-2.49.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-cloud-core-2.5.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-cloud-storage-3.9.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/google-crc32c-1.8.0-py312h3d708b0_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/google-resumable-media-2.8.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/googleapis-common-protos-1.73.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/graphite2-1.3.14-hac47afa_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/griffelib-2.1.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/grpcio-1.78.1-py312h5881051_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/grpcio-status-1.78.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.16.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/h5netcdf-1.8.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/h5py-3.16.0-nompi_py312h03cd2ba_102.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/harfbuzz-14.2.0-h5a1b470_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/hdf4-4.2.15-h5557f11_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/hdf5-1.14.6-nompi_hae35d4c_106.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/highspy-1.14.0-np2py312ha76dc74_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/httpcore-1.0.9-pyh29332c3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/httpx-0.28.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/humanfriendly-10.0-pyh7428d3b_8.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/icu-78.3-h637d24d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.11-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/immutables-0.21-py312he06e257_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-8.7.0-pyhe01879c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/importlib_resources-6.5.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/iniconfig-2.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ipykernel-7.2.0-pyh6dadd2b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython-9.11.0-pyhccfa634_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_genutils-0.2.0-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ipython_pygments_lexers-1.1.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ipywidgets-7.8.5-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/isoduration-20.11.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/jasper-4.2.9-h8ad263b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jedi-0.19.2-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/joblib-1.5.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/json5-0.13.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonpointer-3.0.0-pyhcf101f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.26.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-specifications-2025.9.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jsonschema-with-format-nongpl-4.26.0-hcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-1.1.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter-lsp-2.3.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.8.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_console-6.6.3-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_core-5.9.1-pyh6dadd2b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_events-0.12.0-pyhe01879c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server-2.17.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyter_server_terminals-0.5.4-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab-4.5.6-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_pygments-0.3.0-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_server-2.28.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/jupyterlab_widgets-1.1.11-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/kiwisolver-1.5.0-py312h78d62e6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/kmedoids-0.5.5-py312h575328f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/krb5-1.22.2-h0ea6238_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/lark-1.3.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/lcms2-2.18-hf2c6c5f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/lerc-4.1.0-hd936e49_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/levenshtein-0.27.3-py312hbb81ca0_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libabseil-20260107.1-cxx17_h0eb2380_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libaec-1.1.5-haf901d7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libarchive-3.8.6-gpl_he24518a_100.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libarrow-24.0.0-hc74aee5_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libarrow-acero-24.0.0-h7d8d6a5_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libarrow-compute-24.0.0-h081cd8e_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libarrow-dataset-24.0.0-h7d8d6a5_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libarrow-substrait-24.0.0-h524e9bd_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libblas-3.11.0-7_h6c93730_netlib.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libbrotlicommon-1.2.0-hfd05255_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libbrotlidec-1.2.0-hfd05255_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libbrotlienc-1.2.0-hfd05255_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libcblas-3.11.0-7_hc41557d_netlib.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libclang13-22.1.5-default_ha2db4b5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libcrc32c-1.1.2-h0e60522_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libcurl-8.19.0-h8206538_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libdeflate-1.25-h51727cc_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libevent-2.1.12-h3671451_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libexpat-2.8.0-hac47afa_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libffi-3.5.2-h3d046cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libfreetype-2.14.3-h57928b3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libfreetype6-2.14.3-hdbac1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libgcc-15.2.0-h8ee18e1_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libgdal-core-3.12.2-h9774fe2_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libgdal-hdf4-3.12.2-h5bd48a5_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libgdal-hdf5-3.12.2-h5260803_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libgdal-netcdf-3.12.2-h1c765f5_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libglib-2.88.1-h7ce1215_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libgomp-15.2.0-h8ee18e1_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libgoogle-cloud-3.3.0-h2b231ac_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libgoogle-cloud-storage-3.3.0-he04ea4c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libgrpc-1.78.1-h9ff2b3e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libhwloc-2.12.2-default_h4379cf1_1000.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libhwy-1.3.0-ha71e874_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libiconv-1.18-hc1393d2_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libintl-0.22.5-h5728263_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libjpeg-turbo-3.1.4.1-hfd05255_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libjxl-0.11.2-hf3f85d1_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libkml-1.3.0-h68a222c_1022.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/liblapack-3.11.0-7_h018ca30_netlib.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/liblzma-5.8.2-hfd05255_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libnetcdf-4.9.3-nompi_h3948bcf_104.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libopentelemetry-cpp-1.26.0-hc88f397_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libopentelemetry-cpp-headers-1.26.0-h57928b3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libparquet-24.0.0-h7051d1f_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libpng-1.6.58-h7351971_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libprotobuf-6.33.5-h61fc761_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libre2-11-2025.11.05-h04e5de1_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/librttopo-1.1.0-haa95264_20.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libsodium-1.0.21-h6a83c73_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libspatialite-5.1.0-gpl_h0cd62ae_119.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libsqlite-3.53.1-hf5d6505_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libssh2-1.11.1-h9aa295b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libthrift-0.22.0-h23985f6_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libtiff-4.7.1-h8f73337_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libutf8proc-2.11.3-hb980946_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libvulkan-loader-1.4.341.0-h477610d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libwebp-base-1.6.0-h4d5522a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libwinpthread-12.0.0.r4.gg4f2fc60ca-h57928b3_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxcb-1.17.0-h0e4246c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-16-2.15.2-h3cfd58e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-2.15.2-h779ef1b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-devel-2.15.2-h779ef1b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxslt-1.1.43-h0fbe4c1_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libzip-1.11.2-h3135430_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libzlib-1.3.2-hfd05255_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/linopy-0.6.5-pyhc364b38_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/locket-1.0.0-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/win-64/lz4-4.4.5-py312hc3c93f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/lz4-c-1.10.0-h2466b09_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/lzo-2.10-h6a83c73_1002.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mapclassify-2.10.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/markdown-3.10.3-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/markupsafe-3.0.3-py312h05f76fc_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/matplotlib-3.10.9-py312h2e8e312_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/matplotlib-base-3.10.9-py312h0ebf65c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.2.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mergedeep-1.3.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/minizip-4.0.10-h9fa1bad_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mistune-3.2.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-1.6.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-autorefs-1.4.4-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-get-deps-0.2.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-material-9.7.7-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-material-extensions-1.3.1-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocstrings-1.0.6-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/mkdocstrings-python-2.0.5-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/mkl-include-2025.3.0-h57928b3_455.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/mkl-static-2025.3.0-hfdbc840_455.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/msgpack-python-1.1.2-py312hf90b1b7_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/multidict-6.7.1-py312h05f76fc_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/multiurl-0.3.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/muparser-2.3.5-he0c23c2_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.18.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbclient-0.10.4-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbconvert-core-7.17.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nbformat-5.10.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.6.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/netcdf4-1.7.3-nompi_py312h79d12a2_100.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/nlohmann_json-3.12.0-h5112557_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/nomkl-1.0-h5ca1d4c_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-7.5.5-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/notebook-shim-0.2.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/numexpr-2.14.1-py312h0c4f959_102.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/numpy-2.4.6-py312ha3f287d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/oauthlib-3.3.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/openjpeg-2.5.4-h0e57b4f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/openpyxl-3.1.5-py312h83acffa_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/openssl-3.6.1-hf411b9b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/orc-2.3.0-h8fc0eb6_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/overrides-7.7.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/paginate-0.5.7-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pandas-2.3.3-py312hc128f0a_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pandocfilters-1.5.0-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/papermill-2.7.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/parso-0.8.6-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/partd-1.4.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/patsy-1.0.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pcre2-10.47-hd2b5f0e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pillow-12.2.0-py312h31f0997_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pixman-0.46.4-h5112557_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/platformdirs-4.9.4-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/plotly-6.6.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pluggy-1.6.0-pyhf9edf01_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/polars-1.38.1-pyh6a1acc5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/polars-runtime-32-1.38.1-py310hca7251b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/progressbar2-4.5.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/proj-9.7.1-hd30e2cd_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/prometheus-cpp-1.3.0-hcea2f5d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/prometheus_client-0.24.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.52-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/prompt_toolkit-3.0.52-hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/propcache-0.3.1-py312h31fea79_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/proto-plus-1.27.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/protobuf-6.33.5-py312hcb3287e_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/psutil-7.2.2-py312he5662c2_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pthread-stubs-0.4-h0e40799_1002.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pulp-2.8.0-py312he39998a_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.3-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/py-cpuinfo-9.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyarrow-24.0.0-py312h2e8e312_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyarrow-core-24.0.0-py312h12c7521_0_cpu.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyasn1-0.6.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyasn1-modules-0.4.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pycountry-24.6.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pycparser-2.22-pyh29332c3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pydeck-0.9.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pygments-2.19.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyjwt-2.11.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-11.0.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyogrio-0.12.1-py312h3f2e00f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyopenssl-26.2.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.3.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyproj-3.7.2-py312h8b773d8_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pypsa-1.1.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyreadline3-3.5.6-py312h2e8e312_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyshp-3.0.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyside6-6.11.1-py312ha7d0d2e_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyh09c184e_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pytables-3.11.1-py312h20cef2e_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pytest-9.0.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.12.13-h0159041_0_cpython.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/python-eccodes-2.46.0-np2py312h226b611_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.21.2-pyhe01879c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-gil-3.12.13-hd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-json-logger-2.0.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2025.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-utils-3.9.1-pyhff2d567_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-8_cp312.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2025.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyu2f-0.1.5-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pywin32-311-py312h829343e_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pywinpty-2.0.15-py312h275cf98_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyyaml-6.0.3-py312h05f76fc_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyyaml-env-tag-1.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyzmq-27.1.0-py312h343a6d4_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/qhull-2020.2-hc790b64_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/qt6-main-6.11.1-pl5321hfcac499_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/rapidfuzz-3.14.5-py312hbb81ca0_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/rasterio-1.5.0-py312h064b072_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/re2-2025.11.05-ha104f34_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/referencing-0.37.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.32.5-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-oauthlib-1.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/reretry-0.11.8-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3339-validator-0.1.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3986-validator-0.1.1-pyh9f0ad1d_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/rfc3987-syntax-1.1.0-pyhe01879c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/rpds-py-0.30.0-py312hdabe01f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/rsa-4.9.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.8.0-np2py312hea30aaf_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/scipy-1.17.1-py312h9b3c559_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/seaborn-0.13.2-hd8ed1ab_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/seaborn-base-0.13.2-pyhd8ed1ab_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/searoute-1.6.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/send2trash-2.1.0-pyh6dadd2b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/shapely-2.1.2-py312h37f46ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/smart_open-7.5.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/smmap-5.0.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-common-1.23.0-pyh84498cf_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-executor-plugins-9.4.0-pyh84498cf_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-logger-plugins-1.2.4-pyhdfd78af_0.tar.bz2
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-report-plugins-1.3.0-pyhd4c3c12_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.3.3-pyh84498cf_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.6.2-pyhdfd78af_0.tar.bz2
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-storage-plugin-http-0.3.0-pyhdfd78af_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/win-64/snappy-1.2.2-h7fa0ca8_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sniffio-1.3.1-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/snuggs-1.4.7-pyhd8ed1ab_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/sortedcontainers-2.4.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/soupsieve-2.8.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/sqlite-3.53.1-hdb435a2_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/stack_data-0.6.3-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/statsmodels-0.14.6-py312h196c9fc_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tabulate-0.10.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/tbb-2022.3.0-h3155e25_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tblib-3.2.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tenacity-9.1.4-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/terminado-0.18.1-pyh6dadd2b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/throttler-1.2.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tinycss2-1.4.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h6ed50ae_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/toml-0.10.2-pyhcf101f3_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tomli-2.4.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/toolz-1.1.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/tornado-6.5.5-py312he06e257_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tqdm-4.67.3-pyha7b4d00_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/traitlets-5.14.3-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing-extensions-4.15.0-h396c80c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.15.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/typing_utils-0.1.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/unicodedata2-17.0.1-py312he06e257_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/uri-template-1.3.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/uriparser-0.9.8-h5a68840_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/validators-0.35.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h41ae7f8_34.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.44.35208-h818238b_34.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_34.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/vs2015_runtime-14.44.35208-h38c0c73_34.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/watchdog-6.0.0-py312h209ec74_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.6.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/webcolors-25.10.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/webencodings-0.5.1-pyhd8ed1ab_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/websocket-client-1.9.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/widgetsnbextension-3.6.10-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/win_inet_pton-1.1.0-pyh7428d3b_8.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/winpty-0.4.3-4.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/win-64/wrapt-1.17.3-py312he06e257_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/xarray-2026.2.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/xerces-c-3.3.0-hac47afa_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/xorg-libxau-1.0.12-hba3369d_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/xorg-libxdmcp-1.1.5-hba3369d_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/xyzservices-2025.11.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h6a83c73_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/yarl-1.24.2-py312h05f76fc_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/yte-1.9.4-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/zeromq-4.3.5-h507cc87_10.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/zict-3.0.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/zipp-3.23.0-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/zlib-1.3.2-hfd05255_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/zlib-ng-2.3.3-h0261ad2_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-h534d264_6.conda
+      - pypi: https://files.pythonhosted.org/packages/df/73/b6e24bd22e6720ca8ee9a85a0c4a2971af8497d8f3193fa05390cbd46e09/backoff-2.2.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/72/76/20fa66124dbe6be5cafeb312ece67de6b61dd91a0247d1ea13db4ebb33c2/cachetools-5.5.2-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/b4/0b/3c3bb7cbe757279e693a0be6049048012f794d01f81099609ecd53b899f0/dateparser-1.4.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8d/c7/c106367b5209ab5500df8feed64d596276d7e78fe7ab3b918ac938ce580b/gurobipy-13.0.1-cp312-cp312-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/78/87/240d36864f9e48ace85f72e79ced97ceb7f27ce87739a947dcb834b4e6bc/regex-2026.5.9-cp312-cp312-win_amd64.whl
+      - pypi: https://files.pythonhosted.org/packages/09/b6/621bc73492accf30a584291c45a4ceb7524b371d5e2df64213e8430d56b6/shelved_cache-0.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/c2/14/e2a54fabd4f08cd7af1c07030603c3356b74da07f7cc056e600436edfa17/tzlocal-5.3.1-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/76/96/8538b80d6425e53ed68553688ca1a615e0b1f789015f55c370b337aaada5/wbdata-1.1.0-py3-none-any.whl
+      - pypi: https://files.pythonhosted.org/packages/8f/9e/053111e07789d0dfcbb4ff334b06fdbe6ad8c567be0c6278d0a1781e0793/wbgapi-1.0.14-py3-none-any.whl
   test:
     channels:
     - url: https://conda.anaconda.org/conda-forge/
@@ -2057,7 +3060,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgrib-0.9.15.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cftime-1.6.5-py312h4f23490_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.1-pyh8f84b5b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh707e725_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-plugins-1.1.1.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cligj-0.7.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cloudpickle-3.1.2-pyhcf101f3_1.conda
@@ -2562,7 +3565,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgrib-0.9.15.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/cftime-1.6.5-py312h196c9fc_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.5-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.1-pyha7b4d00_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh7428d3b_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-plugins-1.1.1.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cligj-0.7.2-pyhd8ed1ab_2.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cloudpickle-3.1.2-pyhcf101f3_1.conda
@@ -3890,6 +4893,18 @@ packages:
   - pkg:pypi/backports-zstd?source=compressed-mapping
   size: 238601
   timestamp: 1778594083648
+- conda: https://conda.anaconda.org/conda-forge/noarch/backrefs-8.0-pyhcf101f3_0.conda
+  sha256: 8b3f31167895e32e494feba6849ad443e2e378ad422c8f1599d2d26ef77cbd80
+  md5: 775c265f0f4c94cd0bf125a0914f54aa
+  depends:
+  - python >=3.10
+  - python
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/backrefs?source=hash-mapping
+  size: 157752
+  timestamp: 1785108123679
 - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.14.3-pyha770c72_0.conda
   sha256: bf1e71c3c0a5b024e44ff928225a0874fc3c3356ec1a0b6fe719108e6d1288f6
   md5: 5267bef8efea4127aacd1f4e1f149b6e
@@ -4468,33 +5483,31 @@ packages:
   - pkg:pypi/charset-normalizer?source=compressed-mapping
   size: 53210
   timestamp: 1772816516728
-- conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.1-pyh8f84b5b_1.conda
-  sha256: 38cfe1ee75b21a8361c8824f5544c3866f303af1762693a178266d7f198e8715
-  md5: ea8a6c3256897cc31263de9f455e25d9
+- conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh707e725_0.conda
+  sha256: c920d23cd1fcf565031c679adb62d848af60d6fbb0edc2d50ba475cea4f0d8ab
+  md5: f22f4d4970e09d68a10b922cbb0408d3
   depends:
-  - python >=3.10
   - __unix
-  - python
+  - python >=3.9
   license: BSD-3-Clause
   license_family: BSD
   purls:
   - pkg:pypi/click?source=hash-mapping
-  size: 97676
-  timestamp: 1764518652276
-- conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.1-pyha7b4d00_1.conda
-  sha256: c3bc9a49930fa1c3383a1485948b914823290efac859a2587ca57a270a652e08
-  md5: 6cd3ccc98bacfcc92b2bd7f236f01a7e
+  size: 84705
+  timestamp: 1734858922844
+- conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.8-pyh7428d3b_0.conda
+  sha256: c889ed359ae47eead4ffe8927b7206b22c55e67d6e74a9044c23736919d61e8d
+  md5: 90e5571556f7a45db92ee51cb8f97af6
   depends:
-  - python >=3.10
-  - colorama
   - __win
-  - python
+  - colorama
+  - python >=3.9
   license: BSD-3-Clause
   license_family: BSD
   purls:
   - pkg:pypi/click?source=hash-mapping
-  size: 96620
-  timestamp: 1764518654675
+  size: 85169
+  timestamp: 1734858972635
 - conda: https://conda.anaconda.org/conda-forge/noarch/click-plugins-1.1.1.2-pyhd8ed1ab_0.conda
   sha256: ba1ee6e2b2be3da41d70d0d51d1159010de900aa3f33fceaea8c52e9bd30a26e
   md5: e9b05deb91c013e5224672a4ba9cf8d1
@@ -5707,6 +6720,18 @@ packages:
   purls: []
   size: 119654
   timestamp: 1726600001928
+- conda: https://conda.anaconda.org/conda-forge/noarch/ghp-import-2.1.0-pyhd8ed1ab_2.conda
+  sha256: 40fdf5a9d5cc7a3503cd0c33e1b90b1e6eab251aaaa74e6b965417d089809a15
+  md5: 93f742fe078a7b34c29a182958d4d765
+  depends:
+  - python >=3.9
+  - python-dateutil >=2.8.1
+  license: Apache-2.0
+  license_family: APACHE
+  purls:
+  - pkg:pypi/ghp-import?source=hash-mapping
+  size: 16538
+  timestamp: 1734344477841
 - conda: https://conda.anaconda.org/conda-forge/linux-64/giflib-5.2.2-hd590300_0.conda
   sha256: aac402a8298f0c0cc528664249170372ef6b37ac39fdc92b40601a6aed1e32ff
   md5: 3bf7b9fd5a7136126e0234db4b87c8b6
@@ -5908,6 +6933,17 @@ packages:
   purls: []
   size: 96336
   timestamp: 1755102441729
+- conda: https://conda.anaconda.org/conda-forge/noarch/griffelib-2.1.0-pyhcf101f3_0.conda
+  sha256: 1d3f13a28507e903ec8236b95162b76caee6823159f706ba0ea79f31e71f47ba
+  md5: ba69047bf6dd5dea12bec87f6769b874
+  depends:
+  - python >=3.10
+  - python
+  license: ISC
+  purls:
+  - pkg:pypi/griffelib?source=hash-mapping
+  size: 117094
+  timestamp: 1782020642659
 - conda: https://conda.anaconda.org/conda-forge/linux-64/grpcio-1.78.1-py312h39ee1c6_0.conda
   sha256: 43b09e083e0c3141cb118f84924b498b32d86da5f6a458b60e56e65cd5b97c4e
   md5: b1995dadc14463d8f914c54cf2061a07
@@ -9606,6 +10642,19 @@ packages:
   - pkg:pypi/mapclassify?source=hash-mapping
   size: 810830
   timestamp: 1752271625200
+- conda: https://conda.anaconda.org/conda-forge/noarch/markdown-3.10.3-pyhcf101f3_0.conda
+  sha256: e7568d1a9c11460508a6403e96c116634c242703dcf1e689e6b00abe4014f035
+  md5: 398589c573fc7ee424314236965fd8e9
+  depends:
+  - importlib-metadata >=4.4
+  - python >=3.10
+  - python
+  license: BSD-3-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/markdown?source=hash-mapping
+  size: 86721
+  timestamp: 1785479173893
 - conda: https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.3-py312h8a5da7c_1.conda
   sha256: 5f3aad1f3a685ed0b591faad335957dbdb1b73abfd6fc731a0d42718e0653b33
   md5: 93a4752d42b12943a355b682ee43285b
@@ -9749,6 +10798,17 @@ packages:
   - pkg:pypi/mccabe?source=hash-mapping
   size: 12934
   timestamp: 1733216573915
+- conda: https://conda.anaconda.org/conda-forge/noarch/mergedeep-1.3.4-pyhd8ed1ab_1.conda
+  sha256: e5b555fd638334a253d83df14e3c913ef8ce10100090e17fd6fb8e752d36f95d
+  md5: d9a8fc1f01deae61735c88ec242e855c
+  depends:
+  - python >=3.9
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/mergedeep?source=hash-mapping
+  size: 11676
+  timestamp: 1734157119152
 - conda: https://conda.anaconda.org/conda-forge/linux-64/minizip-4.0.10-h05a5f5f_0.conda
   sha256: 0c3700d15377156937ddc89a856527ad77e7cf3fd73cb0dffc75fce8030ddd16
   md5: da01bb40572e689bd1535a5cee6b1d68
@@ -9796,6 +10856,131 @@ packages:
   - pkg:pypi/mistune?source=hash-mapping
   size: 74250
   timestamp: 1766504456031
+- conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-1.6.1-pyhd8ed1ab_1.conda
+  sha256: 902d2e251f9a7ffa7d86a3e62be5b2395e28614bd4dbe5f50acf921fd64a8c35
+  md5: 14661160be39d78f2b210f2cc2766059
+  depends:
+  - click >=7.0,<8.3.0a0
+  - 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
+  - python >=3.9
+  - pyyaml >=5.1
+  - pyyaml-env-tag >=0.1
+  - watchdog >=2.0
+  constrains:
+  - babel >=2.9.0
+  license: BSD-2-Clause
+  license_family: BSD
+  purls:
+  - pkg:pypi/mkdocs?source=hash-mapping
+  size: 3524754
+  timestamp: 1734344673481
+- conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-autorefs-1.4.4-pyhd8ed1ab_0.conda
+  sha256: 2badce31930bc16c54e95c0f1bb03009b67b4525df005ac11365dcd8cfdf7604
+  md5: 3ccacc29f132fcc46a544b9b8fcbc293
+  depends:
+  - markdown >=3.3
+  - markupsafe >=2.0.1
+  - mkdocs >=1.1
+  - pymdown-extensions
+  - python >=3.10
+  license: ISC
+  purls:
+  - pkg:pypi/mkdocs-autorefs?source=hash-mapping
+  size: 35803
+  timestamp: 1770749168710
+- conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-get-deps-0.2.2-pyhd8ed1ab_0.conda
+  sha256: fad4463b52def6214f64dfb918ad77ec4feb4c5d1072838dcf693dab860fde52
+  md5: 4e396e96b60a1f616da1f0e5fceae543
+  depends:
+  - importlib-metadata >=4.3
+  - mergedeep >=1.3.4
+  - platformdirs >=2.2.0
+  - python >=3.10
+  - pyyaml >=5.1
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/mkdocs-get-deps?source=hash-mapping
+  size: 15572
+  timestamp: 1773570672864
+- conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-material-9.7.7-pyhcf101f3_0.conda
+  sha256: 939e428b5439043015a8631b676e1d3ee7d251511cb6e6acaf9a8f59b739da75
+  md5: 5cec212fb141e650fa15ba692c03305a
+  depends:
+  - python >=3.10
+  - jinja2 >=3.1
+  - markdown >=3.2
+  - mkdocs >=1.6,<2
+  - mkdocs-material-extensions >=1.3
+  - pygments >=2.16
+  - pymdown-extensions >=10.2
+  - babel >=2.10
+  - colorama >=0.4
+  - paginate >=0.5
+  - backrefs >=5.7.post1
+  - requests >=2.30
+  - python
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/mkdocs-material?source=hash-mapping
+  size: 4800352
+  timestamp: 1784379322158
+- conda: https://conda.anaconda.org/conda-forge/noarch/mkdocs-material-extensions-1.3.1-pyhd8ed1ab_1.conda
+  sha256: f62955d40926770ab65cc54f7db5fde6c073a3ba36a0787a7a5767017da50aa3
+  md5: de8af4000a4872e16fb784c649679c8e
+  depends:
+  - python >=3.9
+  constrains:
+  - mkdocs-material >=5.0.0
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/mkdocs-material-extensions?source=hash-mapping
+  size: 16122
+  timestamp: 1734641109286
+- conda: https://conda.anaconda.org/conda-forge/noarch/mkdocstrings-1.0.6-pyhd8ed1ab_0.conda
+  sha256: edbe8f581f187ec01c6ad49da91aac4f248ba80068ed6a80e25f7d0f81a25270
+  md5: 0c34d2288af065dd55942c5c062d8a2a
+  depends:
+  - click >=7.0
+  - importlib-metadata >=4.6
+  - jinja2 >=3.1
+  - markdown >=3.6
+  - markupsafe >=1.1
+  - mkdocs >=1.6
+  - mkdocs-autorefs >=1.4
+  - pymdown-extensions >=6.3
+  - python >=3.10,<4.0
+  - typing-extensions >=4.1
+  license: ISC
+  purls:
+  - pkg:pypi/mkdocstrings?source=hash-mapping
+  size: 37131
+  timestamp: 1783874047038
+- conda: https://conda.anaconda.org/conda-forge/noarch/mkdocstrings-python-2.0.5-pyh332efcf_0.conda
+  sha256: 4911284019fb162242268796e56235603af0481aeb4a9f6d9ec04351bd639c0c
+  md5: f2485a815c8aaa77078b60fb6bf8b87f
+  depends:
+  - griffelib >=2.0
+  - mkdocs-autorefs >=1.4
+  - mkdocstrings >=0.30
+  - python >=3.10
+  - typing_extensions >=4.0
+  license: ISC
+  purls:
+  - pkg:pypi/mkdocstrings-python?source=hash-mapping
+  size: 58211
+  timestamp: 1781899246125
 - conda: https://conda.anaconda.org/conda-forge/win-64/mkl-include-2025.3.0-h57928b3_455.conda
   sha256: d9e8b095fabbdacf375c389dd74455d10fff9d957c43de04a16868159cf6fc4d
   md5: 60a88e17a01bb4afbaa103e7cf0b7f72
@@ -10417,6 +11602,17 @@ packages:
   - pkg:pypi/packaging?source=hash-mapping
   size: 62477
   timestamp: 1745345660407
+- conda: https://conda.anaconda.org/conda-forge/noarch/paginate-0.5.7-pyhd8ed1ab_1.conda
+  sha256: f6fef1b43b0d3d92476e1870c08d7b9c229aebab9a0556b073a5e1641cf453bd
+  md5: c3f35453097faf911fd3f6023fc2ab24
+  depends:
+  - python >=3.9
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/paginate?source=hash-mapping
+  size: 18865
+  timestamp: 1734618649164
 - conda: https://conda.anaconda.org/conda-forge/linux-64/pandas-2.3.3-py312hf79963d_1.conda
   sha256: f633d5f9b28e4a8f66a6ec9c89ef1b6743b880b0511330184b4ab9b7e2dda247
   md5: e597b3e812d9613f659b7d87ad252d18
@@ -10577,6 +11773,17 @@ packages:
   - pkg:pypi/partd?source=hash-mapping
   size: 20884
   timestamp: 1715026639309
+- conda: https://conda.anaconda.org/conda-forge/noarch/pathspec-1.1.1-pyhd8ed1ab_0.conda
+  sha256: 6eaee417d33f298db79bc7185ab1208604c0e6cf51dade34cd513c6f9db9c6f3
+  md5: 11adc78451c998c0fd162584abfa3559
+  depends:
+  - python >=3.10
+  license: MPL-2.0
+  license_family: MOZILLA
+  purls:
+  - pkg:pypi/pathspec?source=hash-mapping
+  size: 56559
+  timestamp: 1777271601895
 - conda: https://conda.anaconda.org/conda-forge/noarch/patsy-1.0.2-pyhcf101f3_0.conda
   sha256: 9678f4745e6b82b36fab9657a19665081862268cb079cf9acf878ab2c4fadee9
   md5: 8678577a52161cc4e1c93fcc18e8a646
@@ -11322,6 +12529,19 @@ packages:
   - pkg:pypi/pylint?source=compressed-mapping
   size: 391910
   timestamp: 1771619020969
+- conda: https://conda.anaconda.org/conda-forge/noarch/pymdown-extensions-11.0.1-pyhd8ed1ab_0.conda
+  sha256: 8a06e2490247e73f3d8cf906ca5ad0f9ec484797b68c93c5dadad7e568320dcc
+  md5: 4ac2447c5296879a6cbeb444ca32fb2c
+  depends:
+  - markdown >=3.6
+  - python >=3.10
+  - pyyaml
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/pymdown-extensions?source=hash-mapping
+  size: 172761
+  timestamp: 1783030826159
 - conda: https://conda.anaconda.org/conda-forge/linux-64/pyogrio-0.12.1-py312h053e1f3_0.conda
   sha256: 2b0a366d9066e3d9f495369b95cdb1b9d3dba2f59577e4560b7d1086e1fe3d70
   md5: f8e7e5ddfbdca16b65335b0b6615eb4c
@@ -11897,6 +13117,18 @@ packages:
   - pkg:pypi/pyyaml?source=hash-mapping
   size: 179738
   timestamp: 1770223468771
+- conda: https://conda.anaconda.org/conda-forge/noarch/pyyaml-env-tag-1.1-pyhd8ed1ab_0.conda
+  sha256: 69ab63bd45587406ae911811fc4d4c1bf972d643fa57a009de7c01ac978c4edd
+  md5: e8e53c4150a1bba3b160eacf9d53a51b
+  depends:
+  - python >=3.9
+  - pyyaml
+  license: MIT
+  license_family: MIT
+  purls:
+  - pkg:pypi/pyyaml-env-tag?source=hash-mapping
+  size: 11137
+  timestamp: 1747237061448
 - conda: https://conda.anaconda.org/conda-forge/linux-64/pyzmq-27.1.0-py312hda471dd_2.conda
   noarch: python
   sha256: be66c1f85c3b48137200d62c12d918f4f8ad329423daef04fed292818efd3c28
@@ -13387,6 +14619,32 @@ packages:
   purls: []
   size: 19347
   timestamp: 1767320221943
+- conda: https://conda.anaconda.org/conda-forge/linux-64/watchdog-6.0.0-py312h20c3967_3.conda
+  sha256: b91e504d9bac172fd8f9f8902c8df85f65ceabd1e7e5a737183a494c49edbc15
+  md5: 67d76e548cb09501c0f22071c7d86b26
+  depends:
+  - python
+  - pyyaml >=3.10
+  - python_abi 3.12.* *_cp312
+  license: Apache-2.0
+  license_family: APACHE
+  purls:
+  - pkg:pypi/watchdog?source=hash-mapping
+  size: 151142
+  timestamp: 1772608172713
+- conda: https://conda.anaconda.org/conda-forge/win-64/watchdog-6.0.0-py312h209ec74_3.conda
+  sha256: ce118b4eecd52c2b16664524b9a7a1c283e479ac1754587268df03ba732e15ac
+  md5: bf3401836efb5fa8fc02fe1d19310fdd
+  depends:
+  - python
+  - pyyaml >=3.10
+  - python_abi 3.12.* *_cp312
+  license: Apache-2.0
+  license_family: APACHE
+  purls:
+  - pkg:pypi/watchdog?source=hash-mapping
+  size: 191986
+  timestamp: 1772608052943
 - conda: https://conda.anaconda.org/conda-forge/linux-64/wayland-1.25.0-hd6090a7_0.conda
   sha256: ea374d57a8fcda281a0a89af0ee49a2c2e99cc4ac97cf2e2db7064e74e764bdb
   md5: 996583ea9c796e5b915f7d7580b51ea6
diff --git a/pixi.toml b/pixi.toml
index f05e14c..d6c4957 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -63,10 +63,20 @@ ipykernel = "*"
 ipython = "*"
 nbqa = "*"
 
+[feature.docs.dependencies]
+mkdocs = "*"
+mkdocs-material = "*"
+mkdocstrings-python = "*"
+
+[feature.docs.tasks]
+docs-serve = "mkdocs serve"
+docs-build = "mkdocs build"
+
 [environments]
 default = { features = [], solve-group = "default" }
 test = { features = ["test"], solve-group = "default" }
 dev = { features = ["dev", "test"], solve-group = "default" }
+docs = { features = ["docs"], solve-group = "default" }
 
 [tool.ruff]
 # Ruff linter configuration
diff --git a/workflow/scripts/_helpers.py b/workflow/scripts/_helpers.py
index b580392..c2541d3 100644
--- a/workflow/scripts/_helpers.py
+++ b/workflow/scripts/_helpers.py
@@ -1,3 +1,18 @@
+"""_helpers
+
+Shared utilities imported by every workflow script:
+- setup_logging(): configures a per-module logger with a console handler
+  and (when run under Snakemake) a file handler pointed at the rule's log
+  path, with Windows-safe encoding on both.
+- load_config(): thin YAML config loader with error logging.
+- mock_snakemake(): builds a snakemake.script.Snakemake object outside of
+  an actual Snakemake run, for exercising a rule's script interactively
+  (e.g. in a notebook or a debugger) against the real Snakefile/DAG.
+- progress_retrieve(): download helper for retrieve-style rules.
+
+Not a script entry point itself - imported by the other workflow scripts.
+"""
+
 import logging
 import sys
 from pathlib import Path
diff --git a/workflow/scripts/create_supply_curve.py b/workflow/scripts/create_supply_curve.py
index ce0287e..85881d3 100644
--- a/workflow/scripts/create_supply_curve.py
+++ b/workflow/scripts/create_supply_curve.py
@@ -1,3 +1,17 @@
+"""create_supply_curve
+
+Combine per-demand-level LCOX results (from calculate_lcox.py) for one
+region and product into a single piecewise supply curve.
+
+Loads results for the configured default scenario (e.g. allocated_share,
+reserved) plus an optional unreserved scenario for comparison, drops
+infeasible demand levels, attaches stage metadata (input/output commodity,
+conversion ratio) derived from the generic supply-chain skeleton, and
+writes the combined curve as CSV plus a plot (PDF).
+
+The script entry point is intended to be invoked from Snakemake.
+"""
+
 import os
 import sys
 from typing import Any
diff --git a/workflow/scripts/download_labour_data.py b/workflow/scripts/download_labour_data.py
index 72b958c..003f5bc 100644
--- a/workflow/scripts/download_labour_data.py
+++ b/workflow/scripts/download_labour_data.py
@@ -32,7 +32,9 @@
 
 Usage
 -----
-  python workflow/scripts/data_downloader.py [--target-year 2020] [--force]
+```
+python workflow/scripts/data_downloader.py [--target-year 2020] [--force]
+```
 """
 
 import sys
diff --git a/workflow/scripts/model_trade.py b/workflow/scripts/model_trade.py
index 0567058..2d2775b 100644
--- a/workflow/scripts/model_trade.py
+++ b/workflow/scripts/model_trade.py
@@ -1,3 +1,26 @@
+"""model_trade
+
+Build and solve the interregional trade model: consumes the per-region
+supply curves (from create_supply_curve.py) plus trade options (shipping
+routes, chokepoints, iron ore/political-stability data) and produces the
+Step 2 global trade optimization described in the README.
+
+This module provides utilities to:
+- build a PyPSA network from the trade_chain config, wiring each region's
+  supply curve in as piecewise-linear generators/links and adding shipping
+  (and, where configured, pipeline) links between regions,
+- apply scenario modifiers - cost penalties, HBI import diversity
+  constraints, supply-threshold (pareto) sweeps, and MGA (modeling to
+  generate alternatives, including chokepoint/bloc-based exporter
+  resolution) - on top of the base network,
+- solve the resulting LP/network (optionally as a NetworkCollection across
+  MGA slack values or pareto thresholds), and
+- save the solved network(s)/results and plot trade flow world maps per
+  product (iron ore, HBI, steel).
+
+The script entry point is intended to be invoked from Snakemake.
+"""
+
 from typing import Any
 
 import pypsa
diff --git a/workflow/scripts/preprocess_consolidate_renewables.py b/workflow/scripts/preprocess_consolidate_renewables.py
index 76a2fec..6170dd4 100644
--- a/workflow/scripts/preprocess_consolidate_renewables.py
+++ b/workflow/scripts/preprocess_consolidate_renewables.py
@@ -4,7 +4,9 @@
 Output: `data/new_renewables_consolidated.nc` with dimensions `(region, site_id, time)`.
 
 Usage:
-    python workflow/scripts/preprocess_consolidate_renewables.py [--input-dir data/new_renewables] [--output data/new_renewables_consolidated.nc]
+```
+python workflow/scripts/preprocess_consolidate_renewables.py [--input-dir data/new_renewables] [--output data/new_renewables_consolidated.nc]
+```
 """
 
 from pathlib import Path