diff --git a/INTERFACE.yaml b/INTERFACE.yaml
index 03794ca..8ffeeba 100644
--- a/INTERFACE.yaml
+++ b/INTERFACE.yaml
@@ -1,19 +1,42 @@
-# Module Input-Output structure for automated docs generation
+convention_version: v1.0.0
 pathvars:
   snakemake_defaults:
     logs:
-      default: "<logs>"
-      description: location of snakemake log files.
+      default: <logs>
+      description: Location of module logs.
     resources:
-      default: "<resources>"
-      description: >-
-        Raw OSM files are written to retrieve/{country}_{feature}.json.
-        Clean features are written below clean; generic network outputs
-        below build (buses/lines/transformers as CSV under build/csv
-        and GeoJSON, including substation polygons, under build/geojson).
-        An interactive PyDeck map of the network, and the default target
-        of this workflow, is written to map.html.
+      default: <resources>
+      description: Location of downloaded PBFs, retrieved OSM features, and cleaning intermediates.
     results:
-      default: "<results>"
-      description: location of module result files.
+      default: <results>
+      description: Location of module results.
   user_resources: {}
+  results:
+    buses:
+      default: <results>/network/csv/buses.csv
+      description: Network buses.
+    lines:
+      default: <results>/network/csv/lines.csv
+      description: Network lines.
+    transformers:
+      default: <results>/network/csv/transformers.csv
+      description: Network transformers.
+    buses_geojson:
+      default: <results>/network/geojson/buses.geojson
+      description: Network buses geojson.
+    lines_geojson:
+      default: <results>/network/geojson/lines.geojson
+      description: Network lines geojson.
+    transformers_geojson:
+      default: <results>/network/geojson/transformers.geojson
+      description: Network transformers geojson.
+    stations_polygon:
+      default: <results>/network/geojson/stations_polygon.geojson
+      description: Network stations polygon.
+    buses_polygon:
+      default: <results>/network/geojson/buses_polygon.geojson
+      description: Network buses polygon.
+    map:
+      default: <results>/map.html
+      description: Network map.
+wildcards: {}
diff --git a/README.md b/README.md
index 821a651..d1470d6 100644
--- a/README.md
+++ b/README.md
@@ -12,93 +12,212 @@ A modular Snakemake workflow for retrieving OpenStreetMap power infrastructure.
 
 ## About
 
-`grid-builder` is a modular `snakemake` workflow that retrieves OpenStreetMap power infrastructure and builds a generic high-voltage network. It can be imported into another `snakemake` workflow.
+`grid-builder` is a modular Snakemake workflow for retrieving OpenStreetMap power
+infrastructure and building a generic high-voltage AC network. It follows the
+[Modelblocks conventions](https://www.modelblocks.org/convention/) and can be
+imported into another Snakemake workflow or run on its own.
 
-The workflow retains AC substations, overhead lines, and cables at configured voltage levels, then creates generic buses, connected line segments, and voltage-pair transformers. The outputs preserve OSM provenance and geometry but contain no PyPSA-specific line types, capacities, or electrical-component assumptions.
-
-This module follows the Modelblocks conventions (https://www.modelblocks.org). For more information, consult the [integration example](./tests/integration/Snakefile) and the `snakemake` [modularisation documentation](https://snakemake.readthedocs.io/en/stable/snakefiles/modularization.html).
+For more information, consult the [Modelblocks documentation](https://modelblocks.readthedocs.io/en/latest/),
+the [integration example](./tests/integration/Snakefile), and the
+[Snakemake modularisation documentation](https://snakemake.readthedocs.io/en/stable/snakefiles/modularization.html).
 
 ## Overview
 
-Currently implemented:
+<p align="center">
+  <img src="./figures/rulegraph.png" width="900" alt="Rule graph: retrieve_osm_pbf → clean → build_network → build_interactive_map → all">
+</p>
 
-1. Retrieve OSM substations, lines, cables, and (optionally) circuit relations by country, either from a cached local Geofabrik PBF extract or the live Overpass API.
-2. Clean the raw retrieval output, filtering voltage, frequency, construction status, and future assets, and grouping relation member ways into one line per real-world circuit.
-3. Merge nearby stations and line endpoints into generic buses, AC lines, and transformers.
-4. Build a self-contained interactive map of the resulting network (`map.html`), with layer toggles, voltage/text filtering, and click-through OSM links — this is the workflow's default target.
+The rule graph shows the default Geofabrik backend. Selecting Overpass replaces
+`retrieve_osm_pbf` with `retrieve_osm_overpass`; the downstream rules are the same.
+
+Data processing steps:
+
+1. Retrieve OSM substations, overhead lines, cables, and optional circuit
+   relations by country, using Geofabrik PBF extracts or the Overpass API.
+   Downloaded PBF extracts are cached for reuse.
+2. Clean tags and geometries, filter by voltage and frequency, and combine
+   circuit relation member ways when enabled.
+3. Apply the configured construction-status and date filters, merge nearby
+   stations and line endpoints into buses, and construct AC lines and
+   transformers between voltage levels at the same station.
+4. Generate an interactive HTML map with layer controls, voltage and text
+   filters, and links to the source OSM objects. This is the default target
+   when running the workflow on its own.
+
+### Important assumptions
+
+- The workflow builds AC topology for now, DC lines and converters will be
+  added at a later stage.
+- Connections are inferred from geometry and OSM tags. Transformers are inferred
+  between every pair of voltage-level buses at the same real station, rather
+  than taken from an inventory of individual transformers.
+- Outputs include geometry and OSM references for buses and lines.
+- The map embeds the network data in an HTML file that opens without a local
+  server. Its JavaScript libraries and basemap require internet access.
 
 ## Configuration
 
-Configuration lives in [`config/config.yaml`](./config/config.yaml), validated against a generated JSON schema. See the configuration [README](./config/README.md) for the available controls, including retrieval backends, regional overrides, and personal/local settings.
+Consult the [configuration README](./config/README.md) and
+[default configuration](./config/config.yaml) for retrieval options, network
+settings, regional overrides, and local configuration.
+
+Configuration is validated with Pydantic. The same models generate the
+[JSON Schema in YAML format](./workflow/internal/config.schema.yaml) describing
+the available options.
 
 ## Input / output structure
 
-Please consult the [interface file](./INTERFACE.yaml) for more information.
-
-Raw retrieval outputs use `<resources>/retrieve/{country}_{feature}.json`, one
-file per country and feature (`lines_way`, `cables_way`, `substations_way`,
-`substations_node`, `substations_relation`, `routes_relation`). Both retrieval
-backends write the same raw-Overpass-JSON shape, so downstream cleaning doesn't
-need to know which one ran. Clean features use `<resources>/clean/*.geojson`;
-generic network components use `<resources>/build/csv/{buses,lines,transformers}.csv`
-and matching GeoJSON files under `<resources>/build/geojson/`, which also
-includes `stations_polygon.geojson` (clustered station shapes) and
-`buses_polygon.geojson` (substation polygons scoped to the buses in the output).
-An interactive map of the network is written to `<resources>/map.html`; it is
-a standalone HTML file (no server required) and the workflow's default target.
-Country logs use `<logs>/retrieve_osm_pbf/{country}.log` or
-`<logs>/retrieve_osm_overpass/{country}.log`, depending on `retrieve.source`. The
-integration example sets these roots to `resources/grid-builder` and
-`logs/grid-builder`. Downloaded PBF files (used for `retrieve.source: geofabrik`)
-are cached in `data/earth-osm` in this checkout.
-
-DC assets (links, converters, switching stations) are out of scope: this workflow
-builds a generic AC topology only, with no PyPSA-specific line types or capacities.
+No user-supplied data files are required; the workflow retrieves OSM data for
+the configured countries. Each public output has a pathvar documented in the
+[interface file](./INTERFACE.yaml).
+
+Main outputs:
+
+| Output | Default location |
+| --- | --- |
+| Network CSVs | `<results>/network/csv/{buses,lines,transformers}.csv` |
+| Network GeoJSONs | `<results>/network/geojson/*.geojson` |
+| Interactive map (default target) | `<results>/map.html` |
+
+Network GeoJSONs include the three network components plus
+`stations_polygon.geojson` and `buses_polygon.geojson`.
+
+Both retrieval backends write raw OSM JSON files to
+`<resources>/automatic/retrieve/{country}_{feature}.json`, where `country` is an
+identifier from the configured `countries`. The six feature names are: `lines_way`,
+`cables_way`, `substations_way`, `substations_node`, `substations_relation`, and
+`routes_relation`.
+
+Cleaning intermediates use `<resources>/automatic/clean/`. Downloaded PBFs are
+cached in `<resources>/automatic/earth-osm/` inside the consuming workflow's
+working directory. Logs use `<logs>/`, with a separate retrieval log per country.
+
+### Importing into another workflow
+
+The host environment needs Python 3.12, Snakemake >=9.27, `pydantic >=2`,
+`ruamel.yaml >=0.18`, `pyyaml >=6,<7`, and `earth-osm >=3.0.2` to load and validate
+the module. Rule dependencies are installed separately by `--use-conda`.
+
+Create `config/modules/grid_builder.yaml` with the module configuration:
+
+```yaml
+grid_builder:
+  countries: [BE]
+  retrieve:
+    source: geofabrik
+```
+
+Then import the module in your Snakefile:
+
+```python
+configfile: "config/modules/grid_builder.yaml"
+
+module grid_builder:
+    snakefile:
+        github(
+            "pypsa/grid-builder",
+            path="workflow/Snakefile",
+            tag="<release-or-commit>",
+        )
+    config:
+        config["grid_builder"]
+    pathvars:
+        logs="logs/grid-builder",
+        resources="resources/grid-builder",
+        results="results/grid-builder",
+        # Optional: rewire an individual result for a downstream module.
+        buses="results/shared/buses.csv",
+
+use rule * from grid_builder as grid_builder_*
+
+rule all_grid_builder:
+    default_target: True
+    input:
+        rules.grid_builder_build_interactive_map.output,
+```
+
+Run `snakemake --use-conda --cores 2 all_grid_builder`. Replace the tag
+placeholder with the published release or commit you want to use. For a local
+checkout, replace `github(...)` with the path to its `workflow/Snakefile`.
+
+Use the output pathvars in [INTERFACE.yaml](./INTERFACE.yaml) to rewire network
+files and the map. Retrieval intermediates can also be redirected: set
+`osm_retrieve` to change their directory, or set an individual pathvar such as
+`osm_lines_way="raw/{country}/lines.json"`. The six retrieval pathvars are
+`osm_lines_way`, `osm_cables_way`, `osm_substations_way`, `osm_substations_node`,
+`osm_substations_relation`, and `osm_routes_relation`.
+
+Retrieval-only consumers can request `rules.grid_builder_retrieve_osm_all.input`
+regardless of where those files are stored. Referencing imported rule outputs
+avoids hard-coding their locations.
 
 ## Development
 
-We use [`pixi`](https://pixi.sh/) as our package manager for development.
-Once installed, run the following to clone this repository and install all dependencies.
+We use [Pixi](https://pixi.sh/) to manage dependencies. Clone the repository and
+install the development environment:
 
 ```shell
-git clone git@github.com:PyPSA/grid-builder.git
+git clone https://github.com/pypsa/grid-builder.git
 cd grid-builder
 pixi install --locked
 ```
 
-For testing, simply run:
+This is a multi-environment project; see [pixi.toml](./pixi.toml):
+
+- `default`: development, validation, and testing tools, including the execution
+  dependencies needed by unit tests.
+- `module`: execution dependencies used by Snakemake rules.
+
+After changing dependencies, update the lock file and export the execution
+environment for module users:
 
 ```shell
-pixi run --locked lint
-pixi run --locked test
+pixi lock
+pixi run --locked export-snakemake-env module
 ```
 
-To test a minimal example of a workflow using this module:
+This writes `workflow/envs/module.yaml` and package pins from `pixi.lock` for
+Linux (`linux-64`), macOS (`osx-arm64`), and Windows (`win-64`). The export command
+also accepts an optional output directory after `module`.
+
+To regenerate the default configuration, schemas, and regional-file index after
+changing the Pydantic models or adding or removing regional config files:
 
 ```shell
-pixi shell                          # activate this project's environment
-cd tests/integration/               # navigate to the integration example
-snakemake --use-conda --cores 2      # run the workflow!
+pixi run --locked generate-config
 ```
 
-The Pixi environment supplies Snakemake and the configuration-validation
-dependencies. Snakemake installs the retrieval script's dependencies from
-`workflow/envs/retrieve.yaml` when `--use-conda` is enabled. A consuming workflow
-must also provide the host dependencies from `pixi.toml`; importing the module
-does not activate its Pixi environment automatically.
+## Testing
+
+Run the checks and test suite:
+
+```shell
+pixi run --locked lint
+pixi run --locked test
+```
 
-The integration test uses a fresh temporary output directory, runs the retrieval,
-cleaning, and generic network Conda environments, and checks the resulting
-components and country logging. It needs internet access on the first run to
-install dependencies and download Benin's OSM extract; subsequent runs can reuse
-those caches. Test logs are retained in `tests/integration/logs`.
+The suite covers configuration validation, network processing, local and HTTP
+module imports, output rewiring, and environment consistency. Remote-import
+tests use synthetic OSM data and a local mock Overpass server.
 
-Each retrieval job runs with one worker (`threads: 1`), so CPU allocation stays
-entirely under Snakemake's control. Snakemake can still run multiple country jobs
-in parallel using `--cores`.
+The live integration test retrieves Benin's OSM extract and runs the workflow
+in its exported Conda environment. It requires internet access for the data
+and, on the first run, environment installation. Conda environments are cached
+between runs. Test logs are retained in `tests/integration/logs`.
 
-If this checkout is moved and commands fail with a `bad interpreter` error,
-rebuild the installed environment with `pixi reinstall --locked`.
+To run only the integration checks:
+
+```shell
+pixi run --locked test-integration
+```
+
+To run the example consuming workflow manually:
+
+```shell
+pixi shell
+cd tests/integration/
+snakemake --use-conda --cores 2
+```
 
 ## License
 
@@ -109,3 +228,9 @@ rebuild the installed environment with `pixi reinstall --locked`.
 * Jonas Hörsch et al. 2018. PyPSA-Eur: An open optimisation model of the European transmission system, *Energy Strategy Reviews*, Volume 22. https://doi.org/10.1016/j.esr.2018.08.012
 * Maximilian Parzen et al. 2023. PyPSA-Earth: A new global open energy system optimization model demonstrated in Africa, *Applied Energy*, Volume 341. https://doi.org/10.1016/j.apenergy.2023.121096
 * Bobby Xiong et al. 2025. Modelling the high-voltage grid using open data for Europe and beyond. *Sci Data* 12, 277. https://doi.org/10.1038/s41597-025-04550-7
+
+## Contributors
+
+See [AUTHORS](./AUTHORS) for copyright attribution and the
+[contributor list](https://github.com/pypsa/grid-builder/graphs/contributors)
+for contributions to the project.
diff --git a/config/README.md b/config/README.md
index e5166c9..776743e 100644
--- a/config/README.md
+++ b/config/README.md
@@ -46,4 +46,13 @@ missing user agent risks being rate-limited or blocked. `retrieve.overpass_api.u
 also lets you point at your own or a faster mirror instance instead of the
 shared public endpoint, without touching the checked-in default.
 
-The generated [schema](./config.schema.json) describes every option.
+The generated [schema](../workflow/internal/config.schema.yaml) describes every
+option using JSON Schema in YAML format. Pydantic models remain the validation
+source of truth; `pixi run generate-config` updates the schema, default config,
+and the JSON copy at `config/config.schema.json` together.
+
+After adding or removing a `config/regions/config.<ISO>.yaml` file, run
+`pixi run generate-config`. It discovers the regional files and generates the
+sorted `config/regions/index.yaml` manifest automatically. Commit the generated
+index with the regional files so remote imports can discover them without a
+local checkout. Do not edit the index manually; a test checks that it is current.
diff --git a/config/config.yaml b/config/config.yaml
index d508946..18c40db 100644
--- a/config/config.yaml
+++ b/config/config.yaml
@@ -1,6 +1,6 @@
 %YAML 1.1
 ---
-# yaml-language-server: $schema=./config.schema.json
+# yaml-language-server: $schema=../workflow/internal/config.schema.yaml
 countries:
 - BE
 
diff --git a/config/regions/index.yaml b/config/regions/index.yaml
new file mode 100644
index 0000000..4ec9cc1
--- /dev/null
+++ b/config/regions/index.yaml
@@ -0,0 +1,7 @@
+# Generated by pixi run generate-config; do not edit manually.
+- BE
+- BR
+- MX
+- NL
+- PH
+- US
diff --git a/figures/rulegraph.png b/figures/rulegraph.png
new file mode 100644
index 0000000..ee78925
Binary files /dev/null and b/figures/rulegraph.png differ
diff --git a/mypy.ini b/mypy.ini
index 89978f2..00bb13d 100644
--- a/mypy.ini
+++ b/mypy.ini
@@ -1,7 +1,7 @@
 [mypy]
 plugins = pydantic.mypy
 explicit_package_bases = True
-mypy_path = workflow
+mypy_path = workflow/scripts
 disable_error_code = import-untyped
 exclude = (^|/)\.(snakemake|pixi)(/|$)
 exclude_gitignore = True
diff --git a/pixi.lock b/pixi.lock
index 9a11ef8..771e329 100644
--- a/pixi.lock
+++ b/pixi.lock
@@ -29,7 +29,7 @@ environments:
       - 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-scheduler-plugins-2.0.2-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.4.1-pyh84498cf_0.conda
-      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.20.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.27.0-pyhdfd78af_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-atk-2.38.0-h0630a04_3.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/at-spi2-core-2.40.3-h0630a04_0.tar.bz2
@@ -249,7 +249,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.5.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.7-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.3-pyhc90fa1f_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2026.03.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2026.06.23-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/conda-inject-1.3.2-pyhd8ed1ab_0.conda
@@ -375,7 +375,7 @@ environments:
       - 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-scheduler-plugins-2.0.2-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.4.1-pyh84498cf_0.conda
-      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.20.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.27.0-pyhdfd78af_0.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/adwaita-icon-theme-49.0-unix_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/amply-0.1.6-pyhd8ed1ab_1.conda
@@ -396,7 +396,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.5.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.7-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.3-pyhc90fa1f_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2026.03.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2026.06.23-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/conda-index-0.13.0-pyh5ded981_0.conda
@@ -707,7 +707,7 @@ environments:
       - 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-scheduler-plugins-2.0.2-pyhd4c3c12_0.conda
       - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-interface-storage-plugins-4.4.1-pyh84498cf_0.conda
-      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.20.0-pyhdfd78af_0.conda
+      - conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.27.0-pyhdfd78af_0.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/amply-0.1.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.7.0-pyhd8ed1ab_1.conda
@@ -726,7 +726,7 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/cfgv-3.5.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.7-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.3.3-pyh6dadd2b_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2026.03.30-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2026.06.23-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.3-pyhe01879c_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/conda-index-0.13.0-pyh5ded981_0.conda
@@ -1026,6 +1026,457 @@ environments:
       - 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/zstandard-0.25.0-py312he5662c2_4.conda
       - conda: https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-h534d264_6.conda
+  module:
+    channels:
+    - url: https://conda.anaconda.org/conda-forge/
+    - url: https://conda.anaconda.org/bioconda/
+    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/linux-64/backports.zstd-1.4.0-py312h90b7ffd_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/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/contourpy-1.3.3-py312h0a2e395_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.62.1-py312h8a5da7c_0.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/geos-3.14.1-h480dda7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/giflib-5.2.2-hd590300_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-78.3-h33c6efd_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/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/krb5-1.22.2-ha1258a1_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/lcms2-2.19-h0c24ade_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.45.1-default_hbd61a6d_102.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/libabseil-20260107.1-cxx17_h7b12aa8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libarchive-3.8.7-gpl_hc2c16d8_100.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libblas-3.11.0-6_h4a7cf45_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libboost-1.90.0-h1101c1b_3.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-3.11.0-6_h0358290_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.20.0-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/libedit-3.1.20250104-pl5321h7949ede_0.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/libexpat-2.8.4-hd2095e1_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-3.12.4-h08c5dba_2.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/libgomp-15.2.0-he0feb66_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libhwy-1.4.0-h10be129_0.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-h174a0a3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libkml-1.3.0-haa4a5bd_1023.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.11.0-6_h47877c9_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.3-hb03c661_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libnghttp2-1.68.1-h877daf1_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/libopenblas-0.3.32-pthreads_h94d23a6_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/librttopo-1.1.0-h46dd2a8_20.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libspatialite-5.1.0-gpl_hab3fe16_120.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.53.0-hf4e2dac_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/libtiff-4.7.1-h9d88235_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.42-h5347b49_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/libxml2-16-2.15.3-hca6bf5a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.15.3-h49c6c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/libxml2-devel-2.15.3-h49c6c72_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/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/linux-64/markupsafe-3.0.3-py312h8a5da7c_1.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/linux-64/minizip-4.0.10-h05a5f5f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/muparser-2.3.5-h5888daf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/numpy-2.4.3-py312h33ff503_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/openssl-3.6.2-h35e630c_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/osmium-tool-1.19.1-h7ac1ec8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pandas-2.3.3-py312hf79963d_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.47-haa7fec5_0.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/proj-9.8.1-he0df7b0_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/pthread-stubs-0.4-hb9d3cd8_1002.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyogrio-0.12.1-py312h053e1f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyosmium-4.3.1-py312hc7fdb42_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/pyproj-3.7.2-py312hbc8341d_4.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/linux-64/pyyaml-6.0.3-py312h8a5da7c_1.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/readline-8.3-h853b02a_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/linux-64/shapely-2.1.2-py312h383787d_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/snappy-1.2.2-h03e3b7b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/sqlite-3.53.0-h04a0ce9_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/linux-64/unicodedata2-17.0.1-py312h4c3975b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/uriparser-0.9.8-hac33072_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/xorg-libxau-1.0.12-hb03c661_1.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/yaml-0.2.5-h280c20c_3.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
+      - conda: https://conda.anaconda.org/conda-forge/noarch/branca-0.8.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.4.22-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2026.4.22-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhcf101f3_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/earth-osm-3.0.2-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/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/h2-4.3.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.13-pyhcf101f3_0.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/mapclassify-2.10.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pydeck-0.9.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.3.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2026.3-pyhd8ed1ab_0.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-2026.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.33.1-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_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/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/xyzservices-2026.3.0-pyhd8ed1ab_0.conda
+      osx-arm64:
+      - conda: https://conda.anaconda.org/conda-forge/noarch/branca-0.8.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.4.22-hbd8a1cb_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2026.4.22-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhcf101f3_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/earth-osm-3.0.2-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/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/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/h2-4.3.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.13-pyhcf101f3_0.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/mapclassify-2.10.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.26.0-pyh5ded981_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pydeck-0.9.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.3.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2026.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-9_cp312.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2026.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.33.1-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_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/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/xyzservices-2026.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/_openmp_mutex-4.5-7_kmp_llvm.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/backports.zstd-1.7.0-py312h1a36842_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/blosc-1.21.6-h7dd00d9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-1.2.0-hf00d406_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-bin-1.2.0-he4a93e4_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.2.0-py312ha52686f_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-hd037594_9.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/c-ares-1.34.6-hc919400_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/cairo-1.18.4-he0f2337_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/contourpy-1.4.0-py312h67ba313_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/fontconfig-2.17.1-h2b252f5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/fonttools-4.65.0-py312hf4454c7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/freetype-2.14.3-hce30654_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/freexl-2.0.0-h3ab3353_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/fribidi-1.0.16-hc919400_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/geos-3.14.1-h5afe852_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/giflib-6.1.3-h74c22ad_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/graphite2-1.3.15-h784d473_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/icu-78.3-hef89b57_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/json-c-0.18-he4178ee_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/kiwisolver-1.5.1-py312h67ba313_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/krb5-1.22.2-h385eeb1_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/lcms2-2.19.1-hce41798_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/lerc-4.2.0-h1eee2c3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libabseil-20260526.0-cxx17_h4c27e2a_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libarchive-3.8.9-gpl_h76147b0_101.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libblas-3.11.0-6_h51639a9_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libboost-1.90.0-h30c325d_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libbrotlicommon-1.2.0-h1dcdb26_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libbrotlidec-1.2.0-h5295a6a_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libbrotlienc-1.2.0-h2ddc9cb_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcblas-3.11.0-6_hb0561ab_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcurl-8.22.0-h6651222_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-22.1.4-h55c6f16_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libdeflate-1.25-hc11a715_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libedit-3.1.20250104-pl5321hafb1f1b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libev-4.33-h93a5062_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.8.4-h6111c0a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.7.0-h47dc5ef_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libfreetype-2.14.3-hce30654_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libfreetype6-2.14.3-hdfa99f5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libgcc-15.2.0-hcbb3090_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libgdal-core-3.13.3-hc1e97f0_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libgfortran-15.2.0-h07b0088_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libgfortran5-15.2.0-hdae7583_18.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libglib-2.90.0-hccd281b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libharfbuzz-14.4.0-hcda0f7c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libhwy-1.4.0-ha332bbd_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libiconv-1.18-h23cfdf5_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libintl-0.25.1-h493aca8_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libjpeg-turbo-3.2.0-h84a0fba_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libjxl-0.12.0-hb71b141_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libkml-1.3.0-hb833057_1023.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblapack-3.11.0-6_hd9741b5_openblas.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/liblzma-5.8.3-h8088a28_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libnghttp2-1.68.1-h8f3e76b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libopenblas-0.3.32-openmp_he657e61_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libpng-1.6.58-h132b30e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libpsl-0.23.1-hdb0c161_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libpython-3.12.14-h4e5ec87_3_cpython.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libraqm-0.11.0-h45af499_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/librttopo-1.1.0-ha909e78_20.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libspatialite-5.1.0-gpl_h16ba230_122.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libsqlite-3.53.4-hca69786_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libssh2-1.11.1-h1590b86_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libtiff-4.7.2-hf67920b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libwebp-base-1.6.0-h07db88b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libxcb-1.17.0-hdb1d25a_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libxml2-16-2.15.4-heb56d2d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libxml2-2.15.4-h550178d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libxml2-devel-2.15.4-h550178d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/libzlib-1.3.2-h8088a28_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/llvm-openmp-22.1.4-hc7d1edf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/lz4-c-1.10.0-h286801f_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/lzo-2.10-h925e9cb_1002.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/markupsafe-3.0.3-py312h04c11ed_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/matplotlib-base-3.11.2-py312h11997a8_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/minizip-4.0.10-hff1a8ea_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/muparser-2.3.5-h11e0b38_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/ncurses-6.6-h1d4f5a5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/numpy-2.5.3-py312hff34920_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openjpeg-2.5.4-hd9e9057_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.6.2-hd24854e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/osmium-tool-1.19.1-h693c552_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pandas-2.3.3-py312h5978115_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pcre2-10.47-h30297fc_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pillow-12.3.0-py312hf9dc30a_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pixman-0.46.4-h81086ad_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/proj-9.9.0-h51dee2d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/protobuf-7.35.1-py312h5674827_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pthread-stubs-0.4-hd74edd7_1002.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyogrio-0.13.0-py312hd1c4548_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyosmium-4.3.1-py312h892b0b2_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyproj-3.8.0-py312h16d7083_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/python-3.12.14-hd05a0c4_3_cpython.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/pyyaml-6.0.3-py312h04c11ed_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/qhull-2020.2-h420ef59_5.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/readline-8.3-h46df422_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/scikit-learn-1.9.1-np2py312hda66c2e_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/scipy-1.18.0-py312h4519d97_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/shapely-2.1.2-py312h0fc4a54_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/snappy-1.2.2-hada39a4_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/sqlite-3.53.4-ha9f7ffe_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-h010d191_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/unicodedata2-18.0.0-py312ha053593_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/uriparser-0.9.8-h00cdb27_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/xerces-c-3.3.0-h25f632f_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/xorg-libxau-1.0.12-hc919400_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/xorg-libxdmcp-1.1.5-hc919400_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h925e9cb_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-1.3.2-h8088a28_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-ng-2.3.3-hed4e4f5_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hbf9d68e_6.conda
+      win-64:
+      - conda: https://conda.anaconda.org/conda-forge/noarch/branca-0.8.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.4.22-h4c7d964_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2026.4.22-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.7-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhcf101f3_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/earth-osm-3.0.2-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/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/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/h2-4.3.0-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/idna-3.13-pyhcf101f3_0.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/mapclassify-2.10.0-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/narwhals-2.26.0-pyh5ded981_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pydeck-0.9.3-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.3.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyh09c184e_7.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2026.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-9_cp312.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/pytz-2026.2-pyhcf101f3_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/requests-2.33.1-pyhcf101f3_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_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/tzdata-2025c-hc9c84f9_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-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/noarch/xyzservices-2026.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/backports.zstd-1.7.0-py312h06d0912_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/blosc-1.21.6-hfd34d9b_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-1.2.0-hc8c2fe1_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-bin-1.2.0-hd477307_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.2.0-py312ha763cb9_4.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/cairo-1.18.4-h477c42c_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/contourpy-1.4.0-py312h78d62e6_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/fontconfig-2.17.1-hd47e2ca_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/fonttools-4.65.0-py312h05f76fc_0.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/fribidi-1.0.16-hfd05255_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/geos-3.14.1-hdade9fe_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/graphite2-1.3.15-h5112557_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/icu-78.3-h637d24d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/kiwisolver-1.5.1-py312h78d62e6_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/krb5-1.22.2-h0ea6238_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/lcms2-2.19.1-hf2c6c5f_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/lerc-4.2.0-hd936e49_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libarchive-3.8.9-gpl_h8fdc8af_101.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libblas-3.11.0-6_hf2e6a31_mkl.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libboost-1.90.0-h9dfe17d_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libbrotlicommon-1.2.0-hf02afa3_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libbrotlidec-1.2.0-h84f9c24_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libbrotlienc-1.2.0-he2a975b_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libcblas-3.11.0-6_h2a3cdd5_mkl.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libcurl-8.22.0-hdb0ef4a_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/libexpat-2.8.4-hac47afa_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libffi-3.7.0-h3d046cb_1.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/libgdal-core-3.13.3-h6864167_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libglib-2.90.0-ha564072_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libharfbuzz-14.4.0-h03b5201_1.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-1.4.0-h172a326_0.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-3.2.0-hfd05255_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libjxl-0.12.0-h932607e_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libkml-1.3.0-h68a222c_1023.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/liblapack-3.11.0-6_hf9ab0e9_mkl.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/liblzma-5.8.3-hfd05255_0.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/libpsl-0.23.1-h9b16d47_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libpython-3.12.14-hcc31f7b_3_cpython.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libraqm-0.11.0-h50d6d30_0.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/libspatialite-5.1.0-gpl_hfd1cb16_122.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libsqlite-3.53.4-hf5d6505_1.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/libtiff-4.7.2-h8f73337_1.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/libxml2-16-2.15.4-h3cfd58e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-2.15.4-he095d88_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/libxml2-devel-2.15.4-he095d88_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/win-64/llvm-openmp-22.1.4-h4fa8253_0.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/win-64/markupsafe-3.0.3-py312h05f76fc_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/matplotlib-base-3.11.2-py312hf9659c1_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/win-64/mkl-2025.3.1-hac47afa_12.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/muparser-2.3.5-he0c23c2_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/numpy-2.5.3-py312ha3f287d_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/onemkl-license-2025.3.1-h57928b3_12.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/openssl-3.6.2-hf411b9b_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/osmium-tool-1.19.1-h60971b7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pandas-2.3.3-py312hc128f0a_2.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-12.3.0-py312h7bb5964_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pixman-0.46.4-h5112557_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/proj-9.9.0-hd30e2cd_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/protobuf-7.35.1-py312h87014b1_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyogrio-0.13.0-py312h0e78342_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyosmium-4.3.1-py312h3e3ada1_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyproj-3.8.0-py312h5a521b9_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/python-3.12.14-hb12b558_3_cpython.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/pyyaml-6.0.3-py312h05f76fc_1.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/scikit-learn-1.9.1-np2py312hea30aaf_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/scipy-1.18.1-py312h8847828_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/shapely-2.1.2-py312h37f46ab_3.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/snappy-1.2.2-h7fa0ca8_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/sqlite-3.53.4-hdb435a2_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/tbb-2023.0.0-ha3553a1_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h6ed50ae_3.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/unicodedata2-18.0.0-py312he06e257_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/win-64/uriparser-0.9.8-h5a68840_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/xerces-c-3.3.0-hac47afa_1.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/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
 packages:
 - conda: https://conda.anaconda.org/bioconda/noarch/snakefmt-1.1.0-pyhdfd78af_0.conda
   sha256: 11c6ea3fbc6ece521909b776e8697170cab3db5bfb1b7462149ddd582a795cc2
@@ -1104,14 +1555,14 @@ packages:
   license_family: MIT
   size: 22783
   timestamp: 1773699846635
-- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.20.0-pyhdfd78af_0.conda
-  sha256: 17bff0693974075d19ee57235aa7c87ac425c4987bafd84aa7561e23cec0529f
-  md5: 8fec66fdc146656a4f2f830732856b51
+- conda: https://conda.anaconda.org/bioconda/noarch/snakemake-minimal-9.27.0-pyhdfd78af_0.conda
+  sha256: 2c80dd4dce15bf6eb1806ccab28f12a47d81e623d50e8543f58f6eac9090498b
+  md5: ef7be2b45f827b930836cd91db64e769
   depends:
   - conda-inject >=1.3.1,<2.0
   - configargparse
   - connection_pool >=0.0.3
-  - docutils
+  - docutils >=0.20,<0.23
   - dpath >=2.1.6,<3.0.0
   - gitpython
   - humanfriendly
@@ -1119,11 +1570,11 @@ packages:
   - jinja2 >=3.0,<4.0
   - jsonschema
   - nbformat
-  - packaging >=24.0
+  - packaging >=24.0,<26
   - platformdirs
   - psutil
   - pulp >=2.3.1,<3.4
-  - python >=3.11,<3.14
+  - python >=3.11
   - pyyaml
   - referencing
   - requests >=2.8.1,<3.0
@@ -1133,7 +1584,7 @@ packages:
   - snakemake-interface-logger-plugins >=1.1.0,<3.0.0
   - snakemake-interface-report-plugins >=1.2.0,<2.0.0
   - snakemake-interface-scheduler-plugins >=2.0.0,<3.0.0
-  - snakemake-interface-storage-plugins >=4.3.2,<5.0
+  - snakemake-interface-storage-plugins >=4.4.1,<5.0
   - sqlmodel >=0.0.37,<0.0.38
   - tabulate
   - tenacity >=9.1.4,<10.0
@@ -1142,8 +1593,11 @@ packages:
   - yte >=1.5.5,<2.0
   license: MIT
   license_family: MIT
-  size: 883505
-  timestamp: 1777722551210
+  run_exports:
+    weak:
+    - snakemake-minimal >=9.27.0,<10.0a0
+  size: 891186
+  timestamp: 1789337861924
 - conda: https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda
   build_number: 20
   sha256: 1dd3fffd892081df9726d7eb7e0dea6198962ba775bd88842135a4ddb4deb3c9
@@ -4189,9 +4643,9 @@ packages:
   license_family: BSD
   size: 100048
   timestamp: 1777219902525
-- conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2026.03.30-pyhd8ed1ab_0.conda
-  sha256: a8b34e4bb8854ad899e461430fbabad81fa694805e45421bfe3e56da031d44ad
-  md5: 169bb144044321bb1cec1bfa4ea82a5b
+- conda: https://conda.anaconda.org/conda-forge/noarch/clio-tools-2026.06.23-pyhd8ed1ab_0.conda
+  sha256: 68f97f005c987796455f51bb1a84b5f8879d09a78959e369af3a00945795b568
+  md5: de13c74a1b7580a7e4a2323b252f2da2
   depends:
   - networkx >=3.4.2
   - numpy >=2.2.3
@@ -4203,8 +4657,9 @@ packages:
   - pyyaml >=6.0.2
   license: MIT
   license_family: MIT
-  size: 15754
-  timestamp: 1774882664468
+  run_exports: {}
+  size: 23713
+  timestamp: 1782229072527
 - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda
   sha256: ab29d57dc70786c1269633ba3dff20288b81664d3ff8d21af995742e2bb03287
   md5: 962b9857ee8e7018c22f2776ffa0b2d7
diff --git a/pixi.toml b/pixi.toml
index f095350..b6c0a3a 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -9,7 +9,7 @@ platforms = ["win-64", "linux-64", "osx-arm64"]
 homepage = "https://www.modelblocks.org/"
 
 [dependencies]
-clio-tools = ">=2026.03.30"
+clio-tools = ">=2026.06.23"
 conda = ">=25.0.0"
 ipdb = ">=0.13.13"
 ipykernel = ">=6.29.5"
@@ -22,8 +22,14 @@ pyproj = ">=3.7,<4"
 pyyaml = ">=6,<7"
 ruff = ">=0.9.9"
 snakefmt = ">=0.10.2"
-snakemake-minimal = ">=9.19.0"
+snakemake-minimal = ">=9.27.0"
 pytz = ">=2026.1.post1"
+pre-commit = ">=4.6.2,<5"
+
+[feature.module.dependencies]
+python = ">=3.12,<3.13"
+pyproj = ">=3.7,<4"
+pyyaml = ">=6,<7"
 earth-osm = ">=3.0.2"
 geopandas = ">=1.0,<2"
 networkx = ">=3,<4"
@@ -35,12 +41,20 @@ pyosmium = ">=4,<5"
 pydeck = ">=0.9,<1"
 requests = ">=2,<3"
 shapely = ">=2,<3"
-pre-commit = ">=4.6.2,<5"
+
+[environments]
+default = { features = ["module"], solve-group = "default" }
+module = { features = ["module"], no-default-feature = true, solve-group = "default" }
 
 [tasks]
 test = {cmd = "pytest tests"}
 test-integration = {cmd = "pytest tests/integration_test.py"}
 generate-config = {cmd = "python workflow/scripts/_schema.py"}
-check-python = {cmd = "ruff check workflow/scripts tests && ruff format --check workflow/scripts tests && mypy workflow/scripts"}
+check-python = {cmd = "ruff check workflow/scripts tests scripts && ruff format --check workflow/scripts tests scripts && mypy workflow/scripts"}
 check-workflow = {cmd = "snakefmt --check workflow tests/integration/Snakefile && snakemake --lint --snakefile workflow/Snakefile && snakemake --lint --snakefile tests/integration/Snakefile"}
 lint = {depends-on = ["check-python", "check-workflow"]}
+
+[tasks.export-snakemake-env]
+description = "Export locked execution packages for Snakemake on all supported platforms"
+args = [{ arg = "env", default = "module" }, { arg = "outdir", default = "workflow/envs" }]
+cmd = "python scripts/export_snakemake_env.py '{{ env }}' '{{ outdir }}'"
diff --git a/pytest.ini b/pytest.ini
index 61b096f..6654657 100644
--- a/pytest.ini
+++ b/pytest.ini
@@ -1,3 +1,3 @@
 [pytest]
 testpaths = tests
-pythonpath = . workflow
+pythonpath = . workflow/scripts
diff --git a/scripts/export_snakemake_env.py b/scripts/export_snakemake_env.py
new file mode 100644
index 0000000..27c37b5
--- /dev/null
+++ b/scripts/export_snakemake_env.py
@@ -0,0 +1,53 @@
+"""Export Pixi's environment and platform pins using the ModelBlocks convention."""
+
+import subprocess
+import sys
+import tempfile
+import tomllib
+from pathlib import Path
+
+
+def export(environment: str = "module", output_dir: str = "workflow/envs") -> None:
+    """Write the environment YAML and explicit platform package specifications."""
+    root = Path(__file__).resolve().parents[1]
+    manifest = tomllib.loads((root / "pixi.toml").read_text())
+    if environment not in manifest["environments"]:
+        raise ValueError(f"Unknown environment: {environment}")
+    outdir = root / output_dir
+    outdir.mkdir(parents=True, exist_ok=True)
+    subprocess.run(
+        [
+            "pixi",
+            "workspace",
+            "export",
+            "conda-environment",
+            "--environment",
+            environment,
+            str(outdir / f"{environment}.yaml"),
+        ],
+        cwd=root,
+        check=True,
+    )
+    with tempfile.TemporaryDirectory() as temporary:
+        for platform in manifest["workspace"]["platforms"]:
+            subprocess.run(
+                [
+                    "pixi",
+                    "workspace",
+                    "export",
+                    "conda-explicit-spec",
+                    "--environment",
+                    environment,
+                    "--platform",
+                    platform,
+                    temporary,
+                ],
+                cwd=root,
+                check=True,
+            )
+            pin = Path(temporary) / f"{environment}_{platform}_conda_spec.txt"
+            (outdir / f"{environment}.{platform}.pin.txt").write_bytes(pin.read_bytes())
+
+
+if __name__ == "__main__":
+    export(*sys.argv[1:])
diff --git a/tests/integration/Snakefile b/tests/integration/Snakefile
index e1f7e10..6a8c383 100644
--- a/tests/integration/Snakefile
+++ b/tests/integration/Snakefile
@@ -6,6 +6,7 @@ module grid_builder:
     pathvars:
         resources="resources/grid-builder",
         logs="logs/grid-builder",
+        results="results/grid-builder",
     snakefile:
         "../../workflow/Snakefile"
     config:
diff --git a/tests/integration_test.py b/tests/integration_test.py
index 3c9af85..76ea39c 100644
--- a/tests/integration_test.py
+++ b/tests/integration_test.py
@@ -37,7 +37,7 @@ def test_interface_file(module_path):
         "LICENSE",
         "README.md",
         "config/config.yaml",
-        "config/config.schema.json",
+        "workflow/internal/config.schema.yaml",
         "config/examples/config.BE-NL.yaml",
         "tests/integration/Snakefile",
     ],
@@ -94,7 +94,7 @@ def test_snakemake_integration_testing(module_path):
                 shutil.copytree(workdir / "logs", log_dir, dirs_exist_ok=True)
 
         assert result.returncode == 0, run_log.read_text(encoding="utf-8")
-        output_dir = workdir / "resources/grid-builder/retrieve"
+        output_dir = workdir / "resources/grid-builder/automatic/retrieve"
         for feature in ("substations_way", "lines_way"):
             payload = json.loads(
                 (output_dir / f"benin_{feature}.json").read_text(encoding="utf-8")
@@ -103,7 +103,7 @@ def test_snakemake_integration_testing(module_path):
             assert elements, f"No {feature} records retrieved"
             assert all(item["geometry"] for item in elements)
 
-        build_dir = workdir / "resources/grid-builder/build"
+        build_dir = workdir / "results/grid-builder/network"
         for component in ("buses", "lines", "transformers"):
             with (build_dir / "csv" / f"{component}.csv").open(
                 encoding="utf-8"
diff --git a/tests/test_config.py b/tests/test_config.py
index 05be5e2..1aa429b 100644
--- a/tests/test_config.py
+++ b/tests/test_config.py
@@ -46,6 +46,9 @@ def test_generated_config_matches_repository(tmp_path):
     defaults = generate_config_defaults(str(tmp_path / "config.yaml"))
     schema = generate_config_schema(str(tmp_path / "config.schema.json"))
     assert defaults == yaml.safe_load((config_dir / "config.yaml").read_text())
+    assert schema == yaml.safe_load(
+        (config_dir.parent / "workflow/internal/config.schema.yaml").read_text()
+    )
     assert schema == json.loads((config_dir / "config.schema.json").read_text())
     validated = validate_config(defaults)
     assert validated.retrieve.overpass_api.max_tries == 5
diff --git a/tests/test_environments.py b/tests/test_environments.py
new file mode 100644
index 0000000..1043a14
--- /dev/null
+++ b/tests/test_environments.py
@@ -0,0 +1,53 @@
+"""Check that Snakemake executes the packages resolved by Pixi."""
+
+import subprocess
+import tomllib
+from pathlib import Path
+
+import yaml
+
+
+def test_exported_environments_match_lock():
+    """Prevent stale platform pins or manifest dependencies reaching consumers."""
+    root = Path(__file__).resolve().parents[1]
+    manifest = tomllib.loads((root / "pixi.toml").read_text())
+    lock = yaml.safe_load((root / "pixi.lock").read_text())
+    environment = lock["environments"]["module"]
+    exported = yaml.safe_load((root / "workflow/envs/module.yaml").read_text())
+    dependencies = manifest["feature"]["module"]["dependencies"]
+    assert set(exported["dependencies"]) == {
+        f"{name} {version}" for name, version in dependencies.items()
+    }
+    assert exported["channels"] == manifest["workspace"]["channels"] + ["nodefaults"]
+    packages = {package["conda"]: package for package in lock["packages"]}
+    for platform in manifest["workspace"]["platforms"]:
+        pin = root / f"workflow/envs/module.{platform}.pin.txt"
+        entries = {
+            line
+            for line in pin.read_text().splitlines()
+            if line and not line.startswith(("#", "@"))
+        }
+        expected = {
+            f"{item['conda']}#{packages[item['conda']]['md5']}"
+            for item in environment["packages"][platform]
+        }
+        assert entries == expected, (
+            f"Re-export the {platform} environment from pixi.lock"
+        )
+
+
+def test_export_to_custom_directory(tmp_path):
+    """Support the same export command used by ModelBlocks integration tests."""
+    root = Path(__file__).resolve().parents[1]
+    outdir = tmp_path / "exported environments"
+    subprocess.run(
+        ["pixi", "run", "--locked", "export-snakemake-env", "module", str(outdir)],
+        cwd=root,
+        check=True,
+        capture_output=True,
+        text=True,
+        timeout=60,
+    )
+    for source in (root / "workflow/envs").glob("module.*"):
+        # Git checkouts may use CRLF on Windows; compare normalized text.
+        assert (outdir / source.name).read_text() == source.read_text()
diff --git a/tests/test_module_import.py b/tests/test_module_import.py
new file mode 100644
index 0000000..c6b5c79
--- /dev/null
+++ b/tests/test_module_import.py
@@ -0,0 +1,208 @@
+"""Exercise remote source caching without relying on GitHub or live OSM data."""
+
+import functools
+import json
+import os
+import shutil
+import subprocess
+import sys
+from http.server import SimpleHTTPRequestHandler, ThreadingHTTPServer
+from pathlib import Path
+from threading import Thread
+
+import pytest
+
+from workflow.scripts._schema import generate_region_index
+
+
+@pytest.fixture
+def remote_module(tmp_path):
+    """Serve only module sources, with a fresh URL and cache for each test."""
+    repository = Path(__file__).resolve().parents[1]
+    source = tmp_path / "source"
+    for directory in ("workflow", "config"):
+        shutil.copytree(repository / directory, source / directory)
+    payloads = {}
+
+    class Handler(SimpleHTTPRequestHandler):
+        """Serve sources and a minimal deterministic Overpass API."""
+
+        def do_POST(self):
+            """Return fixture elements matching the requested feature."""
+            query = self.rfile.read(int(self.headers["Content-Length"])).decode()
+            feature = None
+            if 'way["power"="line"]' in query:
+                feature = "lines_way"
+            elif 'way["power"="substation"]' in query:
+                feature = "substations_way"
+            body = json.dumps(payloads.get(feature, {"elements": []})).encode()
+            self.send_response(200)
+            self.send_header("Content-Type", "application/json")
+            self.send_header("Content-Length", str(len(body)))
+            self.end_headers()
+            self.wfile.write(body)
+
+    handler = functools.partial(Handler, directory=str(source))
+    server = ThreadingHTTPServer(("127.0.0.1", 0), handler)
+    thread = Thread(target=server.serve_forever, daemon=True)
+    thread.start()
+    try:
+        yield f"http://127.0.0.1:{server.server_port}/workflow/Snakefile", payloads
+    finally:
+        server.shutdown()
+        server.server_close()
+        thread.join()
+
+
+@pytest.mark.parametrize("remote", [False, True])
+@pytest.mark.parametrize("backend", ["overpass", "geofabrik"])
+def test_module_execution(tmp_path, remote_module, remote, backend):
+    """Import beside a conflicting scripts package, then clean, build and plot."""
+    remote_url, payloads = remote_module
+    api_url = remote_url.rsplit("/workflow/", 1)[0] + "/overpass"
+    workdir = tmp_path / "consumer"
+    workdir.mkdir()
+    scripts = workdir / "scripts"
+    scripts.mkdir()
+    (scripts / "__init__.py").touch()
+    (scripts / "_schema.py").write_text("parent_marker = True\n")
+    (scripts / "_helpers.py").write_text("parent_marker = 'parent helper'\n")
+    (scripts / "probe.py").write_text(
+        "from pathlib import Path\n"
+        "from _helpers import parent_marker\n"
+        "Path(snakemake.output[0]).write_text(parent_marker)\n"
+    )
+    source = (
+        remote_url
+        if remote
+        else str(Path(__file__).resolve().parents[1] / "workflow/Snakefile")
+    )
+    (workdir / "Snakefile").write_text(
+        f"""import sys
+sys.path.insert(0, {str(workdir)!r})
+import scripts._schema
+import scripts._helpers
+
+module grid:
+    snakefile: {source!r}
+    config: {{"countries": ["US"], "retrieve": {{"source": {backend!r}, "overpass_api": {{"url": {api_url!r}}}}}}}
+    pathvars:
+        resources="custom/resources",
+        results="custom/results",
+        logs="custom/logs",
+        osm_lines_way="rewired/{{country}}/lines.json",
+        map="rewired/map.html",
+        buses="rewired/buses.csv",
+
+use rule * from grid as grid_*
+
+assert scripts._schema.parent_marker
+assert scripts._helpers.parent_marker == "parent helper"
+assert "rewired/US/lines.json" in rules.grid_retrieve_osm_all.input
+if {backend!r} == "geofabrik":
+    assert rules.grid_retrieve_osm_pbf.params.data_dir == "custom/resources/automatic/earth-osm"
+assert grid.config["regions"]["US"]["frequency_hz"]["AC"] == 60
+
+rule parent_probe:
+    output: "parent.txt"
+    script: "scripts/probe.py"
+
+rule all:
+    default_target: True
+    input: rules.grid_build_interactive_map.output, rules.parent_probe.output
+"""
+    )
+    raw_dir = workdir / "custom/resources/automatic/retrieve"
+    raw_dir.mkdir(parents=True)
+    for feature in (
+        "lines_way",
+        "cables_way",
+        "substations_way",
+        "substations_node",
+        "substations_relation",
+        "routes_relation",
+    ):
+        elements = []
+        if feature == "lines_way":
+            elements = [
+                {
+                    "type": "way",
+                    "id": 1,
+                    "tags": {
+                        "power": "line",
+                        "voltage": "345000",
+                        "frequency": "60",
+                        "cables": "3",
+                    },
+                    "geometry": [
+                        {"lon": -100.0, "lat": 40.0},
+                        {"lon": -99.9, "lat": 40.0},
+                    ],
+                }
+            ]
+        if feature == "substations_way":
+            elements = [
+                {
+                    "type": "way",
+                    "id": i + 10,
+                    "tags": {
+                        "power": "substation",
+                        "voltage": "345000",
+                        "frequency": "60",
+                        "substation": "transmission",
+                    },
+                    "geometry": [
+                        {"lon": x, "lat": y}
+                        for x, y in (
+                            (lon - 0.001, 39.999),
+                            (lon + 0.001, 39.999),
+                            (lon + 0.001, 40.001),
+                            (lon - 0.001, 40.001),
+                            (lon - 0.001, 39.999),
+                        )
+                    ],
+                }
+                for i, lon in enumerate((-100.0, -99.9))
+            ]
+        raw_path = (
+            workdir / "rewired/US/lines.json"
+            if feature == "lines_way"
+            else raw_dir / f"US_{feature}.json"
+        )
+        payloads[feature] = {"elements": elements}
+        if backend == "geofabrik":
+            raw_path.parent.mkdir(parents=True, exist_ok=True)
+            raw_path.write_text(json.dumps(payloads[feature]))
+    env = {**os.environ, "XDG_CACHE_HOME": str(tmp_path / "cache")}
+    env.pop("PYTHONPATH", None)
+    result = subprocess.run(
+        [sys.executable, "-m", "snakemake", "--cores", "1", "--show-failed-logs"],
+        cwd=workdir,
+        env=env,
+        capture_output=True,
+        text=True,
+        timeout=120,
+    )
+    assert result.returncode == 0, result.stdout + result.stderr
+    assert (workdir / "parent.txt").read_text() == "parent helper"
+    assert (workdir / "rewired/map.html").stat().st_size > 0
+    lines = json.loads(
+        (workdir / "custom/results/network/geojson/lines.geojson").read_text()
+    )
+    assert len(lines["features"]) == 1
+    assert (workdir / "rewired/buses.csv").stat().st_size > 0
+    if backend == "overpass":
+        assert (
+            "Querying Overpass"
+            in (workdir / "custom/logs/retrieve_osm_overpass/US.log").read_text()
+        )
+
+
+def test_region_manifest(tmp_path):
+    """Every shipped regional default must be available to remote consumers."""
+    regions = Path(__file__).resolve().parents[1] / "config/regions"
+    generated = tmp_path / "index.yaml"
+    generate_region_index(regions, generated)
+    assert generated.read_text() == (regions / "index.yaml").read_text(), (
+        "Run pixi run generate-config after adding or removing regional files."
+    )
diff --git a/workflow/Snakefile b/workflow/Snakefile
index b8ed000..0858ff9 100644
--- a/workflow/Snakefile
+++ b/workflow/Snakefile
@@ -1,28 +1,64 @@
+import hashlib
+import importlib.util
 import sys
-from pathlib import Path
 
 import yaml
 from snakemake.utils import min_version
 
-sys.path.insert(0, workflow.basedir)
-from scripts._schema import load_region_configs, validate_config
+min_version("9.27")
 
-min_version("9.19")
+# Resolve auxiliary files through Snakemake so remote modules are cached too.
+# A path-specific name keeps separate grid-builder versions isolated in one host.
+_schema_path = workflow.source_path("scripts/_schema.py")
+_schema_name = (
+    f"_grid_builder_schema_{hashlib.sha256(str(_schema_path).encode()).hexdigest()}"
+)
+_schema_spec = importlib.util.spec_from_file_location(_schema_name, str(_schema_path))
+_schema = importlib.util.module_from_spec(_schema_spec)
+sys.modules[_schema_name] = _schema
+_schema_spec.loader.exec_module(_schema)
+
+# Snakemake adds the cached script directory to each script's import path.
+workflow.source_path("scripts/_helpers.py")
+for filename in ("colors.yaml", "tag_corrections.yaml"):
+    workflow.source_path(f"internal/{filename}")
 
+# Remote directories cannot be enumerated: the manifest lists shipped overrides.
+with open(workflow.source_path("../config/regions/index.yaml")) as f:
+    _region_codes = yaml.safe_load(f)
+_region_paths = {
+    code: workflow.source_path(f"../config/regions/config.{code}.yaml")
+    for code in _region_codes
+}
 
-# Define pathvars to expose OSM retrieval outputs for downstream use.
+
+# Retrieval paths and public outputs can be rewired by a consuming workflow.
 pathvars:
-    # OSM retrieval outputs by country and feature
-    osm_retrieve="<resources>/retrieve",
+    osm_retrieve="<resources>/automatic/retrieve",
+    osm_lines_way="<osm_retrieve>/{country}_lines_way.json",
+    osm_cables_way="<osm_retrieve>/{country}_cables_way.json",
+    osm_substations_way="<osm_retrieve>/{country}_substations_way.json",
+    osm_substations_node="<osm_retrieve>/{country}_substations_node.json",
+    osm_substations_relation="<osm_retrieve>/{country}_substations_relation.json",
+    osm_routes_relation="<osm_retrieve>/{country}_routes_relation.json",
+    buses="<results>/network/csv/buses.csv",
+    lines="<results>/network/csv/lines.csv",
+    transformers="<results>/network/csv/transformers.csv",
+    buses_geojson="<results>/network/geojson/buses.geojson",
+    lines_geojson="<results>/network/geojson/lines.geojson",
+    transformers_geojson="<results>/network/geojson/transformers.geojson",
+    stations_polygon="<results>/network/geojson/stations_polygon.geojson",
+    buses_polygon="<results>/network/geojson/buses_polygon.geojson",
+    map="<results>/map.html",
 
 
 # Default configuration file generated from pydantic schema.
 configfile: workflow.source_path("../config/config.yaml")
 
 
-config = validate_config(
-    load_region_configs(config, Path(workflow.basedir).parent / "config" / "regions")
-)
+config = _schema.validate_config(
+    _schema.load_region_configs(config, _region_paths)
+).model_dump(mode="json")
 
 # Load internal settings separately so users cannot modify them.
 with open(workflow.source_path("internal/settings.yaml"), "r") as f:
diff --git a/workflow/envs/module.linux-64.pin.txt b/workflow/envs/module.linux-64.pin.txt
new file mode 100644
index 0000000..ea25fca
--- /dev/null
+++ b/workflow/envs/module.linux-64.pin.txt
@@ -0,0 +1,146 @@
+# Generated by `pixi workspace export`
+# platform: linux-64
+@EXPLICIT
+https://conda.anaconda.org/conda-forge/linux-64/libgomp-15.2.0-he0feb66_18.conda#239c5e9546c38a1e884d69effcf4c882
+https://conda.anaconda.org/conda-forge/linux-64/_openmp_mutex-4.5-20_gnu.conda#a9f577daf3de00bca7c3c76c0ecbd1de
+https://conda.anaconda.org/conda-forge/linux-64/libgcc-15.2.0-he0feb66_18.conda#0aa00f03f9e39fb9876085dee11a85d4
+https://conda.anaconda.org/conda-forge/linux-64/yaml-0.2.5-h280c20c_3.conda#a77f85f77be52ff59391544bfe73390a
+https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-8_cp312.conda#c3efd25ac4d74b1584d2f7a57195ddf1
+https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda#ad659d0a2b3e47e38d829aa8cad2d610
+https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.3.2-h25fd6f3_2.conda#d87ff7921124eccd67248aa483c23fec
+https://conda.anaconda.org/conda-forge/linux-64/tk-8.6.13-noxft_h366c992_103.conda#cffd3bdd58090148f4cfcd831f4b26ab
+https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.6-hdb14827_0.conda#fc21868a1a5aacc937e7a18747acb8a5
+https://conda.anaconda.org/conda-forge/linux-64/readline-8.3-h853b02a_0.conda#d7d95fc8287ea7bf33e0e7116d2b95ec
+https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.4.22-hbd8a1cb_0.conda#e18ad67cf881dcadee8b8d9e2f8e5f73
+https://conda.anaconda.org/conda-forge/linux-64/openssl-3.6.2-h35e630c_0.conda#da1b85b6a87e141f5140bb9924cecab0
+https://conda.anaconda.org/conda-forge/linux-64/libgcc-ng-15.2.0-h69a702a_18.conda#d5e96b1ed75ca01906b3d2469b4ce493
+https://conda.anaconda.org/conda-forge/linux-64/libxcrypt-4.4.36-hd590300_1.conda#5aa797f8787fe7a17d1b0821485b5adc
+https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.42-h5347b49_0.conda#38ffe67b78c9d4de527be8315e5ada2c
+https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-15.2.0-h934c35e_18.conda#1b08cd684f34175e4514474793d44bcb
+https://conda.anaconda.org/conda-forge/linux-64/icu-78.3-h33c6efd_0.conda#c80d8a3b84358cb967fa81e7075fbc8a
+https://conda.anaconda.org/conda-forge/linux-64/libsqlite-3.53.0-hf4e2dac_0.conda#810d83373448da85c3f673fbcb7ad3a3
+https://conda.anaconda.org/conda-forge/linux-64/libnsl-2.0.1-hb9d3cd8_1.conda#d864d34357c3b65a4b731f78c0801dc4
+https://conda.anaconda.org/conda-forge/linux-64/liblzma-5.8.3-hb03c661_0.conda#b88d90cad08e6bc8ad540cb310a761fb
+https://conda.anaconda.org/conda-forge/linux-64/libffi-3.5.2-h3435931_0.conda#a360c33a5abe61c07959e449fa1453eb
+https://conda.anaconda.org/conda-forge/linux-64/libexpat-2.8.4-hd2095e1_0.conda#a77b44d6cbaad97f3ad050ab35fad55a
+https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda#4a13eeac0b5c8e5b8ab496e6c4ddd829
+https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.45.1-default_hbd61a6d_102.conda#18335a698559cdbcd86150a48bf54ba6
+https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-hda65f42_9.conda#d2ffd7602c02f2b316fd921d39876885
+https://conda.anaconda.org/conda-forge/linux-64/python-3.12.13-hd63d673_0_cpython.conda#7eccb41177e15cc672e1babe9056018e
+https://conda.anaconda.org/conda-forge/linux-64/pyyaml-6.0.3-py312h8a5da7c_1.conda#15878599a87992e44c059731771591cb
+https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda#461219d1a5bd61342293efa2c0c90eac
+https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda#8e6923fc12f1fe8f8c4e5c9f343256ac
+https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda#0a802cb9888dd14eeefc611f05c40b6e
+https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda#164fc43f0b53b6e3a7bc7dce5e4f1dc9
+https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.2.0-py312hdb49522_1.conda#64088dffd7413a2dd557ce837b4cbbdb
+https://conda.anaconda.org/conda-forge/linux-64/backports.zstd-1.4.0-py312h90b7ffd_0.conda#542da724e75cdeef19e29cca23935c25
+https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda#9272daa869e03efe68833e3dc7a02130
+https://conda.anaconda.org/conda-forge/noarch/idna-3.13-pyhcf101f3_0.conda#fb7130c190f9b4ec91219840a05ba3ac
+https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.7-pyhd8ed1ab_0.conda#a9167b9571f3baa9d448faa2139d1089
+https://conda.anaconda.org/conda-forge/noarch/certifi-2026.4.22-pyhd8ed1ab_0.conda#929471569c93acefb30282a22060dcd5
+https://conda.anaconda.org/conda-forge/noarch/requests-2.33.1-pyhcf101f3_1.conda#9659f587a8ceacc21864260acd02fc67
+https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.10.0-h5888daf_1.conda#9de5350a85c4a20c685259b889aa6393
+https://conda.anaconda.org/conda-forge/linux-64/pyosmium-4.3.1-py312hc7fdb42_1.conda#44bba8b7d3d64b1af5dedfcbc906067a
+https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-15.2.0-h68bc16d_18.conda#646855f357199a12f02a87382d429b75
+https://conda.anaconda.org/conda-forge/linux-64/libgfortran-15.2.0-h69a702a_18.conda#9063115da5bc35fdc3e1002e69b9ef6e
+https://conda.anaconda.org/conda-forge/linux-64/libopenblas-0.3.32-pthreads_h94d23a6_0.conda#89d61bc91d3f39fda0ca10fcd3c68594
+https://conda.anaconda.org/conda-forge/linux-64/libblas-3.11.0-6_h4a7cf45_openblas.conda#6d6d225559bfa6e2f3c90ee9c03d4e2e
+https://conda.anaconda.org/conda-forge/linux-64/liblapack-3.11.0-6_h47877c9_openblas.conda#881d801569b201c2e753f03c84b85e15
+https://conda.anaconda.org/conda-forge/linux-64/libcblas-3.11.0-6_h0358290_openblas.conda#36ae340a916635b97ac8a0655ace2a35
+https://conda.anaconda.org/conda-forge/linux-64/numpy-2.4.3-py312h33ff503_0.conda#5930ee8a175a242b4f001b1e9e72024f
+https://conda.anaconda.org/conda-forge/linux-64/markupsafe-3.0.3-py312h8a5da7c_1.conda#93a4752d42b12943a355b682ee43285b
+https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhcf101f3_1.conda#04558c96691bed63104678757beb4f8d
+https://conda.anaconda.org/conda-forge/noarch/pydeck-0.9.3-pyhd8ed1ab_0.conda#7c94c948b32d681345f134ae11892fee
+https://conda.anaconda.org/conda-forge/linux-64/libboost-1.90.0-h1101c1b_3.conda#bcabb17507a7c82f12e9a0cc67fd57c7
+https://conda.anaconda.org/conda-forge/linux-64/osmium-tool-1.19.1-h7ac1ec8_0.conda#14de95da725f036b4b55d67cdc0b0256
+https://conda.anaconda.org/conda-forge/noarch/tqdm-4.67.3-pyh8f84b5b_0.conda#e5ce43272193b38c2e9037446c1d9206
+https://conda.anaconda.org/conda-forge/linux-64/libabseil-20260107.1-cxx17_h7b12aa8_0.conda#6f7b4302263347698fd24565fbf11310
+https://conda.anaconda.org/conda-forge/linux-64/protobuf-6.33.5-py312ha7b3241_2.conda#0aee4f9ff95fc4bc78264a93e2a74adf
+https://conda.anaconda.org/conda-forge/noarch/pytz-2026.2-pyhcf101f3_0.conda#03cb60f505ad3ada0a95277af5faeb1a
+https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2026.3-pyhd8ed1ab_0.conda#eefc8d916bd2e708d76d40398ef9a1ee
+https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda#3339e3b65d58accf4ca4fb8748ab16b3
+https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda#5b8d21249ff20967101ffa321cab24e8
+https://conda.anaconda.org/conda-forge/linux-64/pandas-2.3.3-py312hf79963d_1.conda#e597b3e812d9613f659b7d87ad252d18
+https://conda.anaconda.org/conda-forge/noarch/xyzservices-2026.3.0-pyhd8ed1ab_0.conda#4487b9c371d0161d54b5c7bbd890c0fc
+https://conda.anaconda.org/conda-forge/linux-64/sqlite-3.53.0-h04a0ce9_0.conda#dc540e5bd5616d83a1ec46af8315ff98
+https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.6.0-hd42ef1d_0.conda#aea31d2e5b1091feca96fcfe945c3cf9
+https://conda.anaconda.org/conda-forge/linux-64/libjpeg-turbo-3.1.4.1-hb03c661_0.conda#6178c6f2fb254558238ef4e6c56fb782
+https://conda.anaconda.org/conda-forge/linux-64/libdeflate-1.25-h17f619e_0.conda#6c77a605a7a689d17d4819c0f8ac9a00
+https://conda.anaconda.org/conda-forge/linux-64/lerc-4.1.0-hdb68285_0.conda#a752488c68f2e7c456bcbd8f16eec275
+https://conda.anaconda.org/conda-forge/linux-64/libtiff-4.7.1-h9d88235_1.conda#cd5a90476766d53e901500df9215e927
+https://conda.anaconda.org/conda-forge/linux-64/libssh2-1.11.1-hcf80075_0.conda#eecce068c7e4eddeb169591baac20ac4
+https://conda.anaconda.org/conda-forge/linux-64/libev-4.33-hd590300_2.conda#172bf1cd1ff8629f2b1179945ed45055
+https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.34.6-hb03c661_0.conda#920bb03579f15389b9e512095ad995b7
+https://conda.anaconda.org/conda-forge/linux-64/libnghttp2-1.68.1-h877daf1_0.conda#2a45e7f8af083626f009645a6481f12d
+https://conda.anaconda.org/conda-forge/linux-64/libedit-3.1.20250104-pl5321h7949ede_0.conda#c277e0a4d549b03ac1e9d6cbbe3d017b
+https://conda.anaconda.org/conda-forge/linux-64/keyutils-1.6.3-hb9d3cd8_0.conda#b38117a3c920364aff79f870c984b4a3
+https://conda.anaconda.org/conda-forge/linux-64/krb5-1.22.2-ha1258a1_0.conda#fb53fb07ce46a575c5d004bbc96032c2
+https://conda.anaconda.org/conda-forge/linux-64/libcurl-8.20.0-hcf29cc6_0.conda#c3cc2864f82a944bc90a7beb4d3b0e88
+https://conda.anaconda.org/conda-forge/linux-64/proj-9.8.1-he0df7b0_0.conda#b23619e5e9009eaa070ead0342034027
+https://conda.anaconda.org/conda-forge/linux-64/pyproj-3.7.2-py312hbc8341d_4.conda#9d5ea11aefbdf548a2d8c965c1b2ebad
+https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda#58335b26c38bf4a20f399384c33cbcf9
+https://conda.anaconda.org/conda-forge/linux-64/xerces-c-3.3.0-hd9031aa_1.conda#66a1db55ecdb7377d2b91f54cd56eafa
+https://conda.anaconda.org/conda-forge/linux-64/pcre2-10.47-haa7fec5_0.conda#7a3bff861a6583f1889021facefc08b1
+https://conda.anaconda.org/conda-forge/linux-64/muparser-2.3.5-h5888daf_0.conda#ab3e3db511033340e75e7002e80ce8c0
+https://conda.anaconda.org/conda-forge/linux-64/libiconv-1.18-h3b78370_2.conda#915f5995e94f60e9a4826e0b0920ee88
+https://conda.anaconda.org/conda-forge/linux-64/libxml2-16-2.15.3-hca6bf5a_0.conda#e79d2c2f24b027aa8d5ab1b1ba3061e7
+https://conda.anaconda.org/conda-forge/linux-64/libxml2-2.15.3-h49c6c72_0.conda#995d8c8bad2a3cc8db14675a153dec2b
+https://conda.anaconda.org/conda-forge/linux-64/zlib-1.3.2-h25fd6f3_2.conda#c2a01a08fc991620a74b32420e97868a
+https://conda.anaconda.org/conda-forge/linux-64/libxml2-devel-2.15.3-h49c6c72_0.conda#be70cb50dd0ecc1531c58034d38f72e0
+https://conda.anaconda.org/conda-forge/linux-64/geos-3.14.1-h480dda7_0.conda#4d4efd0645cd556fab54617c4ad477ef
+https://conda.anaconda.org/conda-forge/linux-64/librttopo-1.1.0-h46dd2a8_20.conda#df81fd57eacf341588d728c97920e86d
+https://conda.anaconda.org/conda-forge/linux-64/minizip-4.0.10-h05a5f5f_0.conda#da01bb40572e689bd1535a5cee6b1d68
+https://conda.anaconda.org/conda-forge/linux-64/freexl-2.0.0-h9dce30a_2.conda#ecb5d11305b8ba1801543002e69d2f2f
+https://conda.anaconda.org/conda-forge/linux-64/libspatialite-5.1.0-gpl_hab3fe16_120.conda#5947bdda89ced07ab0d8a5d6503082c3
+https://conda.anaconda.org/conda-forge/linux-64/libpng-1.6.58-h421ea60_0.conda#eba48a68a1a2b9d3c0d9511548db85db
+https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-15.2.0-hdf11a46_18.conda#6235adb93d064ecdf3d44faee6f468de
+https://conda.anaconda.org/conda-forge/linux-64/uriparser-0.9.8-hac33072_0.conda#d71d3a66528853c0a1ac2c02d79a0284
+https://conda.anaconda.org/conda-forge/linux-64/libkml-1.3.0-haa4a5bd_1023.conda#953b7cca897e21215302dbfe2af5cd0c
+https://conda.anaconda.org/conda-forge/linux-64/libhwy-1.4.0-h10be129_0.conda#3a9428b74c403c71048104d38437b48c
+https://conda.anaconda.org/conda-forge/linux-64/libbrotlicommon-1.2.0-hb03c661_1.conda#72c8fd1af66bd67bf580645b426513ed
+https://conda.anaconda.org/conda-forge/linux-64/libbrotlienc-1.2.0-hb03c661_1.conda#4ffbb341c8b616aa2494b6afb26a0c5f
+https://conda.anaconda.org/conda-forge/linux-64/libbrotlidec-1.2.0-hb03c661_1.conda#366b40a69f0ad6072561c1d09301c886
+https://conda.anaconda.org/conda-forge/linux-64/libjxl-0.11.2-h174a0a3_1.conda#850f48943d6b4589800a303f0de6a816
+https://conda.anaconda.org/conda-forge/linux-64/lzo-2.10-h280c20c_1002.conda#45161d96307e3a447cc3eb5896cf6f8c
+https://conda.anaconda.org/conda-forge/linux-64/libarchive-3.8.7-gpl_hc2c16d8_100.conda#dbeb5c8321cb2408d406a3da16a0ff0d
+https://conda.anaconda.org/conda-forge/linux-64/json-c-0.18-h6688a6e_0.conda#38f5dbc9ac808e31c00650f7be1db93f
+https://conda.anaconda.org/conda-forge/linux-64/giflib-5.2.2-hd590300_0.conda#3bf7b9fd5a7136126e0234db4b87c8b6
+https://conda.anaconda.org/conda-forge/linux-64/snappy-1.2.2-h03e3b7b_1.conda#98b6c9dc80eb87b2519b97bcf7e578dd
+https://conda.anaconda.org/conda-forge/linux-64/blosc-1.21.6-he440d0b_1.conda#2c2fae981fd2afd00812c92ac47d023d
+https://conda.anaconda.org/conda-forge/linux-64/libgdal-core-3.12.4-h08c5dba_2.conda#f5af6a9a075af46eff6a6a55a995e44d
+https://conda.anaconda.org/conda-forge/linux-64/pyogrio-0.12.1-py312h053e1f3_0.conda#f8e7e5ddfbdca16b65335b0b6615eb4c
+https://conda.anaconda.org/conda-forge/linux-64/qhull-2020.2-h434a139_5.conda#353823361b1d27eb3960efb076dfcaf6
+https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.3.2-pyhcf101f3_0.conda#3687cc0b82a8b4c17e1f0eb7e47163d5
+https://conda.anaconda.org/conda-forge/linux-64/zlib-ng-2.3.3-hceb46e0_1.conda#2aadb0d17215603a82a2a6b0afd9a4cb
+https://conda.anaconda.org/conda-forge/linux-64/openjpeg-2.5.4-h55fea9a_0.conda#11b3379b191f63139e29c0d19dee24cd
+https://conda.anaconda.org/conda-forge/linux-64/xorg-libxdmcp-1.1.5-hb03c661_1.conda#1dafce8548e38671bea82e3f5c6ce22f
+https://conda.anaconda.org/conda-forge/linux-64/xorg-libxau-1.0.12-hb03c661_1.conda#b2895afaf55bf96a8c8282a2e47a5de0
+https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-hb9d3cd8_1002.conda#b3c17d95b5a10c6e64a21fa17573e70e
+https://conda.anaconda.org/conda-forge/linux-64/libxcb-1.17.0-h8a09558_0.conda#92ed62436b625154323d40d5f2f11dd7
+https://conda.anaconda.org/conda-forge/linux-64/libfreetype6-2.14.3-h73754d4_0.conda#fb16b4b69e3f1dcfe79d80db8fd0c55d
+https://conda.anaconda.org/conda-forge/linux-64/libfreetype-2.14.3-ha770c72_0.conda#e289f3d17880e44b633ba911d57a321b
+https://conda.anaconda.org/conda-forge/linux-64/lcms2-2.19-h0c24ade_0.conda#f302dbf397ac82eaf9618575d0b5fe33
+https://conda.anaconda.org/conda-forge/linux-64/pillow-12.2.0-py312h50c33e8_0.conda#9e5609720e31213d4f39afe377f6217e
+https://conda.anaconda.org/conda-forge/linux-64/kiwisolver-1.5.0-py312h0a2e395_0.conda#cd74a9525dc74bbbf93cf8aa2fa9eb5b
+https://conda.anaconda.org/conda-forge/linux-64/freetype-2.14.3-ha770c72_0.conda#8462b5322567212beeb025f3519fb3e2
+https://conda.anaconda.org/conda-forge/linux-64/unicodedata2-17.0.1-py312h4c3975b_0.conda#0b6c506ec1f272b685240e70a29261b8
+https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda#37293a85a0f4f77bbd9cf7aaefc62609
+https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.2.0-hb03c661_1.conda#af39b9a8711d4a8d437b52c1d78eb6a1
+https://conda.anaconda.org/conda-forge/linux-64/brotli-1.2.0-hed03a55_1.conda#8ccf913aaba749a5496c17629d859ed1
+https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.62.1-py312h8a5da7c_0.conda#2396fee22e84f69dffc6e23135905ce8
+https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhcf101f3_2.conda#4c2a8fef270f6c69591889b93f9f55c1
+https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.3.3-py312h0a2e395_4.conda#43c2bc96af3ae5ed9e8a10ded942aa50
+https://conda.anaconda.org/conda-forge/linux-64/matplotlib-base-3.10.9-py312he3d6523_0.conda#7d499b5b6d150f133800dc3a582771c7
+https://conda.anaconda.org/conda-forge/linux-64/scipy-1.17.1-py312h54fa4ab_0.conda#3e38daeb1fb05a95656ff5af089d2e4c
+https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda#9d64911b31d57ca443e9f1e36b04385f
+https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda#8e194e7b992f99a5015edbd4ebd38efd
+https://conda.anaconda.org/conda-forge/noarch/joblib-1.5.3-pyhd8ed1ab_0.conda#615de2a4d97af50c350e5cf160149e77
+https://conda.anaconda.org/conda-forge/linux-64/scikit-learn-1.8.0-np2py312h3226591_1.conda#38decbeae260892040709cafc0514162
+https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda#a2c1eeadae7a309daed9d62c96012a2b
+https://conda.anaconda.org/conda-forge/noarch/mapclassify-2.10.0-pyhd8ed1ab_1.conda#cc293b4cad9909bf66ca117ea90d4631
+https://conda.anaconda.org/conda-forge/linux-64/shapely-2.1.2-py312h383787d_2.conda#69e400d3deca12ee7afd4b73a5596905
+https://conda.anaconda.org/conda-forge/noarch/geopandas-base-1.1.3-pyha770c72_0.conda#18789a85c307970ae1786dfc6dfd234f
+https://conda.anaconda.org/conda-forge/noarch/branca-0.8.2-pyhd8ed1ab_0.conda#1fcdf88e7a8c296d3df8409bf0690db4
+https://conda.anaconda.org/conda-forge/noarch/folium-0.20.0-pyhd8ed1ab_0.conda#a6997a7dcd6673c0692c61dfeaea14ab
+https://conda.anaconda.org/conda-forge/noarch/geopandas-1.1.3-pyhd8ed1ab_0.conda#4eb8b870142ca06d2a1d2c74662eac7d
+https://conda.anaconda.org/conda-forge/noarch/earth-osm-3.0.2-pyhd8ed1ab_0.conda#eea693a0e40b4aa17590a63d055a068a
diff --git a/workflow/envs/module.osx-arm64.pin.txt b/workflow/envs/module.osx-arm64.pin.txt
new file mode 100644
index 0000000..a02f1f0
--- /dev/null
+++ b/workflow/envs/module.osx-arm64.pin.txt
@@ -0,0 +1,157 @@
+# Generated by `pixi workspace export`
+# platform: osx-arm64
+@EXPLICIT
+https://conda.anaconda.org/conda-forge/osx-arm64/yaml-0.2.5-h925e9cb_3.conda#78a0fe9e9c50d2c381e8ee47e3ea437d
+https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-9_cp312.conda#4c32076993e6270825441d059ab5c18b
+https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda#ad659d0a2b3e47e38d829aa8cad2d610
+https://conda.anaconda.org/conda-forge/osx-arm64/libzlib-1.3.2-h8088a28_2.conda#bc5a5721b6439f2f62a84f2548136082
+https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-h010d191_3.conda#a9d86bc62f39b94c4661716624eb21b0
+https://conda.anaconda.org/conda-forge/osx-arm64/ncurses-6.6-h1d4f5a5_0.conda#343d10ed5b44030a2f67193905aea159
+https://conda.anaconda.org/conda-forge/osx-arm64/readline-8.3-h46df422_0.conda#f8381319127120ce51e081dce4865cf4
+https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.4.22-hbd8a1cb_0.conda#e18ad67cf881dcadee8b8d9e2f8e5f73
+https://conda.anaconda.org/conda-forge/osx-arm64/openssl-3.6.2-hd24854e_0.conda#25dcccd4f80f1638428613e0d7c9b4e1
+https://conda.anaconda.org/conda-forge/osx-arm64/icu-78.3-hef89b57_0.conda#f1182c91c0de31a7abd40cedf6a5ebef
+https://conda.anaconda.org/conda-forge/osx-arm64/libsqlite-3.53.4-hca69786_1.conda#fde96d40ebe9a9cb34e4122380189ddb
+https://conda.anaconda.org/conda-forge/osx-arm64/libcxx-22.1.4-h55c6f16_0.conda#448a1af83a9205655ee1cf48d3875ca3
+https://conda.anaconda.org/conda-forge/osx-arm64/libpython-3.12.14-h4e5ec87_3_cpython.conda#7fd5ad6d9d1ae0af3ae9f039a992a148
+https://conda.anaconda.org/conda-forge/osx-arm64/liblzma-5.8.3-h8088a28_0.conda#b1fd823b5ae54fbec272cea0811bd8a9
+https://conda.anaconda.org/conda-forge/osx-arm64/libffi-3.7.0-h47dc5ef_1.conda#216bbcc23c11e9695b3db4a8771d76eb
+https://conda.anaconda.org/conda-forge/osx-arm64/libexpat-2.8.4-h6111c0a_0.conda#f161bcc1e6de30d76093b4534b8f1a77
+https://conda.anaconda.org/conda-forge/osx-arm64/bzip2-1.0.8-hd037594_9.conda#620b85a3f45526a8bc4d23fd78fc22f0
+https://conda.anaconda.org/conda-forge/osx-arm64/python-3.12.14-hd05a0c4_3_cpython.conda#287a1be640df74bd3e2b9d76b2a7b300
+https://conda.anaconda.org/conda-forge/osx-arm64/pyyaml-6.0.3-py312h04c11ed_1.conda#95a5f0831b5e0b1075bbd80fcffc52ac
+https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyha55dd90_7.conda#461219d1a5bd61342293efa2c0c90eac
+https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda#8e6923fc12f1fe8f8c4e5c9f343256ac
+https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda#0a802cb9888dd14eeefc611f05c40b6e
+https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda#164fc43f0b53b6e3a7bc7dce5e4f1dc9
+https://conda.anaconda.org/conda-forge/osx-arm64/brotli-python-1.2.0-py312ha52686f_4.conda#a99e0c53fc3932defa0c89757c14b8ce
+https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-hbf9d68e_6.conda#ab136e4c34e97f34fb621d2592a393d8
+https://conda.anaconda.org/conda-forge/osx-arm64/backports.zstd-1.7.0-py312h1a36842_1.conda#4f0bd292b5aeab40ebcb3aae5afdf1a8
+https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda#9272daa869e03efe68833e3dc7a02130
+https://conda.anaconda.org/conda-forge/noarch/idna-3.13-pyhcf101f3_0.conda#fb7130c190f9b4ec91219840a05ba3ac
+https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.7-pyhd8ed1ab_0.conda#a9167b9571f3baa9d448faa2139d1089
+https://conda.anaconda.org/conda-forge/noarch/certifi-2026.4.22-pyhd8ed1ab_0.conda#929471569c93acefb30282a22060dcd5
+https://conda.anaconda.org/conda-forge/noarch/requests-2.33.1-pyhcf101f3_1.conda#9659f587a8ceacc21864260acd02fc67
+https://conda.anaconda.org/conda-forge/osx-arm64/lz4-c-1.10.0-h286801f_1.conda#01511afc6cc1909c5303cf31be17b44f
+https://conda.anaconda.org/conda-forge/osx-arm64/pyosmium-4.3.1-py312h892b0b2_1.conda#9608fc822b765f7a72282a2c2ef1de06
+https://conda.anaconda.org/conda-forge/osx-arm64/llvm-openmp-22.1.4-hc7d1edf_0.conda#46d04a647df7a4525e487d88068d19ef
+https://conda.anaconda.org/conda-forge/osx-arm64/_openmp_mutex-4.5-7_kmp_llvm.conda#a44032f282e7d2acdeb1c240308052dd
+https://conda.anaconda.org/conda-forge/osx-arm64/libgcc-15.2.0-hcbb3090_18.conda#92df6107310b1fff92c4cc84f0de247b
+https://conda.anaconda.org/conda-forge/osx-arm64/libgfortran5-15.2.0-hdae7583_18.conda#c4a6f7989cffb0544bfd9207b6789971
+https://conda.anaconda.org/conda-forge/osx-arm64/libgfortran-15.2.0-h07b0088_18.conda#26981599908ed2205366e8fc91b37fc6
+https://conda.anaconda.org/conda-forge/osx-arm64/libopenblas-0.3.32-openmp_he657e61_0.conda#3a1111a4b6626abebe8b978bb5a323bf
+https://conda.anaconda.org/conda-forge/osx-arm64/libblas-3.11.0-6_h51639a9_openblas.conda#e551103471911260488a02155cef9c94
+https://conda.anaconda.org/conda-forge/osx-arm64/liblapack-3.11.0-6_hd9741b5_openblas.conda#ee33d2d05a7c5ea1f67653b37eb74db1
+https://conda.anaconda.org/conda-forge/osx-arm64/libcblas-3.11.0-6_hb0561ab_openblas.conda#805c6d31c5621fd75e53dfcf21fb243a
+https://conda.anaconda.org/conda-forge/osx-arm64/numpy-2.5.3-py312hff34920_0.conda#6c950b1c9f19db9df914704508f3be20
+https://conda.anaconda.org/conda-forge/osx-arm64/markupsafe-3.0.3-py312h04c11ed_1.conda#11d95ab83ef0a82cc2de12c1e0b47fe4
+https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhcf101f3_1.conda#04558c96691bed63104678757beb4f8d
+https://conda.anaconda.org/conda-forge/noarch/pydeck-0.9.3-pyhd8ed1ab_0.conda#7c94c948b32d681345f134ae11892fee
+https://conda.anaconda.org/conda-forge/osx-arm64/libboost-1.90.0-h30c325d_3.conda#71cd9902ca7347767f4ea7170c0acdbb
+https://conda.anaconda.org/conda-forge/osx-arm64/osmium-tool-1.19.1-h693c552_0.conda#8d50fef448dfb3621b347453e57e584c
+https://conda.anaconda.org/conda-forge/noarch/tqdm-4.67.3-pyh8f84b5b_0.conda#e5ce43272193b38c2e9037446c1d9206
+https://conda.anaconda.org/conda-forge/osx-arm64/libabseil-20260526.0-cxx17_h4c27e2a_2.conda#2aa5e7dc7b5d218908effd2a8c70a8a8
+https://conda.anaconda.org/conda-forge/osx-arm64/protobuf-7.35.1-py312h5674827_3.conda#b3a91d2e886988232fb2eedc016aa22c
+https://conda.anaconda.org/conda-forge/noarch/pytz-2026.2-pyhcf101f3_0.conda#03cb60f505ad3ada0a95277af5faeb1a
+https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2026.3-pyhd8ed1ab_0.conda#eefc8d916bd2e708d76d40398ef9a1ee
+https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda#3339e3b65d58accf4ca4fb8748ab16b3
+https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda#5b8d21249ff20967101ffa321cab24e8
+https://conda.anaconda.org/conda-forge/osx-arm64/pandas-2.3.3-py312h5978115_2.conda#fcbba82205afa4956c39136c68929385
+https://conda.anaconda.org/conda-forge/noarch/xyzservices-2026.3.0-pyhd8ed1ab_0.conda#4487b9c371d0161d54b5c7bbd890c0fc
+https://conda.anaconda.org/conda-forge/osx-arm64/sqlite-3.53.4-ha9f7ffe_1.conda#c144cc02c82671616e0fb4caf731bc88
+https://conda.anaconda.org/conda-forge/osx-arm64/libwebp-base-1.6.0-h07db88b_0.conda#e5e7d467f80da752be17796b87fe6385
+https://conda.anaconda.org/conda-forge/osx-arm64/libjpeg-turbo-3.2.0-h84a0fba_1.conda#b2f8c8e5a7651a1d7c05404c3a159517
+https://conda.anaconda.org/conda-forge/osx-arm64/libdeflate-1.25-hc11a715_0.conda#a6130c709305cd9828b4e1bd9ba0000c
+https://conda.anaconda.org/conda-forge/osx-arm64/lerc-4.2.0-h1eee2c3_0.conda#e429aec4037d5cb8fd34ded9f5dadd39
+https://conda.anaconda.org/conda-forge/osx-arm64/libtiff-4.7.2-hf67920b_1.conda#b6b191267455bf202af79f973690ed5d
+https://conda.anaconda.org/conda-forge/osx-arm64/libssh2-1.11.1-h1590b86_0.conda#b68e8f66b94b44aaa8de4583d3d4cc40
+https://conda.anaconda.org/conda-forge/osx-arm64/libpsl-0.23.1-hdb0c161_1.conda#5d270f716a2b4bc13df9af8612071b17
+https://conda.anaconda.org/conda-forge/osx-arm64/libev-4.33-h93a5062_2.conda#36d33e440c31857372a72137f78bacf5
+https://conda.anaconda.org/conda-forge/osx-arm64/c-ares-1.34.6-hc919400_0.conda#bcb3cba70cf1eec964a03b4ba7775f01
+https://conda.anaconda.org/conda-forge/osx-arm64/libnghttp2-1.68.1-h8f3e76b_0.conda#6ea18834adbc3b33df9bd9fb45eaf95b
+https://conda.anaconda.org/conda-forge/osx-arm64/libedit-3.1.20250104-pl5321hafb1f1b_0.conda#44083d2d2c2025afca315c7a172eab2b
+https://conda.anaconda.org/conda-forge/osx-arm64/krb5-1.22.2-h385eeb1_0.conda#e446e1822f4da8e5080a9de93474184d
+https://conda.anaconda.org/conda-forge/osx-arm64/libcurl-8.22.0-h6651222_0.conda#a7234b8d8e19a089dcb1eaaa18de1045
+https://conda.anaconda.org/conda-forge/osx-arm64/proj-9.9.0-h51dee2d_0.conda#3e1d545c468056c085841e97773978fd
+https://conda.anaconda.org/conda-forge/osx-arm64/pyproj-3.8.0-py312h16d7083_2.conda#46be4aa3f1d295deba4ee929795d4d97
+https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda#58335b26c38bf4a20f399384c33cbcf9
+https://conda.anaconda.org/conda-forge/osx-arm64/xerces-c-3.3.0-h25f632f_1.conda#0b886d06130b774f086d3b2ce0b7277a
+https://conda.anaconda.org/conda-forge/osx-arm64/pcre2-10.47-h30297fc_0.conda#9b4190c4055435ca3502070186eba53a
+https://conda.anaconda.org/conda-forge/osx-arm64/muparser-2.3.5-h11e0b38_0.conda#1cdbe54881794ee356d3cba7e3ed6668
+https://conda.anaconda.org/conda-forge/osx-arm64/libiconv-1.18-h23cfdf5_2.conda#4d5a7445f0b25b6a3ddbb56e790f5251
+https://conda.anaconda.org/conda-forge/osx-arm64/libxml2-16-2.15.4-heb56d2d_0.conda#b40633f711a5eb8617917e0e944b9965
+https://conda.anaconda.org/conda-forge/osx-arm64/libxml2-2.15.4-h550178d_0.conda#4b97a34d06740b578c32deba195daf5a
+https://conda.anaconda.org/conda-forge/osx-arm64/zlib-1.3.2-h8088a28_2.conda#f1c0bce276210bed45a04949cfe8dc20
+https://conda.anaconda.org/conda-forge/osx-arm64/libxml2-devel-2.15.4-h550178d_0.conda#df2f9521a1b80a859d6d329dba7df2a0
+https://conda.anaconda.org/conda-forge/osx-arm64/geos-3.14.1-h5afe852_0.conda#4238412c29eff0bb2bb5c60a720c035a
+https://conda.anaconda.org/conda-forge/osx-arm64/librttopo-1.1.0-ha909e78_20.conda#d07359797436cfc891b38e203cf0caac
+https://conda.anaconda.org/conda-forge/osx-arm64/minizip-4.0.10-hff1a8ea_0.conda#93def148863d840e500490d6d78722f9
+https://conda.anaconda.org/conda-forge/osx-arm64/freexl-2.0.0-h3ab3353_2.conda#dd655a29b40fe0d1bf95c64cf3cb348d
+https://conda.anaconda.org/conda-forge/osx-arm64/libspatialite-5.1.0-gpl_h16ba230_122.conda#59c144f60bb80b88854f96f62d0936ad
+https://conda.anaconda.org/conda-forge/osx-arm64/libpng-1.6.58-h132b30e_0.conda#2259ae0949dbe20c0665850365109b27
+https://conda.anaconda.org/conda-forge/osx-arm64/uriparser-0.9.8-h00cdb27_0.conda#e8ff9e11babbc8cd77af5a4258dc2802
+https://conda.anaconda.org/conda-forge/osx-arm64/libkml-1.3.0-hb833057_1023.conda#3d8eeedb8e541d1cb593e8204fcc397d
+https://conda.anaconda.org/conda-forge/osx-arm64/libhwy-1.4.0-ha332bbd_0.conda#7394850583ca88325244b68b532c7a39
+https://conda.anaconda.org/conda-forge/osx-arm64/libbrotlicommon-1.2.0-h1dcdb26_4.conda#8f3981871d167a6cd323e636e1929dd4
+https://conda.anaconda.org/conda-forge/osx-arm64/libbrotlienc-1.2.0-h2ddc9cb_4.conda#39a25d500b191c16996239c4afa104f1
+https://conda.anaconda.org/conda-forge/osx-arm64/libbrotlidec-1.2.0-h5295a6a_4.conda#da537a1643ef3e13bdccf16cca206f2c
+https://conda.anaconda.org/conda-forge/osx-arm64/libjxl-0.12.0-hb71b141_2.conda#f62de5ae42f3c1f54f87ae2b303f6e90
+https://conda.anaconda.org/conda-forge/osx-arm64/lzo-2.10-h925e9cb_1002.conda#e56eaa1beab0e7fed559ae9c0264dd88
+https://conda.anaconda.org/conda-forge/osx-arm64/libarchive-3.8.9-gpl_h76147b0_101.conda#bdcec8546f15ded1b3718309e027e603
+https://conda.anaconda.org/conda-forge/osx-arm64/json-c-0.18-he4178ee_0.conda#94f14ef6157687c30feb44e1abecd577
+https://conda.anaconda.org/conda-forge/osx-arm64/giflib-6.1.3-h74c22ad_2.conda#edc562dcbe5872664817e64575aa325f
+https://conda.anaconda.org/conda-forge/osx-arm64/snappy-1.2.2-hada39a4_1.conda#fca4a2222994acd7f691e57f94b750c5
+https://conda.anaconda.org/conda-forge/osx-arm64/blosc-1.21.6-h7dd00d9_1.conda#925acfb50a750aa178f7a0aced77f351
+https://conda.anaconda.org/conda-forge/osx-arm64/libgdal-core-3.13.3-hc1e97f0_2.conda#298c053b25279574b587cfbc3e24c1ee
+https://conda.anaconda.org/conda-forge/osx-arm64/pyogrio-0.13.0-py312hd1c4548_0.conda#8a4e8760220acc83b445a0feb56d7b7a
+https://conda.anaconda.org/conda-forge/osx-arm64/qhull-2020.2-h420ef59_5.conda#6483b1f59526e05d7d894e466b5b6924
+https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.3.2-pyhcf101f3_0.conda#3687cc0b82a8b4c17e1f0eb7e47163d5
+https://conda.anaconda.org/conda-forge/osx-arm64/zlib-ng-2.3.3-hed4e4f5_1.conda#d99c2a23a31b0172e90f456f580b695e
+https://conda.anaconda.org/conda-forge/osx-arm64/openjpeg-2.5.4-hd9e9057_0.conda#4b5d3a91320976eec71678fad1e3569b
+https://conda.anaconda.org/conda-forge/osx-arm64/xorg-libxdmcp-1.1.5-hc919400_1.conda#9d1299ace1924aa8f4e0bc8e71dd0cf7
+https://conda.anaconda.org/conda-forge/osx-arm64/xorg-libxau-1.0.12-hc919400_1.conda#78b548eed8227a689f93775d5d23ae09
+https://conda.anaconda.org/conda-forge/osx-arm64/pthread-stubs-0.4-hd74edd7_1002.conda#415816daf82e0b23a736a069a75e9da7
+https://conda.anaconda.org/conda-forge/osx-arm64/libxcb-1.17.0-hdb1d25a_0.conda#af523aae2eca6dfa1c8eec693f5b9a79
+https://conda.anaconda.org/conda-forge/osx-arm64/libfreetype6-2.14.3-hdfa99f5_0.conda#e98ba7b5f09a5f450eca083d5a1c4649
+https://conda.anaconda.org/conda-forge/osx-arm64/libfreetype-2.14.3-hce30654_0.conda#f73b109d49568d5d1dda43bb147ae37f
+https://conda.anaconda.org/conda-forge/osx-arm64/lcms2-2.19.1-hce41798_3.conda#4eed1ee02ef1992c046f2e81d5606633
+https://conda.anaconda.org/conda-forge/osx-arm64/pillow-12.3.0-py312hf9dc30a_4.conda#1c7b0a12a4657e8a296306b32712f0ed
+https://conda.anaconda.org/conda-forge/osx-arm64/libintl-0.25.1-h493aca8_0.conda#5103f6a6b210a3912faf8d7db516918c
+https://conda.anaconda.org/conda-forge/osx-arm64/libglib-2.90.0-hccd281b_0.conda#8f63a5f35547d0c6d819830ebe0d3245
+https://conda.anaconda.org/conda-forge/osx-arm64/graphite2-1.3.15-h784d473_1.conda#0c7b78d9ffff4f5a6ca28d346f734d8f
+https://conda.anaconda.org/conda-forge/osx-arm64/pixman-0.46.4-h81086ad_1.conda#17c3d745db6ea72ae2fce17e7338547f
+https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-h77eed37_3.conda#49023d73832ef61042f6a237cb2687e7
+https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2#4d59c254e01d9cde7957100457e2d5fb
+https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2#34893075a5c9e55cdafac56607368fc6
+https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2#0c96522c6bdaed4b1566d11387caaf45
+https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-hc364b38_1.conda#a7970cd949a077b7cb9696379d338681
+https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2#fee5683a3f04bd15cbd8318b096a27ab
+https://conda.anaconda.org/conda-forge/osx-arm64/fontconfig-2.17.1-h2b252f5_0.conda#d06ae1a11b46cc4c74177ecd28de7c7a
+https://conda.anaconda.org/conda-forge/osx-arm64/cairo-1.18.4-he0f2337_1.conda#36200ecfbbfbcb82063c87725434161f
+https://conda.anaconda.org/conda-forge/osx-arm64/libharfbuzz-14.4.0-hcda0f7c_1.conda#4afba4fae30b467d6c699bb685fa35ce
+https://conda.anaconda.org/conda-forge/osx-arm64/fribidi-1.0.16-hc919400_0.conda#04bdce8d93a4ed181d1d726163c2d447
+https://conda.anaconda.org/conda-forge/osx-arm64/libraqm-0.11.0-h45af499_0.conda#46ea0eb4e71bffa35ab7070678bcb053
+https://conda.anaconda.org/conda-forge/osx-arm64/kiwisolver-1.5.1-py312h67ba313_3.conda#0f9c3cfcf6106a7f6e99acf39095d3a6
+https://conda.anaconda.org/conda-forge/osx-arm64/freetype-2.14.3-hce30654_0.conda#6dcc75ba2e04c555e881b72793d3282f
+https://conda.anaconda.org/conda-forge/osx-arm64/unicodedata2-18.0.0-py312ha053593_0.conda#639c032b3599544afe156821a816895b
+https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda#37293a85a0f4f77bbd9cf7aaefc62609
+https://conda.anaconda.org/conda-forge/osx-arm64/brotli-bin-1.2.0-he4a93e4_4.conda#d065d0732d02ace747059c3d58338fcd
+https://conda.anaconda.org/conda-forge/osx-arm64/brotli-1.2.0-hf00d406_4.conda#e32ad50b0f977e3fa616a578a2643e46
+https://conda.anaconda.org/conda-forge/osx-arm64/fonttools-4.65.0-py312hf4454c7_0.conda#4e3e046489bab9885148f2b228108d5d
+https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhcf101f3_2.conda#4c2a8fef270f6c69591889b93f9f55c1
+https://conda.anaconda.org/conda-forge/osx-arm64/contourpy-1.4.0-py312h67ba313_1.conda#e2ed1d619ef9e3e0fb5f4703d029d8e2
+https://conda.anaconda.org/conda-forge/osx-arm64/matplotlib-base-3.11.2-py312h11997a8_1.conda#5b7f99b5b32911c24f0e40e3cf38861e
+https://conda.anaconda.org/conda-forge/osx-arm64/scipy-1.18.0-py312h4519d97_0.conda#5a352ca7e4f49ca6585dd30a4812bd20
+https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda#9d64911b31d57ca443e9f1e36b04385f
+https://conda.anaconda.org/conda-forge/noarch/narwhals-2.26.0-pyh5ded981_0.conda#afb7146667be7c8121f5f8337be60680
+https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda#8e194e7b992f99a5015edbd4ebd38efd
+https://conda.anaconda.org/conda-forge/noarch/joblib-1.5.3-pyhd8ed1ab_0.conda#615de2a4d97af50c350e5cf160149e77
+https://conda.anaconda.org/conda-forge/osx-arm64/scikit-learn-1.9.1-np2py312hda66c2e_1.conda#981a4a060c154c440ebb298ad6f96b24
+https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda#a2c1eeadae7a309daed9d62c96012a2b
+https://conda.anaconda.org/conda-forge/noarch/mapclassify-2.10.0-pyhd8ed1ab_1.conda#cc293b4cad9909bf66ca117ea90d4631
+https://conda.anaconda.org/conda-forge/osx-arm64/shapely-2.1.2-py312h0fc4a54_3.conda#24f93f977d15383977247b1b6e356626
+https://conda.anaconda.org/conda-forge/noarch/geopandas-base-1.1.3-pyha770c72_0.conda#18789a85c307970ae1786dfc6dfd234f
+https://conda.anaconda.org/conda-forge/noarch/branca-0.8.2-pyhd8ed1ab_0.conda#1fcdf88e7a8c296d3df8409bf0690db4
+https://conda.anaconda.org/conda-forge/noarch/folium-0.20.0-pyhd8ed1ab_0.conda#a6997a7dcd6673c0692c61dfeaea14ab
+https://conda.anaconda.org/conda-forge/noarch/geopandas-1.1.3-pyhd8ed1ab_0.conda#4eb8b870142ca06d2a1d2c74662eac7d
+https://conda.anaconda.org/conda-forge/noarch/earth-osm-3.0.2-pyhd8ed1ab_0.conda#eea693a0e40b4aa17590a63d055a068a
diff --git a/workflow/envs/module.win-64.pin.txt b/workflow/envs/module.win-64.pin.txt
new file mode 100644
index 0000000..8c160b6
--- /dev/null
+++ b/workflow/envs/module.win-64.pin.txt
@@ -0,0 +1,149 @@
+# Generated by `pixi workspace export`
+# platform: win-64
+@EXPLICIT
+https://conda.anaconda.org/conda-forge/win-64/ucrt-10.0.26100.0-h57928b3_0.conda#71b24316859acd00bdb8b38f5e2ce328
+https://conda.anaconda.org/conda-forge/win-64/vcomp14-14.44.35208-h818238b_34.conda#242d9f25d2ae60c76b38a5e42858e51d
+https://conda.anaconda.org/conda-forge/win-64/vc14_runtime-14.44.35208-h818238b_34.conda#37eb311485d2d8b2c419449582046a42
+https://conda.anaconda.org/conda-forge/win-64/vc-14.3-h41ae7f8_34.conda#1e610f2416b6acdd231c5f573d754a0f
+https://conda.anaconda.org/conda-forge/win-64/yaml-0.2.5-h6a83c73_3.conda#433699cba6602098ae8957a323da2664
+https://conda.anaconda.org/conda-forge/noarch/python_abi-3.12-9_cp312.conda#4c32076993e6270825441d059ab5c18b
+https://conda.anaconda.org/conda-forge/noarch/tzdata-2025c-hc9c84f9_1.conda#ad659d0a2b3e47e38d829aa8cad2d610
+https://conda.anaconda.org/conda-forge/win-64/tk-8.6.13-h6ed50ae_3.conda#0481bfd9814bf525bd4b3ee4b51494c4
+https://conda.anaconda.org/conda-forge/noarch/ca-certificates-2026.4.22-h4c7d964_0.conda#56fb2c6c73efc627b40c77d14caecfba
+https://conda.anaconda.org/conda-forge/win-64/openssl-3.6.2-hf411b9b_0.conda#05c7d624cff49dbd8db1ad5ba537a8a3
+https://conda.anaconda.org/conda-forge/win-64/libzlib-1.3.2-hfd05255_2.conda#dbabbd6234dea34040e631f87676292f
+https://conda.anaconda.org/conda-forge/win-64/libsqlite-3.53.4-hf5d6505_1.conda#a72d495965b144bb7da033642d389047
+https://conda.anaconda.org/conda-forge/win-64/libpython-3.12.14-hcc31f7b_3_cpython.conda#2a7b3fc2441dc4df29a5804d677fb720
+https://conda.anaconda.org/conda-forge/win-64/liblzma-5.8.3-hfd05255_0.conda#8f83619ab1588b98dd99c90b0bfc5c6d
+https://conda.anaconda.org/conda-forge/win-64/libffi-3.7.0-h3d046cb_1.conda#ceb38b0ba900847d8da4289c3c8e5708
+https://conda.anaconda.org/conda-forge/win-64/libexpat-2.8.4-hac47afa_0.conda#7e9023b0034e87d324ad64809859184e
+https://conda.anaconda.org/conda-forge/win-64/bzip2-1.0.8-h0ad9c76_9.conda#4cb8e6b48f67de0b018719cdf1136306
+https://conda.anaconda.org/conda-forge/win-64/python-3.12.14-hb12b558_3_cpython.conda#ca6b5db05602d2a98f8694c2ad6aa6fb
+https://conda.anaconda.org/conda-forge/win-64/pyyaml-6.0.3-py312h05f76fc_1.conda#9f6ebef672522cb9d9a6257215ca5743
+https://conda.anaconda.org/conda-forge/noarch/win_inet_pton-1.1.0-pyh7428d3b_8.conda#46e441ba871f524e2b067929da3051c2
+https://conda.anaconda.org/conda-forge/noarch/pysocks-1.7.1-pyh09c184e_7.conda#e2fd202833c4a981ce8a65974fe4abd1
+https://conda.anaconda.org/conda-forge/noarch/hyperframe-6.1.0-pyhd8ed1ab_0.conda#8e6923fc12f1fe8f8c4e5c9f343256ac
+https://conda.anaconda.org/conda-forge/noarch/hpack-4.1.0-pyhd8ed1ab_0.conda#0a802cb9888dd14eeefc611f05c40b6e
+https://conda.anaconda.org/conda-forge/noarch/h2-4.3.0-pyhcf101f3_0.conda#164fc43f0b53b6e3a7bc7dce5e4f1dc9
+https://conda.anaconda.org/conda-forge/win-64/brotli-python-1.2.0-py312ha763cb9_4.conda#fd844f78ba9802979d0e6d856d7bcac3
+https://conda.anaconda.org/conda-forge/win-64/zstd-1.5.7-h534d264_6.conda#053b84beec00b71ea8ff7a4f84b55207
+https://conda.anaconda.org/conda-forge/win-64/backports.zstd-1.7.0-py312h06d0912_1.conda#fd4bf31a33cda994eea805305cf1ed97
+https://conda.anaconda.org/conda-forge/noarch/urllib3-2.6.3-pyhd8ed1ab_0.conda#9272daa869e03efe68833e3dc7a02130
+https://conda.anaconda.org/conda-forge/noarch/idna-3.13-pyhcf101f3_0.conda#fb7130c190f9b4ec91219840a05ba3ac
+https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.4.7-pyhd8ed1ab_0.conda#a9167b9571f3baa9d448faa2139d1089
+https://conda.anaconda.org/conda-forge/noarch/certifi-2026.4.22-pyhd8ed1ab_0.conda#929471569c93acefb30282a22060dcd5
+https://conda.anaconda.org/conda-forge/noarch/requests-2.33.1-pyhcf101f3_1.conda#9659f587a8ceacc21864260acd02fc67
+https://conda.anaconda.org/conda-forge/win-64/lz4-c-1.10.0-h2466b09_1.conda#0b69331897a92fac3d8923549d48d092
+https://conda.anaconda.org/conda-forge/win-64/pyosmium-4.3.1-py312h3e3ada1_1.conda#11fe8c8b785065defc642792be2a591a
+https://conda.anaconda.org/conda-forge/win-64/libiconv-1.18-hc1393d2_2.conda#64571d1dd6cdcfa25d0664a5950fdaa2
+https://conda.anaconda.org/conda-forge/win-64/icu-78.3-h637d24d_0.conda#0097b24800cb696915c3dbd1f5335d3f
+https://conda.anaconda.org/conda-forge/win-64/libxml2-16-2.15.4-h3cfd58e_0.conda#bab5489f4bd38494ffaa83d6ab924c1f
+https://conda.anaconda.org/conda-forge/win-64/libxml2-2.15.4-he095d88_0.conda#3ce54d0f8f24dfab99d82414411640aa
+https://conda.anaconda.org/conda-forge/win-64/libwinpthread-12.0.0.r4.gg4f2fc60ca-h57928b3_10.conda#8a86073cf3b343b87d03f41790d8b4e5
+https://conda.anaconda.org/conda-forge/win-64/libhwloc-2.12.2-default_h4379cf1_1000.conda#3b576f6860f838f950c570f4433b086e
+https://conda.anaconda.org/conda-forge/win-64/tbb-2023.0.0-ha3553a1_1.conda#34aa94d586fe95fa121966c0d4e73cf4
+https://conda.anaconda.org/conda-forge/win-64/onemkl-license-2025.3.1-h57928b3_12.conda#29ad104e60faa7ed1dc549ec029764bb
+https://conda.anaconda.org/conda-forge/win-64/llvm-openmp-22.1.4-h4fa8253_0.conda#761757ab617e8bfef18cc422dd02bbad
+https://conda.anaconda.org/conda-forge/win-64/mkl-2025.3.1-hac47afa_12.conda#a3b1ee571898432da7e13ecb7bfd76ae
+https://conda.anaconda.org/conda-forge/win-64/libblas-3.11.0-6_hf2e6a31_mkl.conda#95543eec964b4a4a7ca3c4c9be481aa1
+https://conda.anaconda.org/conda-forge/win-64/liblapack-3.11.0-6_hf9ab0e9_mkl.conda#7e9cdaf6f302142bc363bbab3b5e7074
+https://conda.anaconda.org/conda-forge/win-64/libcblas-3.11.0-6_h2a3cdd5_mkl.conda#9e4bf521c07f4d423cba9296b7927e3c
+https://conda.anaconda.org/conda-forge/win-64/numpy-2.5.3-py312ha3f287d_0.conda#78895c70424556e2bf7bf2f628fc8778
+https://conda.anaconda.org/conda-forge/win-64/markupsafe-3.0.3-py312h05f76fc_1.conda#a73298d225c7852f97403ca105d10a13
+https://conda.anaconda.org/conda-forge/noarch/jinja2-3.1.6-pyhcf101f3_1.conda#04558c96691bed63104678757beb4f8d
+https://conda.anaconda.org/conda-forge/noarch/pydeck-0.9.3-pyhd8ed1ab_0.conda#7c94c948b32d681345f134ae11892fee
+https://conda.anaconda.org/conda-forge/win-64/libboost-1.90.0-h9dfe17d_3.conda#15620ea8e1fa6d5eb275ee8665f88b32
+https://conda.anaconda.org/conda-forge/win-64/osmium-tool-1.19.1-h60971b7_0.conda#c5ea6678eb9b3a4c7de28dd592e68662
+https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_1.conda#962b9857ee8e7018c22f2776ffa0b2d7
+https://conda.anaconda.org/conda-forge/noarch/tqdm-4.67.3-pyha7b4d00_0.conda#af77160f8428924c17db94e04aa69409
+https://conda.anaconda.org/conda-forge/win-64/protobuf-7.35.1-py312h87014b1_3.conda#92f82e85bdf7b9e69f7406c7c71c8e7d
+https://conda.anaconda.org/conda-forge/noarch/pytz-2026.2-pyhcf101f3_0.conda#03cb60f505ad3ada0a95277af5faeb1a
+https://conda.anaconda.org/conda-forge/noarch/python-tzdata-2026.2-pyhd8ed1ab_0.conda#f6ad7450fc21e00ecc23812baed6d2e4
+https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhe01879c_1.conda#3339e3b65d58accf4ca4fb8748ab16b3
+https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.9.0.post0-pyhe01879c_2.conda#5b8d21249ff20967101ffa321cab24e8
+https://conda.anaconda.org/conda-forge/win-64/pandas-2.3.3-py312hc128f0a_2.conda#57d80e87a8b3161bcf26472deceaa556
+https://conda.anaconda.org/conda-forge/noarch/xyzservices-2026.3.0-pyhd8ed1ab_0.conda#4487b9c371d0161d54b5c7bbd890c0fc
+https://conda.anaconda.org/conda-forge/win-64/sqlite-3.53.4-hdb435a2_1.conda#df9d7c5d34602e0f2655a524d31fce87
+https://conda.anaconda.org/conda-forge/win-64/libjpeg-turbo-3.2.0-hfd05255_1.conda#fc2c23bacefd1e733f1e1d6cd3b2aaeb
+https://conda.anaconda.org/conda-forge/win-64/libdeflate-1.25-h51727cc_0.conda#e77030e67343e28b084fabd7db0ce43e
+https://conda.anaconda.org/conda-forge/win-64/lerc-4.2.0-hd936e49_0.conda#add59e2b60ac9d4299d17c938185c75a
+https://conda.anaconda.org/conda-forge/win-64/libtiff-4.7.2-h8f73337_1.conda#970dbe48f843e7fbd179a9b6c22f865a
+https://conda.anaconda.org/conda-forge/win-64/libssh2-1.11.1-h9aa295b_0.conda#9dce2f112bfd3400f4f432b3d0ac07b2
+https://conda.anaconda.org/conda-forge/win-64/libpsl-0.23.1-h9b16d47_1.conda#39cdf8c4f59e4d253cfa8091c8b3d7de
+https://conda.anaconda.org/conda-forge/win-64/krb5-1.22.2-h0ea6238_0.conda#4432f52dc0c8eb6a7a6abc00a037d93c
+https://conda.anaconda.org/conda-forge/win-64/libcurl-8.22.0-hdb0ef4a_0.conda#e8405e754eaac42d66f957222fcfd876
+https://conda.anaconda.org/conda-forge/win-64/proj-9.9.0-hd30e2cd_0.conda#0b883556cc76611b4231a33577a26335
+https://conda.anaconda.org/conda-forge/win-64/pyproj-3.8.0-py312h5a521b9_2.conda#2e48fc674b51a8a1bcfc887fc18f2abb
+https://conda.anaconda.org/conda-forge/noarch/packaging-25.0-pyh29332c3_1.conda#58335b26c38bf4a20f399384c33cbcf9
+https://conda.anaconda.org/conda-forge/win-64/xerces-c-3.3.0-hac47afa_1.conda#d1097e01041cfed41c81f1e3d1f52572
+https://conda.anaconda.org/conda-forge/win-64/pcre2-10.47-hd2b5f0e_0.conda#77eaf2336f3ae749e712f63e36b0f0a1
+https://conda.anaconda.org/conda-forge/win-64/muparser-2.3.5-he0c23c2_0.conda#013aabb169d59009bdf7d70319360e9b
+https://conda.anaconda.org/conda-forge/win-64/libwebp-base-1.6.0-h4d5522a_0.conda#f9bbae5e2537e3b06e0f7310ba76c893
+https://conda.anaconda.org/conda-forge/win-64/zlib-1.3.2-hfd05255_2.conda#5187ecf958be3c39110fe691cbd6873e
+https://conda.anaconda.org/conda-forge/win-64/libxml2-devel-2.15.4-he095d88_0.conda#d50e00d25a326eb487f9f5540e09b77b
+https://conda.anaconda.org/conda-forge/win-64/geos-3.14.1-hdade9fe_0.conda#8c75d7e401a4d799ce8d4bb922320967
+https://conda.anaconda.org/conda-forge/win-64/librttopo-1.1.0-haa95264_20.conda#7eeb5aed49853f8b3e1ca0463ef55a8e
+https://conda.anaconda.org/conda-forge/win-64/minizip-4.0.10-h9fa1bad_0.conda#2ffdc180adc65f509e996d63513c04b7
+https://conda.anaconda.org/conda-forge/win-64/freexl-2.0.0-hf297d47_2.conda#d6a8059de245e53478b581742b53f71d
+https://conda.anaconda.org/conda-forge/win-64/libspatialite-5.1.0-gpl_hfd1cb16_122.conda#6bb7178f7f280a88c1a79c0c0a79213a
+https://conda.anaconda.org/conda-forge/win-64/libpng-1.6.58-h7351971_0.conda#52f1280563f3b48b5f75414cd2d15dd1
+https://conda.anaconda.org/conda-forge/win-64/uriparser-0.9.8-h5a68840_0.conda#28b4cf9065681f43cc567410edf8243d
+https://conda.anaconda.org/conda-forge/win-64/libkml-1.3.0-h68a222c_1023.conda#b44e0d9eb84c6c086d809787aab0a1da
+https://conda.anaconda.org/conda-forge/win-64/libhwy-1.4.0-h172a326_0.conda#aeca1cb6665f19e560c1fbd20b5bcf34
+https://conda.anaconda.org/conda-forge/win-64/libbrotlicommon-1.2.0-hf02afa3_4.conda#35d7e4a581c8364e8c675f6b95d183d0
+https://conda.anaconda.org/conda-forge/win-64/libbrotlienc-1.2.0-he2a975b_4.conda#562b5e39b7797423e7fd04bae1c6ad70
+https://conda.anaconda.org/conda-forge/win-64/libbrotlidec-1.2.0-h84f9c24_4.conda#1b4637ca71b21c0d31ab28c3c0b34c8e
+https://conda.anaconda.org/conda-forge/win-64/libjxl-0.12.0-h932607e_2.conda#cf415a2296a1d862e93559645c91fd30
+https://conda.anaconda.org/conda-forge/win-64/lzo-2.10-h6a83c73_1002.conda#c5cb4159f0eea65663b31dd1e49bbb71
+https://conda.anaconda.org/conda-forge/win-64/libarchive-3.8.9-gpl_h8fdc8af_101.conda#74c32a74e1b188a4e14fc359c721e4b9
+https://conda.anaconda.org/conda-forge/win-64/snappy-1.2.2-h7fa0ca8_1.conda#3075846de68f942150069d4289aaad63
+https://conda.anaconda.org/conda-forge/win-64/blosc-1.21.6-hfd34d9b_1.conda#357d7be4146d5fec543bfaa96a8a40de
+https://conda.anaconda.org/conda-forge/win-64/libgdal-core-3.13.3-h6864167_2.conda#39b2b64a9e7b6e5320659d5167c843a6
+https://conda.anaconda.org/conda-forge/win-64/pyogrio-0.13.0-py312h0e78342_0.conda#d915f85f4ddce1a8827055b6dcd8d217
+https://conda.anaconda.org/conda-forge/win-64/qhull-2020.2-hc790b64_5.conda#854fbdff64b572b5c0b470f334d34c11
+https://conda.anaconda.org/conda-forge/noarch/pyparsing-3.3.2-pyhcf101f3_0.conda#3687cc0b82a8b4c17e1f0eb7e47163d5
+https://conda.anaconda.org/conda-forge/win-64/zlib-ng-2.3.3-h0261ad2_1.conda#46a21c0a4e65f1a135251fc7c8663f83
+https://conda.anaconda.org/conda-forge/win-64/openjpeg-2.5.4-h0e57b4f_0.conda#e723ab7cc2794c954e1b22fde51c16e4
+https://conda.anaconda.org/conda-forge/win-64/libfreetype6-2.14.3-hdbac1cb_0.conda#f9975a0177ee6cdda10c86d1db1186b0
+https://conda.anaconda.org/conda-forge/win-64/libfreetype-2.14.3-h57928b3_0.conda#d9f70dd06674e26b6d5a657ddd22b568
+https://conda.anaconda.org/conda-forge/win-64/lcms2-2.19.1-hf2c6c5f_3.conda#a817b8a8f09864652c8700bd1893fe81
+https://conda.anaconda.org/conda-forge/win-64/pillow-12.3.0-py312h7bb5964_4.conda#7088244066ff5fbc9b786805a4d918cf
+https://conda.anaconda.org/conda-forge/win-64/libintl-0.22.5-h5728263_3.conda#2cf0cf76cc15d360dfa2f17fd6cf9772
+https://conda.anaconda.org/conda-forge/win-64/libglib-2.90.0-ha564072_0.conda#29c689012c8a53a0e36a70dfd43227e4
+https://conda.anaconda.org/conda-forge/win-64/graphite2-1.3.15-h5112557_1.conda#79538e7a7bc024084eda5989f73fde35
+https://conda.anaconda.org/conda-forge/win-64/pixman-0.46.4-h5112557_1.conda#08c8fa3b419df480d985e304f7884d35
+https://conda.anaconda.org/conda-forge/noarch/font-ttf-ubuntu-0.83-h77eed37_3.conda#49023d73832ef61042f6a237cb2687e7
+https://conda.anaconda.org/conda-forge/noarch/font-ttf-source-code-pro-2.038-h77eed37_0.tar.bz2#4d59c254e01d9cde7957100457e2d5fb
+https://conda.anaconda.org/conda-forge/noarch/font-ttf-inconsolata-3.000-h77eed37_0.tar.bz2#34893075a5c9e55cdafac56607368fc6
+https://conda.anaconda.org/conda-forge/noarch/font-ttf-dejavu-sans-mono-2.37-hab24e00_0.tar.bz2#0c96522c6bdaed4b1566d11387caaf45
+https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-hc364b38_1.conda#a7970cd949a077b7cb9696379d338681
+https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2#fee5683a3f04bd15cbd8318b096a27ab
+https://conda.anaconda.org/conda-forge/win-64/fontconfig-2.17.1-hd47e2ca_0.conda#a0b1b87e871011ca3b783bbf410bc39f
+https://conda.anaconda.org/conda-forge/win-64/cairo-1.18.4-h477c42c_1.conda#52ea1beba35b69852d210242dd20f97d
+https://conda.anaconda.org/conda-forge/win-64/libharfbuzz-14.4.0-h03b5201_1.conda#d7b92075b7461e40fd8e90f08669a742
+https://conda.anaconda.org/conda-forge/win-64/fribidi-1.0.16-hfd05255_0.conda#c27bd87e70f970010c1c6db104b88b18
+https://conda.anaconda.org/conda-forge/win-64/libraqm-0.11.0-h50d6d30_0.conda#df92be5685f712989830bdb7ee39383a
+https://conda.anaconda.org/conda-forge/win-64/kiwisolver-1.5.1-py312h78d62e6_3.conda#b400442c59cd935bf39778129e13f549
+https://conda.anaconda.org/conda-forge/win-64/freetype-2.14.3-h57928b3_0.conda#507b36518b5a595edda64066c820a6ef
+https://conda.anaconda.org/conda-forge/win-64/unicodedata2-18.0.0-py312he06e257_0.conda#99623d0df152a82f2ef345e8add291e1
+https://conda.anaconda.org/conda-forge/noarch/munkres-1.1.4-pyhd8ed1ab_1.conda#37293a85a0f4f77bbd9cf7aaefc62609
+https://conda.anaconda.org/conda-forge/win-64/brotli-bin-1.2.0-hd477307_4.conda#5353bd43aaade891fc9b614c5d537ce3
+https://conda.anaconda.org/conda-forge/win-64/brotli-1.2.0-hc8c2fe1_4.conda#bdbb2939efe8af10e7c5885367395710
+https://conda.anaconda.org/conda-forge/win-64/fonttools-4.65.0-py312h05f76fc_0.conda#2f922eaa948c1ae762c088582ad34b18
+https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhcf101f3_2.conda#4c2a8fef270f6c69591889b93f9f55c1
+https://conda.anaconda.org/conda-forge/win-64/contourpy-1.4.0-py312h78d62e6_1.conda#fa5b76e5fabf5cf5ac3660bd33c659d0
+https://conda.anaconda.org/conda-forge/win-64/matplotlib-base-3.11.2-py312hf9659c1_1.conda#f199e184d70b2de6bc1ec1129da2690a
+https://conda.anaconda.org/conda-forge/win-64/scipy-1.18.1-py312h8847828_1.conda#b617dec223af024a143fe34569ec7b1d
+https://conda.anaconda.org/conda-forge/noarch/threadpoolctl-3.6.0-pyhecae5ae_0.conda#9d64911b31d57ca443e9f1e36b04385f
+https://conda.anaconda.org/conda-forge/noarch/narwhals-2.26.0-pyh5ded981_0.conda#afb7146667be7c8121f5f8337be60680
+https://conda.anaconda.org/conda-forge/noarch/setuptools-82.0.1-pyh332efcf_0.conda#8e194e7b992f99a5015edbd4ebd38efd
+https://conda.anaconda.org/conda-forge/noarch/joblib-1.5.3-pyhd8ed1ab_0.conda#615de2a4d97af50c350e5cf160149e77
+https://conda.anaconda.org/conda-forge/win-64/scikit-learn-1.9.1-np2py312hea30aaf_1.conda#eb91fb49540ffb040c0cb445bb22988f
+https://conda.anaconda.org/conda-forge/noarch/networkx-3.6.1-pyhcf101f3_0.conda#a2c1eeadae7a309daed9d62c96012a2b
+https://conda.anaconda.org/conda-forge/noarch/mapclassify-2.10.0-pyhd8ed1ab_1.conda#cc293b4cad9909bf66ca117ea90d4631
+https://conda.anaconda.org/conda-forge/win-64/shapely-2.1.2-py312h37f46ab_3.conda#a74fffec4ad2a2893de16bf2acdcddf5
+https://conda.anaconda.org/conda-forge/noarch/geopandas-base-1.1.3-pyha770c72_0.conda#18789a85c307970ae1786dfc6dfd234f
+https://conda.anaconda.org/conda-forge/noarch/branca-0.8.2-pyhd8ed1ab_0.conda#1fcdf88e7a8c296d3df8409bf0690db4
+https://conda.anaconda.org/conda-forge/noarch/folium-0.20.0-pyhd8ed1ab_0.conda#a6997a7dcd6673c0692c61dfeaea14ab
+https://conda.anaconda.org/conda-forge/noarch/geopandas-1.1.3-pyhd8ed1ab_0.conda#4eb8b870142ca06d2a1d2c74662eac7d
+https://conda.anaconda.org/conda-forge/noarch/earth-osm-3.0.2-pyhd8ed1ab_0.conda#eea693a0e40b4aa17590a63d055a068a
diff --git a/workflow/envs/module.yaml b/workflow/envs/module.yaml
new file mode 100644
index 0000000..bf9150e
--- /dev/null
+++ b/workflow/envs/module.yaml
@@ -0,0 +1,20 @@
+name: module
+channels:
+- conda-forge
+- bioconda
+- nodefaults
+dependencies:
+- python >=3.12,<3.13
+- pyproj >=3.7,<4
+- pyyaml >=6,<7
+- earth-osm >=3.0.2
+- geopandas >=1.0,<2
+- networkx >=3,<4
+- numpy >=2,<3
+- osmium-tool >=1.19,<2
+- pandas >=2,<3
+- pyogrio >=0.10,<1
+- pyosmium >=4,<5
+- pydeck >=0.9,<1
+- requests >=2,<3
+- shapely >=2,<3
diff --git a/workflow/envs/network.yaml b/workflow/envs/network.yaml
deleted file mode 100644
index 451eca8..0000000
--- a/workflow/envs/network.yaml
+++ /dev/null
@@ -1,15 +0,0 @@
-name: network
-channels:
-  - conda-forge
-  - nodefaults
-dependencies:
-  - python >=3.12,<3.13
-  - geopandas >=1.0,<2
-  - networkx >=3,<4
-  - numpy >=2,<3
-  - pandas >=2,<3
-  - pyogrio >=0.10,<1
-  - pyproj >=3.7,<4
-  - pydeck >=0.9,<1
-  - pyyaml >=6,<7
-  - shapely >=2,<3
diff --git a/workflow/envs/retrieve.yaml b/workflow/envs/retrieve.yaml
deleted file mode 100644
index c201444..0000000
--- a/workflow/envs/retrieve.yaml
+++ /dev/null
@@ -1,11 +0,0 @@
-name: retrieve
-channels:
-  - conda-forge
-  - nodefaults
-dependencies:
-  - python >=3.12,<3.13
-  - earth-osm =3.0.2
-  - osmium-tool >=1.19,<2
-  - pyosmium >=4,<5
-  - pyproj >=3.7,<4
-  - requests >=2,<3
diff --git a/workflow/internal/config.schema.yaml b/workflow/internal/config.schema.yaml
new file mode 100644
index 0000000..ac257fc
--- /dev/null
+++ b/workflow/internal/config.schema.yaml
@@ -0,0 +1,188 @@
+additionalProperties: false
+description: Top-level grid-builder config.
+properties:
+  countries:
+    default:
+    - BE
+    description: List of countries to retrieve OSM data for
+    items:
+      type: string
+    minItems: 1
+    type: array
+  retrieve:
+    additionalProperties: false
+    description: Settings for retrieve_osm_pbf.py/retrieve_osm_overpass.py.
+    properties:
+      source:
+        default: geofabrik
+        description: Retrieval backend for OSM data
+        enum:
+        - geofabrik
+        - overpass
+        type: string
+      force_redownload:
+        default: false
+        description: Force refresh of cached data
+        type: boolean
+      target_date:
+        anyOf:
+        - format: date-time
+          type: string
+        - type: 'null'
+        default:
+        description: 'Optional historical date for data retrieval in ISO 8601 datetime format. Only honoured for retrieve.source: geofabrik.'
+      overpass_api:
+        additionalProperties: false
+        description: Settings for retrieve_osm_overpass.py's own Overpass API client.
+        properties:
+          url:
+            default: https://overpass-api.de/api/interpreter
+            description: Overpass API endpoint to query
+            type: string
+          max_tries:
+            default: 5
+            description: Maximum number of attempts per query before giving up
+            minimum: 1
+            type: integer
+          timeout:
+            default: 600
+            description: Per-request timeout in seconds
+            exclusiveMinimum: 0
+            type: integer
+          user_agent:
+            additionalProperties: false
+            description: Identifies this tool to the Overpass API, per its fair-use policy.
+            properties:
+              project_name:
+                default: grid-builder
+                description: Project name sent in the User-Agent header
+                type: string
+              email:
+                default: ''
+                description: Contact email sent in the User-Agent header
+                type: string
+              website:
+                default: https://github.com/pypsa/grid-builder
+                description: Project URL sent in the User-Agent header
+                type: string
+  network:
+    additionalProperties: false
+    description: Global assumptions for cleaning and connecting OSM grid features.
+    properties:
+      include_relations:
+        default: true
+        description: Whether the network should consider OSM route=power/power=circuit relations, grouping their member ways into a single line matching the relation's real-world circuit; retrieval respects this too, so relations aren't fetched at all when it's off
+        type: boolean
+      minimum_voltage_kv:
+        default: 220.0
+        description: Minimum nominal AC voltage retained from OSM, in kV
+        exclusiveMinimum: 0
+        type: number
+      frequency_hz:
+        additionalProperties: false
+        description: AC/DC frequency in Hz, used to classify and normalise OSM ``frequency`` tags.
+        properties:
+          AC:
+            default: 50.0
+            description: AC frequency in Hz (50 for most of the world; 60 for the Americas and parts of Asia)
+            exclusiveMinimum: 0
+            type: number
+          DC:
+            default: 0.0
+            description: Frequency tag value OSM uses to mark a DC line/converter
+            minimum: 0
+            type: number
+      station_merge_radius_m:
+        default: 500.0
+        description: Buffer radius used to merge nearby substations and line endpoints, in metres
+        exclusiveMinimum: 0
+        type: number
+      remove_under_construction:
+        default: true
+        description: Whether assets tagged as under construction are dropped
+        type: boolean
+      remove_after:
+        anyOf:
+        - format: date
+          type: string
+        - type: 'null'
+        default: '2026-12-31'
+        description: Exclude assets with a later planned start date; null disables this filter
+  regions:
+    additionalProperties:
+      additionalProperties: false
+      description: Optional country-specific overrides loaded from config/regions.
+      properties:
+        minimum_voltage_kv:
+          anyOf:
+          - exclusiveMinimum: 0
+            type: number
+          - type: 'null'
+          default:
+        frequency_hz:
+          anyOf:
+          - additionalProperties: false
+            description: Optional per-country AC/DC override; unset fields fall back to network.frequency_hz.
+            properties:
+              AC:
+                anyOf:
+                - exclusiveMinimum: 0
+                  type: number
+                - type: 'null'
+                default:
+              DC:
+                anyOf:
+                - minimum: 0
+                  type: number
+                - type: 'null'
+                default:
+          - type: 'null'
+          default:
+    description: Country-specific network overrides loaded from config/regions
+    type: object
+  interactive_map:
+    additionalProperties: false
+    description: Geometry simplification and coordinate rounding for build_interactive_map.py.
+    properties:
+      coordinate_decimals:
+        default: 5
+        description: Decimal places kept for coordinates embedded in the interactive map; 5 is about 1.1m of precision at the equator, comfortably below every simplification tolerance below
+        minimum: 0
+        type: integer
+      simplify_geometries:
+        additionalProperties: false
+        description: Douglas-Peucker simplification tolerances for the interactive map.
+        properties:
+          enable:
+            default: true
+            description: Whether to simplify station/bus-polygon/line geometries before embedding them in the interactive map
+            type: boolean
+          stations_m:
+            default: 100.0
+            description: Simplification tolerance for station polygon outlines, in metres
+            minimum: 0
+            type: number
+          buses_polygon_m:
+            default: 5.0
+            description: Simplification tolerance for individual bus/substation footprint polygons, in metres
+            minimum: 0
+            type: number
+          lines_m:
+            default: 30.0
+            description: Simplification tolerance for line geometries, in metres
+            minimum: 0
+            type: number
+  crs:
+    additionalProperties: false
+    description: Coordinate reference systems used throughout clean/build_network.
+    properties:
+      geo:
+        default: EPSG:4326
+        description: Geographic CRS used to store and exchange coordinates
+        type: string
+      distance:
+        default: EPSG:3035
+        description: Equal-area/equal-distance CRS used for buffering and length calculations; must suit the geographic extent in use (the default, ETRS89-LAEA, covers Europe)
+        type: string
+title: ConfigSchema
+type: object
diff --git a/workflow/rules/network.smk b/workflow/rules/network.smk
index 3d5476b..66faa3c 100644
--- a/workflow/rules/network.smk
+++ b/workflow/rules/network.smk
@@ -6,49 +6,47 @@
 rule clean:
     input:
         lines_way=expand(
-            "<resources>/retrieve/{country}_lines_way.json",
+            workflow.pathvars.apply("<osm_lines_way>"),
             country=config["countries"],
         ),
         cables_way=expand(
-            "<resources>/retrieve/{country}_cables_way.json",
+            workflow.pathvars.apply("<osm_cables_way>"),
             country=config["countries"],
         ),
         substations_way=expand(
-            "<resources>/retrieve/{country}_substations_way.json",
+            workflow.pathvars.apply("<osm_substations_way>"),
             country=config["countries"],
         ),
         substations_node=expand(
-            "<resources>/retrieve/{country}_substations_node.json",
+            workflow.pathvars.apply("<osm_substations_node>"),
             country=config["countries"],
         ),
         substations_relation=expand(
-            "<resources>/retrieve/{country}_substations_relation.json",
+            workflow.pathvars.apply("<osm_substations_relation>"),
             country=config["countries"],
         ),
         routes_relation=(
             expand(
-                "<resources>/retrieve/{country}_routes_relation.json",
+                workflow.pathvars.apply("<osm_routes_relation>"),
                 country=config["countries"],
             )
             if config["network"]["include_relations"]
             else []
         ),
     output:
-        substations="<resources>/clean/substations.geojson",
-        substations_polygon="<resources>/clean/substations_polygon.geojson",
-        lines="<resources>/clean/lines.geojson",
+        substations="<resources>/automatic/clean/substations.geojson",
+        substations_polygon="<resources>/automatic/clean/substations_polygon.geojson",
+        lines="<resources>/automatic/clean/lines.geojson",
     log:
         "<logs>/clean.log",
     conda:
-        "../envs/network.yaml"
+        "../envs/module.yaml"
     threads: 1
     params:
-        network=config["network"].model_dump(mode="json"),
-        regions={
-            code: value.model_dump(mode="json")
-            for code, value in config["regions"].items()
-        },
-        crs=config["crs"].model_dump(mode="json"),
+        countries=[_schema.get_region_tuple(c).short for c in config["countries"]],
+        network=config["network"],
+        regions=config["regions"],
+        crs=config["crs"],
     message:
         "Cleaning retrieved OSM power features."
     script:
@@ -61,24 +59,24 @@ rule build_network:
         substations_polygon=rules.clean.output.substations_polygon,
         lines=rules.clean.output.lines,
     output:
-        buses="<resources>/build/csv/buses.csv",
-        lines="<resources>/build/csv/lines.csv",
-        transformers="<resources>/build/csv/transformers.csv",
-        buses_geojson="<resources>/build/geojson/buses.geojson",
-        lines_geojson="<resources>/build/geojson/lines.geojson",
-        transformers_geojson="<resources>/build/geojson/transformers.geojson",
-        stations_polygon="<resources>/build/geojson/stations_polygon.geojson",
-        buses_polygon="<resources>/build/geojson/buses_polygon.geojson",
+        buses="<buses>",
+        lines="<lines>",
+        transformers="<transformers>",
+        buses_geojson="<buses_geojson>",
+        lines_geojson="<lines_geojson>",
+        transformers_geojson="<transformers_geojson>",
+        stations_polygon="<stations_polygon>",
+        buses_polygon="<buses_polygon>",
     log:
         "<logs>/build_network.log",
     conda:
-        "../envs/network.yaml"
+        "../envs/module.yaml"
     threads: 1
     params:
         station_merge_radius_m=config["network"]["station_merge_radius_m"],
         remove_under_construction=config["network"]["remove_under_construction"],
         remove_after=config["network"]["remove_after"],
-        crs=config["crs"].model_dump(mode="json"),
+        crs=config["crs"],
     message:
         "Building a connected generic OSM network."
     script:
diff --git a/workflow/rules/plot.smk b/workflow/rules/plot.smk
index 3c06d71..9eef7fe 100644
--- a/workflow/rules/plot.smk
+++ b/workflow/rules/plot.smk
@@ -11,15 +11,15 @@ rule build_interactive_map:
         stations_polygon=rules.build_network.output.stations_polygon,
         buses_polygon=rules.build_network.output.buses_polygon,
     output:
-        map="<resources>/map.html",
+        map="<map>",
     log:
         "<logs>/build_interactive_map.log",
     conda:
-        "../envs/network.yaml"
+        "../envs/module.yaml"
     threads: 1
     params:
-        crs=config["crs"].model_dump(mode="json"),
-        interactive_map=config["interactive_map"].model_dump(mode="json"),
+        crs=config["crs"],
+        interactive_map=config["interactive_map"],
     message:
         "Building an interactive OSM network map."
     script:
diff --git a/workflow/rules/retrieve.smk b/workflow/rules/retrieve.smk
index cc6144f..ca18f24 100644
--- a/workflow/rules/retrieve.smk
+++ b/workflow/rules/retrieve.smk
@@ -2,7 +2,6 @@
 #
 # SPDX-License-Identifier: MIT
 
-from pathlib import Path
 
 # Both retrieve_osm_pbf and retrieve_osm_overpass produce this same fixed
 # set of six files per country (routes_relation included even when
@@ -21,10 +20,7 @@ _OSM_FEATURES = [
     "substations_relation",
     "routes_relation",
 ]
-_OSM_OUTPUTS = {
-    feature: f"<resources>/retrieve/{{country}}_{feature}.json"
-    for feature in _OSM_FEATURES
-}
+_OSM_OUTPUTS = {feature: f"<osm_{feature}>" for feature in _OSM_FEATURES}
 
 
 if config["retrieve"]["source"] == "geofabrik":
@@ -35,12 +31,12 @@ if config["retrieve"]["source"] == "geofabrik":
         log:
             "<logs>/retrieve_osm_pbf/{country}.log",
         conda:
-            "../envs/retrieve.yaml"
+            "../envs/module.yaml"
         threads: 1
         params:
             include_relations=config["network"]["include_relations"],
             force_redownload=config["retrieve"]["force_redownload"],
-            data_dir=str(Path(workflow.basedir).parent / "data" / "earth-osm"),
+            data_dir=workflow.pathvars.apply("<resources>/automatic/earth-osm"),
         message:
             "Retrieve OSM power features for one country from a local PBF file."
         script:
@@ -54,11 +50,11 @@ elif config["retrieve"]["source"] == "overpass":
         log:
             "<logs>/retrieve_osm_overpass/{country}.log",
         conda:
-            "../envs/retrieve.yaml"
+            "../envs/module.yaml"
         threads: 1
         params:
             include_relations=config["network"]["include_relations"],
-            overpass_api=config["retrieve"]["overpass_api"].model_dump(mode="json"),
+            overpass_api=config["retrieve"]["overpass_api"],
         message:
             "Retrieve OSM power features for one country from the Overpass API."
         script:
@@ -68,7 +64,6 @@ elif config["retrieve"]["source"] == "overpass":
 rule retrieve_osm_all:
     input:
         expand(
-            "<resources>/retrieve/{country}_{feature}.json",
+            [workflow.pathvars.apply(path) for path in _OSM_OUTPUTS.values()],
             country=config["countries"],
-            feature=_OSM_FEATURES,
         ),
diff --git a/workflow/scripts/_helpers.py b/workflow/scripts/_helpers.py
index 0ca446b..8864824 100644
--- a/workflow/scripts/_helpers.py
+++ b/workflow/scripts/_helpers.py
@@ -7,15 +7,9 @@
 Logging setup, internal data loading, shared geometry constants, and
 mock_snakemake for testing.
 
-Other scripts import this module as ``from scripts._helpers import ...``,
-not ``workflow.scripts._helpers``. That plain form resolves in both places
-these scripts run: under a real
-Snakemake ``script:`` execution, Snakemake puts ``workflow/`` on ``sys.path``
-(via the Snakefile's own ``sys.path.insert(0, workflow.basedir)``, captured
-and propagated into every script's execution preamble); under pytest,
-``pytest.ini``'s ``pythonpath`` setting puts ``workflow/`` on ``sys.path``
-too, alongside the project root that lets test files import
-``workflow.scripts.X``.
+Scripts import this module directly from their own script directory. The Snakefile caches
+it and its internal YAML dependencies using workflow.source_path(); Snakemake
+adds the cached script directory to sys.path for both local and remote jobs.
 """
 
 import logging
@@ -42,18 +36,7 @@ def configure_logging(log_path: str) -> None:
 
 
 def load_internal_yaml(filename: str) -> Any:
-    """Load a YAML file from workflow/internal/, resolved relative to this checkout.
-
-    Uses ``__file__`` rather than ``workflow.source_path()``: this is called
-    from plain executed scripts (via Snakemake's ``script:`` directive),
-    which only get a ``snakemake`` object in scope, not the ``workflow``
-    object that ``source_path()`` needs — that API is only reachable from
-    Snakefile-level rule code. Resolving via ``__file__`` still works
-    correctly when this project is used as a Snakemake submodule, because
-    Snakemake's own ``script:`` resolution already points each script at its
-    real location inside this checkout (the same reasoning ``mock_snakemake``
-    below relies on for ``script_dir``).
-    """
+    """Load an internal YAML file explicitly cached by the Snakefile."""
     path = Path(__file__).resolve().parent.parent / "internal" / filename
     with open(path) as handle:
         return yaml.safe_load(handle)
diff --git a/workflow/scripts/_schema.py b/workflow/scripts/_schema.py
index 4877b15..f5e22c9 100644
--- a/workflow/scripts/_schema.py
+++ b/workflow/scripts/_schema.py
@@ -303,7 +303,7 @@ def _deep_merge(base: dict[str, Any], override: dict[str, Any]) -> dict[str, Any
 
 
 def load_region_configs(
-    config: dict[str, Any], regions_dir: str | Path
+    config: dict[str, Any], regions_dir: str | Path | dict[str, str]
 ) -> dict[str, Any]:
     """Load country settings selected by ``countries`` before validation.
 
@@ -320,7 +320,12 @@ def load_region_configs(
 
     for country in countries:
         region = get_region_tuple(country).short
-        path = Path(regions_dir) / f"config.{region}.yaml"
+        if isinstance(regions_dir, dict):
+            if region not in regions_dir:
+                continue
+            path = Path(regions_dir[region])
+        else:
+            path = Path(regions_dir) / f"config.{region}.yaml"
         if path.exists():
             loaded = yaml_reader.load(path) or {}
             if not isinstance(loaded, dict):
@@ -359,7 +364,9 @@ def str_representer(dumper, data):
     yaml_writer.representer.add_representer(str, str_representer)
 
     data = CommentedMap()
-    data.yaml_set_start_comment("yaml-language-server: $schema=./config.schema.json")
+    data.yaml_set_start_comment(
+        "yaml-language-server: $schema=../workflow/internal/config.schema.yaml"
+    )
 
     for key, value in defaults.items():
         data[key] = value
@@ -374,7 +381,7 @@ def str_representer(dumper, data):
     return defaults
 
 
-def generate_config_schema(path: str = "config/config.schema.json") -> dict:
+def generate_config_schema(path: str = "workflow/internal/config.schema.yaml") -> dict:
     """Generate JSON schema file and return the schema dict."""
 
     def resolve_refs(obj, defs):
@@ -442,18 +449,43 @@ def remove_object_type(obj, is_root=True):
     schema = remove_object_type(schema)
 
     with open(path, "w") as f:
-        json.dump(schema, f, indent=2)
-        f.write("\n")
+        if Path(path).suffix == ".json":
+            json.dump(schema, f, indent=2)
+            f.write("\n")
+        else:
+            yaml_writer = YAML()
+            yaml_writer.width = 4096
+            yaml_writer.dump(schema, f)
 
     return schema
 
 
+def generate_region_index(
+    regions_dir: str | Path = "config/regions", path: str | Path | None = None
+) -> list[str]:
+    """Generate the remote-import manifest from the available regional files."""
+    regions_dir = Path(regions_dir)
+    codes = sorted(
+        file.stem.removeprefix("config.")
+        for file in regions_dir.glob("config.*.yaml")
+        if file.is_file()
+    )
+    output = Path(path) if path is not None else regions_dir / "index.yaml"
+    writer = YAML()
+    writer.default_flow_style = False
+    with output.open("w") as handle:
+        handle.write("# Generated by pixi run generate-config; do not edit manually.\n")
+        writer.dump(codes, handle)
+    return codes
+
+
 __all__ = [
     "ConfigSchema",
     "load_region_configs",
     "validate_config",
     "generate_config_defaults",
     "generate_config_schema",
+    "generate_region_index",
     "ValidationError",
 ]
 
@@ -461,3 +493,5 @@ def remove_object_type(obj, is_root=True):
 if __name__ == "__main__":
     generate_config_defaults()
     generate_config_schema()
+    generate_config_schema("config/config.schema.json")
+    generate_region_index()
diff --git a/workflow/scripts/build_interactive_map.py b/workflow/scripts/build_interactive_map.py
index 4fb5e97..b2e1859 100644
--- a/workflow/scripts/build_interactive_map.py
+++ b/workflow/scripts/build_interactive_map.py
@@ -23,7 +23,7 @@
 import geopandas as gpd
 import pandas as pd
 import pydeck as pdk
-from scripts._helpers import configure_logging, load_internal_yaml
+from _helpers import configure_logging, load_internal_yaml
 
 if TYPE_CHECKING:
     snakemake: Any
@@ -1080,7 +1080,7 @@ def compress_json_in_script(match: re.Match[str]) -> str:
 
 if __name__ == "__main__":
     if "snakemake" not in globals():
-        from scripts._helpers import mock_snakemake
+        from _helpers import mock_snakemake
 
         snakemake = mock_snakemake("build_interactive_map")
     configure_logging(snakemake.log[0])
diff --git a/workflow/scripts/build_network.py b/workflow/scripts/build_network.py
index e4803af..c3e08eb 100644
--- a/workflow/scripts/build_network.py
+++ b/workflow/scripts/build_network.py
@@ -22,8 +22,8 @@
 import networkx as nx
 import numpy as np
 import pandas as pd
+from _helpers import BUS_TOL, configure_logging
 from pyproj import Transformer
-from scripts._helpers import BUS_TOL, configure_logging
 from shapely import get_point
 from shapely.algorithms.polylabel import polylabel
 from shapely.geometry import LineString, MultiLineString, Point
@@ -940,7 +940,7 @@ def _write_components(
 
 if __name__ == "__main__":
     if "snakemake" not in globals():
-        from scripts._helpers import mock_snakemake
+        from _helpers import mock_snakemake
 
         snakemake = mock_snakemake("build_network")
 
diff --git a/workflow/scripts/clean.py b/workflow/scripts/clean.py
index 32f5fcd..819bb95 100644
--- a/workflow/scripts/clean.py
+++ b/workflow/scripts/clean.py
@@ -27,7 +27,7 @@
 import geopandas as gpd
 import numpy as np
 import pandas as pd
-from scripts._helpers import BUS_TOL, configure_logging, load_internal_yaml
+from _helpers import BUS_TOL, configure_logging, load_internal_yaml
 from shapely.algorithms.polylabel import polylabel
 from shapely.geometry import LineString, MultiLineString, Point, Polygon
 from shapely.ops import linemerge, unary_union
@@ -748,7 +748,9 @@ def _create_line(row: pd.Series) -> tuple[Any, list[str]]:
 ]
 
 
-def _load_elements(paths: list[str], element_type: str) -> pd.DataFrame:
+def _load_elements(
+    paths: list[str], element_type: str, countries: dict[str, str] | None = None
+) -> pd.DataFrame:
     """Load our own raw Overpass-JSON-shaped retrieval output for one element type.
 
     Both retrieve_osm_pbf.py (pyosmium reading a local PBF) and
@@ -763,7 +765,11 @@ def _load_elements(paths: list[str], element_type: str) -> pd.DataFrame:
             continue
         with open(path) as handle:
             payload = json.load(handle)
-        country = Path(path).stem.split("_", maxsplit=1)[0]
+        country = (
+            countries[path]
+            if countries is not None
+            else Path(path).stem.split("_", maxsplit=1)[0]
+        )
         elements = [
             e for e in payload.get("elements", []) if e.get("type") == element_type
         ]
@@ -796,11 +802,16 @@ def _flatten_tags(frame: pd.DataFrame, columns: list[str]) -> pd.DataFrame:
 
 
 def _import_lines_and_cables(
-    line_paths: list[str], cable_paths: list[str]
+    line_paths: list[str],
+    cable_paths: list[str],
+    countries: dict[str, str] | None = None,
 ) -> pd.DataFrame:
     """Read lines_way/cables_way JSON into the shape ``_clean_lines`` expects."""
     frame = pd.concat(
-        [_load_elements(line_paths, "way"), _load_elements(cable_paths, "way")],
+        [
+            _load_elements(line_paths, "way", countries),
+            _load_elements(cable_paths, "way", countries),
+        ],
         ignore_index=True,
     )
     frame = _flatten_tags(frame, _LINE_TAG_COLUMNS)
@@ -812,14 +823,16 @@ def _import_lines_and_cables(
     return frame.reset_index(drop=True)
 
 
-def _import_substation_relations(paths: list[str]) -> pd.DataFrame:
+def _import_substation_relations(
+    paths: list[str], countries: dict[str, str] | None = None
+) -> pd.DataFrame:
     """Build one polygon per substation relation from its non-node members.
 
     Excludes members with an empty/"incoming_line"/"substation"/"inner" role
     (the actual boundary is only the "outer" ring), linemerges the rest, and
     takes the convex hull as the substation's polygon.
     """
-    df_relations = _load_elements(paths, "relation")
+    df_relations = _load_elements(paths, "relation", countries)
     if df_relations.empty:
         return df_relations
 
@@ -861,19 +874,24 @@ def _import_substation_relations(paths: list[str]) -> pd.DataFrame:
     return df_relations.dropna(subset=["geometry"]).reset_index(drop=True)
 
 
-def _import_routes_relation(paths: list[str]) -> pd.DataFrame:
+def _import_routes_relation(
+    paths: list[str], countries: dict[str, str] | None = None
+) -> pd.DataFrame:
     """Read routes_relation JSON into the shape ``_create_line`` expects.
 
     Unlike substation relations, a route relation's ``members`` column is
     kept as-is (not converted to a polygon) — ``_create_line`` merges the
     member ways' own geometry into the relation's line.
     """
-    frame = _load_elements(paths, "relation")
+    frame = _load_elements(paths, "relation", countries)
     return _flatten_tags(frame, _RELATION_TAG_COLUMNS)
 
 
 def _import_substations(
-    way_paths: list[str], node_paths: list[str], relation_paths: list[str]
+    way_paths: list[str],
+    node_paths: list[str],
+    relation_paths: list[str],
+    countries: dict[str, str] | None = None,
 ) -> pd.DataFrame:
     """Read substations_way/node/relation JSON into ``_clean_substations`` shape.
 
@@ -889,7 +907,7 @@ def _import_substations(
     ``substations_node`` query, added for parity between the two
     retrieve.source options.
     """
-    df_way = _load_elements(way_paths, "way")
+    df_way = _load_elements(way_paths, "way", countries)
     df_way = df_way[
         df_way["geometry"].apply(lambda g: isinstance(g, list) and len(g) >= 1)
     ]
@@ -899,7 +917,7 @@ def _import_substations(
             lambda coords: _create_polygon({"geometry": coords})
         )
 
-    df_node = _load_elements(node_paths, "node")
+    df_node = _load_elements(node_paths, "node", countries)
     df_node = df_node[
         df_node["geometry"].apply(lambda g: isinstance(g, list) and len(g) >= 1)
     ]
@@ -909,7 +927,7 @@ def _import_substations(
             lambda coords: Point(coords[0]["lon"], coords[0]["lat"])
         )
 
-    df_relation = _import_substation_relations(relation_paths)
+    df_relation = _import_substation_relations(relation_paths, countries)
     df_relation = _flatten_tags(df_relation, _SUBSTATION_TAG_COLUMNS)
 
     df_way["is_node"] = False
@@ -957,6 +975,7 @@ def clean(
     network: dict[str, Any],
     regions: dict[str, Any],
     geo_crs: str,
+    countries: dict[str, str] | None = None,
 ) -> tuple[gpd.GeoDataFrame, gpd.GeoDataFrame, gpd.GeoDataFrame]:
     """Return clean substation buses, substation polygons, and AC lines/cables.
 
@@ -964,7 +983,9 @@ def clean(
     ``substations_way``, ``substations_node``, ``substations_relation``,
     ``routes_relation``) to the list of per-country JSON files retrieved for
     it. A feature with no paths (e.g. ``routes_relation`` when
-    ``include_relations`` is off) is simply skipped.
+    ``include_relations`` is off) is simply skipped. ``countries`` maps input
+    paths to ISO codes so rewiring filenames preserves regional settings.
+    Without it, standalone callers retain the legacy filename convention.
     """
     crs = geo_crs
     min_voltage_ac = network["minimum_voltage_kv"] * 1000  # V
@@ -976,6 +997,7 @@ def clean(
         inputs.get("substations_way", []),
         inputs.get("substations_node", []),
         inputs.get("substations_relation", []),
+        countries,
     )
     if df_substations.empty:
         empty_buses = gpd.GeoDataFrame(geometry=gpd.GeoSeries([], crs=crs), crs=crs)
@@ -1046,7 +1068,7 @@ def clean(
     route_paths = inputs.get("routes_relation", [])
     if route_paths:
         logger.info("Importing power route relations.")
-        df_relation = _import_routes_relation(route_paths)
+        df_relation = _import_routes_relation(route_paths, countries)
         if not df_relation.empty:
             df_relation = _drop_duplicate_lines(df_relation)
             df_relation["under_construction"] = (
@@ -1125,7 +1147,7 @@ def clean(
     # --- AC lines/cables via individual ways ---------------------------
     logger.info("Importing lines and cables.")
     df_lines = _import_lines_and_cables(
-        inputs.get("lines_way", []), inputs.get("cables_way", [])
+        inputs.get("lines_way", []), inputs.get("cables_way", []), countries
     )
     if not df_lines.empty:
         df_lines = _drop_duplicate_lines(df_lines)
@@ -1197,7 +1219,7 @@ def clean(
 
 if __name__ == "__main__":
     if "snakemake" not in globals():
-        from scripts._helpers import mock_snakemake
+        from _helpers import mock_snakemake
 
         snakemake = mock_snakemake("clean")
 
@@ -1208,6 +1230,12 @@ def clean(
         snakemake.params.network,
         snakemake.params.regions,
         snakemake.params.crs["geo"],
+        {
+            path: country
+            for paths in inputs.values()
+            if paths
+            for path, country in zip(paths, snakemake.params.countries, strict=True)
+        },
     )
     logger.info(
         "Retained %d buses, %d substation polygons, and %d AC lines/cables.",
diff --git a/workflow/scripts/retrieve_osm_overpass.py b/workflow/scripts/retrieve_osm_overpass.py
index 6495dde..2a3da4b 100644
--- a/workflow/scripts/retrieve_osm_overpass.py
+++ b/workflow/scripts/retrieve_osm_overpass.py
@@ -27,9 +27,9 @@
 from typing import TYPE_CHECKING, Any
 
 import requests
+from _helpers import configure_logging
 from earth_osm.regions import get_region_tuple
 from requests.adapters import HTTPAdapter
-from scripts._helpers import configure_logging
 from urllib3.util.retry import Retry
 
 if TYPE_CHECKING:
@@ -172,7 +172,7 @@ def retrieve_from_overpass(
 
 if __name__ == "__main__":
     if "snakemake" not in globals():
-        from scripts._helpers import mock_snakemake
+        from _helpers import mock_snakemake
 
         snakemake = mock_snakemake("retrieve_osm_overpass", country="BE")
 
diff --git a/workflow/scripts/retrieve_osm_pbf.py b/workflow/scripts/retrieve_osm_pbf.py
index ee1cadb..ba52fc0 100644
--- a/workflow/scripts/retrieve_osm_pbf.py
+++ b/workflow/scripts/retrieve_osm_pbf.py
@@ -41,8 +41,8 @@
 from typing import TYPE_CHECKING, Any
 
 import osmium
+from _helpers import configure_logging
 from earth_osm.regions import download_region_pbf, get_region_tuple
-from scripts._helpers import configure_logging
 
 if TYPE_CHECKING:
     snakemake: Any
@@ -334,7 +334,7 @@ def _extract_from_filtered_pbf(
 
 if __name__ == "__main__":
     if "snakemake" not in globals():
-        from scripts._helpers import mock_snakemake
+        from _helpers import mock_snakemake
 
         snakemake = mock_snakemake("retrieve_osm_pbf", country="BE")