Initial commit

.gitignore

@@ -0,0 +1,161 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+private/
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/

.pre-commit-config.yaml

@@ -0,0 +1,32 @@
+repos:
+    - repo: https://github.com/pre-commit/pre-commit-hooks
+      rev: v5.0.0
+      hooks:
+          - id: check-toml
+          - id: check-yaml
+          - id: end-of-file-fixer
+            types: [python]
+          - id: trailing-whitespace
+          - id: requirements-txt-fixer
+          - id: check-added-large-files
+            args: ["--maxkb=500"]
+
+    - repo: https://github.com/psf/black
+      rev: 25.1.0
+      hooks:
+          - id: black-jupyter
+
+    - repo: https://github.com/codespell-project/codespell
+      rev: v2.4.1
+      hooks:
+          - id: codespell
+            args:
+                [
+                    "--ignore-words-list=aci,acount,acounts,fallow,ges,hart,hist,nd,ned,ois,wqs,watermask,tre,mape",
+                    "--skip=*.csv,*.geojson,*.json,*.yml*.js,*.html,*cff,*.pdf",
+                ]
+
+    - repo: https://github.com/kynan/nbstripout
+      rev: 0.8.1
+      hooks:
+          - id: nbstripout

Dockerfile

@@ -0,0 +1,16 @@
+FROM quay.io/jupyter/base-notebook:latest
+
+COPY requirements.txt .
+RUN pip install -r requirements.txt
+
+RUN mkdir ./pages
+COPY /pages ./pages
+
+WORKDIR /home/jovyan
+USER jovyan
+
+EXPOSE 7860
+
+HEALTHCHECK CMD curl --fail http://localhost:7860/_stcore/health
+
+ENTRYPOINT ["solara", "run", "./pages", "--host=0.0.0.0", "--port=7860"]

pages/00_home.py

@@ -0,0 +1,15 @@
+import solara
+
+
+@solara.component
+def Page():
+    with solara.Column(align="center"):
+        markdown = """
+        ## Similarity Search with AlphaEarth Satellite Embeddings
+
+        This is an interactive similarity search application using AlphaEarth satellite embeddings. Click on the Similarity Search menu above to see the interactive map.
+
+        ![image](https://github.com/user-attachments/assets/51a5a1c0-5784-48da-9790-a84704ed2187)
+        """
+
+        solara.Markdown(markdown)

pages/01_similarity_search.py

@@ -0,0 +1,34 @@
+import solara
+import leafmap.maplibregl as leafmap
+import geemap
+
+geemap.ee_initialize()
+
+
+def create_map():
+
+    m = leafmap.Map(
+        projection="globe",
+        sidebar_visible=True,
+        center=[-100, 40],
+        zoom=2,
+        height="750px",
+    )
+    google_hybrid = "https://mt1.google.com/vt/lyrs=y&hl=en&x={x}&y={y}&z={z}"
+    m.add_tile_layer(google_hybrid, name="Google Hybrid", attribution="Google")
+    layer_name = "NWI Wetlands"
+    m.add_nwi_basemap(name=layer_name, opacity=0.5)
+    m.add_similarity_search(
+        before_id=layer_name,
+        default_year=2024,
+        default_color="#0000ff",
+        default_threshold=0.8,
+    )
+    m.add_draw_control(controls=["point", "trash"])
+    return m
+
+
+@solara.component
+def Page():
+    m = create_map()
+    return m.to_solara()

requirements.txt

@@ -0,0 +1,10 @@
+anymap
+fiona
+geopandas
+leafmap>=0.52.0
+mapclassify
+maplibre
+rasterio
+rioxarray
+solara
+geemap