reqs

.gitignore

@@ -1,3 +1,4 @@
 *.db
 .ipynb_checkpoints
+.venv
 

app.py

@@ -39,9 +39,8 @@ Given an input question, first create a syntactically correct {dialect} query to
 and return the answer. Only limit for {top_k} when asked for "some" or "examples". 
 
 This duckdb database includes full support for spatial queries, so it will understand most PostGIS-type
-queries as well.  Remember that you must cast blob column to a geom type using ST_GeomFromWKB(geometry)
-before any spatial operations. This is not necessary for regular SQL queries that do not use any other
-ST_* functions.
+queries as well.  Remember that you must cast blob column to a geom type using ST_GeomFromWKB(geometry) AS geometry
+before any spatial operations. Do not use ST_GeomFromWKB for non-spatial queries.
 
 
 If you are asked to "map" or "show on a map", then be select the "geometry" column in your query.

requirements.txt

@@ -1,382 +1,20 @@
-adagio==0.2.6
-affine==2.4.0
-aiodns==3.2.0
-aiohappyeyeballs==2.3.5
-aiohttp==3.10.1
-aiohttp-client-cache==0.11.1
-aiosignal==1.3.1
-aiosqlite==0.20.0
-altair==5.3.0
-aniso8601==9.0.1
-annotated-types==0.7.0
-anyio==4.4.0
-anywidget==0.9.13
-appdirs==1.4.4
-argcomplete==3.5.0
-argon2-cffi==23.1.0
-argon2-cffi-bindings==21.2.0
-arrow==1.3.0
-asciitree==0.3.3
-asgiref==3.8.1
-asttokens==2.4.1
-async-lru==2.0.4
-async-retriever==0.17.0
-async-timeout==4.0.3
-atpublic==5.0
-attrs==24.2.0
-Babel==2.15.0
-beautifulsoup4==4.12.3
-bleach==6.1.0
-blinker==1.8.2
-botocore==1.34.131
-bounded-pool-executor==0.0.3
-bqplot==0.12.43
-branca==0.7.2
-Brotli==1.1.0
-cachelib==0.9.0
-cachetools==5.4.0
-cattrs==23.2.3
-certifi==2024.7.4
-certipy==0.1.3
-cffi==1.17.0
-cftime==1.6.4
-charset-normalizer==3.3.2
-click==8.1.7
-click-plugins==1.1.1
-cligj==0.7.2
-cloudpickle==3.0.0
-color-operations==0.1.5
-colorama==0.4.6
-colorlog==6.8.2
-colour==0.1.5
-comm==0.2.2
-contourpy==1.2.1
-coreforecast==0.0.12
-cryptography==43.0.0
-cycler==0.12.1
-Cython==3.0.11
-cytoolz==0.12.3
-darts==0.30.0
-dask==2024.8.0
-dataclasses-json==0.6.7
-debugpy==1.8.5
-decorator==5.1.1
-deepmerge==1.1.1
-defusedxml==0.7.1
-distlib==0.3.8
-distro==1.9.0
-dm-tree==0.1.8
-docutils==0.20.1
 duckdb==1.0.0
-duckdb_engine==0.13.1
-exceptiongroup==1.2.2
-executing==2.0.1
-faiss-cpu==1.8.0
-Farama-Notifications==0.0.4
-fasteners==0.19
-fastjsonschema==2.20.0
-filelock==3.15.4
-fiona==1.9.6
-Flask==3.0.3
-Flask-Caching==2.3.0
-Flask-Cors==4.0.1
-flask-restx==1.3.0
-folium==0.17.0
-fonttools==4.53.1
-fqdn==1.5.1
-frozenlist==1.4.1
-fs==2.4.16
-fsspec==2024.6.1
-fugue==0.9.1
-gdown==5.2.0
-geocube==0.6.0
-geojson==3.1.0
-geopandas==1.0.1
-gh-scoped-creds==4.1
-gitdb==4.0.11
-GitPython==3.1.43
-greenlet==3.0.3
-grpcio==1.65.4
-gymnasium==0.28.1
-h11==0.14.0
-h3==3.7.7
-holidays==0.54
-htmltools==0.5.3
-httpcore==1.0.5
-httpx==0.27.0
-huggingface-hub==0.24.5
-ibis-framework==9.3.0
-idna==3.7
-imageio==2.34.2
-imagesize==1.4.1
-importlib_metadata==8.2.0
-importlib_resources==6.4.0
-iniconfig==2.0.0
-ipyevents==2.0.2
-ipyfilechooser==0.6.0
-ipykernel==6.29.5
-ipyleaflet==0.19.2
-ipython==8.18.0
-ipytree==0.2.2
-ipyvue==1.11.1
-ipyvuetify==1.10.0
-ipywidgets==8.1.3
-isoduration==20.11.0
-itsdangerous==2.2.0
-jax-jumpy==1.0.0
-jedi==0.19.1
-Jinja2==3.1.4
-jiter==0.5.0
-jmespath==1.0.1
-joblib==1.4.2
-json5==0.9.25
-jsonpatch==1.33
-jsonpath-ng==1.6.1
-jsonpointer==3.0.0
-jsonschema==4.23.0
-jsonschema-specifications==2023.12.1
-jupyter-events==0.10.0
-jupyter-leaflet==0.19.2
-jupyter-lsp==2.2.5
-jupyter_client==8.6.2
-jupyter_core==5.7.2
-jupyter_server==2.14.2
-jupyter_server_terminals==0.5.3
-jupyterlab==4.2.4
-jupyterlab_pygments==0.3.0
-jupyterlab_server==2.27.3
-jupyterlab_widgets==3.0.13
-kiwisolver==1.4.5
-langchain==0.2.14
-langchain-community==0.2.12
-langchain-core==0.2.33
-langchain-openai==0.1.22
-langchain-text-splitters==0.2.2
-langsmith==0.1.98
-latexcodec==3.0.0
-lazy_loader==0.4
-leafmap==0.36.5
-lightning-utilities==0.11.6
-linkify-it-py==2.0.3
-llvmlite==0.43.0
-localtileserver==0.10.3
-locket==1.0.0
-lonboard==0.9.3
-lxml==5.2.2
-lz4==4.3.3
-Mako==1.3.5
-mapclassify==2.8.0
-maplibre==0.2.6
-Markdown==3.6
-markdown-it-py==3.0.0
-MarkupSafe==2.1.5
-marshmallow==3.21.3
-matplotlib==3.9.1.post1
-matplotlib-inline==0.1.7
-mdit-py-plugins==0.4.1
-mdurl==0.1.2
-minio==7.2.7
-mistune==3.0.2
-mizani==0.11.4
-morecantile==5.3.1
-mpmath==1.3.0
-msgpack==1.0.8
-multidict==6.0.5
-multimethod==1.12
-mypy-extensions==1.0.0
-nbclient==0.10.0
-nbconvert==7.16.4
-nbformat==5.10.4
-nest-asyncio==1.6.0
-netCDF4==1.7.1.post2
-networkx==3.3
-nfoursid==1.0.1
-notebook==7.2.1
-notebook_shim==0.2.4
-nox==2024.4.15
-numba==0.60.0
-numcodecs==0.13.0
-numexpr==2.10.1
-numpy==1.26.4
-nvidia-cublas-cu12==12.1.3.1
-nvidia-cuda-cupti-cu12==12.1.105
-nvidia-cuda-nvrtc-cu12==12.1.105
-nvidia-cuda-runtime-cu12==12.1.105
-nvidia-cudnn-cu12==9.1.0.70
-nvidia-cufft-cu12==11.0.2.54
-nvidia-curand-cu12==10.3.2.106
-nvidia-cusolver-cu12==11.4.5.107
-nvidia-cusparse-cu12==12.1.0.106
-nvidia-nccl-cu12==2.20.5
-nvidia-nvjitlink-cu12==12.6.20
-nvidia-nvtx-cu12==12.1.105
-oauthlib==3.2.2
-odc-geo==0.4.8
-odc-stac==0.3.10
-openai==1.41.1
-orjson==3.10.6
-overrides==7.7.0
-OWSLib==0.31.0
-packaging==24.1
-palettable==3.3.3
-pamela==1.1.0
 pandas==2.2.2
-pandocfilters==1.5.1
-parso==0.8.4
-parsy==2.1
-partd==1.4.2
-patsy==0.5.6
-pexpect==4.9.0
-pillow==10.4.0
-planetary-computer==1.0.0
-platformdirs==4.2.2
-plotly==5.23.0
-plotnine==0.13.6
-pluggy==1.5.0
-ply==3.11
-pmdarima==2.0.4
-pmtiles==3.3.0
-polars==1.4.1
-pqdm==0.2.0
-prometheus_client==0.20.0
-prompt-toolkit==3.0.36
-protobuf==4.25.4
-psutil==5.9.8
-psygnal==0.11.1
-ptyprocess==0.7.0
-pure_eval==0.2.3
-py3dep==0.17.0
-pyaml==24.7.0
-pyarrow==17.0.0
-pyarrow-hotfix==0.6
-pybtex==0.24.0
-pybtex-docutils==1.0.3
-pycares==4.4.0
-pycparser==2.22
-pycryptodome==3.20.0
-pydantic==2.8.2
-pydantic_core==2.20.1
-pydeck==0.9.1
-pygeoogc==0.17.0
-pygeoutils==0.17.0
-Pygments==2.18.0
-pynhd==0.17.0
-pyod==2.0.1
-pyogrio==0.9.0
-pyOpenSSL==24.2.1
-pyparsing==3.1.2
-pyproj==3.6.1
-pyshp==2.3.1
-PySocks==1.7.1
-pystac==1.10.1
-pystac-client==0.8.3
-pytest==8.3.2
-python-box==7.2.0
-python-cmr==0.12.0
-python-dateutil==2.9.0.post0
-python-dotenv==1.0.1
-python-json-logger==2.0.7
-python-multipart==0.0.9
-pytorch-lightning==2.4.0
-pytz==2024.1
-PyYAML==6.0.2
-pyzmq==26.1.0
-questionary==2.0.1
-rasterio==1.3.10
-rasterstats==0.19.0
+#git+https://github.com/eodaGmbH/py-maplibregl@feature/color-utils
+git+https://github.com/eodaGmbH/py-maplibregl
+leafmap[maplibre]
+ibis-framework[duckdb]==9.1.0
+streamlit==1.35.0
+streamlit_folium==0.20.0
+altair==5.3.0
 referencing==0.35.1
-regex==2024.7.24
-requests==2.32.3
-requests-cache==1.2.1
-rfc3339-validator==0.1.4
-rfc3986-validator==0.1.1
-rich==13.7.1
-rio-cogeo==5.3.3
-rio-tiler==6.6.1
-rioxarray==0.17.0
-rpds-py==0.20.0
-ruff==0.5.6
-scikit-learn==1.5.1
-scipy==1.14.0
-scooby==0.10.0
-Send2Trash==1.8.3
-server-thread==0.2.0
-shap==0.46.0
-shapely==2.0.5
-shellingham==1.5.4
-shiny==1.0.0
-simpervisor==1.0.0
-simplejson==3.19.2
-six==1.16.0
-slicer==0.0.8
-smmap==5.0.1
-sniffio==1.3.1
-snowballstemmer==2.2.0
-snuggs==1.4.7
-sortedcontainers==2.4.0
-soupsieve==2.5
-SQLAlchemy==2.0.32
-sqlglot==25.9.0
-stack-data==0.6.3
-stackstac==0.5.0
-starlette==0.38.2
-statsforecast==1.7.6
-statsmodels==0.14.2
-streamlit==1.37.1
-streamlit_folium==0.22.0
-sympy==1.13.1
-tabulate==0.9.0
-tbats==1.1.3
-tblib==3.0.0
-tenacity==8.5.0
-tensorboardX==2.6.2.2
-terminado==0.18.1
-threadpoolctl==3.5.0
-tifffile==2024.7.24
-tiktoken==0.7.0
-tinycss2==1.3.0
-tinynetrc==1.3.1
-toml==0.10.2
-tomli==2.0.1
-toolz==0.12.1
-torch==2.4.0
-torchmetrics==1.4.1
-tornado==6.4.1
-tqdm==4.66.5
-traitlets==5.14.3
-traittypes==0.2.1
-triad==0.9.8
-triton==3.0.0
-typer==0.12.3
-types-python-dateutil==2.9.0.20240316
-typing-inspect==0.9.0
-typing_extensions==4.12.2
-tzdata==2024.1
-uc-micro-py==1.0.3
-ujson==5.10.0
-uri-template==1.3.0
-url-normalize==1.4.3
-urllib3==2.2.2
-utilsforecast==0.2.3
-uvicorn==0.30.5
-virtualenv==20.26.3
-wasabi==1.1.3
-watchdog==4.0.1
-watchfiles==0.23.0
-wcwidth==0.2.13
-webcolors==24.6.0
-webencodings==0.5.1
-websocket-client==1.8.0
-websockets==12.0
-Werkzeug==3.0.3
-whitebox==2.3.5
-whiteboxgui==2.3.0
-widgetsnbextension==4.0.11
-wrapt==1.16.0
-xarray==2024.7.0
-xgboost==2.1.1
-xyzservices==2024.6.0
-yarl==1.9.4
-zarr==2.18.2
-zict==3.0.0
-zipp==3.19.2
+rasterio==1.3.10
+shapely==2.0.4
+shiny==0.10.2
+huggingface_hub
+duckdb-engine
+langchain
+langchain-community
+langchain-openai
+streamlit
+