diff --git a/agrinet/environment.yml b/agrinet/environment.yml
new file mode 100644
index 0000000..6075b33
--- /dev/null
+++ b/agrinet/environment.yml
@@ -0,0 +1,228 @@
+name: ai-utils
+channels:
+  - conda-forge
+  - defaults
+dependencies:
+  - annotated-types=0.6.0=pyhd8ed1ab_0
+  - anyio=3.7.1=pyhd8ed1ab_0
+  - appnope=0.1.3=pyhd8ed1ab_0
+  - arrow=1.3.0=pyhd8ed1ab_0
+  - asttokens=2.4.1=pyhd8ed1ab_0
+  - backcall=0.2.0=pyh9f0ad1d_0
+  - backoff=2.2.1=pyhd8ed1ab_0
+  - beautifulsoup4=4.12.2=pyha770c72_0
+  - blessed=1.19.1=pyhe4f9e05_2
+  - boto3=1.34.13=pyhd8ed1ab_0
+  - botocore=1.34.13=pyhd8ed1ab_0
+  - brotli-python=1.0.9=py38h4cd09af_9
+  - ca-certificates=2023.11.17=h8857fd0_0
+  - certifi=2023.11.17=pyhd8ed1ab_0
+  - cffi=1.16.0=py38h082e395_0
+  - charset-normalizer=3.3.2=pyhd8ed1ab_0
+  - click=8.1.7=unix_pyh707e725_0
+  - colorama=0.4.6=pyhd8ed1ab_0
+  - comm=0.2.1=pyhd8ed1ab_0
+  - croniter=1.4.1=pyhd8ed1ab_0
+  - dateutils=0.6.12=py_0
+  - debugpy=1.6.7=py38hcec6c5f_0
+  - decorator=5.1.1=pyhd8ed1ab_0
+  - deepdiff=6.7.1=pyhd8ed1ab_0
+  - exceptiongroup=1.2.0=pyhd8ed1ab_0
+  - executing=2.0.1=pyhd8ed1ab_0
+  - fastapi=0.108.0=pyhd8ed1ab_0
+  - fsspec=2023.12.2=pyhca7485f_0
+  - h11=0.14.0=pyhd8ed1ab_0
+  - idna=3.6=pyhd8ed1ab_0
+  - importlib-metadata=7.0.1=pyha770c72_0
+  - importlib_metadata=7.0.1=hd8ed1ab_0
+  - inquirer=3.1.4=py38hecd8cb5_0
+  - ipykernel=6.28.0=pyh3cd1d5f_0
+  - ipython=8.12.0=pyhd1c38e8_0
+  - itsdangerous=2.1.2=pyhd8ed1ab_0
+  - jedi=0.19.1=pyhd8ed1ab_0
+  - jinja2=3.1.2=pyhd8ed1ab_1
+  - jmespath=1.0.1=pyhd8ed1ab_0
+  - jupyter_client=8.6.0=pyhd8ed1ab_0
+  - jupyter_core=5.7.0=py38h50d1736_0
+  - libblas=3.9.0=20_osx64_openblas
+  - libcblas=3.9.0=20_osx64_openblas
+  - libcxx=14.0.6=h9765a3e_0
+  - libffi=3.4.4=hecd8cb5_0
+  - libgfortran=5.0.0=13_2_0_h97931a8_1
+  - libgfortran5=13.2.0=h2873a65_1
+  - liblapack=3.9.0=20_osx64_openblas
+  - libopenblas=0.3.25=openmp_hfef2a42_0
+  - libprotobuf=3.20.3=hfff2838_0
+  - libsodium=1.0.18=hbcb3906_1
+  - lightning=2.1.3=pyhd8ed1ab_0
+  - lightning-cloud=0.5.57=pyhd8ed1ab_0
+  - lightning-utilities=0.10.0=pyhd8ed1ab_0
+  - llvm-openmp=17.0.6=hb6ac08f_0
+  - markdown-it-py=3.0.0=pyhd8ed1ab_0
+  - markupsafe=2.1.3=py38hcafd530_1
+  - matplotlib-inline=0.1.6=pyhd8ed1ab_0
+  - mdurl=0.1.2=pyhd8ed1ab_0
+  - mkl=2022.2.1=h44ed08c_16952
+  - ncurses=6.4=hcec6c5f_0
+  - nest-asyncio=1.5.8=pyhd8ed1ab_0
+  - ninja=1.11.1=hb8565cd_0
+  - openssl=3.2.0=hd75f5a5_1
+  - ordered-set=4.1.0=pyhd8ed1ab_0
+  - orjson=3.9.10=py38h7366990_0
+  - packaging=23.2=pyhd8ed1ab_0
+  - parso=0.8.3=pyhd8ed1ab_0
+  - pexpect=4.8.0=pyh1a96a4e_2
+  - pickleshare=0.7.5=py_1003
+  - pip=23.3.1=py38hecd8cb5_0
+  - platformdirs=4.1.0=pyhd8ed1ab_0
+  - prompt-toolkit=3.0.42=pyha770c72_0
+  - prompt_toolkit=3.0.42=hd8ed1ab_0
+  - psutil=5.9.7=py38hae2e43d_0
+  - ptyprocess=0.7.0=pyhd3deb0d_0
+  - pure_eval=0.2.2=pyhd8ed1ab_0
+  - pycparser=2.21=pyhd8ed1ab_0
+  - pydantic=2.0.3=pyhd8ed1ab_1
+  - pydantic-core=2.3.0=py38h7510fb3_0
+  - pygments=2.17.2=pyhd8ed1ab_0
+  - pyjwt=2.8.0=pyhd8ed1ab_0
+  - pysocks=1.7.1=pyha2e5f31_6
+  - python=3.8.18=h5ee71fb_0
+  - python-dateutil=2.8.2=pyhd8ed1ab_0
+  - python-editor=1.0.4=py_0
+  - python-multipart=0.0.6=pyhd8ed1ab_0
+  - python_abi=3.8=2_cp38
+  - pytorch=1.12.1=cpu_py38h03065b0_0
+  - pytorch-lightning=2.1.3=pyhd8ed1ab_0
+  - pytz=2023.3.post1=pyhd8ed1ab_0
+  - pyyaml=6.0.1=py38hcafd530_1
+  - pyzmq=24.0.1=py38h0b711fd_0
+  - readchar=4.0.5=pyhd8ed1ab_0
+  - readline=8.2=hca72f7f_0
+  - requests=2.31.0=pyhd8ed1ab_0
+  - rich=13.7.0=pyhd8ed1ab_0
+  - s3transfer=0.10.0=pyhd8ed1ab_0
+  - setuptools=68.2.2=py38hecd8cb5_0
+  - six=1.16.0=pyh6c4a22f_0
+  - sleef=3.5.1=h6db0672_2
+  - sniffio=1.3.0=pyhd8ed1ab_0
+  - soupsieve=2.5=pyhd8ed1ab_1
+  - sqlite=3.41.2=h6c40b1e_0
+  - stack_data=0.6.2=pyhd8ed1ab_0
+  - starlette=0.32.0.post1=pyhd8ed1ab_0
+  - starsessions=1.3.0=pyhd8ed1ab_0
+  - tbb=2021.8.0=ha357a0b_0
+  - tk=8.6.12=h5d9f67b_0
+  - torchmetrics=1.2.1=pyhd8ed1ab_0
+  - tornado=6.3.3=py38hcafd530_1
+  - tqdm=4.66.1=pyhd8ed1ab_0
+  - traitlets=5.14.1=pyhd8ed1ab_0
+  - types-python-dateutil=2.8.19.14=pyhd8ed1ab_0
+  - uvicorn=0.25.0=py38h50d1736_0
+  - wcwidth=0.2.12=pyhd8ed1ab_0
+  - websocket-client=1.7.0=pyhd8ed1ab_0
+  - websockets=12.0=py38hae2e43d_0
+  - wheel=0.41.2=py38hecd8cb5_0
+  - xz=5.4.5=h6c40b1e_0
+  - yaml=0.2.5=h0d85af4_2
+  - zeromq=4.3.4=h23ab428_0
+  - zipp=3.17.0=pyhd8ed1ab_0
+  - zlib=1.2.13=h4dc903c_0
+  - pip:
+      - absl-py==2.0.0
+      - aiohttp==3.9.1
+      - aiosignal==1.3.1
+      - altair==5.2.0
+      - astunparse==1.6.3
+      - async-timeout==4.0.3
+      - attrs==23.2.0
+      - cachetools==5.3.2
+      - cloudpickle==3.0.0
+      - colorlog==6.8.0
+      - contourpy==1.1.1
+      - cycler==0.12.1
+      - dask==2023.5.0
+      - dask-jobqueue==0.8.2
+      - distributed==2023.5.0
+      - dm-tree==0.1.8
+      - dominate==2.9.1
+      - filelock==3.13.1
+      - flatbuffers==23.5.26
+      - fonttools==4.47.0
+      - frozenlist==1.4.1
+      - gast==0.4.0
+      - google-auth==2.26.1
+      - google-auth-oauthlib==1.0.0
+      - google-pasta==0.2.0
+      - grpcio==1.60.0
+      - h5py==3.10.0
+      - imageio==2.33.1
+      - importlib-resources==6.1.1
+      - isort==5.13.2
+      - joblib==1.3.2
+      - jsonschema==4.21.0
+      - jsonschema-specifications==2023.12.1
+      - keras==2.13.1
+      - kiwisolver==1.4.5
+      - lazy-loader==0.3
+      - libclang==16.0.6
+      - locket==1.0.0
+      - markdown==3.5.1
+      - matplotlib==3.7.4
+      - mpmath==1.3.0
+      - msgpack==1.0.7
+      - multidict==6.0.4
+      - networkx==3.1
+      - numpy==1.24.4
+      - oauthlib==3.2.2
+      - opencv-python==4.9.0.80
+      - opt-einsum==3.3.0
+      - pandas==2.0.3
+      - partd==1.4.1
+      - patsy==0.5.6
+      - pillow==10.2.0
+      - pkgutil-resolve-name==1.3.10
+      - plantcv==4.0.1
+      - protobuf==4.25.1
+      - py-cpuinfo==9.0.0
+      - pyasn1==0.5.1
+      - pyasn1-modules==0.3.0
+      - pydot==2.0.0
+      - pyparsing==3.1.1
+      - python-graphviz==0.20.1
+      - pywavelets==1.4.1
+      - referencing==0.32.1
+      - requests-oauthlib==1.3.1
+      - rpds-py==0.17.1
+      - rsa==4.9
+      - scikit-image==0.21.0
+      - scikit-learn==1.3.2
+      - scipy==1.10.1
+      - seaborn==0.13.1
+      - sortedcontainers==2.4.0
+      - statsmodels==0.14.1
+      - sympy==1.12
+      - tblib==3.0.0
+      - tensorboard==2.13.0
+      - tensorboard-data-server==0.7.2
+      - tensorflow==2.13.1
+      - tensorflow-estimator==2.13.0
+      - tensorflow-io-gcs-filesystem==0.34.0
+      - tensorflow-probability==0.21.0
+      - termcolor==2.4.0
+      - thop==0.1.1-2209072238
+      - threadpoolctl==3.2.0
+      - tifffile==2023.7.10
+      - toolz==0.12.0
+      - torch==2.1.2
+      - torchvision==0.16.2
+      - typing-extensions==4.5.0
+      - tzdata==2023.4
+      - ultralytics==8.0.235
+      - urllib3==2.1.0
+      - vl-convert-python==1.2.0
+      - werkzeug==3.0.1
+      - wrapt==1.16.0
+      - xarray==2023.1.0
+      - yarl==1.9.4
+      - zict==3.0.0
+prefix: /Users/adambyrne/anaconda3/envs/ai-utils
diff --git a/requirements.txt b/requirements.txt
index b91d13d..bdd8d6f 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,75 +1,188 @@
-absl-py==2.1.0
-appnope==0.1.3
-asttokens==2.4.1
+absl-py==2.0.0
+aiohttp==3.9.1
+aiosignal==1.3.1
+altair==5.2.0
+annotated-types @ file:///home/conda/feedstock_root/build_artifacts/annotated-types_1696634205638/work
+anyio @ file:///home/conda/feedstock_root/build_artifacts/anyio_1688651106312/work/dist
+appnope @ file:///home/conda/feedstock_root/build_artifacts/appnope_1649077682618/work
+arrow @ file:///home/conda/feedstock_root/build_artifacts/arrow_1696128962909/work
+asttokens @ file:///home/conda/feedstock_root/build_artifacts/asttokens_1698341106958/work
 astunparse==1.6.3
+async-timeout==4.0.3
+attrs==23.2.0
+backcall @ file:///home/conda/feedstock_root/build_artifacts/backcall_1592338393461/work
+backoff @ file:///home/conda/feedstock_root/build_artifacts/backoff_1665004764738/work
+beautifulsoup4 @ file:///home/conda/feedstock_root/build_artifacts/beautifulsoup4_1680888073205/work
+blessed @ file:///home/conda/feedstock_root/build_artifacts/blessed_1666523113356/work
+boto3 @ file:///home/conda/feedstock_root/build_artifacts/boto3_1704419679557/work
+botocore @ file:///home/conda/feedstock_root/build_artifacts/botocore_1704411238215/work
+Brotli @ file:///Users/runner/miniforge3/conda-bld/brotli-split_1687884187023/work
 cachetools==5.3.2
-certifi==2023.11.17
-charset-normalizer==3.3.2
-colorlog==6.8.2
-comm==0.2.1
-contourpy==1.2.0
+certifi @ file:///home/conda/feedstock_root/build_artifacts/certifi_1700303426725/work/certifi
+cffi @ file:///Users/runner/miniforge3/conda-bld/cffi_1696001783851/work
+charset-normalizer @ file:///home/conda/feedstock_root/build_artifacts/charset-normalizer_1698833585322/work
+click @ file:///home/conda/feedstock_root/build_artifacts/click_1692311806742/work
+cloudpickle==3.0.0
+colorama @ file:///home/conda/feedstock_root/build_artifacts/colorama_1666700638685/work
+colorlog==6.8.0
+comm @ file:///home/conda/feedstock_root/build_artifacts/comm_1704278392174/work
+contourpy==1.1.1
+croniter @ file:///home/conda/feedstock_root/build_artifacts/croniter_1686929181238/work
 cycler==0.12.1
-debugpy==1.8.0
-decorator==5.1.1
-executing==2.0.1
+dask==2023.5.0
+dask-jobqueue==0.8.2
+dateutils @ file:///home/conda/feedstock_root/build_artifacts/dateutils_1603450192521/work
+debugpy @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_30hp2nowkm/croot/debugpy_1690905056188/work
+decorator @ file:///home/conda/feedstock_root/build_artifacts/decorator_1641555617451/work
+deepdiff @ file:///home/conda/feedstock_root/build_artifacts/deepdiff_1699970200924/work
+distributed==2023.5.0
+dm-tree==0.1.8
+dominate==2.9.1
+exceptiongroup @ file:///home/conda/feedstock_root/build_artifacts/exceptiongroup_1700579780973/work
+executing @ file:///home/conda/feedstock_root/build_artifacts/executing_1698579936712/work
+fastapi @ file:///home/conda/feedstock_root/build_artifacts/fastapi_1703630842611/work
+filelock==3.13.1
 flatbuffers==23.5.26
-fonttools==4.47.2
-gast==0.5.4
-google-auth==2.27.0
-google-auth-oauthlib==1.2.0
+fonttools==4.47.0
+frozenlist==1.4.1
+fsspec @ file:///home/conda/feedstock_root/build_artifacts/fsspec_1702335961905/work
+gast==0.4.0
+google-auth==2.26.1
+google-auth-oauthlib==1.0.0
 google-pasta==0.2.0
+graphviz==0.20.1
 grpcio==1.60.0
+h11 @ file:///home/conda/feedstock_root/build_artifacts/h11_1664132893548/work
 h5py==3.10.0
-idna==3.6
-ipykernel==6.29.0
-ipython==8.1.1
-jedi==0.19.1
-jupyter_client==8.6.0
-jupyter_core==5.7.1
-keras==2.15.0
+idna @ file:///home/conda/feedstock_root/build_artifacts/idna_1701026962277/work
+imageio==2.33.1
+importlib-metadata @ file:///home/conda/feedstock_root/build_artifacts/importlib-metadata_1703269254275/work
+importlib-resources==6.1.1
+inquirer @ file:///private/var/folders/sy/f16zz6x50xz3113nwtb9bvq00000gp/T/abs_fa7c_dwu3h/croot/inquirer_1702293668801/work
+ipykernel @ file:///Users/runner/miniforge3/conda-bld/ipykernel_1703631823913/work
+ipython @ file:///Users/runner/miniforge3/conda-bld/ipython_1680185563420/work
+isort==5.13.2
+itsdangerous @ file:///home/conda/feedstock_root/build_artifacts/itsdangerous_1648147185463/work
+jedi @ file:///home/conda/feedstock_root/build_artifacts/jedi_1696326070614/work
+Jinja2 @ file:///home/conda/feedstock_root/build_artifacts/jinja2_1654302431367/work
+jmespath @ file:///home/conda/feedstock_root/build_artifacts/jmespath_1655568249366/work
+joblib==1.3.2
+jsonschema==4.21.0
+jsonschema-specifications==2023.12.1
+jupyter_client @ file:///home/conda/feedstock_root/build_artifacts/jupyter_client_1699283905679/work
+jupyter_core @ file:///Users/runner/miniforge3/conda-bld/jupyter_core_1704321428028/work
+keras==2.13.1
 kiwisolver==1.4.5
+lazy_loader==0.3
 libclang==16.0.6
-Markdown==3.5.2
-MarkupSafe==2.1.4
-matplotlib==3.8.2
-matplotlib-inline==0.1.6
-ml-dtypes==0.2.0
-nest-asyncio==1.6.0
-numpy==1.26.3
+lightning @ file:///home/conda/feedstock_root/build_artifacts/lightning_1703183427368/work
+lightning-cloud @ file:///home/conda/feedstock_root/build_artifacts/lightning-cloud_1701460951651/work
+lightning-utilities @ file:///home/conda/feedstock_root/build_artifacts/lightning-utilities_1700426561521/work
+locket==1.0.0
+Markdown==3.5.1
+markdown-it-py @ file:///home/conda/feedstock_root/build_artifacts/markdown-it-py_1686175045316/work
+MarkupSafe @ file:///Users/runner/miniforge3/conda-bld/markupsafe_1695367606033/work
+matplotlib==3.7.4
+matplotlib-inline @ file:///home/conda/feedstock_root/build_artifacts/matplotlib-inline_1660814786464/work
+mdurl @ file:///home/conda/feedstock_root/build_artifacts/mdurl_1704317613764/work
+mpmath==1.3.0
+msgpack==1.0.7
+multidict==6.0.4
+nest-asyncio @ file:///home/conda/feedstock_root/build_artifacts/nest-asyncio_1697083700168/work
+networkx==3.1
+numpy @ file:///Users/runner/miniforge3/conda-bld/numpy_1668919164289/work
 oauthlib==3.2.2
 opencv-python==4.9.0.80
 opt-einsum==3.3.0
-packaging==23.2
-parso==0.8.3
-pexpect==4.9.0
+ordered-set @ file:///home/conda/feedstock_root/build_artifacts/ordered-set_1643221357603/work
+orjson @ file:///Users/runner/miniforge3/conda-bld/orjson_1698619133148/work/target/wheels/orjson-3.9.10-cp38-cp38-macosx_10_9_x86_64.whl#sha256=b0e9d0a8409ff9af2de5acb70fc2477ef5829b3cd95e118eac59399f66ce2c0b
+packaging @ file:///home/conda/feedstock_root/build_artifacts/packaging_1696202382185/work
+pandas==2.0.3
+parso @ file:///home/conda/feedstock_root/build_artifacts/parso_1638334955874/work
+partd==1.4.1
+patsy==0.5.6
+pexpect @ file:///home/conda/feedstock_root/build_artifacts/pexpect_1667297516076/work
+pickleshare @ file:///home/conda/feedstock_root/build_artifacts/pickleshare_1602536217715/work
 pillow==10.2.0
-platformdirs==4.1.0
-prompt-toolkit==3.0.43
-protobuf==4.23.4
-psutil==5.9.8
-ptyprocess==0.7.0
-pure-eval==0.2.2
+pkgutil_resolve_name==1.3.10
+plantcv==4.0.1
+platformdirs @ file:///home/conda/feedstock_root/build_artifacts/platformdirs_1701708255999/work
+prompt-toolkit @ file:///home/conda/feedstock_root/build_artifacts/prompt-toolkit_1702399386289/work
+protobuf==4.25.1
+psutil @ file:///Users/runner/miniforge3/conda-bld/psutil_1702833174772/work
+ptyprocess @ file:///home/conda/feedstock_root/build_artifacts/ptyprocess_1609419310487/work/dist/ptyprocess-0.7.0-py2.py3-none-any.whl
+pure-eval @ file:///home/conda/feedstock_root/build_artifacts/pure_eval_1642875951954/work
+py-cpuinfo==9.0.0
 pyasn1==0.5.1
 pyasn1-modules==0.3.0
-Pygments==2.17.2
+pycparser @ file:///home/conda/feedstock_root/build_artifacts/pycparser_1636257122734/work
+pydantic @ file:///home/conda/feedstock_root/build_artifacts/pydantic_1689770207113/work
+pydantic_core @ file:///Users/runner/miniforge3/conda-bld/pydantic-core_1689286481431/work
+pydot==2.0.0
+Pygments @ file:///home/conda/feedstock_root/build_artifacts/pygments_1700607939962/work
+PyJWT @ file:///home/conda/feedstock_root/build_artifacts/pyjwt_1689721553971/work
 pyparsing==3.1.1
-python-dateutil==2.8.2
-pyzmq==25.1.2
-requests==2.31.0
+PySocks @ file:///home/conda/feedstock_root/build_artifacts/pysocks_1661604839144/work
+python-dateutil @ file:///home/conda/feedstock_root/build_artifacts/python-dateutil_1626286286081/work
+python-editor==1.0.4
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 requests-oauthlib==1.3.1
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 rsa==4.9
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 tensorboard-data-server==0.7.2
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 Werkzeug==3.0.1
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