diff --git a/Makefile b/Makefile
index 77b8783..3c628ae 100644
--- a/Makefile
+++ b/Makefile
@@ -1,15 +1,7 @@
-py-build: py-base/conda-linux-64.lock
+py-build:
 	docker compose stop py
 	docker compose build py
 
-py-base/conda-linux-64.lock: py-base/environment.yml
-	conda-lock --kind explicit --platform linux-64 -f py-base/environment.yml
-	mv conda-linux-64.lock py-base/conda-linux-64.lock
-
-py-lock:
-	conda-lock --kind explicit --platform linux-64 -f py-base/environment.yml
-	mv conda-linux-64.lock py-base/conda-linux-64.lock
-
 py-lab:
 	docker compose up py
 
diff --git a/README.md b/README.md
index 64fa97e..12c315d 100644
--- a/README.md
+++ b/README.md
@@ -17,7 +17,6 @@ By packaging everything up with Docker we help ensure that code written during t
 
 There are a handful of helpful `make` commands for building and testing images.
 
-- `py-lock` - Generate a new Python lockfile.
 - `py-build` - Build Python Docker container (should regenerate lockfile if `environment.yml` was changed).
 - `py-lab` - Launch JupyterLab for Python image. Watch the terminal output for a `127.0.0.1:8080/...` link with the access token.
 - `r-lock` - Generate a new R lockfile.
@@ -26,6 +25,25 @@ There are a handful of helpful `make` commands for building and testing images.
 
 ## Testing user-generated environments
 
+Our environments are now using pixi to build and manage Conda environments, and pixi-kernel to allow for user installed environments.
+
+The base (default) environment is built up of multiple features, each one corresponding to a specific tutorial. It's fine to overlap dependencies between tutorials, as that makes sure we don't remove them inadvertantly.
+
+To add dependencies for a tutorial, `pixi add -f year-presenter deps...`, for example: `pixi add -f 24-Callum numpy cartopy pandas gsw matplotlib seaborn cmocean cmcrameri tqdm seaborn argopy ipyleaflet searvey shapely cftime ioos_qc cf_xarray`.
+
+Then for a new tutorial, the feature needs to be added to the `features` list for the environment in `pixi.toml`.
+
+```toml
+[environments]
+default = {features = ["24-Callum"]}
+```
+
+Then run `pixi install` and pixi will figure out all the transitive dependencies for multiple deployment environments (Mac and Linux, Windows can be added easily) and try to lock the most common environment for all of them.
+
+If packages are being added to an existing feature that is already part of the default feature, then `pixi install` should not need to be run as the lock file will be updated during `pixi add`.
+
+### Old
+
 Both images use [`nb_conda_kernels` ](https://github.com/Anaconda-Platform/nb_conda_kernels) which allows our users to create their own Conda environments. 
 
 This makes it so that we don't have to package everything into the images to start with.
diff --git a/py-base/entrypoint.sh b/py-base/entrypoint.sh
deleted file mode 100755
index 6e887ee..0000000
--- a/py-base/entrypoint.sh
+++ /dev/null
@@ -1,2 +0,0 @@
-#!/bin/bash -l
-exec "$@"
diff --git a/py-base/pixi.lock b/py-base/pixi.lock
index dd32c28..3c8951a 100644
--- a/py-base/pixi.lock
+++ b/py-base/pixi.lock
@@ -12,14 +12,16 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/noarch/aioitertools-0.11.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.3.1-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/alembic-1.13.2-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/alsa-lib-1.2.12-h4ab18f5_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/annotated-types-0.7.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/anyio-4.4.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/aom-3.9.1-hac33072_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/argon2-cffi-23.1.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/argon2-cffi-bindings-21.2.0-py312h98912ed_4.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/argopy-0.1.15-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/arrow-1.3.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/asciitree-0.3.3-py_2.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/asttokens-2.4.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/async-lru-2.0.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/async_generator-1.10-py_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/attrs-23.2.0-pyh71513ae_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-c-auth-0.7.20-h5f1c8d9_0.conda
@@ -35,6 +37,10 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-checksums-0.1.18-h36a0aea_4.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-crt-cpp-0.26.8-h4f3a3cc_11.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/aws-sdk-cpp-1.11.329-h51dfee4_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-core-cpp-1.11.1-h91d86a7_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-identity-cpp-1.6.0-hf1915f5_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-blobs-cpp-12.10.0-h00ab1b0_1.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/azure-storage-common-cpp-12.5.0-h94269e2_4.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/babel-2.14.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/beautifulsoup4-4.12.3-pyha770c72_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/bleach-6.1.0-pyhd8ed1ab_0.conda
@@ -42,59 +48,78 @@ environments:
       - conda: https://conda.anaconda.org/conda-forge/linux-64/blosc-1.21.6-hef167b5_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/bokeh-3.4.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/botocore-1.31.64-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/branca-0.7.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-1.1.0-hd590300_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-bin-1.1.0-hd590300_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/brotli-python-1.1.0-py312h30efb56_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/brunsli-0.1-h9c3ff4c_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/bzip2-1.0.8-h4bc722e_7.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/c-ares-1.32.3-h4bc722e_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/c-blosc2-2.15.1-hc57e6cf_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2024.7.4-hbcca054_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cached-property-1.5.2-hd8ed1ab_1.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/cached_property-1.5.2-pyha770c72_1.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cairo-1.18.0-hbb29018_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cartopy-0.23.0-py312h1d6d2e6_1.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/certifi-2024.7.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/certipy-0.1.3-py_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cf_xarray-0.9.4-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cffi-1.16.0-py312hf06ca03_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/cfitsio-4.4.0-hbdc6101_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cftime-1.6.4-py312h085067d_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/charls-2.4.2-h59595ed_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/charset-normalizer-3.3.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/click-8.1.7-unix_pyh707e725_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cloudpickle-3.0.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cmcrameri-1.9-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/cmocean-4.0.3-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/colorama-0.4.6-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/colorcet-3.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/colorspacious-1.1.2-pyh24bf2e0_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/comm-0.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/contourpy-1.2.1-py312h8572e83_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cryptography-42.0.8-py312hbcc2302_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/curl-8.7.1-hca28451_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/cycler-0.12.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/cytoolz-0.12.3-py312h98912ed_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-2023.7.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-core-2023.7.1-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-gateway-2023.1.1-pyh8af1aa0_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-labextension-6.1.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/dataclasses-0.8-pyhc8e2a94_3.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/datashader-0.16.3-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/dav1d-1.2.1-hd590300_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-2024.8.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-core-2024.8.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-expr-1.1.10-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-gateway-2024.1.0-pyh8af1aa0_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dask-labextension-7.0.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/dataretrieval-1.0.10-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/dbus-1.13.6-h5008d03_3.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/debugpy-1.8.2-py312h7070661_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/decorator-5.1.1-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/defusedxml-0.7.1-pyhd8ed1ab_0.tar.bz2
-      - conda: https://conda.anaconda.org/conda-forge/noarch/distributed-2023.7.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/deprecated-1.2.14-pyh1a96a4e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/distributed-2024.8.0-pyhd8ed1ab_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/noarch/entrypoints-0.4-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/erddapy-2.2.0-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/exceptiongroup-1.2.2-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/executing-2.0.1-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/expat-2.6.2-h59595ed_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/fasteners-0.17.3-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/flox-0.9.8-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/fmt-10.2.1-h00ab1b0_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/folium-0.17.0-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_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/fontconfig-2.14.2-h14ed4e7_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-ecosystem-1-0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/fonts-conda-forge-1-0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/linux-64/fonttools-4.53.1-py312h41a817b_0.conda
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       - conda: https://conda.anaconda.org/conda-forge/linux-64/freetype-2.12.1-h267a509_2.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/freexl-2.0.0-h743c826_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/frozenlist-1.4.1-py312h98912ed_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/fsspec-2023.10.0-pyhca7485f_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/gdal-3.9.0-py312h86af8fa_4.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geographiclib-2.0-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geojson-3.1.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/noarch/geopandas-1.0.1-pyhd8ed1ab_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/geopandas-base-1.0.1-pyha770c72_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/linux-64/geos-3.12.2-he02047a_1.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/geoviews-1.12.0-pyhd8ed1ab_0.conda
-      - conda: https://conda.anaconda.org/conda-forge/noarch/geoviews-core-1.12.0-pyha770c72_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/geos-3.12.1-h59595ed_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/geotiff-1.7.3-hf7fa9e8_1.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/gettext-0.22.5-h59595ed_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/gettext-tools-0.22.5-h59595ed_2.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/gflags-2.2.2-he1b5a44_1004.tar.bz2
@@ -103,105 +128,122 @@ environments:
       - 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/git-2.44.0-pl5321h709897a_0.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/glog-0.7.1-hbabe93e_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/graphite2-1.3.13-h59595ed_1003.conda
       - conda: https://conda.anaconda.org/conda-forge/linux-64/greenlet-3.0.3-py312h30efb56_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/gsw-3.6.19-py312h4fc7734_0.conda
       - conda: https://conda.anaconda.org/conda-forge/noarch/h11-0.14.0-pyhd8ed1ab_0.tar.bz2
       - conda: https://conda.anaconda.org/conda-forge/noarch/h2-4.1.0-pyhd8ed1ab_0.tar.bz2
+      - conda: https://conda.anaconda.org/conda-forge/noarch/h5netcdf-1.3.0-pyhd8ed1ab_0.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/h5py-3.11.0-nompi_py312hb7ab980_102.conda
+      - conda: https://conda.anaconda.org/conda-forge/linux-64/harfbuzz-9.0.0-hfac3d4d_0.conda
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-      - conda: https://conda.anaconda.org/conda-forge/linux-64/icu-75.1-he02047a_0.conda
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   timestamp: 1710805759187
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   timestamp: 1721937102812
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-  timestamp: 1719232059279
-- kind: conda
-  name: zfp
-  version: 1.0.1
-  build: h28dbb38_1
-  build_number: 1
-  subdir: osx-64
-  url: https://conda.anaconda.org/conda-forge/osx-64/zfp-1.0.1-h28dbb38_1.conda
-  sha256: fb853cb2448488402408675ae0f685bce32627b845192638bdc3fdd823981d5a
-  md5: 270facd3d8e2853a88e56479e080d050
-  depends:
-  - __osx >=10.13
-  - libcxx >=16
-  - llvm-openmp >=16.0.6
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 215468
-  timestamp: 1719230511945
-- kind: conda
-  name: zfp
-  version: 1.0.1
-  build: ha84d530_1
-  build_number: 1
-  subdir: osx-arm64
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/zfp-1.0.1-ha84d530_1.conda
-  sha256: 55fd874ea43a96880a79fd18cde5e7a61b234d9065fe4c5b423dfbc09e5d1bf2
-  md5: 588dc431a2f805060225549c4c99225e
-  depends:
-  - __osx >=11.0
-  - libcxx >=16
-  - llvm-openmp >=16.0.6
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 196636
-  timestamp: 1719230614632
-- kind: conda
-  name: zfp
-  version: 1.0.1
-  build: hac33072_1
-  build_number: 1
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/zfp-1.0.1-hac33072_1.conda
-  sha256: 0f39a8089dd152419ec98d437f3910811fe0150261481a4e5a45bcbba5f318e2
-  md5: df96b7266e49529d82de467b23977452
-  depends:
-  - _openmp_mutex >=4.5
-  - libgcc-ng >=12
-  - libstdcxx-ng >=12
-  license: BSD-3-Clause
-  license_family: BSD
-  size: 276454
-  timestamp: 1719230451754
 - kind: conda
   name: zict
   version: 3.0.0
@@ -18439,67 +21626,6 @@ packages:
   license_family: Other
   size: 78260
   timestamp: 1716874280334
-- kind: conda
-  name: zlib-ng
-  version: 2.2.1
-  build: h00cdb27_0
-  subdir: osx-arm64
-  url: https://conda.anaconda.org/conda-forge/osx-arm64/zlib-ng-2.2.1-h00cdb27_0.conda
-  sha256: f6092fbcc88dc46ae0781f41dc8901c84dd8974ba0efdb39f1c31654078c621a
-  md5: 2cd592101665c8cec43a35b069740c2b
-  depends:
-  - __osx >=11.0
-  - libcxx >=16
-  license: Zlib
-  license_family: Other
-  size: 89871
-  timestamp: 1719947606865
-- kind: conda
-  name: zlib-ng
-  version: 2.2.1
-  build: h0a1ffab_0
-  subdir: linux-aarch64
-  url: https://conda.anaconda.org/conda-forge/linux-aarch64/zlib-ng-2.2.1-h0a1ffab_0.conda
-  sha256: ac0df5246eb07847a22963942887ff45dc0073f73a1b9c8ace973660116c952d
-  md5: 3c8f9345634e27af3b83899fb93b51fb
-  depends:
-  - libgcc-ng >=12
-  - libstdcxx-ng >=12
-  license: Zlib
-  license_family: Other
-  size: 105709
-  timestamp: 1719948915226
-- kind: conda
-  name: zlib-ng
-  version: 2.2.1
-  build: he02047a_0
-  subdir: linux-64
-  url: https://conda.anaconda.org/conda-forge/linux-64/zlib-ng-2.2.1-he02047a_0.conda
-  sha256: f555ee579fc1cd5ccf1ef760970c4bc34db8783d3ba5c42c9d50541c924c5b66
-  md5: 8fd1654184917db2cb74fc84cb4fff79
-  depends:
-  - __glibc >=2.17,<3.0.a0
-  - libgcc-ng >=12
-  - libstdcxx-ng >=12
-  license: Zlib
-  license_family: Other
-  size: 104865
-  timestamp: 1719947458940
-- kind: conda
-  name: zlib-ng
-  version: 2.2.1
-  build: hf036a51_0
-  subdir: osx-64
-  url: https://conda.anaconda.org/conda-forge/osx-64/zlib-ng-2.2.1-hf036a51_0.conda
-  sha256: 0c4c8a95532c9db56c3f08d0ad50b622e25898d833b286272bc1f9a557e44492
-  md5: f3fc1f57c309c1c6836fe90584d3ac6f
-  depends:
-  - __osx >=10.13
-  - libcxx >=16
-  license: Zlib
-  license_family: Other
-  size: 103568
-  timestamp: 1719947664333
 - kind: conda
   name: zstd
   version: 1.5.6
diff --git a/py-base/pixi.toml b/py-base/pixi.toml
index e6b1bd4..a5bea9f 100644
--- a/py-base/pixi.toml
+++ b/py-base/pixi.toml
@@ -11,7 +11,7 @@ lab = "jupyter lab --port=8080 --ip=0.0.0.0"
 
 [dependencies]
 python = "3.12.*"
-pangeo-notebook = "2023.7.21.*"
+pangeo-notebook = "2024.08.07.*"
 pixi-kernel = ">=0.4.0,<0.5"
 pooch = ">=1.8.2,<1.9"
 curl = ">=8.7.1,<8.8"
@@ -30,27 +30,24 @@ flox = ">=0.9.8,<0.10"
 opt_einsum = ">=3.3.0,<3.4"
 numbagg = ">=0.8.1,<0.9"
 
-[feature.23-Myranda.dependencies]
+[feature.24-Callum.dependencies]
+numpy = "*"
+cartopy = "*"
 pandas = "*"
-xarray = "*"
+gsw = "*"
+matplotlib = "*"
 seaborn = "*"
-matplotlib-base = "*"
+cmocean = "*"
+cmcrameri = "*"
+tqdm = "*"
 argopy = "*"
-cartopy = "*"
-
-[feature.23-Marty.dependencies]
-owslib = "*"
-pandas = "*"
-xarray = "*"
-cartopy = "*"
-holoviews = "*"
-geoviews = "*"
-
-[feature.23-Filipe.dependencies]
-scikit-learn = "*"
-scikit-image = "*"
-pillow = "*"
+ipyleaflet = "*"
+searvey = "*"
+shapely = "*"
+cftime = "*"
+ioos_qc = "*"
+cf_xarray = "*"
 
 
 [environments]
-default = {features = ["23-Myranda", "23-Marty", "23-Filipe"]}
+default = {features = ["24-Callum"]}