diff --git a/working_12_3.txt b/working_12_3.txt
new file mode 100644
index 0000000..55a0d2d
--- /dev/null
+++ b/working_12_3.txt
@@ -0,0 +1,191 @@
+absl-py==2.1.0
+anyio==4.4.0
+argon2-cffi==23.1.0
+argon2-cffi-bindings==21.2.0
+arrow==1.3.0
+asttokens==2.4.1
+async-lru==2.0.4
+attrs==23.2.0
+audioread==3.0.1
+Babel==2.15.0
+bash_kernel==0.9.3
+beautifulsoup4==4.12.3
+bleach==6.1.0
+blinker==1.4
+certifi==2024.7.4
+cffi==1.16.0
+charset-normalizer==3.3.2
+chex==0.1.86
+comm==0.2.2
+cryptography==3.4.8
+dbus-python==1.2.18
+debugpy==1.8.2
+decorator==5.1.1
+defusedxml==0.7.1
+distro==1.7.0
+dm-haiku==0.0.12
+etils==1.7.0
+exceptiongroup==1.2.2
+executing==2.0.1
+expelliarmus==1.1.12
+fastjsonschema==2.20.0
+filelock==3.13.1
+flax==0.8.5
+fqdn==1.5.1
+fsspec==2024.2.0
+h11==0.14.0
+h5py==3.11.0
+httpcore==1.0.5
+httplib2==0.20.2
+httpx==0.27.0
+idna==3.7
+importlib-metadata==4.6.4
+importlib_resources==6.4.0
+importRosbag==1.0.4
+iniconfig==2.0.0
+ipykernel==6.29.5
+ipython==8.26.0
+ipywidgets==8.1.3
+isoduration==20.11.0
+jax==0.4.26
+jax-cuda12-pjrt==0.4.26
+jax-cuda12-plugin==0.4.26
+jax-tqdm==0.2.2
+jaxlib==0.4.26
+jedi==0.19.1
+jeepney==0.7.1
+Jinja2==3.1.4
+jmp==0.0.4
+joblib==1.4.2
+json5==0.9.25
+jsonpointer==3.0.0
+jsonschema==4.23.0
+jsonschema-specifications==2023.12.1
+jupyter==1.0.0
+jupyter-archive==3.4.0
+jupyter-console==6.6.3
+jupyter-events==0.10.0
+jupyter-http-over-ws==0.0.8
+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==3.0.11
+keyring==23.5.0
+launchpadlib==1.10.16
+lazr.restfulclient==0.14.4
+lazr.uri==1.0.6
+lazy_loader==0.4
+librosa==0.10.2.post1
+llvmlite==0.43.0
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib-inline==0.1.7
+mdurl==0.1.2
+mistune==3.0.2
+ml-dtypes==0.4.0
+more-itertools==8.10.0
+mpmath==1.3.0
+msgpack==1.0.8
+nbclient==0.10.0
+nbconvert==7.16.4
+nbformat==5.10.4
+nbzip==0.1.0
+nest-asyncio==1.6.0
+networkx==3.2.1
+nir==1.0.4
+notebook==7.2.1
+notebook_shim==0.2.4
+numba==0.60.0
+numpy==1.26.4
+nvidia-cublas-cu12==12.5.3.2
+nvidia-cuda-cupti-cu12==12.5.82
+nvidia-cuda-nvcc-cu12==12.5.82
+nvidia-cuda-nvrtc-cu12==12.5.82
+nvidia-cuda-runtime-cu12==12.5.82
+nvidia-cudnn-cu12==8.9.7.29
+nvidia-cufft-cu12==11.2.3.61
+nvidia-cusolver-cu12==11.6.3.83
+nvidia-cusparse-cu12==12.5.1.3
+nvidia-nccl-cu12==2.22.3
+nvidia-nvjitlink-cu12==12.5.82
+oauthlib==3.2.0
+opt-einsum==3.3.0
+optax==0.2.3
+orbax-checkpoint==0.5.23
+overrides==7.7.0
+packaging==24.1
+pandocfilters==1.5.1
+parso==0.8.4
+pbr==6.0.0
+pexpect==4.9.0
+pillow==10.2.0
+platformdirs==4.2.2
+pluggy==1.5.0
+pooch==1.8.2
+prometheus_client==0.20.0
+prompt_toolkit==3.0.47
+protobuf==5.27.2
+psutil==6.0.0
+ptyprocess==0.7.0
+pure_eval==0.2.3
+pycparser==2.22
+Pygments==2.18.0
+PyGObject==3.42.1
+PyJWT==2.3.0
+pyparsing==2.4.7
+pytest==8.3.2
+python-apt==2.4.0+ubuntu3
+python-dateutil==2.9.0.post0
+python-json-logger==2.0.7
+PyYAML==6.0.1
+pyzmq==26.0.3
+qtconsole==5.5.2
+QtPy==2.4.1
+referencing==0.35.1
+requests==2.32.3
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rich==13.7.1
+rpds-py==0.19.1
+scikit-learn==1.5.1
+scipy==1.14.0
+SecretStorage==3.3.1
+Send2Trash==1.8.3
+six==1.16.0
+sniffio==1.3.1
+soundfile==0.12.1
+soupsieve==2.5
+soxr==0.4.0
+-e git+/~https://github.com/kmheckel/spyx.git@682b02c66b151e04efe89f6bb6d3806d5e593efe#egg=spyx
+stack-data==0.6.3
+sympy==1.12
+tabulate==0.9.0
+tensorstore==0.1.63
+terminado==0.18.1
+threadpoolctl==3.5.0
+tinycss2==1.3.0
+tomli==2.0.1
+tonic==1.5.0
+toolz==0.12.1
+torch==2.4.0+cpu
+torchaudio==2.4.0+cpu
+torchvision==0.19.0+cpu
+tornado==6.4.1
+tqdm==4.66.4
+traitlets==5.14.3
+types-python-dateutil==2.9.0.20240316
+typing_extensions==4.12.2
+uri-template==1.3.0
+urllib3==2.2.2
+wadllib==1.3.6
+wcwidth==0.2.13
+webcolors==24.6.0
+webencodings==0.5.1
+websocket-client==1.8.0
+widgetsnbextension==4.0.11
+zipp==1.0.0