diff --git a/python-rag-chatbot/README.md b/python-rag-chatbot/README.md
index 0fd7a639..9a946470 100644
--- a/python-rag-chatbot/README.md
+++ b/python-rag-chatbot/README.md
@@ -11,7 +11,7 @@
 
 - setup ~/.oci/config
 - set yourcompartmentid
-- podman run -d --name 23ai -p 1521:1521 -e ORACLE_PWD=Welcome12345 -v oracle-volume:/Users/pparkins/oradata container-registry.oracle.com/database/free:latest
+- podman run -d --name 23ai -p 1521:1521 -e ORACLE_PWD=<password> -v oracle-volume:/Users/pparkins/oradata container-registry.oracle.com/database/free:latest
 - create/config vector tablespace and user
 - add oracle database info for use in init_rag_streamlit.py / init_rag_streamlit_exp.py
 - run run_oracle_bot.sh /run_oracle_bot_exp.sh
diff --git a/python-rag-chatbot/requirements.txt b/python-rag-chatbot/requirements.txt
deleted file mode 100644
index d1eaebd4..00000000
--- a/python-rag-chatbot/requirements.txt
+++ /dev/null
@@ -1,216 +0,0 @@
-aiohttp==3.8.6
-aiosignal==1.3.1
-altair==5.1.2
-annotated-types==0.6.0
-anyio==3.7.1
-appnope==0.1.3
-argon2-cffi==23.1.0
-argon2-cffi-bindings==21.2.0
-arrow==1.3.0
-asttokens==2.4.0
-async-lru==2.0.4
-async-timeout==4.0.3
-attrs==23.1.0
-Babel==2.13.0
-backcall==0.2.0
-backoff==2.2.1
-bcrypt==4.0.1
-beautifulsoup4==4.12.2
-black==23.9.1
-bleach==6.1.0
-blinker==1.6.3
-cachetools==5.3.1
-certifi==2023.7.22
-cffi==1.16.0
-chardet==5.2.0
-charset-normalizer==3.3.0
-chroma-hnswlib==0.7.3
-chromadb==0.4.14
-circuitbreaker==1.4.0
-click==8.1.7
-cohere==4.27
-colorama==0.4.6
-coloredlogs==15.0.1
-comm==0.1.4
-cryptography==42.0.4
-dataclasses-json==0.6.1
-debugpy==1.8.0
-decorator==5.1.1
-defusedxml==0.7.1
-emoji==2.8.0
-exceptiongroup==1.1.3
-executing==2.0.0
-faiss-cpu==1.7.4
-fastapi==0.109.1
-fastavro==1.8.2
-fastjsonschema==2.18.1
-filelock==3.12.4
-filetype==1.2.0
-flatbuffers==23.5.26
-fqdn==1.5.1
-frozenlist==1.4.0
-fsspec==2023.9.2
-gitdb==4.0.11
-GitPython==3.1.41
-grpcio==1.59.0
-h11==0.14.0
-halo==0.0.31
-httptools==0.6.0
-huggingface-hub==0.17.3
-humanfriendly==10.0
-idna==3.4
-importlib-metadata==6.8.0
-importlib-resources==6.1.0
-IProgress==0.4
-ipykernel==6.25.2
-ipython==8.16.1
-ipywidgets==8.1.1
-isoduration==20.11.0
-jedi==0.19.1
-Jinja2==3.1.3
-joblib==1.3.2
-json5==0.9.14
-jsonpatch==1.33
-jsonpointer==2.4
-jsonschema==4.19.1
-jsonschema-specifications==2023.7.1
-jupyter-events==0.7.0
-jupyter-lsp==2.2.2
-jupyter_client==8.4.0
-jupyter_core==5.4.0
-jupyter_server==2.7.3
-jupyter_server_terminals==0.4.4
-jupyterlab==4.1.0b2
-jupyterlab-pygments==0.2.2
-jupyterlab-widgets==3.0.9
-jupyterlab_server==2.25.0
-langchain==0.1.12
-langchainhub==0.1.13
-langdetect==1.0.9
-langsmith==0.0.43
-log-symbols==0.0.14
-lxml==4.9.3
-markdown-it-py==3.0.0
-MarkupSafe==2.1.3
-marshmallow==3.20.1
-matplotlib-inline==0.1.6
-mdurl==0.1.2
-mistune==3.0.2
-monotonic==1.6
-mpmath==1.3.0
-multidict==6.0.4
-mypy-extensions==1.0.0
-nbclient==0.8.0
-nbconvert==7.9.2
-nbformat==5.9.2
-nest-asyncio==1.5.8
-networkx==3.1
-nltk==3.8.1
-notebook_shim==0.2.3
-numpy==1.26.1
-oci @ file://Users/pankatiw/Documents/langchain_oracle/oci-2.112.1+preview.1.1649-py3-none-any.whl #sha256=f2b834774aa5c053f9ef8aa2d4c3094ea4047e1c57a1498a2c9b1751408675a8
-onnxruntime==1.16.1
-openai==0.28.1
-overrides==7.4.0
-packaging==23.2
-pandas==2.1.1
-pandocfilters==1.5.0
-parso==0.8.3
-pathspec==0.11.2
-pexpect==4.8.0
-pickleshare==0.7.5
-Pillow==10.1.0
-platformdirs==3.11.0
-posthog==3.0.2
-prometheus-client==0.17.1
-prompt-toolkit==3.0.39
-protobuf==4.24.4
-psutil==5.9.6
-ptyprocess==0.7.0
-pulsar-client==3.3.0
-pure-eval==0.2.2
-pyarrow==13.0.0
-pycparser==2.21
-pydantic==2.4.2
-pydantic_core==2.10.1
-pydeck==0.8.1b0
-Pygments==2.16.1
-pyOpenSSL==23.2.0
-pypdf==3.17.0
-PyPika==0.48.9
-python-dateutil==2.8.2
-python-dotenv==1.0.0
-python-iso639==2023.6.15
-python-json-logger==2.0.7
-python-magic==0.4.27
-pytz==2023.3.post1
-PyYAML==6.0.1
-pyzmq==25.1.1
-rapidfuzz==3.4.0
-referencing==0.30.2
-regex==2023.10.3
-requests==2.31.0
-rfc3339-validator==0.1.4
-rfc3986-validator==0.1.1
-rich==13.6.0
-rpds-py==0.10.6
-safetensors==0.4.0
-scikit-learn==1.3.1
-scipy==1.11.3
-Send2Trash==1.8.2
-sentence-transformers==2.2.2
-sentencepiece==0.1.99
-six==1.16.0
-smmap==5.0.1
-sniffio==1.3.0
-soupsieve==2.5
-spinners==0.0.24
-SQLAlchemy==2.0.22
-stack-data==0.6.3
-starlette==0.36.2
-streamlit==1.30.0
-sympy==1.12
-tabulate==0.9.0
-tenacity==8.2.3
-termcolor==2.3.0
-terminado==0.17.1
-threadpoolctl==3.2.0
-tiktoken==0.5.1
-tinycss2==1.2.1
-tokenize-rt==5.2.0
-tokenizers==0.14.1
-toml==0.10.2
-tomli==2.0.1
-toolz==0.12.0
-torch==2.1.0
-torchvision==0.16.0
-tornado==6.3.3
-tqdm==4.66.1
-traitlets==5.11.2
-transformers==4.34.0
-typer==0.9.0
-types-python-dateutil==2.8.19.14
-types-requests==2.31.0.9
-typing-inspect==0.9.0
-typing_extensions==4.8.0
-tzdata==2023.3
-tzlocal==5.2
-unstructured==0.10.23
-uri-template==1.3.0
-urllib3==2.0.7
-uvicorn==0.23.2
-uvloop==0.18.0
-validators==0.22.0
-watchdog==3.0.0
-watchfiles==0.21.0
-wcwidth==0.2.8
-webcolors==1.13
-webencodings==0.5.1
-websocket-client==1.6.4
-websockets==11.0.3
-widgetsnbextension==4.0.9
-xmltodict==0.13.0
-yarl==1.9.2
-zipp==3.17.0
-
-oci~=2.126.4
\ No newline at end of file