Browse Source

Now with more weeks!

pull/2/head
Edward Donner 8 months ago
parent
commit
c191b1826b
  1. 3
      .gitignore
  2. 98
      README.md
  3. 425
      environment.yml
  4. 37
      requirements.txt
  5. BIN
      voyage.jpg
  6. 2
      week1/day5.ipynb
  7. 2
      week2/day1.ipynb
  8. 2
      week2/day2.ipynb
  9. 16
      week2/day3.ipynb
  10. 2
      week4/day4.ipynb
  11. 383
      week5/day1.ipynb
  12. 322
      week5/day2.ipynb
  13. 3365
      week5/day3.ipynb
  14. 3433
      week5/day4.5.ipynb
  15. 3432
      week5/day4.ipynb
  16. 3581
      week5/day5.ipynb
  17. 4
      week5/knowledge-base/company/about.md
  18. 3
      week5/knowledge-base/company/careers.md
  19. 10
      week5/knowledge-base/company/overview.md
  20. 63
      week5/knowledge-base/contracts/.md
  21. 53
      week5/knowledge-base/contracts/Contract with Apex Reinsurance for Rellm: AI-Powered Enterprise Reinsurance Solution.md
  22. 43
      week5/knowledge-base/contracts/Contract with Belvedere Insurance for Markellm.md
  23. 63
      week5/knowledge-base/contracts/Contract with BrightWay Solutions for Markellm.md
  24. 58
      week5/knowledge-base/contracts/Contract with EverGuard Insurance for Rellm: AI-Powered Enterprise Reinsurance Solution.md
  25. 34
      week5/knowledge-base/contracts/Contract with GreenField Holdings for Markellm.md
  26. 77
      week5/knowledge-base/contracts/Contract with GreenValley Insurance for Homellm.md
  27. 73
      week5/knowledge-base/contracts/Contract with Greenstone Insurance for Homellm.md
  28. 39
      week5/knowledge-base/contracts/Contract with Pinnacle Insurance Co. for Homellm.md
  29. 44
      week5/knowledge-base/contracts/Contract with Roadway Insurance Inc. for Carllm.md
  30. 48
      week5/knowledge-base/contracts/Contract with Stellar Insurance Co. for Rellm.md
  31. 59
      week5/knowledge-base/contracts/Contract with TechDrive Insurance for Carllm.md
  32. 52
      week5/knowledge-base/contracts/Contract with Velocity Auto Solutions for Carllm.md
  33. 46
      week5/knowledge-base/employees/Alex Chen.md
  34. 57
      week5/knowledge-base/employees/Alex Harper.md
  35. 36
      week5/knowledge-base/employees/Alex Thomson.md
  36. 63
      week5/knowledge-base/employees/Avery Lancaster.md
  37. 48
      week5/knowledge-base/employees/Emily Carter.md
  38. 72
      week5/knowledge-base/employees/Emily Tran.md
  39. 34
      week5/knowledge-base/employees/Jordan Blake.md
  40. 37
      week5/knowledge-base/employees/Jordan K. Bishop.md
  41. 53
      week5/knowledge-base/employees/Maxine Thompson.md
  42. 36
      week5/knowledge-base/employees/Oliver Spencer.md
  43. 49
      week5/knowledge-base/employees/Samantha Greene.md
  44. 53
      week5/knowledge-base/employees/Samuel Trenton.md
  45. 67
      week5/knowledge-base/products/Carllm.md
  46. 45
      week5/knowledge-base/products/Homellm.md
  47. 55
      week5/knowledge-base/products/Markellm.md
  48. 60
      week5/knowledge-base/products/Rellm.md
  49. 533
      week6/day1.ipynb
  50. 935
      week6/day2.ipynb
  51. 856
      week6/day3.ipynb
  52. 4705
      week6/day4.ipynb
  53. 101
      week6/items.py
  54. 81
      week6/loaders.py
  55. 2156
      week6_wip/day1-electronics-pricer.ipynb
  56. 799
      week6_wip/day1-instruct.ipynb
  57. 942
      week6_wip/day1-multi.ipynb
  58. 1030
      week6_wip/day1-pricer-qwen.ipynb
  59. 2322
      week6_wip/day1-pricer.ipynb
  60. 3130
      week6_wip/day1-product.ipynb
  61. 2207
      week6_wip/day1-product2.ipynb
  62. 718
      week6_wip/day1.ipynb
  63. 200
      week6_wip/human.csv
  64. 101
      week6_wip/items-backup.py
  65. 94
      week6_wip/items.py
  66. 133
      week6_wip/items_processing.py
  67. 94
      week6_wip/items_qwen.py
  68. 200
      week6_wip/test.csv

3
.gitignore vendored

@ -165,3 +165,6 @@ model_cache/
# Ignore Chroma vector database
vector_db/
# And ignore any pickle files made during the course
*.pkl

98
README.md

@ -1,2 +1,96 @@
# llm_engineering
Repo to accompany my mastering LLM engineering course
# LLM Engineering - Master AI and LLMs
## Your 8 week journey to proficiency starts today
![Voyage](voyage.jpg){width=500}
I'm so happy you're joining me on this path. We'll be building immensely satisfying projects in the coming weeks. Some will be easy, some will be challenging, many will ASTOUND you! The projects build on each other so you develop deeper and deeper expertise each week. One thing's for sure: you're going to have a lot of fun along the way.
### How this Jupyter Lab is organized
There are folders for each of the "weeks", representing modules of the class.
Follow the setup instructions below, then open the Week 1 folder and prepare for joy.
### The most important part
The matra of the course is: the best way to learn is by **DOING**. You should work along with me, running each cell, inspecting the objects to get a detailed understanding of what's happening. Then tweak the code and make it your own. There are juicy challenges for you throughout the course. I'd love it if you wanted to push your code so I can follow along with your progress, and I can make your solutions available to others so we share in your progress.
## Setup instructions
By far the recommended approach is to use Anaconda for your environment. Even if you've never used it before, it makes such a difference. Anaconda ensures that you're working with the right version of Python and all your packages are compatible with mine, even if we're on different platforms.
### Getting ready to set up
Clone this repo by clicking on the dropdown in the green 'Code' button in Github, copying the URL to the clip board, and entering `git clone <url>` in your terminal.
Then if you've not used Anaconda before, install it for your platform. You will thank me! It's the best.
Link to install Anaconda:
https://docs.anaconda.com/anaconda/install/
### Setup instructions in 4 steps
1. Create a new Anaconda environment for this project. It's like virtualenv, only infinitely better.
`conda env create -f environment.yml`
2. Activate the environment:
`conda activate llms`
3. Start your Jupyter Lab
`jupyter lab`
4. Get a celebratory cup of coffee and prepare for coding!
### When we get to it, creating your API keys
Particularly during weeks 1 and 2 of the course, you'll be writing code to call the APIs of Frontier models. You'll need to join me in setting up accounts and API keys.
- [GPT API](https://platform.openai.com/) from OpenAI
- [Claude API](https://console.anthropic.com/) from Anthropic
- [Gemini API](https://ai.google.dev/gemini-api) from Google
Initially we'll only use OpenAI, so you can start with that, and we'll cover the others soon afterwards.
Later in the course you'll be using a HuggingFace account, which is available for free at https://huggingface.co - you'll need to create an API token from the Avatar menu >> Settings >> Access Tokens.
When you have these keys, please create a new file called `.env` in your project root directory.
It should have contents like this:
```
OPENAI_API_KEY=xxxx
GOOGLE_API_KEY=xxxx
ANTHROPIC_API_KEY=xxxx
HF_TOKEN=xxxx
```
This file is listed in the `.gitignore` file, so it won't get checked in and your keys stay safe.
## And that's it! Happy coding!
### Alternative Setup Instructions if you're a die-hard virtualenv-er
Well if you must! Just be sure to be running python 3.11, or we might hit compatibility snags.
Here are the steps:
After cloning the repo:
1. Create a new virtual environment using something like `python3 -m venv /path/to/new/virtual/environment`
2. Activate the virtual environment with `source /path/to/new/virtual/environment/bin/activate`
3. Create a file called `.env` in the project root directory (this is .gitignored) and add any private API keys, such as below.
```
OPENAI_API_KEY=xxxx
GOOGLE_API_KEY=xxxx
ANTHROPIC_API_KEY=xxxx
HF_TOKEN=xxxx
```
4. From the repo root directory, run `pip install -r requirements.txt`
5. Run `jupyter lab` to launch Jupyter and head over to the intro folder to get started.
Let me know if you hit problems, and try looking in the environment.yml file to see if there are clues for any other packages that need to be installed in your system.
Or... try Anaconda!!

425
environment.yml

@ -1,392 +1,41 @@
name: llm_engineering
name: llms
channels:
- conda-forge
- defaults
dependencies:
- accelerate=0.33.0
- aiofiles=22.1.0
- aiohttp=3.9.5
- aiosignal=1.2.0
- annotated-types=0.6.0
- ansi2html=1.9.1
- anthropic=0.34.1
- anyio=4.2.0
- aom=3.9.1
- appnope=0.1.2
- argon2-cffi=21.3.0
- argon2-cffi-bindings=21.2.0
- asttokens=2.0.5
- async-lru=2.0.4
- async-timeout=4.0.3
- attrs=23.1.0
- aws-c-auth=0.7.26
- aws-c-cal=0.7.4
- aws-c-common=0.9.27
- aws-c-compression=0.2.19
- aws-c-event-stream=0.4.3
- aws-c-http=0.8.8
- aws-c-io=0.14.18
- aws-c-mqtt=0.10.4
- aws-c-s3=0.6.4
- aws-c-sdkutils=0.1.19
- aws-checksums=0.1.18
- aws-crt-cpp=0.28.1
- aws-sdk-cpp=1.11.379
- azure-core-cpp=1.13.0
- azure-identity-cpp=1.8.0
- azure-storage-blobs-cpp=12.12.0
- azure-storage-common-cpp=12.7.0
- azure-storage-files-datalake-cpp=12.11.0
- babel=2.11.0
- backoff=2.2.1
- bcrypt=4.2.0
- beautifulsoup4=4.12.3
- blas=1.0
- bleach=4.1.0
- blinker=1.6.2
- bottleneck=1.3.7
- brotli=1.0.7
- brotli-python=1.0.9
- bzip2=1.0.8
- c-ares=1.33.1
- ca-certificates=2024.8.30
- cached-property=1.5.2
- cachetools=5.3.3
- cairo=1.18.0
- certifi=2024.7.4
- cffi=1.16.0
- charset-normalizer=3.3.2
- chroma-hnswlib=0.7.3
- chromadb=0.4.14
- click=8.1.7
- coloredlogs=15.0.1
- comm=0.2.1
- contourpy=1.2.0
- cryptography=43.0.0
- cycler=0.11.0
- dash=2.14.2
- datasets=2.19.1
- dav1d=1.2.1
- debugpy=1.6.7
- decorator=5.1.1
- defusedxml=0.7.1
- dill=0.3.8
- distro=1.9.0
- executing=0.8.3
- expat=2.6.2
- faiss=1.8.0
- faiss-cpu=1.8.0
- fastapi=0.112.2
- ffmpeg=7.0.2
- ffmpy=0.3.0
- filelock=3.13.1
- flask=3.0.3
- flask-compress=1.13
- font-ttf-dejavu-sans-mono=2.37
- font-ttf-inconsolata=2.001
- font-ttf-source-code-pro=2.030
- font-ttf-ubuntu=0.83
- fontconfig=2.14.2
- fonts-anaconda=1
- fonts-conda-ecosystem=1
- fonttools=4.51.0
- freetype=2.12.1
- fribidi=1.0.10
- frozenlist=1.4.0
- fsspec=2024.3.1
- gflags=2.2.2
- glog=0.7.1
- gmp=6.3.0
- gmpy2=2.1.2
- gnutls=3.8.7
- google-ai-generativelanguage=0.6.6
- google-api-core=2.19.1
- google-api-python-client=2.143.0
- google-auth=2.29.0
- google-auth-httplib2=0.2.0
- google-generativeai=0.7.2
- googleapis-common-protos=1.63.2
- gradio=4.42.0
- gradio-client=1.3.0
- graphite2=1.3.14
- greenlet=3.0.1
- grpcio=1.62.2
- h11=0.14.0
- harfbuzz=9.0.0
- httpcore=1.0.2
- httplib2=0.22.0
- httpx=0.27.0
- huggingface_hub=0.24.6
- humanfriendly=10.0
- icu=75.1
- idna=3.7
- importlib-metadata=7.0.1
- importlib-resources=6.4.0
- importlib_resources=6.4.0
- ipykernel=6.28.0
- ipython=8.25.0
- ipywidgets=8.1.2
- itsdangerous=2.2.0
- jedi=0.19.1
- jinja2=3.1.4
- jiter=0.5.0
- joblib=1.4.2
- json5=0.9.6
- jsonpatch=1.33
- jsonpointer=2.1
- jsonschema=4.23.0
- jsonschema-specifications=2023.7.1
- jupyter-dash=0.4.2
- jupyter-lsp=2.2.0
- jupyter_client=8.6.0
- jupyter_core=5.7.2
- jupyter_events=0.10.0
- jupyter_server=2.14.1
- jupyter_server_terminals=0.4.4
- jupyterlab=4.0.11
- jupyterlab_pygments=0.1.2
- jupyterlab_server=2.25.1
- jupyterlab_widgets=3.0.10
- kiwisolver=1.4.4
- krb5=1.21.3
- lame=3.100
- langchain=0.2.15
- langchain-chroma=0.1.3
- langchain-core=0.2.37
- langchain-openai=0.1.23
- langchain-text-splitters=0.2.2
- langsmith=0.1.108
- lcms2=2.16
- lerc=4.0.0
- libabseil=20240116.2
- libarrow=17.0.0
- libarrow-acero=17.0.0
- libarrow-dataset=17.0.0
- libarrow-substrait=17.0.0
- libasprintf=0.22.5
- libass=0.17.3
- libblas=3.9.0
- libbrotlicommon=1.1.0
- libbrotlidec=1.1.0
- libbrotlienc=1.1.0
- libcblas=3.9.0
- libcrc32c=1.1.2
- libcurl=8.9.1
- libcxx=18.1.8
- libdeflate=1.21
- libedit=3.1.20230828
- libev=4.33
- libevent=2.1.12
- libexpat=2.6.2
- libfaiss=1.8.0
- libffi=3.4.2
- libgettextpo=0.22.5
- libgfortran=5.0.0
- libgfortran5=11.3.0
- libglib=2.80.3
- libgoogle-cloud=2.28.0
- libgoogle-cloud-storage=2.28.0
- libgrpc=1.62.2
- libhwloc=2.11.1
- libiconv=1.17
- libidn2=2.3.4
- libintl=0.22.5
- libjpeg-turbo=3.0.3
- liblapack=3.9.0
- libnghttp2=1.58.0
- libopenblas=0.3.21
- libopenvino=2024.3.0
- libopenvino-arm-cpu-plugin=2024.3.0
- libopenvino-auto-batch-plugin=2024.3.0
- libopenvino-auto-plugin=2024.3.0
- libopenvino-hetero-plugin=2024.3.0
- libopenvino-ir-frontend=2024.3.0
- libopenvino-onnx-frontend=2024.3.0
- libopenvino-paddle-frontend=2024.3.0
- libopenvino-pytorch-frontend=2024.3.0
- libopenvino-tensorflow-frontend=2024.3.0
- libopenvino-tensorflow-lite-frontend=2024.3.0
- libopus=1.3.1
- libparquet=17.0.0
- libpng=1.6.43
- libprotobuf=4.25.3
- libpulsar=3.5.1
- libre2-11=2023.09.01
- libsentencepiece=0.2.0
- libsodium=1.0.18
- libsqlite=3.46.0
- libssh2=1.11.0
- libtasn1=4.19.0
- libthrift=0.20.0
- libtiff=4.6.0
- libtorch=2.4.0
- libunistring=0.9.10
- libutf8proc=2.8.0
- libuv=1.48.0
- libvpx=1.14.1
- libwebp-base=1.4.0
- libxcb=1.16
- libxml2=2.12.7
- libzlib=1.3.1
- llvm-openmp=18.1.8
- lz4-c=1.9.4
- markdown-it-py=2.2.0
- markupsafe=2.1.3
- matplotlib=3.8.4
- matplotlib-base=3.8.4
- matplotlib-inline=0.1.6
- mdurl=0.1.0
- mistune=2.0.4
- monotonic=1.5
- mpc=1.1.0
- mpfr=4.0.2
- mpmath=1.3.0
- multidict=6.0.4
- multiprocess=0.70.15
- nbclient=0.8.0
- nbconvert=7.10.0
- nbformat=5.9.2
- ncurses=6.5
- nest-asyncio=1.6.0
- nettle=3.9.1
- networkx=3.3
- nomkl=3.0
- notebook-shim=0.2.3
- numexpr=2.8.7
- numpy=1.26.4
- numpy-base=1.26.4
- onnxruntime=1.17.1
- openai=1.37.0
- openh264=2.4.1
- openjpeg=2.5.2
- openssl=3.3.1
- orc=2.0.2
- orjson=3.9.15
- overrides=7.4.0
- p11-kit=0.24.1
- packaging=24.1
- pandas=2.2.2
- pandocfilters=1.5.0
- parso=0.8.3
- pcre2=10.44
- pexpect=4.8.0
- pillow=10.4.0
- pip=24.2
- pixman=0.43.4
- pkgutil-resolve-name=1.3.10
- platformdirs=3.10.0
- plotly=5.22.0
- posthog=3.5.0
- prometheus_client=0.14.1
- prompt-toolkit=3.0.43
- prompt_toolkit=3.0.43
- proto-plus=1.24.0
- protobuf=4.25.3
- psutil=5.9.0
- pthread-stubs=0.3
- ptyprocess=0.7.0
- pugixml=1.14
- pulsar-client=3.5.0
- pure_eval=0.2.2
- pyarrow=17.0.0
- pyarrow-core=17.0.0
- pyasn1=0.4.8
- pyasn1-modules=0.2.8
- pybind11-abi=4
- pycparser=2.21
- pydantic=2.8.2
- pydantic-core=2.20.1
- pydub=0.25.1
- pygments=2.15.1
- pyopenssl=24.2.1
- pyparsing=3.0.9
- pypika=0.48.9
- pysocks=1.7.1
- python=3.11.9
- python-dateutil=2.9.0post0
- python-dotenv=0.21.0
- python-fastjsonschema=2.16.2
- python-flatbuffers=24.3.25
- python-json-logger=2.0.7
- python-multipart=0.0.9
- python-tzdata=2023.3
- python-xxhash=2.0.2
- python_abi=3.11
- pytorch=2.4.0
- pytz=2024.1
- pyyaml=6.0.1
- pyzmq=25.1.2
- re2=2023.09.01
- readline=8.2
- referencing=0.30.2
- regex=2024.7.24
- requests=2.32.3
- retrying=1.3.3
- rfc3339-validator=0.1.4
- rfc3986-validator=0.1.1
- rich=13.7.1
- rpds-py=0.10.6
- rsa=4.7.2
- ruff=0.3.5
- safetensors=0.4.4
- scikit-learn=1.5.1
- scipy=1.13.1
- semantic_version=2.8.5
- send2trash=1.8.2
- sentencepiece=0.2.0
- sentencepiece-python=0.2.0
- sentencepiece-spm=0.2.0
- setuptools=72.2.0
- shellingham=1.5.0
- six=1.16.0
- sleef=3.6.1
- snappy=1.2.1
- sniffio=1.3.0
- soupsieve=2.5
- sqlalchemy=2.0.30
- stack_data=0.2.0
- starlette=0.38.2
- svt-av1=2.2.1
- sympy=1.13.2
- tbb=2021.12.0
- tenacity=8.2.3
- terminado=0.17.1
- threadpoolctl=3.5.0
- tiktoken=0.7.0
- tinycss2=1.2.1
- tk=8.6.13
- tokenizers=0.19.1
- tomlkit=0.12.0
- tornado=6.4.1
- tqdm=4.66.5
- traitlets=5.14.3
- transformers=4.41.2
- typer=0.12.5
- typer-slim=0.12.5
- typer-slim-standard=0.12.5
- typing-extensions=4.11.0
- typing_extensions=4.11.0
- tzdata=2024a
- unicodedata2=15.1.0
- uritemplate=4.1.1
- urllib3=2.2.2
- uvicorn=0.20.0
- wcwidth=0.2.5
- webencodings=0.5.1
- websocket-client=1.8.0
- websockets=10.4
- werkzeug=3.0.3
- wheel=0.44.0
- widgetsnbextension=4.0.10
- x264=1!164.3095
- x265=3.5
- xorg-libxau=1.0.11
- xorg-libxdmcp=1.1.3
- xxhash=0.8.0
- xz=5.2.6
- yaml=0.2.5
- yarl=1.9.3
- zeromq=4.3.5
- zipp=3.17.0
- zlib=1.3.1
- zstd=1.5.6
- python=3.11
- pip
- python-dotenv
- requests
- beautifulsoup4
- pydub
- numpy
- pandas
- scipy
- pytorch
- jupyterlab
- ipywidgets
- pyarrow
- anthropic
- google-generativeai
- matplotlib
- scikit-learn
- chromadb
- langchain
- langchain-text-splitters
- langchain-openai
- langchain-experimental
- langchain-chroma
- faiss-cpu
- tiktoken
- jupyter-dash
- plotly
- pip:
- transformers
- datasets
- accelerate
- sentencepiece
- bitsandbytes
- openai
- gradio
- gensim

37
requirements.txt

@ -0,0 +1,37 @@
python-dotenv
jupyterlab
ipywidgets
requests
numpy
pandas
scipy
scikit-learn
matplotlib
gensim
torch
transformers
accelerate
sentencepiece
bitsandbytes
tqdm
openai
gradio
langchain
tiktoken
faiss-cpu
langchain-openai
langchain_experimental
langchain_chroma
langchain[docarray]
datasets
sentencepiece
matplotlib
google.generativeai
anthropic
scikit-learn
unstructured
chromadb
plotly
jupyter-dash
beautifulsoup4
pydub

BIN
voyage.jpg

Binary file not shown.

After

Width:  |  Height:  |  Size: 761 KiB

2
week1/day5.ipynb

@ -1155,7 +1155,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
"version": "3.11.10"
}
},
"nbformat": 4,

2
week2/day1.ipynb

@ -648,7 +648,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
"version": "3.11.10"
}
},
"nbformat": 4,

2
week2/day2.ipynb

@ -759,7 +759,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
"version": "3.11.10"
}
},
"nbformat": 4,

16
week2/day3.ipynb

@ -136,7 +136,7 @@
"name": "stdout",
"output_type": "stream",
"text": [
"Running on local URL: http://127.0.0.1:7870\n",
"Running on local URL: http://127.0.0.1:7860\n",
"\n",
"To create a public link, set `share=True` in `launch()`.\n"
]
@ -144,7 +144,7 @@
{
"data": {
"text/html": [
"<div><iframe src=\"http://127.0.0.1:7870/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
"<div><iframe src=\"http://127.0.0.1:7860/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
@ -168,15 +168,7 @@
"History is:\n",
"[]\n",
"And messages is:\n",
"[{'role': 'system', 'content': 'You are a helpful assistant'}, {'role': 'user', 'content': 'Hello there'}]\n",
"History is:\n",
"[['Hello there', 'Hello! How can I assist you today?']]\n",
"And messages is:\n",
"[{'role': 'system', 'content': 'You are a helpful assistant'}, {'role': 'user', 'content': 'Hello there'}, {'role': 'assistant', 'content': 'Hello! How can I assist you today?'}, {'role': 'user', 'content': 'I want to buy a tie'}]\n",
"History is:\n",
"[['Hello there', 'Hello! How can I assist you today?'], ['I want to buy a tie', 'Great! What kind of tie are you looking for? Do you have a specific color, pattern, or material in mind? Additionally, do you need it for a special occasion or just for general use?']]\n",
"And messages is:\n",
"[{'role': 'system', 'content': 'You are a helpful assistant'}, {'role': 'user', 'content': 'Hello there'}, {'role': 'assistant', 'content': 'Hello! How can I assist you today?'}, {'role': 'user', 'content': 'I want to buy a tie'}, {'role': 'assistant', 'content': 'Great! What kind of tie are you looking for? Do you have a specific color, pattern, or material in mind? Additionally, do you need it for a special occasion or just for general use?'}, {'role': 'user', 'content': 'A red one'}]\n"
"[{'role': 'system', 'content': 'You are a helpful assistant'}, {'role': 'user', 'content': 'hello'}]\n"
]
}
],
@ -403,7 +395,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
"version": "3.11.10"
}
},
"nbformat": 4,

2
week4/day4.ipynb

@ -772,7 +772,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.9"
"version": "3.11.10"
}
},
"nbformat": 4,

383
week5/day1.ipynb

@ -0,0 +1,383 @@
{
"cells": [
{
"cell_type": "markdown",
"id": "dfe37963-1af6-44fc-a841-8e462443f5e6",
"metadata": {},
"source": [
"## Expert Knowledge Worker\n",
"\n",
"### A question answering agent that is an expert knowledge worker\n",
"### To be used by employees of Insurellm, an Insurance Tech company\n",
"### The agent needs to be accurate and the solution should be low cost.\n",
"\n",
"This project will use RAG (Retrieval Augmented Generation) to ensure our question/answering assistant has high accuracy.\n",
"\n",
"This first implementation will use a simple, brute-force type of RAG.."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "ba2779af-84ef-4227-9e9e-6eaf0df87e77",
"metadata": {},
"outputs": [],
"source": [
"# imports\n",
"\n",
"import os\n",
"import glob\n",
"from dotenv import load_dotenv\n",
"import gradio as gr\n",
"from openai import OpenAI"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "58c85082-e417-4708-9efe-81a5d55d1424",
"metadata": {},
"outputs": [],
"source": [
"# price is a factor for our company, so we're going to use a low cost model\n",
"\n",
"MODEL = \"gpt-4o-mini\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "ee78efcb-60fe-449e-a944-40bab26261af",
"metadata": {},
"outputs": [],
"source": [
"# Load environment variables in a file called .env\n",
"\n",
"load_dotenv()\n",
"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n",
"openai = OpenAI()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "9e0652c2-3d76-40c7-8313-9dc1895155a8",
"metadata": {},
"outputs": [],
"source": [
"context = {}\n",
"\n",
"employees = glob.glob(\"knowledge-base/employees/*\")\n",
"\n",
"for employee in employees:\n",
" name = employee.split(' ')[-1][:-3]\n",
" doc = \"\"\n",
" with open(employee, \"r\") as f:\n",
" doc = f.read()\n",
" context[name]=doc"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "2c85a11b-b04d-4066-b243-f96139ca106f",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\"# Avery Lancaster\\n\\n## Summary\\n- **Date of Birth**: March 15, 1985 \\n- **Job Title**: Co-Founder & Chief Executive Officer (CEO) \\n- **Location**: San Francisco, California \\n\\n## Insurellm Career Progression\\n- **2015 - Present**: Co-Founder & CEO \\n Avery Lancaster co-founded Insurellm in 2015 and has since guided the company to its current position as a leading Insurance Tech provider. Avery is known for her innovative leadership strategies and risk management expertise that have catapulted the company into the mainstream insurance market. \\n\\n- **2013 - 2015**: Senior Product Manager at Innovate Insurance Solutions \\n Before launching Insurellm, Avery was a leading Senior Product Manager at Innovate Insurance Solutions, where she developed groundbreaking insurance products aimed at the tech sector. \\n\\n- **2010 - 2013**: Business Analyst at Edge Analytics \\n Prior to joining Innovate, Avery worked as a Business Analyst, focusing on market trends and consumer preferences in the insurance space. This position laid the groundwork for Avery’s future entrepreneurial endeavors.\\n\\n## Annual Performance History\\n- **2015**: **Exceeds Expectations** \\n Avery’s leadership during Insurellm's foundational year led to successful product launches and securing initial funding. \\n\\n- **2016**: **Meets Expectations** \\n Growth continued, though challenges arose in operational efficiency that required Avery's attention. \\n\\n- **2017**: **Developing** \\n Market competition intensified, and monthly sales metrics were below targets. Avery implemented new strategies which required a steep learning curve. \\n\\n- **2018**: **Exceeds Expectations** \\n Under Avery’s pivoted vision, Insurellm launched two new successful products that significantly increased market share. \\n\\n- **2019**: **Meets Expectations** \\n Steady growth, however, some team tensions led to a minor drop in employee morale. Avery recognized the need to enhance company culture. \\n\\n- **2020**: **Below Expectations** \\n The COVID-19 pandemic posed unforeseen operational difficulties. Avery faced criticism for delayed strategy shifts, although efforts were eventually made to stabilize the company. \\n\\n- **2021**: **Exceptional** \\n Avery's decisive transition to remote work and rapid adoption of digital tools led to record-high customer satisfaction levels and increased sales. \\n\\n- **2022**: **Satisfactory** \\n Avery focused on rebuilding team dynamics and addressing employee concerns, leading to overall improvement despite a saturated market. \\n\\n- **2023**: **Exceeds Expectations** \\n Market leadership was regained with innovative approaches to personalized insurance solutions. Avery is now recognized in industry publications as a leading voice in Insurance Tech innovation.\\n\\n## Compensation History\\n- **2015**: $150,000 base salary + Significant equity stake \\n- **2016**: $160,000 base salary + Equity increase \\n- **2017**: $150,000 base salary + Decrease in bonus due to performance \\n- **2018**: $180,000 base salary + performance bonus of $30,000 \\n- **2019**: $185,000 base salary + market adjustment + $5,000 bonus \\n- **2020**: $170,000 base salary (temporary reduction due to COVID-19) \\n- **2021**: $200,000 base salary + performance bonus of $50,000 \\n- **2022**: $210,000 base salary + retention bonus \\n- **2023**: $225,000 base salary + $75,000 performance bonus \\n\\n## Other HR Notes\\n- **Professional Development**: Avery has actively participated in leadership training programs and industry conferences, representing Insurellm and fostering partnerships. \\n- **Diversity & Inclusion Initiatives**: Avery has championed a commitment to diversity in hiring practices, seeing visible improvements in team representation since 2021. \\n- **Work-Life Balance**: Feedback revealed concerns regarding work-life balance, which Avery has approached by implementing flexible working conditions and ensuring regular check-ins with the team.\\n- **Community Engagement**: Avery led community outreach efforts, focusing on financial literacy programs, particularly aimed at underserved populations, improving Insurellm's corporate social responsibility image. \\n\\nAvery Lancaster has demonstrated resilience and adaptability throughout her career at Insurellm, positioning the company as a key player in the insurance technology landscape.\""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"context[\"Lancaster\"]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a1d231f9-091e-4c72-b0f8-6af578a74e22",
"metadata": {},
"outputs": [],
"source": [
"products = glob.glob(\"knowledge-base/products/*\")\n",
"\n",
"for product in products:\n",
" name = product.split('/')[-1][:-3]\n",
" doc = \"\"\n",
" with open(product, \"r\") as f:\n",
" doc = f.read()\n",
" context[name]=doc"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "aba46a57-d973-4195-8fe3-70fc60687192",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dict_keys(['Chen', 'Spencer', 'Tran', 'Blake', 'Lancaster', 'Thompson', 'Greene', 'Thomson', 'Trenton', 'Harper', 'Bishop', 'Carter', 'Rellm', 'Markellm', 'Homellm', 'Carllm'])"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"context.keys()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "129c7d1e-0094-4479-9459-f9360b95f244",
"metadata": {},
"outputs": [],
"source": [
"system_message = \"You are an expert in answering accurate questions about Insurellm, the Insurance Tech company. Give brief, accurate answers. If you don't know the answer, say so. Do not make anything up if you haven't been provided with relevant context.\""
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "d40e390b-c110-42d5-8d80-daf3295b9862",
"metadata": {},
"outputs": [],
"source": [
"def get_relevant_context(message):\n",
" relevant_context = []\n",
" for context_title, context_details in context.items():\n",
" if context_title in message:\n",
" relevant_context.append(context_details)\n",
" return relevant_context "
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d94c768d-c47a-4c34-85e9-7b786da96507",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"get_relevant_context(\"Who is Avery and what is carllm?\")"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "5a7cef7f-f214-4bac-8217-3f9ab9ba1bf0",
"metadata": {},
"outputs": [],
"source": [
"def add_context(message):\n",
" relevant_context = get_relevant_context(message)\n",
" if relevant_context:\n",
" message += \"\\n\\nThe following additional context might be relevant in answering this question:\\n\\n\"\n",
" for relevant in relevant_context:\n",
" message += relevant + \"\\n\\n\"\n",
" return message"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "2b36399c-440b-4049-9d39-68d208283c71",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Who is Alex Lancaster?\n",
"\n",
"The following additional context might be relevant in answering this question:\n",
"\n",
"# Avery Lancaster\n",
"\n",
"## Summary\n",
"- **Date of Birth**: March 15, 1985 \n",
"- **Job Title**: Co-Founder & Chief Executive Officer (CEO) \n",
"- **Location**: San Francisco, California \n",
"\n",
"## Insurellm Career Progression\n",
"- **2015 - Present**: Co-Founder & CEO \n",
" Avery Lancaster co-founded Insurellm in 2015 and has since guided the company to its current position as a leading Insurance Tech provider. Avery is known for her innovative leadership strategies and risk management expertise that have catapulted the company into the mainstream insurance market. \n",
"\n",
"- **2013 - 2015**: Senior Product Manager at Innovate Insurance Solutions \n",
" Before launching Insurellm, Avery was a leading Senior Product Manager at Innovate Insurance Solutions, where she developed groundbreaking insurance products aimed at the tech sector. \n",
"\n",
"- **2010 - 2013**: Business Analyst at Edge Analytics \n",
" Prior to joining Innovate, Avery worked as a Business Analyst, focusing on market trends and consumer preferences in the insurance space. This position laid the groundwork for Avery’s future entrepreneurial endeavors.\n",
"\n",
"## Annual Performance History\n",
"- **2015**: **Exceeds Expectations** \n",
" Avery’s leadership during Insurellm's foundational year led to successful product launches and securing initial funding. \n",
"\n",
"- **2016**: **Meets Expectations** \n",
" Growth continued, though challenges arose in operational efficiency that required Avery's attention. \n",
"\n",
"- **2017**: **Developing** \n",
" Market competition intensified, and monthly sales metrics were below targets. Avery implemented new strategies which required a steep learning curve. \n",
"\n",
"- **2018**: **Exceeds Expectations** \n",
" Under Avery’s pivoted vision, Insurellm launched two new successful products that significantly increased market share. \n",
"\n",
"- **2019**: **Meets Expectations** \n",
" Steady growth, however, some team tensions led to a minor drop in employee morale. Avery recognized the need to enhance company culture. \n",
"\n",
"- **2020**: **Below Expectations** \n",
" The COVID-19 pandemic posed unforeseen operational difficulties. Avery faced criticism for delayed strategy shifts, although efforts were eventually made to stabilize the company. \n",
"\n",
"- **2021**: **Exceptional** \n",
" Avery's decisive transition to remote work and rapid adoption of digital tools led to record-high customer satisfaction levels and increased sales. \n",
"\n",
"- **2022**: **Satisfactory** \n",
" Avery focused on rebuilding team dynamics and addressing employee concerns, leading to overall improvement despite a saturated market. \n",
"\n",
"- **2023**: **Exceeds Expectations** \n",
" Market leadership was regained with innovative approaches to personalized insurance solutions. Avery is now recognized in industry publications as a leading voice in Insurance Tech innovation.\n",
"\n",
"## Compensation History\n",
"- **2015**: $150,000 base salary + Significant equity stake \n",
"- **2016**: $160,000 base salary + Equity increase \n",
"- **2017**: $150,000 base salary + Decrease in bonus due to performance \n",
"- **2018**: $180,000 base salary + performance bonus of $30,000 \n",
"- **2019**: $185,000 base salary + market adjustment + $5,000 bonus \n",
"- **2020**: $170,000 base salary (temporary reduction due to COVID-19) \n",
"- **2021**: $200,000 base salary + performance bonus of $50,000 \n",
"- **2022**: $210,000 base salary + retention bonus \n",
"- **2023**: $225,000 base salary + $75,000 performance bonus \n",
"\n",
"## Other HR Notes\n",
"- **Professional Development**: Avery has actively participated in leadership training programs and industry conferences, representing Insurellm and fostering partnerships. \n",
"- **Diversity & Inclusion Initiatives**: Avery has championed a commitment to diversity in hiring practices, seeing visible improvements in team representation since 2021. \n",
"- **Work-Life Balance**: Feedback revealed concerns regarding work-life balance, which Avery has approached by implementing flexible working conditions and ensuring regular check-ins with the team.\n",
"- **Community Engagement**: Avery led community outreach efforts, focusing on financial literacy programs, particularly aimed at underserved populations, improving Insurellm's corporate social responsibility image. \n",
"\n",
"Avery Lancaster has demonstrated resilience and adaptability throughout her career at Insurellm, positioning the company as a key player in the insurance technology landscape.\n",
"\n",
"\n"
]
}
],
"source": [
"print(add_context(\"Who is Alex Lancaster?\"))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "968e7bf2-e862-4679-a11f-6c1efb6ec8ca",
"metadata": {},
"outputs": [],
"source": [
"def chat(message, history):\n",
" messages = [{\"role\": \"system\", \"content\": system_message}]\n",
" for user_message, assistant_message in history:\n",
" messages.append({\"role\": \"user\", \"content\": user_message})\n",
" messages.append({\"role\": \"assistant\", \"content\": assistant_message})\n",
" \n",
" message = add_context(message)\n",
" messages.append({\"role\": \"user\", \"content\": message})\n",
"\n",
" stream = openai.chat.completions.create(model=MODEL, messages=messages, stream=True)\n",
"\n",
" response = \"\"\n",
" for chunk in stream:\n",
" response += chunk.choices[0].delta.content or ''\n",
" yield response"
]
},
{
"cell_type": "markdown",
"id": "bbbcb659-13ce-47ab-8a5e-01b930494964",
"metadata": {},
"source": [
"## Now we will bring this up in Gradio using the Chat interface -\n",
"\n",
"A quick and easy way to prototype a chat with an LLM"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "c3536590-85c7-4155-bd87-ae78a1467670",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on local URL: http://127.0.0.1:7865\n",
"\n",
"To create a public link, set `share=True` in `launch()`.\n"
]
},
{
"data": {
"text/html": [
"<div><iframe src=\"http://127.0.0.1:7865/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"view = gr.ChatInterface(chat).launch()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "48873d11-2fbd-4329-af27-46c781788561",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

322
week5/day2.ipynb

@ -0,0 +1,322 @@
{
"cells": [
{
"cell_type": "markdown",
"id": "dfe37963-1af6-44fc-a841-8e462443f5e6",
"metadata": {},
"source": [
"## Expert Knowledge Worker\n",
"\n",
"### A question answering agent that is an expert knowledge worker\n",
"### To be used by employees of Insurellm, an Insurance Tech company\n",
"### The agent needs to be accurate and the solution should be low cost.\n",
"\n",
"This project will use RAG (Retrieval Augmented Generation) to ensure our question/answering assistant has high accuracy."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "ba2779af-84ef-4227-9e9e-6eaf0df87e77",
"metadata": {},
"outputs": [],
"source": [
"# imports\n",
"\n",
"import os\n",
"import glob\n",
"from dotenv import load_dotenv\n",
"import gradio as gr"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "802137aa-8a74-45e0-a487-d1974927d7ca",
"metadata": {},
"outputs": [],
"source": [
"# imports for langchain\n",
"\n",
"from langchain.document_loaders import DirectoryLoader, TextLoader\n",
"from langchain.text_splitter import CharacterTextSplitter"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "58c85082-e417-4708-9efe-81a5d55d1424",
"metadata": {},
"outputs": [],
"source": [
"# price is a factor for our company, so we're going to use a low cost model\n",
"\n",
"MODEL = \"gpt-4o-mini\"\n",
"db_name = \"vector_db\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ee78efcb-60fe-449e-a944-40bab26261af",
"metadata": {},
"outputs": [],
"source": [
"# Load environment variables in a file called .env\n",
"\n",
"load_dotenv()\n",
"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "730711a9-6ffe-4eee-8f48-d6cfb7314905",
"metadata": {},
"outputs": [],
"source": [
"# Read in documents using LangChain's loaders\n",
"# Take everything in all the sub-folders of our knowledgebase\n",
"\n",
"folders = glob.glob(\"knowledge-base/*\")\n",
"\n",
"documents = []\n",
"for folder in folders:\n",
" doc_type = os.path.basename(folder)\n",
" loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader)\n",
" folder_docs = loader.load()\n",
" for doc in folder_docs:\n",
" doc.metadata[\"doc_type\"] = doc_type\n",
" documents.append(doc)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "252f17e9-3529-4e81-996c-cfa9f08e75a8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"31"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(documents)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "7e8decb0-d9b0-4d51-8402-7a6174d22159",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Document(metadata={'source': 'knowledge-base/employees/Maxine Thompson.md', 'doc_type': 'employees'}, page_content=\"# HR Record\\n\\n# Maxine Thompson\\n\\n## Summary\\n- **Date of Birth:** January 15, 1991 \\n- **Job Title:** Data Engineer \\n- **Location:** Austin, Texas \\n\\n## Insurellm Career Progression\\n- **January 2017 - October 2018**: **Junior Data Engineer** \\n * Maxine joined Insurellm as a Junior Data Engineer, focusing primarily on ETL processes and data integration tasks. She quickly learned Insurellm's data architecture, collaborating with other team members to streamline data workflows. \\n- **November 2018 - December 2020**: **Data Engineer** \\n * In her new role, Maxine expanded her responsibilities to include designing comprehensive data models and improving data quality measures. Though she excelled in technical skills, communication issues with non-technical teams led to some project delays. \\n- **January 2021 - Present**: **Senior Data Engineer** \\n * Maxine was promoted to Senior Data Engineer after successfully leading a pivotal project that improved data retrieval times by 30%. She now mentors junior engineers and is involved in strategic data initiatives, solidifying her position as a valued asset at Insurellm. She was recognized as Insurellm Innovator of the year in 2023, receiving the prestiguous IIOTY 2023 award. \\n\\n## Annual Performance History\\n- **2017**: *Meets Expectations* \\n Maxine showed potential in her role but struggled with initial project deadlines. Her adaptability and willingness to learn made positive impacts on her team. \\n\\n- **2018**: *Exceeds Expectations* \\n Maxine improved significantly, becoming a reliable team member with strong problem-solving skills. She took on leadership in a project that automated data entry processes. \\n\\n- **2019**: *Needs Improvement* \\n During this year, difficult personal circumstances affected Maxine's performance. She missed key deadlines and had several communication issues with stakeholders. \\n\\n- **2020**: *Meets Expectations* \\n Maxine focused on regaining her footing and excelling with technical skills. She was stable, though not standout, in her contributions. Feedback indicated a need for more proactivity. \\n\\n- **2021**: *Exceeds Expectations* \\n Maxine spearheaded the transition to a new data warehousing solution, significantly enhancing Insurellm’s data analytics capabilities. This major achievement bolstered her reputation within the company. \\n\\n- **2022**: *Outstanding* \\n Maxine continued her upward trajectory, successfully implementing machine learning algorithms to predict customer behavior, which was well-received by the leadership team and improved client satisfaction. \\n\\n- **2023**: *Exceeds Expectations* \\n Maxine has taken on mentoring responsibilities and is leading a cross-functional team for data governance initiatives, showcasing her leadership and solidifying her role at Insurellm. \\n\\n## Compensation History\\n- **2017**: $70,000 (Junior Data Engineer) \\n- **2018**: $75,000 (Junior Data Engineer) \\n- **2019**: $80,000 (Data Engineer) \\n- **2020**: $84,000 (Data Engineer) \\n- **2021**: $95,000 (Senior Data Engineer) \\n- **2022**: $110,000 (Senior Data Engineer) \\n- **2023**: $120,000 (Senior Data Engineer) \\n\\n## Other HR Notes\\n- Maxine participated in various company-sponsored trainings related to big data technologies and cloud infrastructure. \\n- She was recognized for her contributions with the “Insurellm Innovator Award” in 2022. \\n- Maxine is currently involved in the women-in-tech initiative and participates in mentorship programs to guide junior employees. \\n- Future development areas include improving her stakeholder communication skills to ensure smoother project transitions and collaboration. \")"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"documents[24]"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "7310c9c8-03c1-4efc-a104-5e89aec6db1a",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Created a chunk of size 1088, which is longer than the specified 1000\n"
]
}
],
"source": [
"text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=200)\n",
"chunks = text_splitter.split_documents(documents)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "cd06e02f-6d9b-44cc-a43d-e1faa8acc7bb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"123"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(chunks)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d2562754-9052-4aae-92c1-37236435ea06",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Document(metadata={'source': 'knowledge-base/products/Markellm.md', 'doc_type': 'products'}, page_content='- **User-Friendly Interface**: Designed with user experience in mind, Markellm features an intuitive interface that allows consumers to easily browse and compare various insurance offerings from multiple providers.\\n\\n- **Real-Time Quotes**: Consumers can receive real-time quotes from different insurance companies, empowering them to make informed decisions quickly without endless back-and-forth communication.\\n\\n- **Customized Recommendations**: Based on user profiles and preferences, Markellm provides personalized insurance recommendations, ensuring consumers find the right coverage at competitive rates.\\n\\n- **Secure Transactions**: Markellm prioritizes security, employing robust encryption methods to ensure that all transactions and data exchanges are safe and secure.\\n\\n- **Customer Support**: Our dedicated support team is always available to assist both consumers and insurers throughout the process, providing guidance and answering any questions that may arise.')"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"chunks[6]"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "2c54b4b6-06da-463d-bee7-4dd456c2b887",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Document types found: employees, contracts, company, products\n"
]
}
],
"source": [
"doc_types = set(chunk.metadata['doc_type'] for chunk in chunks)\n",
"print(f\"Document types found: {', '.join(doc_types)}\")"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "128c73f7-f149-4904-a554-8140941fce0c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"page_content='## Support\n",
"\n",
"1. **Customer Support**: Velocity Auto Solutions will have access to Insurellm’s customer support team via email or chatbot, available 24/7. \n",
"2. **Technical Maintenance**: Regular maintenance and updates to the Carllm platform will be conducted by Insurellm, with any downtime communicated in advance. \n",
"3. **Training & Resources**: Initial training sessions will be provided for Velocity Auto Solutions’ staff to ensure effective use of the Carllm suite. Regular resources and documentation will be made available online.\n",
"\n",
"---\n",
"\n",
"**Accepted and Agreed:** \n",
"**For Velocity Auto Solutions** \n",
"Signature: _____________________ \n",
"Name: John Doe \n",
"Title: CEO \n",
"Date: _____________________ \n",
"\n",
"**For Insurellm** \n",
"Signature: _____________________ \n",
"Name: Jane Smith \n",
"Title: VP of Sales \n",
"Date: _____________________' metadata={'source': 'knowledge-base/contracts/Contract with Velocity Auto Solutions for Carllm.md', 'doc_type': 'contracts'}\n",
"_________\n",
"page_content='3. **Regular Updates:** Insurellm will offer ongoing updates and enhancements to the Homellm platform, including new features and security improvements.\n",
"\n",
"4. **Feedback Implementation:** Insurellm will actively solicit feedback from GreenValley Insurance to ensure Homellm continues to meet their evolving needs.\n",
"\n",
"---\n",
"\n",
"**Signatures:**\n",
"\n",
"_________________________________ \n",
"**[Name]** \n",
"**Title**: CEO \n",
"**Insurellm, Inc.**\n",
"\n",
"_________________________________ \n",
"**[Name]** \n",
"**Title**: COO \n",
"**GreenValley Insurance, LLC** \n",
"\n",
"---\n",
"\n",
"This agreement represents the complete understanding of both parties regarding the use of the Homellm product and supersedes any prior agreements or communications.' metadata={'source': 'knowledge-base/contracts/Contract with GreenValley Insurance for Homellm.md', 'doc_type': 'contracts'}\n",
"_________\n",
"page_content='# Avery Lancaster\n",
"\n",
"## Summary\n",
"- **Date of Birth**: March 15, 1985 \n",
"- **Job Title**: Co-Founder & Chief Executive Officer (CEO) \n",
"- **Location**: San Francisco, California \n",
"\n",
"## Insurellm Career Progression\n",
"- **2015 - Present**: Co-Founder & CEO \n",
" Avery Lancaster co-founded Insurellm in 2015 and has since guided the company to its current position as a leading Insurance Tech provider. Avery is known for her innovative leadership strategies and risk management expertise that have catapulted the company into the mainstream insurance market. \n",
"\n",
"- **2013 - 2015**: Senior Product Manager at Innovate Insurance Solutions \n",
" Before launching Insurellm, Avery was a leading Senior Product Manager at Innovate Insurance Solutions, where she developed groundbreaking insurance products aimed at the tech sector.' metadata={'source': 'knowledge-base/employees/Avery Lancaster.md', 'doc_type': 'employees'}\n",
"_________\n"
]
}
],
"source": [
"for chunk in chunks:\n",
" if 'CEO' in chunk.page_content:\n",
" print(chunk)\n",
" print(\"_________\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6965971c-fb97-482c-a497-4e81a0ac83df",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

3365
week5/day3.ipynb

File diff suppressed because one or more lines are too long

3433
week5/day4.5.ipynb

File diff suppressed because one or more lines are too long

3432
week5/day4.ipynb

File diff suppressed because one or more lines are too long

3581
week5/day5.ipynb

File diff suppressed because one or more lines are too long

4
week5/knowledge-base/company/about.md

@ -0,0 +1,4 @@
# About Insurellm
Insurellm was founded by Avery Lancaster in 2015 as an insurance tech startup designed to disrupt an industry in need of innovative products. It's first product was Markellm, the marketplace connecting consumers with insurance providers.
It rapidly expanded, adding new products and clients, reaching 200 emmployees by 2024 with 12 offices across the US.

3
week5/knowledge-base/company/careers.md

@ -0,0 +1,3 @@
# Careers at Insurellm
Insurellm is hiring! We are looking for talented software engineers, data scientists and account executives to join our growing team. Come be a part of our movement to disrupt the insurance sector.

10
week5/knowledge-base/company/overview.md

@ -0,0 +1,10 @@
# Overview of Insurellm
Insurellm is an innovative insurance tech firm with 200 employees across the US.
Insurellm offers 4 insurance software products:
- Carllm, a portal for auto insurance companies
- Homellm, a portal for home insurance companies
- Rellm, an enterprise platform for the reinsurance sector
- Marketllm, a marketplace for connecting consumers with insurance providers
Insurellm has more than 300 clients worldwide.

63
week5/knowledge-base/contracts/.md

@ -0,0 +1,63 @@
# Contract Agreement
**Client Name**: Premier Auto Insurance Co.
**Product Name**: Carllm
---
## Terms
1. **Agreement Duration**: This contract is effective from January 1, 2025, and shall remain in effect for a period of twelve (12) months, concluding on December 31, 2025.
2. **Payment**: The Client agrees to pay Insurellm a subscription fee of $2,500 per month for the duration of the contract, payable within 30 days of the invoice date.
3. **Scope of Services**: The services provided under this contract include access to the Carllm platform, integration support, AI-powered risk assessment tools, customizable coverage plans, and automated customer support.
4. **Data Security**: Insurellm commits to implementing industry-standard security measures to protect Client data, in accordance with applicable privacy laws.
---
## Renewal
1. **Automatic Renewal**: This contract will automatically renew for successive one-year terms unless either party provides written notice of termination at least thirty (30) days prior to the end of the current term.
2. **Renewal Terms**: Upon renewal, the subscription fee may be subject to adjustments based on changes in the Consumer Price Index or any significant value additions to the service.
3. **Review Period**: Prior to the renewal, both parties shall engage in a service review to ensure the satisfaction of both parties with the terms and performance of Carllm.
---
## Features
1. **AI-Powered Risk Assessment**: Comprehensive tools that analyze driver behavior and vehicle conditions.
2. **Instant Quoting**: Near-instant quotes provided for enhanced customer experience.
3. **Customizable Coverage Plans**: Flexibility to create tailored insurance packages.
4. **Fraud Detection**: Advanced analytics to help identify potentially fraudulent claims.
5. **Customer Insights Dashboard**: Access to deep insights for informed decision-making.
6. **Mobile Integration**: Mobile app compatibility for policy management on the go.
7. **Automated Customer Support**: 24/7 customer service via AI chatbots.
---
## Support
1. **Customer Support Availability**: Insurellm shall provide technical support to the Client via phone and email during standard business hours (9 AM - 5 PM ET, Monday to Friday).
2. **Emergency Support**: Emergency support will be available 24/7 for critical issues impacting the Client’s operations, response time not to exceed 2 hours.
3. **Training and Resources**: Insurellm will provide training materials and sessions to ensure successful deployment and use of Carllm.
4. **Feedback and Updates**: The Client will have regular opportunities to provide feedback on service performance. Updates and new features will be communicated promptly.
---
This contract represents the complete understanding between the parties concerning the subject matter herein and supersedes all prior agreements and understandings, whether written or oral.
**Authorized Signatures**:
*Premier Auto Insurance Co.*
_________________________
Name: [Client Representative Name]
Title: [Client Representative Title]
Date: ________________
*Insurellm*
_________________________
Name: [Insurellm Representative Name]
Title: [Insurellm Representative Title]
Date: ________________
---

53
week5/knowledge-base/contracts/Contract with Apex Reinsurance for Rellm: AI-Powered Enterprise Reinsurance Solution.md

@ -0,0 +1,53 @@
# Contract with Apex Reinsurance for Rellm: AI-Powered Enterprise Reinsurance Solution
## Terms
1. **Parties Involved**: This contract (“Agreement”) is entered into between Insurellm, Inc. (“Provider”) and Apex Reinsurance (“Client”) on this [Date].
2. **Scope of Services**: Provider agrees to deliver the Rellm solution, which includes AI-driven analytics, seamless integrations, risk assessment modules, customizable dashboards, regulatory compliance tools, and client and broker portals as described in the product summary.
3. **Payment Terms**: Client shall pay the Provider the sum of $10,000 per month for the duration of this agreement. Payments are due on the first day of each month and will be processed via electronic funds transfer.
4. **Contract Duration**: This Agreement shall commence on [Start Date] and shall remain in effect for a period of twelve (12) months unless terminated earlier in accordance with the terms set forth herein.
## Renewal
1. **Automatic Renewal**: This Agreement will automatically renew for successive one-year terms unless either party provides a written notice of intent to terminate at least thirty (30) days prior to the expiration of the current term.
2. **Renewal Pricing**: Upon renewal, the pricing may be subject to adjustment by the Provider. The Provider will give a minimum of sixty (60) days’ notice of any changes in pricing.
## Features
1. **AI-Driven Analytics**: The Rellm platform will utilize AI algorithms to provide predictive insights into risk exposures, allowing the Client to make informed decisions with real-time data analysis.
2. **Seamless Integrations**: The architecture of Rellm allows for easy integration with existing systems used by the Client, including policy management and claims processing.
3. **Customizable Dashboard**: The dashboard will be tailored to display metrics specific to the Client's operational needs, enhancing productivity and facilitating more efficient data access.
4. **Regulatory Compliance**: The solution will include compliance tracking features to assist the Client in maintaining adherence to relevant regulations.
5. **Dedicated Client Portal**: A portal for the Client will facilitate real-time communication and document sharing, ensuring seamless collaboration throughout the partnership.
## Support
1. **Technical Support**: Provider shall offer dedicated technical support to the Client via phone, email, and a ticketing system during business hours (Monday to Friday, 9 AM to 5 PM EST).
2. **Training and Onboarding**: Provider will deliver comprehensive onboarding training for up to ten (10) members of the Client's staff to ensure effective use of the Rellm solution.
3. **Updates and Maintenance**: Provider is responsible for providing updates to the Rellm platform to improve functionality and security, at no additional cost to the Client.
4. **Escalation Protocol**: Issues that cannot be resolved at the first level of support will be escalated to the senior support team, ensuring that critical concerns are addressed promptly.
---
**Acceptance of Terms**: By signing below, both parties agree to the Terms, Renewal, Features, and Support outlined in this Agreement.
**Insurellm, Inc.**
_____________________________
Authorized Signature
Date: ___________________
**Apex Reinsurance**
_____________________________
Authorized Signature
Date: ___________________

43
week5/knowledge-base/contracts/Contract with Belvedere Insurance for Markellm.md

@ -0,0 +1,43 @@
# Contract with Belvedere Insurance for Markellm
## Terms
This Contract ("Agreement") is made and entered into as of [Date] by and between Insurellm, Inc., a corporation registered in the United States, ("Provider") and Belvedere Insurance, ("Client").
1. **Service Commencement**: The services described herein will commence on [Start Date].
2. **Contract Duration**: This Agreement shall remain in effect for a period of 1 year from the Commencement Date, unless terminated earlier in accordance with the termination clause of this Agreement.
3. **Fees**: Client agrees to pay a Basic Listing Fee of $199/month for accessing the Markellm platform along with a performance-based pricing of $25 per lead generated.
4. **Payment Terms**: Payments shall be made monthly, in advance, with invoices issued on the 1st of each month, payable within 15 days of receipt.
## Renewal
1. **Renewal Terms**: This Agreement may be renewed for additional one-year terms upon mutual written consent of both parties no later than 30 days before the end of the current term.
2. **Fee Adjustments**: Any changes to the fees or terms will be communicated in writing at least 60 days prior to the renewal date.
## Features
1. **AI-Powered Matching**: Belvedere Insurance will benefit from Markellm's AI-powered matching, ensuring the best-fit customers are identified and connected.
2. **Real-Time Quotes**: Access to real-time quotes will enhance the customer acquisition process, facilitating timely and informed decision-making.
3. **Data Insights**: Client shall have access to Markellm's analytics dashboard, allowing insights into consumer behavior and market trends.
4. **Customization Options**: Belvedere Insurance can leverage optional premium features and analytics upon payment of an additional $9.99/month.
5. **Customer Support**: Insurellm will provide dedicated support to Belvedere Insurance, ensuring any issues or queries are promptly addressed.
## Support
1. **Technical Support**: Technical support will be available from 9 AM to 7 PM EST, Monday through Friday via email and phone.
2. **Response Times**: Insurellm agrees to respond to all support queries within 24 business hours. Emergency support will be prioritized throughout the contract period.
3. **Training**: Insurellm will offer a comprehensive training session for the Client’s staff upon beginning the service to ensure effective utilization of the features.
## Acceptance
By signing below, the parties agree to the terms of this Agreement.
**Insurellm, Inc.**
Signature: ______________________
Name: [Authorized Signatory]
Title: [Title]
Date: ______________________
**Belvedere Insurance**
Signature: ______________________
Name: [Authorized Signatory]
Title: [Title]
Date: ______________________
---
This synthetic contract document outlines a fictional agreement between Insurellm and a fictional insurance client, Belvedere Insurance, which engages with the Markellm platform. The contract contains creative yet realistic terms for potential use in training and development in insurance technology scenarios.

63
week5/knowledge-base/contracts/Contract with BrightWay Solutions for Markellm.md

@ -0,0 +1,63 @@
# Contract with BrightWay Solutions for Markellm
**Contract Date:** October 5, 2023
**Contract ID:** INS-2023-0092
### Terms
This contract (“Contract”) is made between Insurellm, a company incorporated in the United States, and BrightWay Solutions, a technology provider specializing in insurance services.
1. **Scope of Services:**
Insurellm shall provide BrightWay Solutions access to the Markellm platform under the agreed pricing structure for a duration of one year from the effective date.
2. **Payment Terms:**
BrightWay Solutions agrees to pay an initial setup fee of $1,000 for integration services, followed by the Basic Listing Fee of $199 per month for featured listing on Markellm. Payment shall be made within 30 days of invoice.
3. **Service Level Agreement (SLA):**
Insurellm commits to a 99.9% uptime for the platform with dedicated support response times not exceeding 4 business hours.
### Renewal
1. **Automatic Renewal:**
This Contract will automatically renew for additional one-year terms unless either party provides a written notice of intent to terminate at least 30 days prior to the renewal date.
2. **Review Period:**
Both parties will enter a review period each year, during which they will discuss potential amendments to the pricing or contract terms based on market conditions and performance metrics.
### Features
1. **Access to AI-Powered Matching:**
BrightWay Solutions will benefit from the AI algorithms for optimal customer matches, helping them connect with consumers looking for their specific insurance offerings.
2. **Real-Time Quote Availability:**
Consumers sourced via BrightWay Solutions will receive real-time quotes, allowing for a seamless customer experience.
3. **Analytics Dashboard:**
Access to Markellm’s analytics dashboard will provide BrightWay Solutions with insights into consumer behavior and market trends, assisting them in refining their insurance offerings.
4. **Customization Options:**
BrightWay Solutions may request customizations to their listing page on Markellm, within the capabilities of the platform.
### Support
1. **Dedicated Customer Support:**
BrightWay Solutions will have access to a dedicated support team from Insurellm during standard business hours (9 AM - 7 PM EST).
2. **Additional Support Services:**
Technical support for integration and maintenance will be available. An optional premium support package can be purchased for $49.99/month, which includes 24/7 support and advanced troubleshooting.
3. **Training and Onboarding:**
Insurellm agrees to provide one free training session on how to utilize the Markellm platform effectively for BrightWay Solutions’ team upon contract signing.
### Signatures
By signing below, both parties agree to the terms and conditions outlined in this Contract.
__________________________
**[Name], [Title]**
**Insurellm**
Date: ______________________
__________________________
**[Name], [Title]**
**BrightWay Solutions**
Date: ______________________
---
This document serves as a formal agreement between Insurellm and BrightWay Solutions, ensuring a successful partnership focused on enhancing the insurance shopping experience for consumers.

58
week5/knowledge-base/contracts/Contract with EverGuard Insurance for Rellm: AI-Powered Enterprise Reinsurance Solution.md

@ -0,0 +1,58 @@
# Contract with EverGuard Insurance for Rellm: AI-Powered Enterprise Reinsurance Solution
**Contract Number:** IG-2023-EG
**Effective Date:** January 1, 2024
**Expiration Date:** December 31, 2026
## Terms
1. **Parties**: This agreement is made between Insurellm, located at 123 Innovation Drive, Tech City, USA, and EverGuard Insurance, located at 456 Safety Lane, Protectville, USA.
2. **Product Description**: This contract pertains to the use of the Rellm platform, an AI-powered enterprise reinsurance solution provided by Insurellm. EverGuard Insurance will implement Rellm to enhance its reinsurance operations.
3. **Payment Terms**: EverGuard Insurance agrees to pay Insurellm a monthly fee of $10,000 for the duration of this contract, covering the Professional Plan features of Rellm, which includes all advanced integrations and priority customer support.
4. **Usage Rights**: EverGuard Insurance is granted a non-exclusive, non-transferable license to access and use Rellm for the duration of this contract. Unauthorized sharing or distribution is strictly prohibited.
## Renewal
1. **Automatic Renewal**: This contract will automatically renew for successive one-year terms unless either party provides written notice of termination at least 60 days prior to the expiration date.
2. **Price Adjustment**: In the event of a renewal, Insurellm reserves the right to adjust the monthly fee based on market conditions and the value of services offered, with a minimum notice of 30 days.
## Features
1. **Core Functionality**: Rellm provides EverGuard Insurance with advanced AI-driven analytics, seamless integrations, and a comprehensive risk assessment module designed to optimize risk management.
2. **Customizable Dashboard**: Users at EverGuard Insurance will have access to a customizable dashboard that allows them to tailor their experience based on their specific operational metrics.
3. **Compliance Tools**: The built-in regulatory compliance tools will ensure that EverGuard Insurance meets industry standards while managing its reinsurance practices.
4. **Client Portal Access**: EverGuard Insurance will have access to both client and broker portals, enhancing communication and collaboration with its partners.
## Support
1. **Customer Support**: Insurellm will provide EverGuard Insurance with 24/7 customer support, including live chat, email, and phone assistance for any technical issues or inquiries regarding Rellm.
2. **Training Services**: Insurellm will provide initial training for EverGuard Insurance staff to ensure proper utilization of Rellm features. Additional training sessions can be scheduled upon request at an agreed fee.
3. **Updates and Upgrades**: EverGuard Insurance will receive all platform updates and upgrades at no additional cost during the contract term, including enhancements outlined in Insurellm’s 2025-2026 roadmap.
4. **Feedback Mechanisms**: EverGuard Insurance is encouraged to provide feedback regarding Rellm’s functionalities and any desired features, which will be considered for future updates.
---
**Signatures**
**For Insurellm**: __________________________
**Name**: John Smith
**Title**: Chief Operating Officer
**Date**: _________________
**For EverGuard Insurance**: __________________________
**Name**: Sarah Johnson
**Title**: Chief Executive Officer
**Date**: _________________
---
This contract seeks to foster a strong partnership between Insurellm and EverGuard Insurance, leveraging Rellm to innovate and enhance reinsurance capabilities while ensuring mutual growth and compliance in the ever-evolving insurance landscape.

34
week5/knowledge-base/contracts/Contract with GreenField Holdings for Markellm.md

@ -0,0 +1,34 @@
# Contract with GreenField Holdings for Markellm
**Effective Date:** November 15, 2023
**Contract Duration:** 12 months
## Terms
1. **Parties to the Agreement**: This contract is entered into between Insurellm, hereafter referred to as "Provider," and GreenField Holdings, hereafter referred to as "Client."
2. **Scope of Services**: Provider agrees to grant the Client access to the Markellm platform, enabling GreenField Holdings to connect with potential insurance customers through the AI-powered marketplace.
3. **Compliance**: Both parties agree to adhere to applicable laws and regulations that govern information security and consumer data protection.
## Renewal
1. **Automatic Renewal**: This contract will automatically renew for sequential one-year terms unless either party provides a written notice of non-renewal at least 30 days prior to the expiration of the current term.
2. **Annual Review**: Upon renewal, both parties may review and negotiate the terms, including any modifications to pricing based on performance metrics outlined in Section 4.
## Features
1. **AI-Powered Matching**: Access to advanced algorithms that connect GreenField Holdings with tailored insurance leads.
2. **Real-Time Quotes**: Ability to provide customers with instant quotes from multiple insurance providers, facilitating faster decision-making processes.
3. **Customized Recommendations**: Utilization of customizable consumer profiles to enhance marketing strategies and optimize customer engagement.
4. **Data Insights**: Access to analytics dashboards for real-time insights into market trends and consumer behavior, helping GreenField Holdings refine their product offerings.
## Support
1. **Customer Support Access**: The Client will have access to dedicated support through phone and email during normal business hours to address any inquiries or technical issues.
2. **Training and Resources**: Provider will offer onboarding training resources to ensure GreenField Holdings can effectively utilize the Markellm platform.
3. **Performance Reviews**: Quarterly performance reviews will be conducted to analyze platform effectiveness, customer acquisition rates, and marketing strategies, ensuring both parties are aligned on objectives.
## Pricing
- **Basic Listing Fee**: GreenField Holdings agrees to pay a monthly fee of $199 for a featured listing on the Markellm platform.
- **Performance-Based Pricing**: An additional fee of $25 per acquired customer lead will be charged, reflecting successful connections made through the Markellm platform.
**Signatures:**
_________________________ _________________________
**[Name], Title** **[Name], Title**
Insurellm GreenField Holdings
**Date:** ____________ **Date:** ____________

77
week5/knowledge-base/contracts/Contract with GreenValley Insurance for Homellm.md

@ -0,0 +1,77 @@
# Contract with GreenValley Insurance for Homellm
**Contract Date:** October 6, 2023
**Contract Number:** HV-2023-0458
**Parties:**
- Insurellm, Inc.
- GreenValley Insurance, LLC
---
## Terms
1. **Coverage:** Insurellm agrees to provide GreenValley Insurance with access to the Homellm product, allowing for personalized home insurance offerings tailored to customers.
2. **Duration:** This agreement is effective for a period of 12 months from the contract date, after which it will automatically renew unless terminated by either party with a written 30-day notice.
3. **Payment:** GreenValley Insurance shall pay a monthly fee of $10,000, due by the 5th of every month for the Standard Tier package.
4. **Confidentiality:** Both parties agree to maintain the confidentiality of proprietary information disclosed during the execution of this contract.
5. **Liability:** Insurellm's liability under this agreement shall be limited to direct damages and shall not exceed the total fees paid by GreenValley Insurance in the last 12 months prior to the date of the claim.
---
## Renewal
Unless either party provides a written notice of termination at least 30 days prior to the expiration of the contract term, this agreement will automatically renew for an additional one-year term under the same terms and conditions.
---
## Features
GreenValley Insurance will receive the following features with Homellm:
1. **AI-Powered Risk Assessment:** Access to advanced AI algorithms for real-time risk evaluations.
2. **Dynamic Pricing Model:** Flexible premium adjustments based on ongoing risk analysis.
3. **Instant Claim Processing:** Automated claim management to accelerate processing times significantly.
4. **Predictive Maintenance Alerts:** Alerts for potential maintenance needs to mitigate risks.
5. **Multi-Channel Integration:** Capability to integrate seamlessly with existing systems for unified customer management.
6. **Customer Portal:** A user-friendly portal for their customers for policy and claims management.
---
## Support
Insurellm commits to providing comprehensive support to GreenValley Insurance, which includes:
1. **Onboarding:** An extensive training program for the GreenValley staff to ensure effective use of Homellm.
2. **Dedicated Support Team:** A dedicated support team available 24/7 to address any technical issues or inquiries.
3. **Regular Updates:** Insurellm will offer ongoing updates and enhancements to the Homellm platform, including new features and security improvements.
4. **Feedback Implementation:** Insurellm will actively solicit feedback from GreenValley Insurance to ensure Homellm continues to meet their evolving needs.
---
**Signatures:**
_________________________________
**[Name]**
**Title**: CEO
**Insurellm, Inc.**
_________________________________
**[Name]**
**Title**: COO
**GreenValley Insurance, LLC**
---
This agreement represents the complete understanding of both parties regarding the use of the Homellm product and supersedes any prior agreements or communications.

73
week5/knowledge-base/contracts/Contract with Greenstone Insurance for Homellm.md

@ -0,0 +1,73 @@
# Contract with Greenstone Insurance for Homellm
---
## Terms
1. **Parties**: This Contract ("Agreement") is entered into on this day, [Insert Date], between Insurellm ("Provider"), located at [Provider Address], and Greenstone Insurance ("Customer"), located at [Customer Address].
2. **Services Provided**: Provider agrees to deliver the Homellm product, which includes AI-powered risk assessment, dynamic pricing model, instant claim processing, predictive maintenance alerts, multi-channel integration, and access to a customer portal as specified in the provided Product Summary.
3. **Contract Duration**: This Agreement shall commence on [Insert Start Date] and continue for a period of [Insert Duration, e.g., 12 months] unless terminated earlier as per the provisions herein.
4. **Payment Terms**:
- The Customer shall pay an amount of $10,000 per month for the Standard Tier of the Homellm service.
- Payments are due within 30 days of invoicing.
5. **Customization**: Any additional customization requests outside the standard offerings will require a separate agreement and associated costs.
---
## Renewal
1. **Automatic Renewal**: This Agreement will automatically renew for additional one-year terms unless either party provides written notice of termination at least 60 days prior to the end of the current term.
2. **Renewal Terms Review**: Prior to each renewal, the Provider and Customer will review the terms and pricing. Adjustments may be made based on the current features and market conditions.
---
## Features
- **AI-Powered Risk Assessment**: Customer will have access to enhanced risk evaluation tools, allowing for personalized underwriting based on real-time data analysis.
- **Dynamic Pricing Model**: The Customer can leverage flexible premiums adjusted according to customer risk profiles.
- **Instant Claim Processing**: Claims submitted by the Customer's clients will be processed through an automated system, with most claims resolved within hours.
- **Predictive Maintenance Alerts**: The Customer will receive alerts regarding potential maintenance needs for insured properties, enhancing client satisfaction and reducing claims.
- **Multi-Channel Integration**: Homellm will integrate with the Customer's existing platforms to create seamless service delivery.
- **Customer Portal**: A dedicated portal will be provided, allowing the Customer's clients to manage their accounts 24/7.
---
## Support
1. **Training**: Provider will offer a comprehensive training program at the start of the term to ensure the Customer's staff can effectively use the Homellm product.
2. **Ongoing Support**: The Provider will supply ongoing technical support via email and phone during business hours (9 am - 5 pm EST) throughout the contract duration.
3. **Updates and Improvements**: Customer will receive all software updates and feature enhancements as they become available, without additional charge.
---
**AGREEMENT SIGNATURES**
By signing below, the parties acknowledge their acceptance of the terms of this Agreement.
**For Insurellm:**
______________________________
[Name], [Title]
Date: ______________________
**For Greenstone Insurance:**
______________________________
[Name], [Title]
Date: ______________________
---
*This contract is intended for illustrative purposes only and does not constitute a real legal document.*

39
week5/knowledge-base/contracts/Contract with Pinnacle Insurance Co. for Homellm.md

@ -0,0 +1,39 @@
# Contract with Pinnacle Insurance Co. for Homellm
## Terms
This contract ("Contract") is entered into as of this 1st day of January 2024 ("Effective Date") by and between Insurellm ("Provider"), a Delaware corporation with its principal place of business at 1234 Innovation Drive, San Francisco, CA 94105, and Pinnacle Insurance Co. ("Client"), a Texas corporation with its principal place of business at 4567 Protection Plaza, Houston, TX 77001.
1. **License Grant**: Insurellm hereby grants the Client a non-exclusive, non-transferable license to use Homellm in accordance with the terms of this Contract.
2. **Payment Terms**: The Client agrees to pay an initial setup fee of $15,000 and a monthly subscription fee of $10,000 for the duration of the Contract.
3. **Term**: The initial term of this Contract shall last for a period of two (2) years from the Effective Date.
## Renewal
1. **Renewal Terms**: At the end of the initial term, this Contract shall automatically renew for additional one-year terms unless either party provides written notice of termination at least thirty (30) days prior to the expiration of the current term.
2. **Adjustment of Fees**: Subscription fees may be adjusted annually based on consumer price index changes, not to exceed 5% per year.
## Features
1. **AI-Powered Risk Assessment**: Utilized for tailored underwriting decisions specific to individual homeowner policies.
2. **Dynamic Pricing Model**: Monthly premiums adjusted based on real-time risk evaluations, ensuring fair pricing for Pinnacle’s customers.
3. **Instant Claim Processing**: Claims resolved in hours rather than weeks, significantly improving customer satisfaction and operational efficiency.
4. **Predictive Maintenance Alerts**: Alerts sent to customers advising them of potential risks unique to their property, supporting proactive maintenance.
5. **Multi-Channel Integration**: Seamless access to customer data through existing systems in Pinnacle Insurance's infrastructure.
6. **Customer Portal**: A user-friendly interface allowing policy management, claims submission, and coverage updates at any time.
## Support
1. **Technical Support**: Insurellm shall provide 24/7 technical support via an email and phone assistance for the duration of this Contract.
2. **Training**: Insurellm will conduct an onsite training session for Client employees upon implementation, and quarterly training webinars will be made available thereafter.
3. **Updates and Maintenance**: Insurellm will provide regular system updates and maintenance, ensuring that the software is operating at peak efficiency.
By signing below, both parties agree to the terms set forth in this Contract for the use of the Homellm product.
____
**Insurellm Authorized Signature**
Name: Sarah Johnson
Title: VP of Sales
Date: ____________
____
**Pinnacle Insurance Co. Authorized Signature**
Name: Tom Anderson
Title: Chief Operating Officer
Date: ____________

44
week5/knowledge-base/contracts/Contract with Roadway Insurance Inc. for Carllm.md

@ -0,0 +1,44 @@
# Contract with Roadway Insurance Inc. for Carllm
---
## Terms
1. **Agreement Effective Date**: This contract is effective as of January 1, 2025.
2. **Duration**: This agreement will remain in effect for a term of 12 months, concluding on December 31, 2025.
3. **Subscription Type**: Roadway Insurance Inc. agrees to subscribe to the **Professional Tier** of Carllm, at a cost of $2,500/month, totaling $30,000 for the duration of this contract.
4. **Payment Terms**: Payments are due on the first of each month. Late payments will incur a penalty of 1.5% per month.
5. **Termination Clause**: Either party may terminate this agreement with 30 days' written notice prior to the end of the term. If terminated early, fees will be calculated on a pro-rata basis.
---
## Renewal
1. **Automatic Renewal**: This agreement will automatically renew for an additional 12-month term unless either party provides written notice of non-renewal at least 30 days before the expiration date.
2. **Price Adjustments**: Subscription fees may be adjusted for the renewal term in accordance with market conditions and the company's pricing policies, with 60 days' prior notice provided to Roadway Insurance Inc.
---
## Features
1. **Access to Core Features**: Roadway Insurance Inc. will have access to all Professional Tier features, including:
- AI-Powered Risk Assessment
- Advanced Analytics & Fraud Detection
- Instant Quoting System
- Customizable Coverage Plans
- Customer Insights Dashboard
2. **Mobile Integration**: All features will be accessible through a mobile application that Insurellm will provide.
3. **Customer Support**: Includes 24/7 automated customer support via AI chatbots and access to dedicated account management support during business hours.
---
## Support
1. **Technical Support**: Roadway Insurance Inc. will receive priority technical support from Insurellm for any issues arising from the Carllm product.
2. **Training**: Insurellm will provide up to 5 training sessions for Roadway Insurance Inc. staff on the effective use of the Carllm platform, scheduled at mutual convenience.
3. **Updates and Maintenance**: Regular updates to the Carllm platform will be conducted quarterly, and any maintenance outages will be communicated at least 48 hours in advance.
---
*This contract outlines the terms of the relationship between Insurellm and Roadway Insurance Inc. for the Carllm product, emphasizing the collaborative spirit aimed at transforming the auto insurance landscape.*

48
week5/knowledge-base/contracts/Contract with Stellar Insurance Co. for Rellm.md

@ -0,0 +1,48 @@
# Contract with Stellar Insurance Co. for Rellm
## Terms
This contract is made between **Insurellm**, located at 123 Innovation Lane, San Francisco, CA, and **Stellar Insurance Co.**, located at 456 Galaxy Road, Chicago, IL. The effective date of this agreement is **January 1, 2024**.
### Duration
The initial term of this agreement shall be for **12 months**, commencing from the effective date. The contract will automatically renew for successive **12-month periods** unless either party provides written notice of non-renewal at least **30 days** prior to the expiration of the current term.
### Payment Terms
Stellar Insurance Co. agrees to pay Insurellm a monthly subscription fee of **$10,000** for the **Professional Plan** of the Rellm product. Payments are due on the **1st of each month**.
### Termination
Either party may terminate this agreement with a **30-day written notice**. In the event of a material breach, the non-breaching party may terminate immediately, provided a written notice is given.
## Renewal
This contract will renew automatically for additional 12-month terms unless written notice is provided by either party 30 days prior to the renewal date. Upon renewal, pricing may be adjusted based on agreed-upon inflation adjustments or additional services requested by Stellar Insurance Co.
## Features
Stellar Insurance Co. will receive access to the following features of the Rellm product:
- **AI-Driven Analytics**: Predictive insights into risk exposures tailored for the reinsurance industry.
- **Seamless Integrations**: Compatibility with existing systems for policy management and claims processing.
- **Risk Assessment Module**: Comprehensive evaluation of risk profiles using advanced modeling techniques.
- **Customizable Dashboard**: Tailored user interface presenting relevant metrics and performance indicators.
- **Regulatory Compliance Tools**: Features to ensure adherence to local and international regulations.
- **Client and Broker Portals**: Dedicated portals for enhanced communication and document sharing.
## Support
Insurellm provides Stellar Insurance Co. with the following support services:
- **24/7 Technical Support**: Access to dedicated support representatives via phone and online chat.
- **Quarterly Account Review**: Meetings to discuss performance metrics and uncover additional needs.
- **Training Sessions**: Initial orientation and ongoing training opportunities to maximize the effectiveness of Rellm usage.
- **Updates and Upgrades**: Regular software updates and enhancements are included as part of the subscription.
Stellar Insurance Co. acknowledges receipt of the Rellm product summary and agrees to the terms set forth above. By signing below, both parties confirm their acceptance of this contract.
**For Insurellm**
______________________________
[Signature]
[Name, Title]
[Date]
**For Stellar Insurance Co.**
______________________________
[Signature]
[Name, Title]
[Date]

59
week5/knowledge-base/contracts/Contract with TechDrive Insurance for Carllm.md

@ -0,0 +1,59 @@
# Contract with TechDrive Insurance for Carllm
**Contract Date:** October 1, 2024
**Contract Duration:** 12 months
---
## Terms
1. **Parties Involved**: This contract is entered into between Insurellm (the "Provider") and TechDrive Insurance (the "Customer").
2. **License Grant**: Insurellm grants TechDrive Insurance a non-exclusive, non-transferable license to use the Carllm product as per the selected pricing tier (Professional Tier at $2,500/month).
3. **Payment Terms**: TechDrive Insurance agrees to make monthly payments of $2,500 for the duration of this contract, due on the 5th of each month.
4. **Confidentiality**: Both parties shall maintain confidentiality regarding each other’s proprietary information throughout the duration of this contract and for three years following its termination.
## Renewal
1. **Automatic Renewal**: This contract shall automatically renew for additional one-year terms unless either party provides written notice of non-renewal at least 30 days prior to the contract expiration.
2. **Pricing Review**: The pricing for any renewal period shall be discussed 60 days prior to the end of the term and agreed upon in writing.
## Features
1. **Included Features**: Under the Professional Tier, TechDrive Insurance will have access to the following features of Carllm:
- AI-Powered Risk Assessment
- Instant Quoting
- Customizable Coverage Plans
- Fraud Detection
- Customer Insights Dashboard
- Mobile Integration
- Automated Customer Support
2. **System Requirements**: TechDrive Insurance must ensure that their existing systems meet the technical requirements to integrate with Carllm, as outlined in the onboarding documentation provided by Insurellm.
## Support
1. **Customer Support**: Insurellm will provide 24/7 customer support to TechDrive Insurance via AI-driven chatbots, ensuring timely resolution of inquiries and issues.
2. **Training**: TechDrive Insurance staff will receive onboarding training sessions to ensure effective utilization of the Carllm platform, scheduled within the first two weeks of contract commencement.
3. **System Updates**: The Provider will push regular updates to improve system performance and add new features. TechDrive Insurance will receive prior notification of any significant upgrades that may affect current operations.
---
**Signatures:**
**Insurellm Representative:**
Name: John Smith
Title: Account Manager
Date: ____________
**TechDrive Insurance Representative:**
Name: Sarah Johnson
Title: Operations Director
Date: ____________
This contract will serve as the foundational agreement for the ongoing collaboration between Insurellm and TechDrive Insurance in optimizing their auto insurance offerings through the Carllm product.

52
week5/knowledge-base/contracts/Contract with Velocity Auto Solutions for Carllm.md

@ -0,0 +1,52 @@
# Contract with Velocity Auto Solutions for Carllm
**Contract Date:** October 1, 2023
**Contract Number:** C-12345-2023
**Client:** Velocity Auto Solutions
**Product:** Carllm Auto Insurance Solution
---
## Terms
1. **Duration**: This contract is effective for a period of 12 months from the contract date.
2. **Payment Schedule**: Velocity Auto Solutions agrees to pay Insurellm the total fee associated with the selected subscription tier on a monthly basis, beginning on the contract date.
3. **Confidentiality**: Both parties agree to keep all proprietary information confidential and not to disclose it to any third parties without written consent.
4. **Intellectual Property**: All components of Carllm and any related technology are the property of Insurellm, and license is granted to Velocity Auto Solutions for internal use only.
## Renewal
1. **Automatic Renewal**: This contract will automatically renew for successive 12-month periods unless either party provides written notice at least 30 days prior to the end of the initial term or any renewal term.
2. **Rate Adjustment**: Subscription pricing may be subject to adjustment, with Insurellm providing a 60-day advance notice of any changes prior to renewal.
## Features
1. **Included Features**:
- AI-Powered Risk Assessment
- Instant Quoting and Customizable Coverage Plans
- Fraud Detection Systems
- Customer Insights Dashboard
- Automated Customer Support
2. **Feature Enhancements**: Velocity Auto Solutions will receive updates to the Carllm product as outlined in the Insurellm 2025-2026 Roadmap, including mobile integration and telematics-based pricing enhancements.
## Support
1. **Customer Support**: Velocity Auto Solutions will have access to Insurellm’s customer support team via email or chatbot, available 24/7.
2. **Technical Maintenance**: Regular maintenance and updates to the Carllm platform will be conducted by Insurellm, with any downtime communicated in advance.
3. **Training & Resources**: Initial training sessions will be provided for Velocity Auto Solutions’ staff to ensure effective use of the Carllm suite. Regular resources and documentation will be made available online.
---
**Accepted and Agreed:**
**For Velocity Auto Solutions**
Signature: _____________________
Name: John Doe
Title: CEO
Date: _____________________
**For Insurellm**
Signature: _____________________
Name: Jane Smith
Title: VP of Sales
Date: _____________________

46
week5/knowledge-base/employees/Alex Chen.md

@ -0,0 +1,46 @@
# HR Record
# Alex Chen
## Summary
- **Date of Birth:** March 15, 1990
- **Job Title:** Backend Software Engineer
- **Location:** San Francisco, California
## Insurellm Career Progression
- **April 2020:** Joined Insurellm as a Junior Backend Developer. Focused on building APIs to enhance customer data security.
- **October 2021:** Promoted to Backend Software Engineer. Took on leadership for a key project developing a microservices architecture to support the company's growing platform.
- **March 2023:** Awarded the title of Senior Backend Software Engineer due to exemplary performance in scaling backend services, reducing downtime by 30% over six months.
## Annual Performance History
- **2020:**
- Completed onboarding successfully.
- Met expectations in delivering project milestones.
- Received positive feedback from the team leads.
- **2021:**
- Achieved a 95% success rate in project delivery timelines.
- Awarded "Rising Star" at the annual company gala for outstanding contributions.
- **2022:**
- Exceeded goals by optimizing existing backend code, improving system performance by 25%.
- Conducted training sessions for junior developers, fostering knowledge sharing.
- **2023:**
- Led a major overhaul of the API internal architecture, enhancing security protocols.
- Contributed to the company’s transition to a cloud-based infrastructure.
- Received an overall performance rating of 4.8/5.
## Compensation History
- **2020:** Base Salary: $80,000
- **2021:** Base Salary Increase to $90,000; Received a performance bonus of $5,000.
- **2022:** Base Salary Increase to $100,000; Performance bonus of $7,500 due to exceptional project outcomes.
- **2023:** Base Salary Increase to $115,000; Performance bonus of $10,000 for leading pivotal projects.
## Other HR Notes
- Participates regularly in Insurellm's Diversity & Inclusion initiatives, championing tech accessibility for underrepresented communities.
- Completed several certifications in cloud architecture and DevOps, contributing to professional growth.
- Plans for a professional development course in AI and machine learning to further enhance backend capabilities in Insurellm's offerings.
- Acknowledged for volunteer efforts in local tech meetups, bringing seasoned engineers to mentor aspiring coders.
Alex Chen continues to be a vital asset at Insurellm, contributing significantly to innovative backend solutions that help shape the future of insurance technology.

57
week5/knowledge-base/employees/Alex Harper.md

@ -0,0 +1,57 @@
# HR Record
# Alex Harper
## Summary
- **Date of Birth**: March 15, 1993
- **Job Title**: Sales Development Representative (SDR)
- **Location**: Denver, Colorado
## Insurellm Career Progression
- **July 2021**: Joined Insurellm as a Sales Development Representative, focusing on lead generation and nurturing B2B relationships.
- **January 2022**: Promoted to Senior Sales Development Representative due to exceptional performance in converting leads into clients.
- **October 2022**: Completed an Internal Leadership Training Program, enhancing skills in team collaboration and strategic selling. Currently mentoring junior SDRs.
- **April 2023**: Became involved in a cross-departmental project to streamline the customer onboarding process, showcasing initiative and leadership.
## Annual Performance History
- **2021**:
- **Performance Rating**: 4.5/5
- **Key Achievements**: Exceeded lead generation targets by 30%. Introduced a new CRM analytics tool resulting in improved tracking of customer interactions.
- **2022**:
- **Performance Rating**: 4.8/5
- **Key Achievements**: Awarded "SDR of the Year" for outstanding contributions. Instrumental in securing 15 new B2B contracts, surpassing targets by 40%.
- **2023**:
- **Performance Rating**: 4.7/5
- **Key Achievements**: Played a key role in the launch of a new product line with a 25% increase in lead-to-conversion rates. Completed advanced sales negotiation training with high marks.
## Compensation History
- **2021**:
- **Base Salary**: $55,000
- **Bonus**: $5,500 (10% of base due to performance)
- **2022**:
- **Base Salary**: $65,000 (Promotion to Senior SDR)
- **Bonus**: $13,000 (20% of base due to performance)
- **2023**:
- **Base Salary**: $75,000
- **Bonus**: $15,000 (20% of base)
## Other HR Notes
- **Training Completed**:
- CRM Analytics & Data Management Workshop (2021)
- Leadership Training Program (2022)
- Advanced Sales Negotiation Course (2023)
- **Awards**:
- Insurellm "SDR of the Year" Award (2022)
- Monthly MVP Recognition (3 times in 2023)
- **Interests**:
- In Alex's spare time, they enjoy participating in community volunteer programs, particularly those focused on financial literacy.
- Alex is also an avid runner and has participated in several charity marathons.
- **Feedback from HR**:
- Alex Harper is noted for their work ethic, positive attitude, and willingness to go above and beyond for both clients and colleagues. Recognized for fostering a team spirit within the SDR team.

36
week5/knowledge-base/employees/Alex Thomson.md

@ -0,0 +1,36 @@
# HR Record
# Alex Thomson
## Summary
- **Date of Birth:** March 15, 1995
- **Job Title:** Sales Development Representative (SDR)
- **Location:** Austin, Texas
## Insurellm Career Progression
- **November 2022** - Joined Insurellm as a Sales Development Representative. Alex Thomson quickly adapted to the team, demonstrating exceptional communication and rapport-building skills.
- **January 2023** - Promoted to Team Lead for special projects due to Alex's initiative in driving B2B customer outreach programs.
- **August 2023** - Developed a training module for new SDRs at Insurellm, enhancing onboarding processes based on feedback and strategies that Alex Thomson pioneered.
- **Current** - Continues to excel in the role, leading a small team of 5 SDRs while collaborating closely with the marketing department to identify new lead-generation strategies.
## Annual Performance History
- **2022** - Rated as "Exceeds Expectations." Alex Thomson achieved 150% of the sales target within the first three months.
- **2023** - Rated "Outstanding." Recognized for innovative lead-generation tactics which contributed to a 30% increase in qualified leads for the sales team.
### Highlights:
- Consistently maintained a 30-minute response time to inbound leads.
- Successfully coordinated webinars for product launches, which attracted over 2,000 potential customers.
## Compensation History
- **2022**: Base Salary - $55,000 | Bonus - $5,000
- **2023**: Base Salary - $65,000 | Bonus - $10,000 (for exceeding sales targets and exceptional teamwork)
- **Projected for 2024**: Anticipated salary increase due to Alex Thomson's significant contributions and successful completion of leadership training.
## Other HR Notes
- Alex Thomson is an active member of the Diversity and Inclusion committee at Insurellm and has participated in various community outreach programs.
- Alex has received external training on advanced CRM usage, which has subsequently improved team efficiency and productivity.
- Continuous professional development through attending sales conventions and workshops, with plans to pursue certification in Sales Enablement in 2024.
- Recognized by peers for promoting a supportive and high-energy team environment, often organizing team-building activities to enhance camaraderie within the SDR department.
---
**Comment:** Alex Thomson is considered a cornerstone of Insurellm’s sales team and has a bright future within the organization.

63
week5/knowledge-base/employees/Avery Lancaster.md

@ -0,0 +1,63 @@
# Avery Lancaster
## Summary
- **Date of Birth**: March 15, 1985
- **Job Title**: Co-Founder & Chief Executive Officer (CEO)
- **Location**: San Francisco, California
## Insurellm Career Progression
- **2015 - Present**: Co-Founder & CEO
Avery Lancaster co-founded Insurellm in 2015 and has since guided the company to its current position as a leading Insurance Tech provider. Avery is known for her innovative leadership strategies and risk management expertise that have catapulted the company into the mainstream insurance market.
- **2013 - 2015**: Senior Product Manager at Innovate Insurance Solutions
Before launching Insurellm, Avery was a leading Senior Product Manager at Innovate Insurance Solutions, where she developed groundbreaking insurance products aimed at the tech sector.
- **2010 - 2013**: Business Analyst at Edge Analytics
Prior to joining Innovate, Avery worked as a Business Analyst, focusing on market trends and consumer preferences in the insurance space. This position laid the groundwork for Avery’s future entrepreneurial endeavors.
## Annual Performance History
- **2015**: **Exceeds Expectations**
Avery’s leadership during Insurellm's foundational year led to successful product launches and securing initial funding.
- **2016**: **Meets Expectations**
Growth continued, though challenges arose in operational efficiency that required Avery's attention.
- **2017**: **Developing**
Market competition intensified, and monthly sales metrics were below targets. Avery implemented new strategies which required a steep learning curve.
- **2018**: **Exceeds Expectations**
Under Avery’s pivoted vision, Insurellm launched two new successful products that significantly increased market share.
- **2019**: **Meets Expectations**
Steady growth, however, some team tensions led to a minor drop in employee morale. Avery recognized the need to enhance company culture.
- **2020**: **Below Expectations**
The COVID-19 pandemic posed unforeseen operational difficulties. Avery faced criticism for delayed strategy shifts, although efforts were eventually made to stabilize the company.
- **2021**: **Exceptional**
Avery's decisive transition to remote work and rapid adoption of digital tools led to record-high customer satisfaction levels and increased sales.
- **2022**: **Satisfactory**
Avery focused on rebuilding team dynamics and addressing employee concerns, leading to overall improvement despite a saturated market.
- **2023**: **Exceeds Expectations**
Market leadership was regained with innovative approaches to personalized insurance solutions. Avery is now recognized in industry publications as a leading voice in Insurance Tech innovation.
## Compensation History
- **2015**: $150,000 base salary + Significant equity stake
- **2016**: $160,000 base salary + Equity increase
- **2017**: $150,000 base salary + Decrease in bonus due to performance
- **2018**: $180,000 base salary + performance bonus of $30,000
- **2019**: $185,000 base salary + market adjustment + $5,000 bonus
- **2020**: $170,000 base salary (temporary reduction due to COVID-19)
- **2021**: $200,000 base salary + performance bonus of $50,000
- **2022**: $210,000 base salary + retention bonus
- **2023**: $225,000 base salary + $75,000 performance bonus
## Other HR Notes
- **Professional Development**: Avery has actively participated in leadership training programs and industry conferences, representing Insurellm and fostering partnerships.
- **Diversity & Inclusion Initiatives**: Avery has championed a commitment to diversity in hiring practices, seeing visible improvements in team representation since 2021.
- **Work-Life Balance**: Feedback revealed concerns regarding work-life balance, which Avery has approached by implementing flexible working conditions and ensuring regular check-ins with the team.
- **Community Engagement**: Avery led community outreach efforts, focusing on financial literacy programs, particularly aimed at underserved populations, improving Insurellm's corporate social responsibility image.
Avery Lancaster has demonstrated resilience and adaptability throughout her career at Insurellm, positioning the company as a key player in the insurance technology landscape.

48
week5/knowledge-base/employees/Emily Carter.md

@ -0,0 +1,48 @@
# HR Record
# Emily Carter
## Summary
- **Date of Birth:** August 12, 1990
- **Job Title:** Account Executive
- **Location:** Austin, Texas
## Insurellm Career Progression
- **2021-Present:** Account Executive
- Responsibilities include managing a portfolio of B2B clients, conducting sales presentations, and ensuring customer satisfaction.
- Achievements:
- Exceeded annual sales target by 30% in 2022.
- Instrumental in acquiring 15 new corporate clients in half a year.
- **2019-2021:** Sales Coordinator
- Supported the sales team with administrative tasks, lead generation, and customer follow-ups.
- Achievements:
- Implemented a new lead tracking system that improved workflow efficiency by 25%.
- Received "Employee of the Month" award twice for outstanding contribution to team goals.
- **2017-2019:** Marketing Intern
- Assisted with market research and campaign development for social media outreach.
- Achievements:
- Contributed ideas for a social media campaign that increased brand awareness by 40% within 6 months.
## Annual Performance History
| Year | Performance Rating | Key Highlights |
|------|--------------------|----------------|
| 2023 | 4.8/5 | Recognized for exceptional client feedback and teamwork during product launches. |
| 2022 | 4.5/5 | Led a successful cross-selling initiative that boosted revenue in existing accounts. |
| 2021 | 4.2/5 | Successfully onboarded new clients and established strong relationships that resulted in renewals. |
## Compensation History
| Year | Base Salary | Bonus | Total Compensation |
|------|-------------|---------------|--------------------|
| 2023 | $70,000 | $10,000 | $80,000 |
| 2022 | $65,000 | $8,000 | $73,000 |
| 2021 | $60,000 | $5,000 | $65,000 |
## Other HR Notes
- **Professional Development:** Emily is currently enrolled in a leadership training program to enhance her management skills and aims to move into a senior account role within the next 2 years.
- **Volunteer Work:** Actively participates in community outreach programs, representing Insurellm in charity events to promote corporate social responsibility.
- **Interests:** In her spare time, Emily enjoys hiking, photography, and volunteering at local animal shelters.
- **Team Feedback:** Colleagues describe Emily as a highly motivated team player who consistently uplifts everyone around her.
Emily Carter exemplifies the kind of talent that drives Insurellm's success and is an invaluable asset to the company.

72
week5/knowledge-base/employees/Emily Tran.md

@ -0,0 +1,72 @@
# HR Record
# Emily Tran
## Summary
- **Date of Birth:** March 18, 1991
- **Job Title:** Digital Marketing Specialist
- **Location:** San Francisco, CA
---
## Insurellm Career Progression
- **February 2020 - Present**: Digital Marketing Specialist
- Emily Tran has been pivotal in enhancing Insurellm's online presence through targeted social media campaigns and SEO strategies.
- Successfully managed a team of interns for the 'Spring Into Safety' initiative, increasing customer engagement by 35%.
- **June 2018 - January 2020**: Marketing Coordinator
- Assisted in the development and execution of marketing campaigns to promote Insurellm's products.
- Collected and analyzed data on customer demographics to inform Insurellm’s marketing strategies.
- **January 2017 - May 2018**: Marketing Intern
- Supported the Marketing team by collaborating on content creation and digital advertising projects.
- Gained hands-on experience with marketing automation tools, enriching her skillset for her role in Insurellm.
---
## Annual Performance History
- **2023**:
- Performance Rating: Exceeds Expectations
- Key Achievements: Led the "Tech the Halls" campaign that resulted in a 50% increase in leads during the holiday season.
- Emily Tran's innovative strategies and attention to detail have made her stand out among her peers.
- **2022**:
- Performance Rating: Meets Expectations
- Key Achievements: Enhanced Insurellm's email marketing strategy, achieving a 25% open rate increase.
- **2021**:
- Performance Rating: Meets Expectations
- Key Achievements: Contributed to the launch of a customer referral program that resulted in a 15% growth in B2C customers.
---
## Compensation History
- **2023**:
- Base Salary: $75,000
- Bonus: $10,000 for exceeding annual targets.
- **2022**:
- Base Salary: $70,000
- Bonus: $5,000 for achieving marketing milestones.
- **2021**:
- Base Salary: $67,500
- No bonus due to reallocation of marketing funds during the pandemic.
---
## Other HR Notes
- **Training Completed**:
- Advanced Digital Marketing Workshop (2021)
- Analytics and Reporting in Digital Advertising (2022)
- **Professional Development Goals**:
- Emily Tran aims to become a Marketing Manager within the next two years, focusing on leading larger campaigns and developing junior team members.
- **Hobbies**:
- Emily enjoys photography and regularly contributes to Insurellm's social media content with her own high-quality images.
- She is also passionate about sustainability and organizes monthly team volunteer events for environmental awareness.
---
Emily Tran continues to be a valuable asset to Insurellm, driving innovative marketing strategies that resonate with a diverse customer base. Her contributions have significantly enhanced the company's branding and customer outreach efforts.

34
week5/knowledge-base/employees/Jordan Blake.md

@ -0,0 +1,34 @@
# HR Record
# Jordan Blake
## Summary
- **Date of Birth:** March 15, 1993
- **Job Title:** Sales Development Representative (SDR)
- **Location:** Austin, Texas
## Insurellm Career Progression
- **2021-06:** Joined Insurellm as an Entry-Level SDR
- **2022-02:** Promoted to Junior SDR after exceeding quarterly targets by 25%
- **2022-12:** Recognized as SDR of the Month for three consecutive months
- **2023-05:** Participated in the Insurellm Leadership Training Program
## Annual Performance History
- **2021:** First year at Insurellm; achieved 90% of monthly targets.
- **Feedback:** Strong potential shown in lead generation; needs improvement in follow-up techniques.
- **2022:** Achieved 120% of targets; pioneered outreach strategies that increased customer engagement.
- **Feedback:** Jordan's innovative approach contributed significantly to team success; recommended for leadership training.
- **2023:** Set to exceed annual targets by 30% in Q3; initiated successful partnerships that broadened market reach.
- **Feedback:** Exceptional communicator; exemplifies the values of Insurellm and promotes team collaboration.
## Compensation History
- **2021-06:** Starting Salary: $50,000
- **2022-04:** Merit-based increase: $55,000 (based on performance review)
- **2023-06:** Performance bonus awarded: $5,000 (for exceeding goals as recognized in annual review)
- **2023-09:** Salary adjustment due to promotion to Senior SDR: $65,000
## Other HR Notes
- Jordan has shown an interest in continuing education, actively participating in company-sponsored sales webinars.
- Notable for involvement in the Insurellm volunteer program, assisting local charity events related to financial literacy.
- Employee wellness advocate, consistently promotes team bonding activities and stress-relief workshops.
- Plans to enroll in a course for advanced sales strategies in Q4 2023, aiming to further enhance his skills at Insurellm.

37
week5/knowledge-base/employees/Jordan K. Bishop.md

@ -0,0 +1,37 @@
# HR Record
# Jordan K. Bishop
## Summary
- **Date of Birth:** March 15, 1990
- **Job Title:** Frontend Software Engineer
- **Location:** Austin, Texas
## Insurellm Career Progression
- **June 2018:** Hired as a Frontend Software Engineer.
- **August 2019:** Promoted to Senior Frontend Software Engineer due to outstanding contributions to the Insurellm web application redesign project.
- **March 2021:** Led a cross-functional team for the launch of Insurellm's customer portal, enhancing user experience and engagement.
- **January 2022:** Transitioned to a mentorship role, where Jordan K. Bishop began training junior engineers, which affected the focus on personal projects.
- **August 2023:** Returned to core development tasks but faced challenges adapting to new frameworks, leading to performance reviews reflecting a need for improvement.
## Annual Performance History
- **2019:** Exceeds Expectations - Continuously delivered high-quality code and participated actively in team meetings.
- **2020:** Meets Expectations - Jordan K. Bishop maintained steady performance but faced challenges due to a higher workload from multiple projects.
- **2021:** Exceeds Expectations - Recognized for leadership during the customer portal project; received the “Innovation Award” for creative problem-solving.
- **2022:** Meets Expectations - While mentoring others, the shift in focus led to fewer contributions to new features, marking a decrease in performance.
- **2023:** Needs Improvement - Transitioning back to development has resulted in difficulties with recent technologies, prompting a performance improvement plan.
## Compensation History
- **June 2018:** Starting Salary - $85,000
- **June 2019:** Salary Increase - $95,000 (Promotion to Senior Engineer)
- **June 2021:** Salary Increase - $105,000 with bonus for project leadership.
- **June 2022:** Salary Freeze due to company budget adjustments.
- **June 2023:** Salary Adjustment - $92,000 after performance review; adjustments made in consideration of recent struggles with adaptation.
## Other HR Notes
- Jordan K. Bishop has been an integral part of club initiatives, including the Insurellm Code Reviews and Feedback Group, providing peer support.
- Active participant in the company's Diversity and Inclusion committee, promoting a positive work culture.
- Jordan has expressed interest in professional development courses, particularly those focused on modern web technologies, which are being considered for sponsorship by Insurellm.
- Engaged in a 6-month performance improvement plan as of August 2023, focusing on skill development and consistent performance monitoring.
Jordan K. Bishop is a valued member of the Insurellm family, exhibiting a commitment to growth and development despite recent challenges.

53
week5/knowledge-base/employees/Maxine Thompson.md

@ -0,0 +1,53 @@
# HR Record
# Maxine Thompson
## Summary
- **Date of Birth:** January 15, 1991
- **Job Title:** Data Engineer
- **Location:** Austin, Texas
## Insurellm Career Progression
- **January 2017 - October 2018**: **Junior Data Engineer**
* Maxine joined Insurellm as a Junior Data Engineer, focusing primarily on ETL processes and data integration tasks. She quickly learned Insurellm's data architecture, collaborating with other team members to streamline data workflows.
- **November 2018 - December 2020**: **Data Engineer**
* In her new role, Maxine expanded her responsibilities to include designing comprehensive data models and improving data quality measures. Though she excelled in technical skills, communication issues with non-technical teams led to some project delays.
- **January 2021 - Present**: **Senior Data Engineer**
* Maxine was promoted to Senior Data Engineer after successfully leading a pivotal project that improved data retrieval times by 30%. She now mentors junior engineers and is involved in strategic data initiatives, solidifying her position as a valued asset at Insurellm. She was recognized as Insurellm Innovator of the year in 2023, receiving the prestigious IIOTY 2023 award.
## Annual Performance History
- **2017**: *Meets Expectations*
Maxine showed potential in her role but struggled with initial project deadlines. Her adaptability and willingness to learn made positive impacts on her team.
- **2018**: *Exceeds Expectations*
Maxine improved significantly, becoming a reliable team member with strong problem-solving skills. She took on leadership in a project that automated data entry processes.
- **2019**: *Needs Improvement*
During this year, difficult personal circumstances affected Maxine's performance. She missed key deadlines and had several communication issues with stakeholders.
- **2020**: *Meets Expectations*
Maxine focused on regaining her footing and excelling with technical skills. She was stable, though not standout, in her contributions. Feedback indicated a need for more proactivity.
- **2021**: *Exceeds Expectations*
Maxine spearheaded the transition to a new data warehousing solution, significantly enhancing Insurellm’s data analytics capabilities. This major achievement bolstered her reputation within the company.
- **2022**: *Outstanding*
Maxine continued her upward trajectory, successfully implementing machine learning algorithms to predict customer behavior, which was well-received by the leadership team and improved client satisfaction.
- **2023**: *Exceeds Expectations*
Maxine has taken on mentoring responsibilities and is leading a cross-functional team for data governance initiatives, showcasing her leadership and solidifying her role at Insurellm.
## Compensation History
- **2017**: $70,000 (Junior Data Engineer)
- **2018**: $75,000 (Junior Data Engineer)
- **2019**: $80,000 (Data Engineer)
- **2020**: $84,000 (Data Engineer)
- **2021**: $95,000 (Senior Data Engineer)
- **2022**: $110,000 (Senior Data Engineer)
- **2023**: $120,000 (Senior Data Engineer)
## Other HR Notes
- Maxine participated in various company-sponsored trainings related to big data technologies and cloud infrastructure.
- She was recognized for her contributions with the “Insurellm Innovator Award” in 2022.
- Maxine is currently involved in the women-in-tech initiative and participates in mentorship programs to guide junior employees.
- Future development areas include improving her stakeholder communication skills to ensure smoother project transitions and collaboration.

36
week5/knowledge-base/employees/Oliver Spencer.md

@ -0,0 +1,36 @@
# HR Record
# Oliver Spencer
## Summary
- **Date of Birth**: May 14, 1990
- **Job Title**: Backend Software Engineer
- **Location**: Austin, Texas
## Insurellm Career Progression
- **March 2018**: Joined Insurellm as a Backend Developer I, focusing on API development for customer management systems.
- **July 2019**: Promoted to Backend Developer II after successfully leading a team project to revamp the claims processing system, reducing response time by 30%.
- **June 2021**: Transitioned to Backend Software Engineer with a broader role in architecture and system design, collaborating closely with the DevOps team.
- **September 2022**: Assigned as the lead engineer for the new "Innovate" initiative, aimed at integrating AI-driven solutions into existing products.
- **January 2023**: Awarded a mentorship role to guide new hires in backend technology and best practices within Insurellm.
## Annual Performance History
- **2018**: **3/5** - Adaptable team player but still learning to take initiative.
- **2019**: **4/5** - Demonstrated strong problem-solving skills, outstanding contribution on the claims project.
- **2020**: **2/5** - Struggled with time management; fell behind on deadlines during a high-traffic release period.
- **2021**: **4/5** - Made a significant turnaround with organized work habits and successful project management.
- **2022**: **5/5** - Exceptional performance during the "Innovate" initiative, showcasing leadership and creativity.
- **2023**: **3/5** - Maintaining steady work; expectations for innovation not fully met, leading to discussions about goals.
## Compensation History
- **March 2018**: Initial salary of $80,000.
- **July 2019**: Salary increased to $90,000 post-promotion.
- **June 2021**: Salary raised to $105,000 after role transition.
- **September 2022**: Salary adjustment to $120,000 due to increased responsibilities and performance.
- **January 2023**: Revised salary of $125,000 in recognition of mentorship role.
## Other HR Notes
- Oliver enjoys a strong rapport with team members and is known for organizing regular team-building activities.
- Participated in Insurellm’s Hackathon in 2022, where he led a project that won “Best Overall Solution.”
- Pursuing AWS Certified Solutions Architect certification to enhance cloud skillset.
- Has expressed interest in further leadership opportunities within Insurellm and may consider project management roles in the future.

49
week5/knowledge-base/employees/Samantha Greene.md

@ -0,0 +1,49 @@
# Samantha Greene
## Summary
- **Date of Birth:** October 14, 1990
- **Job Title:** HR Generalist
- **Location:** Denver, Colorado
## Insurellm Career Progression
- **2020** - Joined Insurellm as a HR Coordinator
- Responsibilities included assisting with recruitment processes and managing employee onboarding.
- **2021** - Promoted to HR Generalist
- Transitioned to a role with expanded responsibilities, including handling employee relations and benefits administration.
- **2022** - Completed the HR Leadership Development Program
- Enhanced skills in conflict resolution and strategic planning.
- **2023** - Actively involved in initiating the company’s Diversity and Inclusion programs.
- Samantha Greene played a key role in launching mentorship initiatives and employee resource groups.
## Annual Performance History
- **2020:** Exceeds Expectations
Samantha Greene demonstrated exceptional organizational skills and contributed to a streamlined onboarding process, earning commendations from senior leadership.
- **2021:** Meets Expectations
While proficient in her new role, Samantha Greene struggled with time management during peak recruitment seasons, resulting in occasional missed deadlines.
- **2022:** Below Expectations
Samantha Greene faced challenges in balancing employee relations issues, thereby impacting her performance. Gaps in communication and follow-up led to a push for additional training.
- **2023:** Meets Expectations
After attending workshops focused on conflict resolution, Samantha Greene successfully improved her handling of employee grievances, though minor issues still arose in managing multitasking within projects.
## Compensation History
- **2020:** Base Salary - $55,000
The entry-level salary matched industry standards for HR Coordinators with limited experience.
- **2021:** Base Salary - $65,000
Following her promotion, Samantha Greene received a raise commensurate with her new responsibilities.
- **2022:** Base Salary - $65,000
No increase as a result of performance concerns; however, Samantha Greene continued to receive positive feedback for her participation in diversity initiatives.
- **2023:** Base Salary - $70,000
Recognized for substantial improvement in employee relations management and contributions to company culture, leading to a well-deserved increase.
## Other HR Notes
- Samantha Greene has expressed interest in pursuing an HR certification (SHRM-CP) to further her career growth within Insurellm.
- Participated in Insurellm's employee wellness program, promoting mental health resources among staff.
- Actively volunteers with local nonprofits and encourages staff involvement in community outreach programs, enhancing Insurellm's corporate social responsibility initiatives.
Samantha Greene is a valuable asset to Insurellm, continuously working on professional development and contributing to a supportive workplace culture.

53
week5/knowledge-base/employees/Samuel Trenton.md

@ -0,0 +1,53 @@
# HR Record
# Samuel Trenton
## Summary
- **Date of Birth:** April 12, 1989
- **Job Title:** Senior Data Scientist
- **Location:** Austin, Texas
## Insurellm Career Progression
- **January 2020 - Present:** Senior Data Scientist
*Promoted for demonstrating exceptional analytical skills and leadership potential. Led several projects that improved customer segmentation strategies, resulting in a 15% increase in customer retention.*
- **June 2018 - December 2019:** Data Scientist
*Joined the Insurellm team and worked on developing predictive modeling techniques to assess risk for both B2B and B2C customers. Received recognition for the success of the "Risk Assessment Model" project.*
- **August 2016 - May 2018:** Junior Data Analyst
*Started at Insurellm as a Junior Data Analyst, focusing on data cleaning and preliminary analysis of customer data. Received training in various data visualization techniques, which aided in the transition to a Data Scientist role.*
## Annual Performance History
- **2023:** Rating: 4.5/5
*Samuel exceeded expectations, successfully leading a cross-departmental project on AI-driven underwriting processes.*
- **2022:** Rating: 3.0/5
*Some challenges in meeting deadlines and collaboration with the engineering team. Received constructive feedback and participated in a team communication workshop.*
- **2021:** Rating: 4.0/5
*There was notable improvement in performance. Worked to enhance model accuracy, leading to improved risk assessment outcomes for B2C customers.*
- **2020:** Rating: 3.5/5
*Exhibited a solid performance during the initial year as a Senior Data Scientist but had struggles adapting to new leadership expectations.*
## Compensation History
- **2023:** Base Salary: $115,000 + Bonus: $15,000
*Annual bonus based on successful project completions and performance metrics.*
- **2022:** Base Salary: $110,000 + Bonus: $10,000
*Slight decrease in bonus due to performance challenges during the year.*
- **2021:** Base Salary: $105,000 + Bonus: $12,000
*Merit-based increase, reflecting consistent contributions to the data science team.*
- **2020:** Base Salary: $100,000 + Bonus: $8,000
*Initial compensation as Senior Data Scientist, with a focus on building rapport with cross-functional teams.*
## Other HR Notes
- **Professional Development:** Completed several workshops on machine learning and AI applications in insurance. Currently pursuing an online certification in deep learning.
- **Engagement in Company Culture:** Regularly participates in team-building events and contributes to the internal newsletter, sharing insights on data science trends.
- **Areas for Improvement:** Collaboration with engineering teams has been noted as an area needing focus. Samuel has expressed a desire to work closely with tech teams to align data initiatives better.
- **Personal Interests:** Has a keen interest in hiking and photography, often sharing his photography from weekend hikes with colleagues, fostering positive team relationships.

67
week5/knowledge-base/products/Carllm.md

@ -0,0 +1,67 @@
# Product Summary
# Carllm
## Summary
Carllm is an innovative auto insurance product developed by Insurellm, designed to streamline the way insurance companies offer coverage to their customers. Powered by cutting-edge artificial intelligence, Carllm utilizes advanced algorithms to deliver personalized auto insurance solutions, ensuring optimal coverage while minimizing costs. With a robust infrastructure that supports both B2B and B2C customers, Carllm redefines the auto insurance landscape and empowers insurance providers to enhance customer satisfaction and retention.
## Features
- **AI-Powered Risk Assessment**: Carllm leverages artificial intelligence to analyze driver behavior, vehicle conditions, and historical claims data. This enables insurers to make informed decisions and set competitive premiums that reflect true risk profiles.
- **Instant Quoting**: With Carllm, insurance companies can offer near-instant quotes to customers, enhancing the customer experience. The AI engine processes data in real-time, drastically reducing the time it takes to generate quotes.
- **Customizable Coverage Plans**: Carllm allows insurers to create flexible and tailored insurance packages based on individual customer needs. This customization improves customer engagement and retention.
- **Fraud Detection**: The product incorporates advanced analytics to identify potentially fraudulent claims, significantly reducing the risk of losses for insurance providers.
- **Customer Insights Dashboard**: Carllm provides insurers with a powerful dashboard that offers deep insights into customer behavior, claims patterns, and market trends, enabling informed decision-making and strategic planning.
- **Mobile Integration**: Carllm is designed to work seamlessly with mobile applications, providing both insurers and end-users access to policy management and claims reporting on the go.
- **Automated Customer Support**: Leveraging AI chatbots, Carllm offers 24/7 customer support, helping to resolve inquiries quickly and efficiently, thus improving customer satisfaction.
## Pricing
Carllm is offered under a subscription-based pricing model tailored to meet the needs of insurance companies of all sizes. Our pricing tiers are designed to provide maximum flexibility and value:
- **Basic Tier**: $1,000/month
- Ideal for small insurance firms.
- Access to core features and standard reporting.
- **Professional Tier**: $2,500/month
- For medium-sized companies.
- All Basic Tier features plus advanced analytics and fraud detection.
- **Enterprise Tier**: $5,000/month
- Customized solutions for large insurance firms.
- Comprehensive support, full feature access, and integration with existing systems.
Contact our sales team for a personalized quote and discover how Carllm can transform your auto insurance offerings!
## 2025-2026 Roadmap
In our commitment to continuous improvement and innovation, Insurellm has outlined the following roadmap for Carllm:
### Q1 2025: Launch Feature Enhancements
- **Expanded data integrations** for better risk assessment.
- **Enhanced fraud detection algorithms** to reduce losses.
### Q2 2025: Customer Experience Improvements
- Launch of a new **mobile app** for end-users.
- Introduction of **telematics-based pricing** to provide even more tailored coverage options.
### Q3 2025: Global Expansion
- Begin pilot programs for international insurance markets.
- Collaborate with local insurers to offer compliant, localized versions of Carllm.
### Q4 2025: AI and Machine Learning Upgrades
- Implement next-gen machine learning models for predictive analysis.
- Roll out customer insights dashboard updates based on user feedback.
### 2026: Scaling and Partnerships
- Increase partnerships with automakers for integrated insurance solutions.
- Enhance the **AI customer support system** to include multi-language support.
Carllm is not just an auto insurance product; it is a transformative tool for the insurance industry. Join us on this exciting journey as we redefine the future of auto insurance with technology and customer-centric solutions.

45
week5/knowledge-base/products/Homellm.md

@ -0,0 +1,45 @@
# Product Summary
# Homellm
## Summary
Homellm is an innovative home insurance product developed by Insurellm that leverages advanced AI technology to revolutionize the way insurance providers offer coverage to homeowners. Designed for both B2B and B2C segments, Homellm empowers insurers to provide personalized, data-driven policies, enhancing customer experience while minimizing risk and operational costs. By integrating seamlessly with existing systems, Homellm helps insurance companies streamline their processes and stay competitive in the ever-evolving insurance industry.
## Features
### 1. AI-Powered Risk Assessment
Homellm utilizes sophisticated AI algorithms to analyze vast datasets, allowing insurance companies to assess risks accurately. This feature provides real-time insights for underwriting decisions, enabling insurers to tailor policies to individual customer needs.
### 2. Dynamic Pricing Model
With Homellm's innovative dynamic pricing model, insurance providers can offer flexible premiums based on real-time risk evaluations and historical data. This adaptability ensures that customers pay a fair price that accurately reflects their unique risk profile.
### 3. Instant Claim Processing
The AI-driven claims management system in Homellm automates the entire claims process, reducing processing time from weeks to hours. Insurers can resolve claims quickly and efficiently, leading to enhanced customer satisfaction.
### 4. Predictive Maintenance Alerts
Homellm incorporates predictive analytics to advise homeowners on potential risks and maintenance needs. By preventing issues before they arise, this feature helps customers minimize hazards, lowering the likelihood of claims.
### 5. Multi-Channel Integration
Homellm seamlessly integrates into existing insurance platforms, providing a centralized hub for managing customer policies and claims. Insurance providers can easily access customer data, allowing for improved service delivery across various channels.
### 6. Customer Portal
A user-friendly online portal and mobile application enables customers to manage their policies, submit claims, and view coverage details 24/7. Homellm prioritizes transparency and ease of use, helping insurers foster trust and long-term relationships with their customers.
## Pricing
At Insurellm, we believe in providing value without compromising quality. The pricing for Homellm is structured based on the size of the insurance provider and the level of customization required.
- **Basic Tier:** Starting at $5,000/month for small insurers with basic integration features.
- **Standard Tier:** Starting at $10,000/month for medium-sized insurers including advanced analytics and reporting tools.
- **Enterprise Tier:** Custom pricing for large insurance companies that require full customization, dedicated support, and additional features, such as enterprise-grade security and compliance.
All tiers include a comprehensive training program and ongoing updates to ensure optimal performance.
## Roadmap
The development roadmap for Homellm includes the following key milestones:
- **Q1 2024:** Launch of Homellm version 1.0, featuring core functionalities and integrations.
- **Q3 2024:** Introduction of enhanced analytics capabilities, including visualization tools and advanced reporting features.
- **Q1 2025:** Release of Homellm version 2.0, with expanded predictive maintenance alerts and automated underwriting processes.
- **Q3 2025:** Establish partnerships with IoT device manufacturers to provide integrated solutions for proactive risk management.
- **Q1 2026:** Ongoing improvements based on user feedback and industry trends, ensuring that Homellm remains at the forefront of home insurance technology.
With Homellm, Insurellm is committed to transforming the landscape of home insurance, ensuring both innovation and reliability for all insurance providers and their customers. Explore the future of home insurance today with Homellm!

55
week5/knowledge-base/products/Markellm.md

@ -0,0 +1,55 @@
# Product Summary
# Markellm
## Summary
Markellm is an innovative two-sided marketplace designed to seamlessly connect consumers with insurance companies. Powered by advanced matching AI, Markellm transforms the insurance shopping experience, making it more efficient, personalized, and accessible. Whether you're a homeowner searching for the best rates on home insurance or an insurer looking to reach new customers, Markellm acts as the ultimate bridge, delivering tailored solutions for all parties involved. With a user-friendly interface and powerful algorithms, Markellm not only saves time but also enhances decision-making in the often-complex insurance landscape.
## Features
- **AI-Powered Matching**: Markellm utilizes sophisticated AI algorithms to match consumers with the most suitable insurance products based on their individual needs and preferences. This ensures that both parties get the best possible options.
- **User-Friendly Interface**: Designed with user experience in mind, Markellm features an intuitive interface that allows consumers to easily browse and compare various insurance offerings from multiple providers.
- **Real-Time Quotes**: Consumers can receive real-time quotes from different insurance companies, empowering them to make informed decisions quickly without endless back-and-forth communication.
- **Customized Recommendations**: Based on user profiles and preferences, Markellm provides personalized insurance recommendations, ensuring consumers find the right coverage at competitive rates.
- **Secure Transactions**: Markellm prioritizes security, employing robust encryption methods to ensure that all transactions and data exchanges are safe and secure.
- **Customer Support**: Our dedicated support team is always available to assist both consumers and insurers throughout the process, providing guidance and answering any questions that may arise.
- **Data Insights**: Insurers gain access to valuable data insights through Markellm's analytics dashboard, helping them understand market trends and consumer behavior to refine their offerings.
## Pricing
At Markellm, we believe in transparency and flexibility. Our pricing structure is designed to accommodate different types of users—whether you're a consumer seeking insurance or an insurance provider seeking customers.
### For Consumers:
- **Free Membership**: Access to the marketplace at no cost, allowing unlimited browsing and comparisons.
- **Premium Features**: Optional subscription at $9.99/month for advanced analytics on choices, priority customer support, and enhanced customization options.
### For Insurance Companies:
- **Basic Listing Fee**: $199/month for a featured listing on the platform, providing exposure to thousands of potential customers.
- **Performance-Based Pricing**: Option for variable pricing based on successful customer acquisitions— pay $25 per lead generated through Markellm.
## 2025-2026 Roadmap
### Q1 2025
- Launch a mobile app version of Markellm, making it even easier for consumers and insurers to connect on-the-go.
- Introduce a referral program that rewards users for promoting Markellm to their network.
### Q2 2025
- Expand the marketplace to include additional insurance products, such as life and health insurance.
- Partner with third-party data aggregators to enhance the accuracy of our AI matching capabilities.
### Q3 2025
- Initiate a comprehensive marketing campaign targeting both consumers and insurers to increase user acquisition and brand awareness.
- Release user testimonials and case studies showcasing successful matches made through Markellm.
### Q4 2026
- Implement machine learning enhancements to our AI algorithm, further increasing the precision and personalization of matches.
- Explore international expansion opportunities, launching in select markets outside the US.
Markellm is committed to improving the insurance experience for both consumers and providers. By leveraging technology and user insights, we aim to become the leading platform in the insurance marketplace ecosystem. Join us on this exciting journey towards smarter, more efficient insurance solutions!

60
week5/knowledge-base/products/Rellm.md

@ -0,0 +1,60 @@
# Product Summary
# Rellm: AI-Powered Enterprise Reinsurance Solution
## Summary
Rellm is an innovative enterprise reinsurance product developed by Insurellm, designed to transform the way reinsurance companies operate. Harnessing the power of artificial intelligence, Rellm offers an advanced platform that redefines risk management, enhances decision-making processes, and optimizes operational efficiencies within the reinsurance industry. With seamless integrations and robust analytics, Rellm enables insurers to proactively manage their portfolios and respond to market dynamics with agility.
## Features
### AI-Driven Analytics
Rellm utilizes cutting-edge AI algorithms to provide predictive insights into risk exposures, enabling users to forecast trends and make informed decisions. Its real-time data analysis empowers reinsurance professionals with actionable intelligence.
### Seamless Integrations
Rellm's architecture is designed for effortless integration with existing systems. Whether it's policy management, claims processing, or financial reporting, Rellm connects seamlessly with diverse data sources to create a unified ecosystem.
### Risk Assessment Module
The comprehensive risk assessment module within Rellm allows insurers to evaluate risk profiles accurately. By leveraging historical data and advanced modeling techniques, Rellm provides a clear picture of potential liabilities and expected outcomes.
### Customizable Dashboard
Rellm features a customizable dashboard that presents key metrics and performance indicators in an intuitive interface. Users can tailor their view to focus on what matters most to their business, enhancing user experience and productivity.
### Regulatory Compliance Tools
Rellm includes built-in compliance tracking features to help organizations meet local and international regulatory standards. This ensures that reinsurance practices remain transparent and accountable.
### Client and Broker Portals
Rellm offers dedicated portals for both clients and brokers, facilitating real-time communication and documentation sharing. This strengthens partnerships and drives operational excellence across the board.
## Pricing
Insurellm offers flexible pricing plans for Rellm to cater to various business needs:
- **Basic Plan**: $5,000/month
- Includes access to core features and standard integrations.
- **Professional Plan**: $10,000/month
- Includes all features, advanced integrations, and priority customer support.
- **Enterprise Plan**: Custom pricing
- Tailored solutions with personalized features, extensive integrations, and dedicated account management.
Join the growing number of organizations leveraging Rellm to enhance their reinsurance processes while driving profitability and compliance.
## 2025-2026 Roadmap
At Insurellm, we are committed to the continuous improvement of Rellm. Our roadmap for 2025-2026 includes:
- **Q3 2025**:
- Launch of the Rellm Mobile App for on-the-go insights and management.
- Introduction of augmented reality (AR) features for interactive risk assessments.
- **Q1 2026**:
- Deployment of advanced machine learning models for even more accurate risk predictions.
- Expansion of integration capabilities to support emerging technologies in the insurance sector.
- **Q3 2026**:
- Release of a community platform for Rellm users to exchange insights, tips, and best practices.
- Launch of Rellm 2.0, featuring enhanced user interface and premium features based on user feedback.
Experience the future of reinsurance with Rellm, where innovation meets reliability. Let Insurellm help you navigate the complexities of the reinsurance market smarter and faster.

533
week6/day1.ipynb

File diff suppressed because one or more lines are too long

935
week6/day2.ipynb

File diff suppressed because one or more lines are too long

856
week6/day3.ipynb

@ -0,0 +1,856 @@
{
"cells": [
{
"cell_type": "markdown",
"id": "db8736a7-ed94-441c-9556-831fa57b5a10",
"metadata": {},
"source": [
"# The Product Pricer Continued\n",
"\n",
"A model that can estimate how much something costs, from its description.\n",
"\n",
"## Baseline Models\n",
"\n",
"Today we work on the simplest models to act as a starting point that we will beat."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "681c717b-4c24-4ac3-a5f3-3c5881d6e70a",
"metadata": {},
"outputs": [],
"source": [
"# imports\n",
"\n",
"import os\n",
"import math\n",
"import json\n",
"import random\n",
"from dotenv import load_dotenv\n",
"from huggingface_hub import login\n",
"from items import Item\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pickle\n",
"from collections import Counter"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "933b6e75-3661-4f30-b0b5-c28d04e3748e",
"metadata": {},
"outputs": [],
"source": [
"# More imports for our traditional machine learning\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"from sklearn.linear_model import LinearRegression\n",
"from sklearn.metrics import mean_squared_error, r2_score\n",
"from sklearn.preprocessing import StandardScaler"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "42cf33b7-7abd-44ba-9780-c156b70473b5",
"metadata": {},
"outputs": [],
"source": [
"# And more imports for our NLP related machine learning\n",
"\n",
"from sklearn.feature_extraction.text import CountVectorizer\n",
"from gensim.models import Word2Vec\n",
"from gensim.utils import simple_preprocess"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a1ac3ec0-183c-4a12-920b-b06397f86815",
"metadata": {},
"outputs": [],
"source": [
"# Finally, more imports for more advanced machine learning\n",
"\n",
"from sklearn.svm import LinearSVR\n",
"from sklearn.ensemble import RandomForestRegressor"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6c01ee5f-c4fc-44fe-9d3a-907e8a0426d2",
"metadata": {},
"outputs": [],
"source": [
"# Constants - used for printing to stdout in color\n",
"\n",
"GREEN = \"\\033[92m\"\n",
"YELLOW = \"\\033[93m\"\n",
"RED = \"\\033[91m\"\n",
"RESET = \"\\033[0m\"\n",
"COLOR_MAP = {\"red\":RED, \"yellow\": YELLOW, \"green\": GREEN}"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "36d05bdc-0155-4c72-a7ee-aa4e614ffd3c",
"metadata": {},
"outputs": [],
"source": [
"# environment\n",
"\n",
"load_dotenv()\n",
"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4dd3aad2-6f99-433c-8792-e461d2f06622",
"metadata": {},
"outputs": [],
"source": [
"# Log in to HuggingFace\n",
"\n",
"hf_token = os.environ['HF_TOKEN']\n",
"login(hf_token, add_to_git_credential=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c830ed3e-24ee-4af6-a07b-a1bfdcd39278",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5c9b05f4-c9eb-462c-8d86-de9140a2d985",
"metadata": {},
"outputs": [],
"source": [
"# Let's avoid curating all our data again! Load in the pickle files:\n",
"\n",
"with open('train.pkl', 'rb') as file:\n",
" train = pickle.load(file)\n",
"\n",
"with open('test.pkl', 'rb') as file:\n",
" test = pickle.load(file)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a84638f7-5ff7-4f54-8751-3ef156264aee",
"metadata": {},
"outputs": [],
"source": [
"# Remind ourselves the training prompt"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b7619c85-6e9e-48a1-8efe-c6a60471b87c",
"metadata": {},
"outputs": [],
"source": [
"# Remind a test prompt"
]
},
{
"cell_type": "markdown",
"id": "bcccf130-125a-4958-bac3-f46dfcb29b3f",
"metadata": {},
"source": [
"## Unveiling a mighty script that we will use a lot!\n",
"\n",
"A rather pleasing Test Harness that will evaluate any model against 250 items from the Test set\n",
"\n",
"And show us the results in a visually satisfying way.\n",
"\n",
"You write a function of this form:\n",
"\n",
"```\n",
"def my_prediction_function(item):\n",
" # my code here\n",
" return my_estimate\n",
"```\n",
"\n",
"And then you call:\n",
"\n",
"`Tester.test(my_prediction_function)`\n",
"\n",
"To evaluate your model."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b5793f5c-e23e-4a74-9496-1e30dd1e8935",
"metadata": {},
"outputs": [],
"source": [
"class Tester:\n",
"\n",
" def __init__(self, predictor, title=None, data=test, size=250):\n",
" self.predictor = predictor\n",
" self.data = data\n",
" self.title = title or predictor.__name__.replace(\"_\", \" \").title()\n",
" self.size = size\n",
" self.guesses = []\n",
" self.truths = []\n",
" self.errors = []\n",
" self.sles = []\n",
" self.colors = []\n",
"\n",
" def color_for(self, error, truth):\n",
" if error<40 or error/truth < 0.2:\n",
" return \"green\"\n",
" elif error<80 or error/truth < 0.4:\n",
" return \"yellow\"\n",
" else:\n",
" return \"red\"\n",
" \n",
" def run_datapoint(self, i):\n",
" datapoint = self.data[i]\n",
" guess = self.predictor(datapoint)\n",
" truth = datapoint.price\n",
" error = abs(guess - truth)\n",
" log_error = math.log(truth+1) - math.log(guess+1)\n",
" sle = log_error ** 2\n",
" color = self.color_for(error, truth)\n",
" title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+\"...\"\n",
" self.guesses.append(guess)\n",
" self.truths.append(truth)\n",
" self.errors.append(error)\n",
" self.sles.append(sle)\n",
" self.colors.append(color)\n",
" print(f\"{COLOR_MAP[color]}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}\")\n",
"\n",
" def chart(self, title):\n",
" max_error = max(self.errors)\n",
" plt.figure(figsize=(12, 8))\n",
" max_val = max(max(self.truths), max(self.guesses))\n",
" plt.plot([0, max_val], [0, max_val], color='deepskyblue', lw=2, alpha=0.6)\n",
" plt.scatter(self.truths, self.guesses, s=3, c=self.colors)\n",
" plt.xlabel('Ground Truth')\n",
" plt.ylabel('Model Estimate')\n",
" plt.xlim(0, max_val)\n",
" plt.ylim(0, max_val)\n",
" plt.title(title)\n",
" plt.show()\n",
"\n",
" def report(self):\n",
" average_error = sum(self.errors) / self.size\n",
" rmsle = math.sqrt(sum(self.sles) / self.size)\n",
" hits = sum(1 for color in self.colors if color==\"green\")\n",
" title = f\"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={hits/self.size*100:.1f}%\"\n",
" self.chart(title)\n",
"\n",
" def run(self):\n",
" self.error = 0\n",
" for i in range(self.size):\n",
" self.run_datapoint(i)\n",
" self.report()\n",
"\n",
" @classmethod\n",
" def test(cls, function):\n",
" cls(function).run()"
]
},
{
"cell_type": "markdown",
"id": "066fef03-8338-4526-9df3-89b649ad4f0a",
"metadata": {},
"source": [
"# Now for something basic\n",
"\n",
"What's the very simplest model you could imagine?\n",
"\n",
"Let's start with a random number generator!"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "66ea68e8-ab1b-4f0d-aba4-a59574d8f85e",
"metadata": {},
"outputs": [],
"source": [
"def random_pricer(prompt):\n",
" return random.randrange(1,1000)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "53d941cb-5b73-44ea-b893-3a0ce9997066",
"metadata": {},
"outputs": [],
"source": [
"# Set the random seed\n",
"\n",
"random.seed(42)\n",
"\n",
"# Run our TestRunner\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "97451c73-9c1b-43a8-b3b9-9c41942e48a2",
"metadata": {},
"outputs": [],
"source": [
"# That was fun!\n",
"# We can do better - here's another rather trivial model\n",
"\n",
"training_prices = [item.price for item in train]\n",
"training_average = sum(training_prices) / len(training_prices)\n",
"\n",
"def constant_pricer(prompt):\n",
" return training_average"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8cf384eb-30c2-40d8-b7e5-48942ac6a969",
"metadata": {},
"outputs": [],
"source": [
"# Run our constant predictor\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ce16eee8-bb34-4914-9aa5-57e30a567842",
"metadata": {},
"outputs": [],
"source": [
"# Create a new \"features\" field on items, and populate it with json parsed from the details dict\n",
"\n",
"for item in train:\n",
" item.features = json.loads(item.details)\n",
"for item in test:\n",
" item.features = json.loads(item.details)\n",
"\n",
"# Look at one"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fd7a41c5-0c51-41be-a61d-8e80c3e90930",
"metadata": {},
"outputs": [],
"source": [
"# Look at 20 most common features in training set\n",
"\n",
"import json\n",
"feature_count = Counter()\n",
"for item in train:\n",
" for f in item.features.keys():\n",
" feature_count[f]+=1\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3cef84a9-4932-48fd-9f7a-51cfc06e3216",
"metadata": {},
"outputs": [],
"source": [
"# Now some janky code to pluck out the Item Weight\n",
"# Don't worry too much about this: spoiler alert, it's not going to be much use in training!\n",
"\n",
"def get_weight(item):\n",
" weight_str = item.features.get('Item Weight')\n",
" if weight_str:\n",
" parts = weight_str.split(' ')\n",
" amount = float(parts[0])\n",
" unit = parts[1].lower()\n",
" if unit==\"pounds\":\n",
" return amount\n",
" elif unit==\"ounces\":\n",
" return amount / 16\n",
" elif unit==\"grams\":\n",
" return amount / 453.592\n",
" elif unit==\"milligrams\":\n",
" return amount / 453592\n",
" elif unit==\"kilograms\":\n",
" return amount / 0.453592\n",
" elif unit==\"hundredths\" and parts[2].lower()==\"pounds\":\n",
" return amount / 100\n",
" else:\n",
" print(weight_str)\n",
" return None"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f4848b4a-3c5a-4168-83a5-57a1f3ff270d",
"metadata": {},
"outputs": [],
"source": [
"weights = [get_weight(t) for t in train]\n",
"weights = [w for w in weights if w]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0cd11cc8-f16e-4991-b531-482189ddc4b6",
"metadata": {},
"outputs": [],
"source": [
"average_weight = sum(weights)/len(weights)\n",
"average_weight"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "efe8ec7f-9777-464f-a809-b06b7033bdb2",
"metadata": {},
"outputs": [],
"source": [
"def get_weight_with_default(item):\n",
" weight = get_weight(item)\n",
" return weight or average_weight"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c2659fef-a455-431a-9a0e-59342b80084b",
"metadata": {},
"outputs": [],
"source": [
"def get_rank(item):\n",
" rank_dict = item.features.get(\"Best Sellers Rank\")\n",
" if rank_dict:\n",
" ranks = rank_dict.values()\n",
" return sum(ranks)/len(ranks)\n",
" return None"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "20b9b5be-30bc-4d3a-8492-fbae119421a0",
"metadata": {},
"outputs": [],
"source": [
"ranks = [get_rank(t) for t in train]\n",
"ranks = [r for r in ranks if r]\n",
"average_rank = sum(ranks)/len(ranks)\n",
"average_rank"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "081e646a-ea50-4ec3-9512-6d5f96f8aef6",
"metadata": {},
"outputs": [],
"source": [
"def get_rank_with_default(item):\n",
" rank = get_rank(item)\n",
" return rank or average_rank"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "afd5daf7-cb2b-47af-bf17-dd71a9db65d0",
"metadata": {},
"outputs": [],
"source": [
"def get_text_length(item):\n",
" return len(item.test_prompt())"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "85c89012-a922-401b-8a3b-94af641bf27a",
"metadata": {},
"outputs": [],
"source": [
"# investigate the brands\n",
"\n",
"brands = Counter()\n",
"for t in train:\n",
" brand = t.features.get(\"Brand\")\n",
" if brand:\n",
" brands[brand]+=1\n",
"\n",
"# Look at most common 40 brands"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "386dde54-e028-4a6d-b291-cce889ac1fa3",
"metadata": {},
"outputs": [],
"source": [
"TOP_ELECTRONICS_BRANDS = [\"hp\", \"dell\", \"lenovo\", \"samsung\", \"asus\", \"sony\", \"canon\", \"apple\", \"intel\"]\n",
"def is_top_electronics_brand(item):\n",
" brand = item.features.get(\"Brand\")\n",
" return brand and brand.lower() in TOP_ELECTRONICS_BRANDS"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "c31c9c59-9d0d-47a8-a046-f20ed8d38d4c",
"metadata": {},
"outputs": [],
"source": [
"def get_features(item):\n",
" return {\n",
" \"weight\": get_weight_with_default(item),\n",
" \"rank\": get_rank_with_default(item),\n",
" \"text_length\": get_text_length(item),\n",
" \"is_top_electronics_brand\": 1 if is_top_electronics_brand(item) else 0\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "88850855-f5bd-4be2-9d7c-75bf8a21609b",
"metadata": {},
"outputs": [],
"source": [
"# Look at features in a training item"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ee9b5298-68b7-497d-8b2e-875287bb25b2",
"metadata": {},
"outputs": [],
"source": [
"# A utility function to convert our features into a pandas dataframe\n",
"\n",
"def list_to_dataframe(items):\n",
" features = [get_features(item) for item in items]\n",
" df = pd.DataFrame(features)\n",
" df['price'] = [item.price for item in items]\n",
" return df\n",
"\n",
"train_df = list_to_dataframe(train)\n",
"test_df = list_to_dataframe(test[:250])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cc1d68e0-ab33-40f4-9334-461d426af25c",
"metadata": {},
"outputs": [],
"source": [
"# Traditional Linear Regression!\n",
"\n",
"np.random.seed(42)\n",
"\n",
"# Separate features and target\n",
"feature_columns = [col for col in train_df.columns if col != 'price']\n",
"X_train = train_df[feature_columns]\n",
"y_train = train_df['price']\n",
"X_test = test_df[feature_columns]\n",
"y_test = test_df['price']\n",
"\n",
"feature_columns = ['weight', 'rank', 'text_length', 'is_top_electronics_brand']\n",
"\n",
"X_train = train_df[feature_columns]\n",
"y_train = train_df['price']\n",
"X_test = test_df[feature_columns]\n",
"y_test = test_df['price']\n",
"\n",
"# Train a Linear Regression\n",
"model = LinearRegression()\n",
"model.fit(X_train, y_train)\n",
"\n",
"for feature, coef in zip(feature_columns, model.coef_):\n",
" print(f\"{feature}: {coef}\")\n",
"print(f\"Intercept: {model.intercept_}\")\n",
"\n",
"# Predict the test set and evaluate\n",
"y_pred = model.predict(X_test)\n",
"mse = mean_squared_error(y_test, y_pred)\n",
"r2 = r2_score(y_test, y_pred)\n",
"\n",
"print(f\"Mean Squared Error: {mse}\")\n",
"print(f\"R-squared Score: {r2}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6561c3c7-ac7f-458b-983c-4a164b9d02c3",
"metadata": {},
"outputs": [],
"source": [
"# Function to predict price for a new item\n",
"\n",
"def linear_regression_pricer(item):\n",
" features = get_features(item)\n",
" features_df = pd.DataFrame([features])\n",
" return model.predict(features_df)[0]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9bf2caa4-657a-4fc6-9dcb-bed7eaf8dd65",
"metadata": {},
"outputs": [],
"source": [
"# test it\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "79e1574b-52ef-49cc-bfb5-e97252ed5db8",
"metadata": {},
"outputs": [],
"source": [
"# For the next few models, we prepare our documents and prices\n",
"# Note that we use the test prompt for the documents, otherwise we'll reveal the answer!!\n",
"\n",
"prices = np.array([float(item.price) for item in train])\n",
"documents = [item.test_prompt() for item in train]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e126c22e-53e7-4967-9ebb-6b7dd7fe4ade",
"metadata": {},
"outputs": [],
"source": [
"# Use the CountVectorizer for a Bag of Words model\n",
"\n",
"np.random.seed(42)\n",
"vectorizer = CountVectorizer(max_features=1000, stop_words='english')\n",
"X = vectorizer.fit_transform(documents)\n",
"regressor = LinearRegression()\n",
"regressor.fit(X, prices)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "4b7148d3-3202-4536-a75c-1627495c51d3",
"metadata": {},
"outputs": [],
"source": [
"def bow_lr_pricer(item):\n",
" x = vectorizer.transform([item.test_prompt()])\n",
" return max(regressor.predict(x)[0], 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "38f7f7d0-d22c-4282-92e5-9666a7b8535d",
"metadata": {},
"outputs": [],
"source": [
"# test it\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b623079e-54fa-418f-b209-7d54ebbcc23a",
"metadata": {},
"outputs": [],
"source": [
"# The amazing word2vec model, implemented in gensim NLP library\n",
"\n",
"np.random.seed(42)\n",
"\n",
"# Preprocess the documents\n",
"processed_docs = [simple_preprocess(doc) for doc in documents]\n",
"\n",
"# Train Word2Vec model\n",
"w2v_model = Word2Vec(sentences=processed_docs, vector_size=400, window=5, min_count=1, workers=8)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3de4efc7-68a6-4443-b9fd-70ee9d722362",
"metadata": {},
"outputs": [],
"source": [
"# This step of averaging vectors across the document is a weakness in our approach\n",
"\n",
"def document_vector(doc):\n",
" doc_words = simple_preprocess(doc)\n",
" word_vectors = [w2v_model.wv[word] for word in doc_words if word in w2v_model.wv]\n",
" return np.mean(word_vectors, axis=0) if word_vectors else np.zeros(w2v_model.vector_size)\n",
"\n",
"# Create feature matrix\n",
"X_w2v = np.array([document_vector(doc) for doc in documents])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9f05eeec-dab8-4007-8e8c-dcf4175b8861",
"metadata": {},
"outputs": [],
"source": [
"# Run Linear Regression on word2vec\n",
"\n",
"word2vec_lr_regressor = LinearRegression()\n",
"word2vec_lr_regressor.fit(X_w2v, prices)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e43d3fb9-e013-4573-90bf-9a522132b555",
"metadata": {},
"outputs": [],
"source": [
"def word2vec_lr_pricer(item):\n",
" doc = item.test_prompt()\n",
" doc_vector = document_vector(doc)\n",
" return max(0, word2vec_lr_regressor.predict([doc_vector])[0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6740319d-5c8e-4125-9106-97e2e8ab72c7",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "9d6d3265-37c1-464c-a489-5be4df0a7276",
"metadata": {},
"outputs": [],
"source": [
"# Support Vector Machines\n",
"\n",
"np.random.seed(42)\n",
"svr_regressor = LinearSVR()\n",
"\n",
"svr_regressor.fit(X_w2v, prices)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fcc289e6-56a1-4119-864f-2fdf8efde643",
"metadata": {},
"outputs": [],
"source": [
"def svr_pricer(item):\n",
" np.random.seed(42)\n",
" doc = item.test_prompt()\n",
" doc_vector = document_vector(doc)\n",
" return max(float(svr_regressor.predict([doc_vector])[0]),0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "80286a48-7cca-40e6-af76-a814a23bb9dc",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "c6c44fe4-e4d9-4559-a8ed-d8f97e25b69f",
"metadata": {},
"outputs": [],
"source": [
"# And the powerful Random Forest regression\n",
"\n",
"rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=8)\n",
"rf_model.fit(X_w2v, prices)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a38812d0-913b-400b-804f-51434d895d05",
"metadata": {},
"outputs": [],
"source": [
"def random_forest_pricer(item):\n",
" doc = item.test_prompt()\n",
" doc_vector = document_vector(doc)\n",
" return max(0, rf_model.predict([doc_vector])[0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "88b51c01-c791-4fdc-8010-00b2e486b8ce",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "bc85b271-4c92-480c-8843-2d7713b0fa57",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

4705
week6/day4.ipynb

File diff suppressed because one or more lines are too long

101
week6/items.py

@ -0,0 +1,101 @@
from typing import Optional
from transformers import AutoTokenizer
import re
BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B"
MIN_TOKENS = 150
MAX_TOKENS = 160
MIN_CHARS = 300
CEILING_CHARS = MAX_TOKENS * 7
class Item:
"""
An Item is a cleaned, curated datapoint of a Product with a Price
"""
tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)
PREFIX = "Price is $"
QUESTION = "How much does this cost to the nearest dollar?"
REMOVALS = ['"Batteries Included?": "No"', '"Batteries Included?": "Yes"', '"Batteries Required?": "No"', '"Batteries Required?": "Yes"', "By Manufacturer", "Item", "Date First", "Package", ":", "Number of", "Best Sellers", "Number", "Product "]
title: str
price: float
category: str
token_count: int = 0
details: Optional[str]
prompt: Optional[str] = None
include = False
def __init__(self, data, price):
self.title = data['title']
self.price = price
self.parse(data)
def scrub_details(self):
"""
Clean up the details string by removing common text that doesn't add value
"""
details = self.details
for remove in self.REMOVALS:
details = details.replace(remove, "")
return details
def scrub(self, stuff):
"""
Clean up the provided text by removing unnecessary characters and whitespace
Also remove words that are 7+ chars and contain numbers, as these are likely irrelevant product numbers
"""
stuff = re.sub(r'[:\[\]"{}【】\s]+', ' ', stuff).strip()
stuff = stuff.replace(" ,", ",").replace(",,,",",").replace(",,",",")
words = stuff.split(' ')
select = [word for word in words if len(word)<7 or not any(char.isdigit() for char in word)]
return " ".join(select)
def parse(self, data):
"""
Parse this datapoint and if it fits within the allowed Token range,
then set include to True
"""
contents = '\n'.join(data['description'])
if contents:
contents += '\n'
features = '\n'.join(data['features'])
if features:
contents += features + '\n'
self.details = data['details']
if self.details:
contents += self.scrub_details() + '\n'
if len(contents) > MIN_CHARS:
contents = contents[:CEILING_CHARS]
text = f"{self.scrub(self.title)}\n{self.scrub(contents)}"
tokens = self.tokenizer.encode(text, add_special_tokens=False)
if len(tokens) > MIN_TOKENS:
tokens = tokens[:MAX_TOKENS]
text = self.tokenizer.decode(tokens)
self.make_prompt(text)
self.include = True
def make_prompt(self, text):
"""
Set the prompt instance variable to be a prompt appropriate for training
"""
self.prompt = f"{self.QUESTION}\n\n{text}\n\n"
self.prompt += f"{self.PREFIX}{str(round(self.price))}.00"
self.token_count = len(self.tokenizer.encode(self.prompt, add_special_tokens=False))
def test_prompt(self):
"""
Return a prompt suitable for testing, with the actual price removed
"""
return self.prompt.split(self.PREFIX)[0] + self.PREFIX
def __repr__(self):
"""
Return a String version of this Item
"""
return f"<{self.title} = ${self.price}>"

81
week6/loaders.py

@ -0,0 +1,81 @@
from datetime import datetime
from tqdm import tqdm
from datasets import load_dataset
from concurrent.futures import ProcessPoolExecutor, ThreadPoolExecutor
from items import Item
CHUNK_SIZE = 1000
MIN_PRICE = 0.5
MAX_PRICE = 999.49
class ItemLoader:
def __init__(self, name):
self.name = name
self.dataset = None
def from_datapoint(self, datapoint):
"""
Try to create an Item from this datapoint
Return the Item if successful, or None if it shouldn't be included
"""
try:
price_str = datapoint['price']
if price_str:
price = float(price_str)
if MIN_PRICE <= price <= MAX_PRICE:
item = Item(datapoint, price)
return item if item.include else None
except ValueError:
return None
def from_chunk(self, chunk):
"""
Create a list of Items from this chunk of elements from the Dataset
"""
batch = []
for datapoint in chunk:
result = self.from_datapoint(datapoint)
if result:
batch.append(result)
return batch
def chunk_generator(self):
"""
Iterate over the Dataset, yielding chunks of datapoints at a time
"""
size = len(self.dataset)
for i in range(0, size, CHUNK_SIZE):
yield self.dataset.select(range(i, min(i + CHUNK_SIZE, size)))
def load_in_parallel(self, workers):
"""
Use concurrent.futures to farm out the work to process chunks of datapoints -
This speeds up processing significantly, but will tie up your computer while it's doing so!
"""
results = []
chunk_count = (len(self.dataset) // CHUNK_SIZE) + 1
with ProcessPoolExecutor(max_workers=workers) as pool:
for batch in tqdm(pool.map(self.from_chunk, self.chunk_generator()), total=chunk_count):
results.extend(batch)
for result in results:
result.category = self.name
return results
def load(self, workers=8):
"""
Load in this dataset; the workers parameter specifies how many processes
should work on loading and scrubbing the data
"""
start = datetime.now()
print(f"Loading dataset {self.name}", flush=True)
self.dataset = load_dataset("McAuley-Lab/Amazon-Reviews-2023", f"raw_meta_{self.name}", split="full", trust_remote_code=True)
results = self.load_in_parallel(workers)
finish = datetime.now()
print(f"Completed {self.name} with {len(results):,} datapoints in {(finish-start).total_seconds()/60:.1f} mins", flush=True)
return results

2156
week6_wip/day1-electronics-pricer.ipynb

File diff suppressed because one or more lines are too long

799
week6_wip/day1-instruct.ipynb

@ -0,0 +1,799 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "9491dd8f-8124-4a51-be3a-8f678c149dcf",
"metadata": {},
"outputs": [],
"source": [
"# imports\n",
"\n",
"import os\n",
"import re\n",
"import math\n",
"import random\n",
"import numpy as np\n",
"from dotenv import load_dotenv\n",
"from openai import OpenAI\n",
"import anthropic\n",
"from huggingface_hub import login\n",
"from tqdm import tqdm\n",
"import matplotlib.pyplot as plt\n",
"from datasets import load_dataset, Dataset, DatasetDict\n",
"from transformers import AutoTokenizer"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9cd394a2-d8e6-4e8f-a120-50c0ee12620d",
"metadata": {},
"outputs": [],
"source": [
"# environment\n",
"\n",
"load_dotenv()\n",
"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "846ded5d-b7f5-4581-8f56-d9650ff329c1",
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"\n",
"openai = OpenAI()\n",
"claude = anthropic.Anthropic()\n",
"OPENAI_MODEL = \"gpt-4o-mini\"\n",
"CLAUDE_MODEL = \"claude-3-5-sonnet-20240620\"\n",
"hf_token = os.environ['HF_TOKEN']\n",
"login(hf_token, add_to_git_credential=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e81b23f7-8aa3-4590-ae5c-2d1bebd2f7c9",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8a45e4f9-4fcf-4f72-8db2-54cbb1889901",
"metadata": {},
"outputs": [],
"source": [
"# Constants\n",
"\n",
"BASE_MODEL = \"meta-llama/Meta-Llama-3.1-8B-Instruct\"\n",
"\n",
"# Used for writing to output in color\n",
"\n",
"GREEN = \"\\033[92m\"\n",
"YELLOW = \"\\033[93m\"\n",
"RED = \"\\033[91m\"\n",
"RESET = \"\\033[0m\""
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b606ea85-4171-449d-8eda-a8f1a9b01464",
"metadata": {},
"outputs": [],
"source": [
"#datasets = [\"raw_meta_Electronics\", \"raw_meta_Appliances\", \"raw_meta_Cell_Phones_and_Accessories\", \"raw_meta_Home_and_Kitchen\"]\n",
"# datasets = [\"Electronics\", \"Appliances\", \"Cell_Phones_and_Accessories\", \"Home_and_Kitchen\", \"Tools_and_Home_Improvement\"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "51af18a2-4122-4753-8f5d-622da2976cb5",
"metadata": {},
"outputs": [],
"source": [
"dataset = load_dataset(\"McAuley-Lab/Amazon-Reviews-2023\", \"raw_meta_Electronics\", split=\"full\", trust_remote_code=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "141ddcdd-bd60-44d4-8c63-1c6717f5bafc",
"metadata": {},
"outputs": [],
"source": [
"print(f\"There are {len(dataset):,} items in the dataset\")\n",
"print(\"Here is the first:\")\n",
"item = dataset[0]\n",
"print(item['title'])\n",
"print(item['description'])\n",
"print(item['features'])\n",
"print(item['price'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f36c948d-e14d-44a0-9704-c11c589a26ee",
"metadata": {},
"outputs": [],
"source": [
"class Item:\n",
"\n",
" tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)\n",
"\n",
" def __init__(self, data):\n",
" self.title = data['title']\n",
" self.description = self.clean(data['description'])\n",
" self.features = self.clean(data['features'])\n",
" self.price = float(data['price'])\n",
" self.price_str = str(round(self.price))\n",
" self._token_count = None\n",
" self.full_prompt = self.make_full_prompt()\n",
" self.prompt = self.full_prompt.split('Price is $')[0] + 'Price is $'\n",
" self.label = self.full_prompt.split('Price is $')[1]\n",
"\n",
" def clean(self, details):\n",
" result = ' '.join(details)\n",
" return re.sub(r'[\\[\\]【】\\s]+', ' ', result).strip()\n",
"\n",
" def question(self):\n",
" prompt = \"How much does this cost?\\n\"\n",
" prompt += f\"Title: {self.title}\\n\"\n",
" prompt += f\"Description: {self.description}\\n\"\n",
" prompt += f\"Features: {self.features}\\n\"\n",
" return prompt\n",
"\n",
" def messages(self):\n",
" return [\n",
" {\"role\":\"system\", \"content\": \"You estimate product prices. Reply only with the price to the nearest dollar\"},\n",
" {\"role\":\"user\", \"content\": self.question()},\n",
" {\"role\":\"assistant\", \"content\": f\"Price is ${self.price_str}.00\"}\n",
" ]\n",
"\n",
" def make_full_prompt(self):\n",
" prompt = self.tokenizer.apply_chat_template(self.messages(), tokenize=False, add_generation_prompt=False)\n",
" groups = prompt.split('\\n\\n')\n",
" return groups[0]+'\\n\\n'+'\\n\\n'.join(groups[2:])\n",
"\n",
" def token_count(self):\n",
" if self._token_count == None:\n",
" self._token_count = len(self.tokenizer.encode(self.full_prompt))\n",
" return self._token_count\n",
"\n",
" def tokens_between(self, low, high):\n",
" token_count = self.token_count()\n",
" return token_count >= low and token_count < high"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "059152d0-a68a-4e93-b759-45f3c6baf31e",
"metadata": {},
"outputs": [],
"source": [
"# Create a list called \"items\" with all our datapoints that have a valid price\n",
"\n",
"from collections import Counter\n",
"counts = Counter()\n",
"items = []\n",
"for data in tqdm(dataset):\n",
" try:\n",
" price_str = data['price']\n",
" if float(price_str) > 0:\n",
" items.append(Item(data))\n",
" except ValueError:\n",
" counts[data['price']]+=1"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8752310a-ca69-4d43-b8bd-fd98aebbc805",
"metadata": {},
"outputs": [],
"source": [
"counts.most_common(10)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "011bffcf-03f8-4f0d-8999-b53d1ac88624",
"metadata": {},
"outputs": [],
"source": [
"# Let's investigate:\n",
"\n",
"print(f\"There are {len(items):,} out of {len(dataset):,} with prices\\n\")\n",
"print(f\"Item 0 has {items[0].token_count()} tokens:\\n\")\n",
"print(items[0].full_prompt)\n",
"print(f\"\\nItem 1 has {items[1].token_count()} tokens:\\n\")\n",
"print(items[1].full_prompt)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fcf74830-1e97-4543-b454-eefd314fc106",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of character count\n",
"\n",
"lengths = [len(item.full_prompt) for item in items]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Length')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(lengths, rwidth=0.7, color=\"lightblue\", bins=range(0, 5000, 250))\n",
"\n",
"print(f\"Average length is {sum(lengths)/len(lengths):,.1f} and highest length is {max(lengths):,}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "af1d6c8b-f2ae-4691-9306-989b1bd45233",
"metadata": {},
"outputs": [],
"source": [
"print(f\"There are total {len(items):,} items\")\n",
"cutoff = 1500\n",
"selection = [item for item in items if len(item.full_prompt) < cutoff]\n",
"print(f\"There are total {len(selection):,} with under {cutoff:,} character training prompt\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "42231dc7-66fb-4437-ba08-7689514a8b19",
"metadata": {},
"outputs": [],
"source": [
"# Calculate token sizes in selection\n",
"\n",
"token_counts = [item.token_count() for item in tqdm(selection)]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d5dde349-610a-4e96-a2ea-9178a9c1fa2a",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of tokens\n",
"\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Number of tokens')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(token_counts, rwidth=0.7, color=\"orange\", bins=range(0, 500, 25))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "da0a20b4-8926-4eff-bf83-11c4f6b40455",
"metadata": {},
"outputs": [],
"source": [
"def report(item):\n",
" prompt = item.full_prompt\n",
" tokens = Item.tokenizer.encode(item.full_prompt)\n",
" print(prompt)\n",
" print(tokens[-8:])\n",
" print(Item.tokenizer.batch_decode(tokens[-8:]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2378cb92-305a-49d0-8193-4ae09a0cccf8",
"metadata": {},
"outputs": [],
"source": [
"report(items[0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1232004a-ff9b-486a-a14b-70f21c217c8d",
"metadata": {},
"outputs": [],
"source": [
"# Let's limit our dataset to documents with 60-180 tokens\n",
"\n",
"low_cutoff = 80\n",
"high_cutoff = 240\n",
"subset = [item for item in tqdm(selection) if item.tokens_between(low_cutoff, high_cutoff)]\n",
"subset_count = len(subset)\n",
"count = len(items)\n",
"print(f\"\\nBetween {low_cutoff} and {high_cutoff}, we get {subset_count:,} out of {count:,} which is {subset_count/count*100:.1f}%\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7bc11e4f-5a15-48fd-b571-92e2e10b0323",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution again to check it looks as expected\n",
"\n",
"token_counts = [item.token_count() for item in subset]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Number of tokens')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(token_counts, rwidth=0.7, color=\"purple\", bins=range(0, 300, 10))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "50d88feb-d0ee-4abf-a013-7d11a7e4e2cd",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in subset]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Price ($)')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 500, 20))\n",
"\n",
"print(f\"Average price is ${sum(prices)/len(prices):.2f} and highest price is ${max(prices):,.2f}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3718a8e6-6c87-4351-8c27-9e61745b0991",
"metadata": {},
"outputs": [],
"source": [
"# Pick the most expensive 52,000 items, then pick 12,000 of the next 20,000\n",
"\n",
"random.seed(42)\n",
"sorted_subset = sorted(subset, key=lambda item: item.price, reverse=True)\n",
"top_30k = sorted_subset[:62000]\n",
"# other_12k = random.sample(sorted_subset[30000:50000], k=12000)\n",
"# sample = top_30k + other_12k\n",
"sample = top_30k\n",
"print(len(sample))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3cd1c4d3-b6e4-4f28-8ad4-709c4637626c",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in sample]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Price ($)')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(prices, rwidth=0.7, color=\"orange\", bins=range(0, 500, 20))\n",
"\n",
"print(f\"Average price is ${sum(prices)/len(prices):.2f} and highest price is ${max(prices):,.2f}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "38d31aa3-8a3a-4626-9c50-f55635ca6d18",
"metadata": {},
"outputs": [],
"source": [
"sizes = [len(item.full_prompt) for item in sample]\n",
"prices = [item.price for item in sample]\n",
"\n",
"# Create the scatter plot\n",
"plt.figure(figsize=(10, 6))\n",
"plt.scatter(sizes, prices, s=2, color=\"red\")\n",
"\n",
"# Add labels and title\n",
"plt.xlabel('Size')\n",
"plt.ylabel('Price')\n",
"plt.title('Is there a simple correlation?')\n",
"\n",
"# Display the plot\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f8cfa1af-aadd-416b-b0f9-2bb5fd4d2263",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution again to check it looks as expected\n",
"\n",
"token_counts = [item.token_count() for item in sample]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Number of tokens')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(token_counts, rwidth=0.7, color=\"purple\", bins=range(0, 300, 10))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "59ef7aef-b6f6-4042-a2af-ddd5ae1c9999",
"metadata": {},
"outputs": [],
"source": [
"report(sample[0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cacb9059-5f44-4601-860a-30860cebe9c2",
"metadata": {},
"outputs": [],
"source": [
"random.seed(42)\n",
"random.shuffle(sample)\n",
"train = sample[:60000]\n",
"test = sample[60000:]\n",
"print(f\"Divided into a training set of {len(train):,} items and test set of {len(test):,} items\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dd7c5db1-4510-4768-bef1-bdac2a7b392f",
"metadata": {},
"outputs": [],
"source": [
"average = sum(t.price for t in train)/len(train)\n",
"average"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "95353e68-07ac-4f57-8d57-dd48cacb0e04",
"metadata": {},
"outputs": [],
"source": [
"class TestRunner:\n",
"\n",
" def __init__(self, predictor, data, title, size=None):\n",
" self.predictor = predictor\n",
" self.data = data\n",
" self.size = size or len(data)\n",
" self.guesses = []\n",
" self.truths = []\n",
" self.errors = []\n",
" self.title = title\n",
"\n",
" def run_datapoint(self, i):\n",
" datapoint = self.data[i]\n",
" guess = self.predictor(datapoint)\n",
" truth = datapoint.price\n",
" error = abs(guess - truth)\n",
" color = RED if error>=20 else YELLOW if error>=10 else GREEN\n",
" title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+\"...\"\n",
" self.guesses.append(guess)\n",
" self.truths.append(truth)\n",
" self.errors.append(error)\n",
" print(f\"{color}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} Item: {title}{RESET}\")\n",
"\n",
" def chart(self):\n",
" max_error = max(self.errors)\n",
" colors = [(max_error - error)**3 for error in self.errors]\n",
" plt.figure(figsize=(10, 6))\n",
" plt.scatter(self.truths, self.guesses, s=3, c=colors, cmap='RdYlGn')\n",
" plt.xlabel('Truth')\n",
" plt.ylabel('Guess')\n",
" plt.title(self.title)\n",
" plt.show()\n",
"\n",
" def run(self):\n",
" self.error = 0\n",
" for i in range(self.size):\n",
" self.run_datapoint(i)\n",
" average_error = sum(self.errors) / self.size\n",
" print(f\"Average Error = ${average_error:,.2f}\")\n",
" hits = [e for e in self.errors if e<10]\n",
" print(f\"Hit rate = {len(hits)/self.size*100:.1f}%\")\n",
" self.chart()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e3a8519f-c139-4c72-8d9c-39ccedda2f7b",
"metadata": {},
"outputs": [],
"source": [
"train_average = sum(t.price for t in train)/len(train)\n",
"\n",
"def flat_predictor(item):\n",
" return train_average"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "739d2e33-55d4-4892-b42c-771131159c8d",
"metadata": {},
"outputs": [],
"source": [
"TestRunner(flat_predictor, test, \"Flat Predictor Accuracy\", 100).run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d6a6c4a5-e817-46b8-99d2-9c4ecf9c8685",
"metadata": {},
"outputs": [],
"source": [
"stop = set(['the', 'and', 'for', 'is', 'to', 'this', 'with', 'a', 'of', 'your', 'are', 'in','from', 'you', 'or', 'an'])\n",
"\n",
"def words(item):\n",
" text = f\"{item.title} {item.description} {item.features}\"\n",
" text = re.sub(r'[()\\[\\]{},\\'\"-]', ' ', text)\n",
" text = re.sub(r'\\s+', ' ', text)\n",
" words = text.strip().lower().split(' ')\n",
" filtered = [word for word in words if word not in stop]\n",
" return \" \".join(filtered)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "262fc576-7606-426c-8aea-5799b3952d2c",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import CountVectorizer\n",
"from sklearn.linear_model import LinearRegression\n",
"import numpy as np\n",
"\n",
"np.random.seed(42)\n",
"\n",
"documents = [words(item) for item in train]\n",
"labels = np.array([float(item.price) for item in train])\n",
"\n",
"vectorizer = CountVectorizer()\n",
"X = vectorizer.fit_transform(documents)\n",
"\n",
"regressor = LinearRegression()\n",
"regressor.fit(X, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bd782b21-8e44-409d-a7b6-f136974958b4",
"metadata": {},
"outputs": [],
"source": [
"def linear_regression_predictor(item):\n",
" np.random.seed(42)\n",
" x = vectorizer.transform([words(item)])\n",
" return max(regressor.predict(x)[0], 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "80e77aae-0071-42e9-8e24-d3aec5256015",
"metadata": {},
"outputs": [],
"source": [
"TestRunner(linear_regression_predictor, test, \"Linear Accuracy\", 200).run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a70d16ce-bdf1-4071-8c5a-5bddc2aa37e4",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"from sklearn.svm import SVR\n",
"\n",
"np.random.seed(42)\n",
"\n",
"documents = [words(item) for item in train]\n",
"labels = np.array([float(item.price) for item in train])\n",
"\n",
"vectorizer = TfidfVectorizer()\n",
"X = vectorizer.fit_transform(documents)\n",
"\n",
"regressor = SVR(kernel='linear')\n",
"regressor.fit(X, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "64560112-3bfb-45cc-b489-de619a2eca20",
"metadata": {},
"outputs": [],
"source": [
"def svr_predictor(item):\n",
" np.random.seed(42)\n",
" x = vectorizer.transform([words(item)])\n",
" return max(regressor.predict(x)[0], 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "392598d4-2deb-4935-9175-fd111616b13c",
"metadata": {},
"outputs": [],
"source": [
"TestRunner(svr_predictor, test, \"SVR Accuracy\", 200).run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "60010699-d26b-4f93-a959-50272ada6a57",
"metadata": {},
"outputs": [],
"source": [
"def messages_for(item):\n",
" system_message = \"You estimate product prices. Reply only with the price, no explanation\"\n",
" user_prompt = item.question()\n",
" return [\n",
" {\"role\": \"system\", \"content\": system_message},\n",
" {\"role\": \"user\", \"content\": user_prompt}\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2d5c1a62-9c6e-4c1c-b051-95a78e6e32a7",
"metadata": {},
"outputs": [],
"source": [
"def get_price(s):\n",
" s = s.replace('$','').replace(',','')\n",
" match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
" return float(match.group()) if match else 0"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9c845d34-1c73-4636-a6ec-cc6666bb39fa",
"metadata": {},
"outputs": [],
"source": [
"def gpt_predictor(item):\n",
" response = openai.chat.completions.create(\n",
" model=OPENAI_MODEL,\n",
" messages=messages_for(item),\n",
" seed=42,\n",
" max_tokens=8\n",
" )\n",
" reply = response.choices[0].message.content\n",
" return get_price(reply)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1b3eb3ef-90a8-4642-b503-c22e72c457f5",
"metadata": {},
"outputs": [],
"source": [
"TestRunner(gpt_predictor, test, \"GPT-4o-mini Prediction Accuracy\", 200).run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f7e24d6b-59a2-464a-95a9-14a9fbfadd4d",
"metadata": {},
"outputs": [],
"source": [
"train[0].full_prompt"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "059b6c74-917f-4cb1-b810-ce70735a57be",
"metadata": {},
"outputs": [],
"source": [
"train_prompts = [item.full_prompt for item in train]\n",
"train_prices = [item.price for item in train]\n",
"test_prompts = [item.prompt for item in test]\n",
"test_prices = [item.price for item in test]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b8ba48cb-da5e-4ddb-8955-8a94e62ea8e0",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "f9ee2e90-79b6-4232-b955-b1c67bc3d600",
"metadata": {},
"outputs": [],
"source": [
"# Create a Dataset from the lists\n",
"train_dataset = Dataset.from_dict({\"text\": train_prompts, \"price\": train_prices})\n",
"test_dataset = Dataset.from_dict({\"text\": test_prompts, \"price\": test_prices})\n",
"dataset = DatasetDict({\n",
" \"train\": train_dataset,\n",
" \"test\": test_dataset\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e69e26a5-4b24-4e0f-8944-731c534b285b",
"metadata": {},
"outputs": [],
"source": [
"DATASET_NAME = \"ed-donner/electronics-instruct\"\n",
"dataset.push_to_hub(DATASET_NAME, private=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0282b9c5-019b-4e1c-910c-3f86b46b35dd",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

942
week6_wip/day1-multi.ipynb

@ -0,0 +1,942 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "9491dd8f-8124-4a51-be3a-8f678c149dcf",
"metadata": {},
"outputs": [],
"source": [
"# imports\n",
"\n",
"import os\n",
"import re\n",
"import math\n",
"import random\n",
"import numpy as np\n",
"from typing import Optional\n",
"from dotenv import load_dotenv\n",
"from openai import OpenAI\n",
"import anthropic\n",
"from huggingface_hub import login\n",
"from tqdm import tqdm\n",
"import matplotlib.pyplot as plt\n",
"from datasets import load_dataset, Dataset, DatasetDict\n",
"from transformers import AutoTokenizer"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9cd394a2-d8e6-4e8f-a120-50c0ee12620d",
"metadata": {},
"outputs": [],
"source": [
"# environment\n",
"\n",
"load_dotenv()\n",
"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "535addd2-9590-42dd-81d8-9dbe06e0194a",
"metadata": {},
"outputs": [],
"source": [
"# constants\n",
"\n",
"MIN_TOKENS = 80\n",
"MAX_TOKENS = 180\n",
"CUTOFF_CHARS = MAX_TOKENS * 7"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "846ded5d-b7f5-4581-8f56-d9650ff329c1",
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"\n",
"openai = OpenAI()\n",
"claude = anthropic.Anthropic()\n",
"OPENAI_MODEL = \"gpt-4o-mini\"\n",
"CLAUDE_MODEL = \"claude-3-5-sonnet-20240620\"\n",
"hf_token = os.environ['HF_TOKEN']\n",
"login(hf_token, add_to_git_credential=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e81b23f7-8aa3-4590-ae5c-2d1bebd2f7c9",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8a45e4f9-4fcf-4f72-8db2-54cbb1889901",
"metadata": {},
"outputs": [],
"source": [
"# Constants\n",
"\n",
"BASE_MODEL = \"meta-llama/Meta-Llama-3.1-8B-Instruct\"\n",
"\n",
"# Used for writing to output in color\n",
"\n",
"GREEN = \"\\033[92m\"\n",
"YELLOW = \"\\033[93m\"\n",
"RED = \"\\033[91m\"\n",
"RESET = \"\\033[0m\""
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fb2ed609-a00a-4ff8-9f4d-8f2ff8ea26dd",
"metadata": {},
"outputs": [],
"source": [
"datasets = [\"Electronics\", \"Appliances\", \"Cell_Phones_and_Accessories\", \"Home_and_Kitchen\", \"Tools_and_Home_Improvement\"]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "51af18a2-4122-4753-8f5d-622da2976cb5",
"metadata": {},
"outputs": [],
"source": [
"dataset = load_dataset(\"McAuley-Lab/Amazon-Reviews-2023\", \"raw_meta_Electronics\", split=\"full\", trust_remote_code=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "141ddcdd-bd60-44d4-8c63-1c6717f5bafc",
"metadata": {},
"outputs": [],
"source": [
"print(f\"There are {len(dataset):,} items in the dataset\")\n",
"print(\"Here is the first:\")\n",
"item = dataset[0]\n",
"print(item['title'])\n",
"print(item['description'])\n",
"print(item['features'])\n",
"print(item['price'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f36c948d-e14d-44a0-9704-c11c589a26ee",
"metadata": {},
"outputs": [],
"source": [
"class Item:\n",
" \n",
" tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)\n",
" PREFIX = \"Price is $\"\n",
"\n",
" title: str\n",
" price: float\n",
" token_count: int = 0\n",
" details: Optional[str]\n",
" prompt: Optional[str]\n",
"\n",
" def __init__(self, data, price):\n",
" self.title = data['title']\n",
" self.price = price\n",
" self.create_details(data)\n",
" \n",
" def create_details(self, data):\n",
" self.details = '\\n'.join(data['description'])\n",
" features = '\\n'.join(data['features'])\n",
" if features:\n",
" self.details += '\\n' + features\n",
" self.details = re.sub(r'[\\[\\]【】\\s]+', ' ', self.details).strip()\n",
" self.make_prompt()\n",
"\n",
" def question(self):\n",
" prompt = \"How much does this cost?\\n\"\n",
" prompt += f\"Title: {self.title}\\n\"\n",
" prompt += f\"Details: {self.details}\\n\"\n",
" return prompt\n",
"\n",
" def messages(self):\n",
" return [\n",
" {\"role\":\"system\", \"content\": \"You estimate product prices. Reply only with the price to the nearest dollar\"},\n",
" {\"role\":\"user\", \"content\": self.question()},\n",
" {\"role\":\"assistant\", \"content\": f\"{self.PREFIX}{str(round(self.price))}.00\"}\n",
" ]\n",
"\n",
" def make_prompt(self):\n",
" prompt = self.tokenizer.apply_chat_template(self.messages(), tokenize=False, add_generation_prompt=False)\n",
" groups = prompt.split('\\n\\n')\n",
" self.prompt = groups[0]+'\\n\\n'+'\\n\\n'.join(groups[2:])\n",
"\n",
" def count_tokens(self):\n",
" self.token_count = len(self.tokenizer.encode(self.prompt))\n",
"\n",
" def tokens_between(self, low, high):\n",
" return self.token_count >= low and self.token_count < high\n",
"\n",
" def test_prompt(self):\n",
" return self.prompt.split(self.PREFIX)[0] + self.PREFIX"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "20d97009-6b35-4fdf-baae-59dbd1bf6f77",
"metadata": {},
"outputs": [],
"source": [
"def read_dataset(name):\n",
" print(f\"Loading dataset {name}\")\n",
" dataset = load_dataset(\"McAuley-Lab/Amazon-Reviews-2023\", f\"raw_meta_{name}\", split=\"full\", trust_remote_code=True)\n",
" results = []\n",
" for data in tqdm(dataset):\n",
" try:\n",
" price_str = data['price']\n",
" if price_str:\n",
" price = float(price_str)\n",
" if price > 0:\n",
" results.append(Item(data, price))\n",
" except ValueError:\n",
" pass\n",
" print(f\"Completed loading {name} with {len(results):,} datapoints\")\n",
" return results"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dd11853b-9e21-4b14-9a08-9d9f63636e1a",
"metadata": {},
"outputs": [],
"source": [
"items = []\n",
"for dataset in datasets:\n",
" items.extend(read_dataset(dataset))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "011bffcf-03f8-4f0d-8999-b53d1ac88624",
"metadata": {},
"outputs": [],
"source": [
"# Let's investigate:\n",
"\n",
"print(f\"There are {len(items):,} items with prices\\n\")\n",
"print(items[0].prompt)\n",
"print(items[1].prompt)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fcf74830-1e97-4543-b454-eefd314fc106",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of character count\n",
"\n",
"lengths = [len(item.prompt) for item in items]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Length')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(lengths, rwidth=0.7, color=\"lightblue\", bins=range(0, 5000, 250))\n",
"\n",
"print(f\"Average length is {sum(lengths)/len(lengths):,.1f} and highest length is {max(lengths):,}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "af1d6c8b-f2ae-4691-9306-989b1bd45233",
"metadata": {},
"outputs": [],
"source": [
"print(f\"There are total {len(items):,} items\")\n",
"selection = [item for item in items if len(item.prompt) < CUTOFF_CHARS]\n",
"print(f\"There are total {len(selection):,} with under {CUTOFF_CHARS:,} character training prompt\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "42231dc7-66fb-4437-ba08-7689514a8b19",
"metadata": {},
"outputs": [],
"source": [
"# Calculate token sizes in selection\n",
"\n",
"for item in tqdm(selection):\n",
" item.count_tokens()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d5dde349-610a-4e96-a2ea-9178a9c1fa2a",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of tokens\n",
"\n",
"token_counts = [item.token_count for item in tqdm(selection)]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Number of tokens')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(token_counts, rwidth=0.7, color=\"orange\", bins=range(0, 500, 25))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "da0a20b4-8926-4eff-bf83-11c4f6b40455",
"metadata": {},
"outputs": [],
"source": [
"def report(item):\n",
" prompt = item.prompt\n",
" tokens = Item.tokenizer.encode(item.prompt)\n",
" print(prompt)\n",
" print(tokens[-10:])\n",
" print(Item.tokenizer.batch_decode(tokens[-10:]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2378cb92-305a-49d0-8193-4ae09a0cccf8",
"metadata": {},
"outputs": [],
"source": [
"report(items[0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1232004a-ff9b-486a-a14b-70f21c217c8d",
"metadata": {},
"outputs": [],
"source": [
"# Let's limit our dataset to documents with 60-180 tokens\n",
"\n",
"subset = [item for item in tqdm(selection) if item.tokens_between(MIN_TOKENS, MAX_TOKENS)]\n",
"subset_count = len(subset)\n",
"count = len(items)\n",
"print(f\"\\nBetween {MIN_TOKENS} and {MAX_TOKENS}, we get {subset_count:,} out of {count:,} which is {subset_count/count*100:.1f}%\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7bc11e4f-5a15-48fd-b571-92e2e10b0323",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution again to check it looks as expected\n",
"\n",
"token_counts = [item.token_count for item in subset]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Number of tokens')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(token_counts, rwidth=0.7, color=\"purple\", bins=range(0, 300, 10))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "50d88feb-d0ee-4abf-a013-7d11a7e4e2cd",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in subset]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Price ($)')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 500, 20))\n",
"\n",
"print(f\"Average price is ${sum(prices)/len(prices):.2f} and highest price is ${max(prices):,.2f}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3718a8e6-6c87-4351-8c27-9e61745b0991",
"metadata": {},
"outputs": [],
"source": [
"# Pick the most expensive 52,000 items, then pick 12,000 of the next 20,000\n",
"\n",
"# random.seed(42)\n",
"# subset2 = [item for item in subset if item.price <= 999]\n",
"# sorted_subset2 = sorted(subset2, key=lambda item: item.price, reverse=True)\n",
"# sample = sorted_subset2[:90_000]\n",
"# other_12k = random.sample(sorted_subset2[90_000:130_000], k=15000)\n",
"# sample += other_12k\n",
"# print(f\"Created a sample of {len(sample):,} with prices ranging from ${sample[-1].price} to ${sample[0].price}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f50917db-ab22-4ecd-a7f1-a2cd45ceb7e6",
"metadata": {},
"outputs": [],
"source": [
"random.seed(42)\n",
"subset = [item for item in subset if item.price <= 999]\n",
"sorted_subset = sorted(subset, key=lambda item: item.price, reverse=True)\n",
"sample = sorted_subset[:150_000]\n",
"sample += random.sample(sorted_subset[150_000:300_000], k=50000)\n",
"sample += random.sample(sorted_subset[300_000:], k=5000)\n",
"print(f\"Created a sample of {len(sample):,} with prices ranging from ${sample[-1].price} to ${sample[0].price}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3cd1c4d3-b6e4-4f28-8ad4-709c4637626c",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of prices\n",
"\n",
"plt.figure(figsize=(10, 6))\n",
"prices = [float(item.price) for item in sample]\n",
"plt.hist(prices, rwidth=0.7, color=\"orange\", bins=range(0, 1000, 20))\n",
"\n",
"plt.title(f\"Avg price ${sum(prices)/len(prices):.2f}\")\n",
"plt.xlabel('Price ($)')\n",
"plt.ylabel('Count of items')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "38d31aa3-8a3a-4626-9c50-f55635ca6d18",
"metadata": {},
"outputs": [],
"source": [
"sizes = [len(item.prompt) for item in sample]\n",
"prices = [item.price for item in sample]\n",
"\n",
"# Create the scatter plot\n",
"plt.figure(figsize=(10, 6))\n",
"plt.scatter(sizes, prices, s=1, color=\"red\")\n",
"\n",
"# Add labels and title\n",
"plt.xlabel('Size')\n",
"plt.ylabel('Price')\n",
"plt.title('Is there a simple correlation?')\n",
"\n",
"# Display the plot\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f8cfa1af-aadd-416b-b0f9-2bb5fd4d2263",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution again to check it looks as expected\n",
"\n",
"token_counts = [item.token_count for item in sample]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Number of tokens')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(token_counts, rwidth=0.7, color=\"purple\", bins=range(0, 300, 10))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "59ef7aef-b6f6-4042-a2af-ddd5ae1c9999",
"metadata": {},
"outputs": [],
"source": [
"report(sample[-1])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cacb9059-5f44-4601-860a-30860cebe9c2",
"metadata": {},
"outputs": [],
"source": [
"random.seed(42)\n",
"random.shuffle(sample)\n",
"train = sample[:200_000]\n",
"test = sample[200_000:]\n",
"print(f\"Divided into a training set of {len(train):,} items and test set of {len(test):,} items\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bf435bcd-accf-427c-82d5-02b33a56737c",
"metadata": {},
"outputs": [],
"source": [
"del items, subset, sorted_subset, selection"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6b26000a-e5a9-4ab7-83fc-8eb44cb12f94",
"metadata": {},
"outputs": [],
"source": [
"test[0].title"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3615bfdd-f23e-4005-96d8-7b52a1a439be",
"metadata": {},
"outputs": [],
"source": [
"import csv\n",
"with open('test.csv', 'w') as csvfile:\n",
" writer = csv.writer(csvfile)\n",
" for t in test[:200]:\n",
" writer.writerow([t.title, t.details, 0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cb6907e9-37d7-4283-b1a9-8124f9f3439b",
"metadata": {},
"outputs": [],
"source": [
"human_predictions = []\n",
"with open('human.csv', 'r') as csvfile:\n",
" reader = csv.reader(csvfile)\n",
" for row in reader:\n",
" human_predictions.append(float(row[2]))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dd7c5db1-4510-4768-bef1-bdac2a7b392f",
"metadata": {},
"outputs": [],
"source": [
"average = sum(t.price for t in train)/len(train)\n",
"average"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "95353e68-07ac-4f57-8d57-dd48cacb0e04",
"metadata": {},
"outputs": [],
"source": [
"class TestRunner:\n",
"\n",
" def __init__(self, predictor, data, title, size=200):\n",
" self.predictor = predictor\n",
" self.data = data\n",
" self.title = title\n",
" self.size = size\n",
" self.guesses = []\n",
" self.truths = []\n",
" self.errors = []\n",
" self.sles = []\n",
" self.colors = []\n",
"\n",
" def run_datapoint(self, i):\n",
" datapoint = self.data[i]\n",
" guess = self.predictor(datapoint)\n",
" truth = datapoint.price\n",
" error = abs(guess - truth)\n",
" log_error = math.log(truth+1) - math.log(guess+1)\n",
" sle = log_error ** 2\n",
" color = RED if error>=20 else YELLOW if error>=10 else GREEN\n",
" color_str = \"red\" if error>=20 else \"yellow\" if error>=10 else \"green\"\n",
" title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+\"...\"\n",
" self.guesses.append(guess)\n",
" self.truths.append(truth)\n",
" self.errors.append(error)\n",
" self.sles.append(sle)\n",
" self.colors.append(color_str)\n",
" print(f\"{color}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} SLE: {sle:,.2f} Item: {title}{RESET}\")\n",
"\n",
" def chart(self, title):\n",
" max_error = max(self.errors)\n",
" plt.figure(figsize=(12, 8))\n",
" plt.scatter(self.truths, self.guesses, s=3, c=self.colors)\n",
" plt.xlabel('Ground Truth')\n",
" plt.ylabel('Model Estimate')\n",
" plt.title(title)\n",
" plt.show()\n",
"\n",
" def report(self):\n",
" average_error = sum(self.errors) / self.size\n",
" rmsle = math.sqrt(sum(self.sles) / self.size)\n",
" hits = [e for e in self.errors if e<10]\n",
" title = f\"{self.title} Error=${average_error:,.2f} RMSLE={rmsle:,.2f} Hits={len(hits)/self.size*100:.1f}%\"\n",
" self.chart(title)\n",
"\n",
" def run(self):\n",
" self.error = 0\n",
" for i in range(self.size):\n",
" self.run_datapoint(i)\n",
" self.report()\n",
" return self"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e3a8519f-c139-4c72-8d9c-39ccedda2f7b",
"metadata": {},
"outputs": [],
"source": [
"train_average = sum(t.price for t in train)/len(train)\n",
"\n",
"def flat_predictor(item):\n",
" return train_average"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "739d2e33-55d4-4892-b42c-771131159c8d",
"metadata": {},
"outputs": [],
"source": [
"runner = TestRunner(flat_predictor, test, \"Flat Predictor\").run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9d3a5d83-d90b-40af-979f-85aa21816578",
"metadata": {},
"outputs": [],
"source": [
"human_predictions = []\n",
"with open('human.csv', 'r') as csvfile:\n",
" reader = csv.reader(csvfile)\n",
" for row in reader:\n",
" human_predictions.append(float(row[2]))\n",
"\n",
"def human_predictor(item):\n",
" index = test.index(item)\n",
" if index==-1:\n",
" raise ValueError(\"Index not found\")\n",
" return human_predictions[index]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6c87c385-d6b7-4a4f-89eb-f4e250337d03",
"metadata": {},
"outputs": [],
"source": [
"runner = TestRunner(human_predictor, test, \"Human Predictor\").run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d6a6c4a5-e817-46b8-99d2-9c4ecf9c8685",
"metadata": {},
"outputs": [],
"source": [
"stop = set(['the', 'and', 'for', 'is', 'to', 'this', 'with', 'a', 'of', 'your', 'are', 'in','from', 'you', 'or', 'an', 'on', 'by'])\n",
"\n",
"def words(item):\n",
" text = f\"{item.title} {item.details}\"\n",
" text = re.sub(r'[\\(\\)\\[\\]\\{\\},\\'\"\\- \\s]+', ' ', text)\n",
" words = text.strip().lower().split(' ')\n",
" filtered = [word for word in words if word not in stop]\n",
" return \" \".join(filtered)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "56682e9c-46c9-48f2-baea-e943804290f6",
"metadata": {},
"outputs": [],
"source": [
"documents = [words(item) for item in train]\n",
"from collections import Counter\n",
"count = Counter()\n",
"for doc in documents:\n",
" ws = doc.split(\" \")\n",
" for w in ws:\n",
" count[w]+=1\n",
"count.most_common(30)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "262fc576-7606-426c-8aea-5799b3952d2c",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import CountVectorizer\n",
"from sklearn.linear_model import LinearRegression\n",
"import numpy as np\n",
"\n",
"np.random.seed(42)\n",
"\n",
"labels = np.array([float(item.price) for item in train])\n",
"\n",
"vectorizer = CountVectorizer()\n",
"X = vectorizer.fit_transform(documents)\n",
"\n",
"regressor = LinearRegression()\n",
"regressor.fit(X, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bd782b21-8e44-409d-a7b6-f136974958b4",
"metadata": {},
"outputs": [],
"source": [
"def linear_regression_predictor(item):\n",
" np.random.seed(42)\n",
" x = vectorizer.transform([words(item)])\n",
" return max(regressor.predict(x)[0], 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "80e77aae-0071-42e9-8e24-d3aec5256015",
"metadata": {},
"outputs": [],
"source": [
"TestRunner(linear_regression_predictor, test, \"Linear Regression\", 200).run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a70d16ce-bdf1-4071-8c5a-5bddc2aa37e4",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"from sklearn.svm import SVR\n",
"\n",
"np.random.seed(42)\n",
"\n",
"documents = [words(item) for item in train]\n",
"labels = np.array([float(item.price) for item in train])\n",
"\n",
"vectorizer = TfidfVectorizer()\n",
"X = vectorizer.fit_transform(documents)\n",
"\n",
"regressor = SVR(kernel='linear')\n",
"regressor.fit(X, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "64560112-3bfb-45cc-b489-de619a2eca20",
"metadata": {},
"outputs": [],
"source": [
"def svr_predictor(item):\n",
" np.random.seed(42)\n",
" x = vectorizer.transform([words(item)])\n",
" return max(regressor.predict(x)[0], 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "392598d4-2deb-4935-9175-fd111616b13c",
"metadata": {},
"outputs": [],
"source": [
"TestRunner(svr_predictor, test, \"SVR Accuracy\", 200).run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "60010699-d26b-4f93-a959-50272ada6a57",
"metadata": {},
"outputs": [],
"source": [
"def messages_for(item):\n",
" system_message = \"You estimate product prices. Reply only with the price, no explanation\"\n",
" user_prompt = item.question()\n",
" return [\n",
" {\"role\": \"system\", \"content\": system_message},\n",
" {\"role\": \"user\", \"content\": user_prompt}\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2d5c1a62-9c6e-4c1c-b051-95a78e6e32a7",
"metadata": {},
"outputs": [],
"source": [
"def get_price(s):\n",
" s = s.replace('$','').replace(',','')\n",
" match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
" return float(match.group()) if match else 0"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9c845d34-1c73-4636-a6ec-cc6666bb39fa",
"metadata": {},
"outputs": [],
"source": [
"def gpt_predictor(item):\n",
" response = openai.chat.completions.create(\n",
" model=OPENAI_MODEL,\n",
" messages=messages_for(item),\n",
" seed=42,\n",
" max_tokens=8\n",
" )\n",
" reply = response.choices[0].message.content\n",
" return get_price(reply)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1b3eb3ef-90a8-4642-b503-c22e72c457f5",
"metadata": {},
"outputs": [],
"source": [
"runner = TestRunner(gpt_predictor, test, \"GPT-4o Prediction Accuracy\", 200).run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f7e24d6b-59a2-464a-95a9-14a9fbfadd4d",
"metadata": {},
"outputs": [],
"source": [
"report(train[1])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "059b6c74-917f-4cb1-b810-ce70735a57be",
"metadata": {},
"outputs": [],
"source": [
"train_prompts = [item.prompt for item in train]\n",
"train_prices = [item.price for item in train]\n",
"test_prompts = [item.test_prompt() for item in test]\n",
"test_prices = [item.price for item in test]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b8ba48cb-da5e-4ddb-8955-8a94e62ea8e0",
"metadata": {},
"outputs": [],
"source": [
"test_prompts[1]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f9ee2e90-79b6-4232-b955-b1c67bc3d600",
"metadata": {},
"outputs": [],
"source": [
"# Create a Dataset from the lists\n",
"train_dataset = Dataset.from_dict({\"text\": train_prompts, \"price\": train_prices})\n",
"test_dataset = Dataset.from_dict({\"text\": test_prompts, \"price\": test_prices})\n",
"dataset = DatasetDict({\n",
" \"train\": train_dataset,\n",
" \"test\": test_dataset\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e69e26a5-4b24-4e0f-8944-731c534b285b",
"metadata": {},
"outputs": [],
"source": [
"DATASET_NAME = \"ed-donner/multi-instruct\"\n",
"dataset.push_to_hub(DATASET_NAME, private=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0282b9c5-019b-4e1c-910c-3f86b46b35dd",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

1030
week6_wip/day1-pricer-qwen.ipynb

File diff suppressed because it is too large Load Diff

2322
week6_wip/day1-pricer.ipynb

File diff suppressed because one or more lines are too long

3130
week6_wip/day1-product.ipynb

File diff suppressed because one or more lines are too long

2207
week6_wip/day1-product2.ipynb

File diff suppressed because one or more lines are too long

718
week6_wip/day1.ipynb

@ -0,0 +1,718 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"id": "9491dd8f-8124-4a51-be3a-8f678c149dcf",
"metadata": {},
"outputs": [],
"source": [
"# imports\n",
"\n",
"import os\n",
"import re\n",
"import math\n",
"import random\n",
"import numpy as np\n",
"from dotenv import load_dotenv\n",
"from openai import OpenAI\n",
"import anthropic\n",
"from huggingface_hub import login\n",
"from tqdm import tqdm\n",
"import matplotlib.pyplot as plt\n",
"from datasets import load_dataset, Dataset, DatasetDict\n",
"from transformers import AutoTokenizer"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9cd394a2-d8e6-4e8f-a120-50c0ee12620d",
"metadata": {},
"outputs": [],
"source": [
"# environment\n",
"\n",
"load_dotenv()\n",
"os.environ['OPENAI_API_KEY'] = os.getenv('OPENAI_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['ANTHROPIC_API_KEY'] = os.getenv('ANTHROPIC_API_KEY', 'your-key-if-not-using-env')\n",
"os.environ['HF_TOKEN'] = os.getenv('HF_TOKEN', 'your-key-if-not-using-env')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "846ded5d-b7f5-4581-8f56-d9650ff329c1",
"metadata": {},
"outputs": [],
"source": [
"# initialize\n",
"\n",
"openai = OpenAI()\n",
"claude = anthropic.Anthropic()\n",
"OPENAI_MODEL = \"gpt-4o-mini\"\n",
"CLAUDE_MODEL = \"claude-3-5-sonnet-20240620\"\n",
"hf_token = os.environ['HF_TOKEN']\n",
"login(hf_token, add_to_git_credential=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e81b23f7-8aa3-4590-ae5c-2d1bebd2f7c9",
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "8a45e4f9-4fcf-4f72-8db2-54cbb1889901",
"metadata": {},
"outputs": [],
"source": [
"# Constants\n",
"\n",
"BASE_MODEL = \"meta-llama/Meta-Llama-3.1-8B\"\n",
"\n",
"# Used for writing to output in color\n",
"\n",
"GREEN = \"\\033[92m\"\n",
"YELLOW = \"\\033[93m\"\n",
"RED = \"\\033[91m\"\n",
"RESET = \"\\033[0m\""
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "51af18a2-4122-4753-8f5d-622da2976cb5",
"metadata": {},
"outputs": [],
"source": [
"dataset = load_dataset(\"McAuley-Lab/Amazon-Reviews-2023\", \"raw_meta_Electronics\", split=\"full\", trust_remote_code=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "141ddcdd-bd60-44d4-8c63-1c6717f5bafc",
"metadata": {},
"outputs": [],
"source": [
"print(f\"There are {len(dataset):,} items in the dataset\")\n",
"print(\"Here is the first:\")\n",
"item = dataset[0]\n",
"print(item['title'])\n",
"print(item['description'])\n",
"print(item['features'])\n",
"print(item['price'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f36c948d-e14d-44a0-9704-c11c589a26ee",
"metadata": {},
"outputs": [],
"source": [
"class Item:\n",
"\n",
" tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)\n",
"\n",
" def __init__(self, data):\n",
" self.title = data['title']\n",
" self.description = self.clean(data['description'])\n",
" self.features = self.clean(data['features'])\n",
" self.price_str = data['price']\n",
" self.price = float(self.price_str)\n",
" self._token_count = None\n",
"\n",
" def clean(self, details):\n",
" result = ' '.join(details)\n",
" return re.sub(r'[\\[\\]【】\\s]+', ' ', result).strip()\n",
"\n",
" def question(self):\n",
" prompt = \"How much does this cost?\\n\"\n",
" prompt += f\"Title: {self.title}\\n\"\n",
" prompt += f\"Description: {self.description}\\n\"\n",
" prompt += f\"Features: {self.features}\\n\"\n",
" return prompt\n",
"\n",
" def inference_prompt(self):\n",
" return f\"{self.question()}Answer: $\"\n",
"\n",
" def train_prompt(self):\n",
" return f\"{self.inference_prompt()}{self.price_str}\"\n",
"\n",
" def token_count(self):\n",
" if self._token_count == None:\n",
" self._token_count = len(self.tokenizer.encode(self.train_prompt()))\n",
" return self._token_count\n",
"\n",
" def tokens_between(self, low, high):\n",
" token_count = self.token_count()\n",
" return token_count >= low and token_count < high"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "059152d0-a68a-4e93-b759-45f3c6baf31e",
"metadata": {},
"outputs": [],
"source": [
"# Create a list called \"items\" with all our datapoints that have a valid price\n",
"\n",
"items = []\n",
"for data in tqdm(dataset):\n",
" try:\n",
" if float(data['price']) > 0:\n",
" items.append(Item(data))\n",
" except ValueError:\n",
" pass"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "011bffcf-03f8-4f0d-8999-b53d1ac88624",
"metadata": {},
"outputs": [],
"source": [
"# Let's investigate:\n",
"\n",
"print(f\"There are {len(items):,} out of {len(dataset):,} with prices\\n\")\n",
"print(f\"Item 0 has {items[0].token_count()} tokens:\\n\")\n",
"print(items[0].train_prompt())\n",
"print(f\"\\nItem 1 has {items[1].token_count()} tokens:\\n\")\n",
"print(items[1].train_prompt())"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fcf74830-1e97-4543-b454-eefd314fc106",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of character count\n",
"\n",
"lengths = [len(item.train_prompt()) for item in items]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Length')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(lengths, rwidth=0.7, color=\"lightblue\", bins=range(0, 5000, 250))\n",
"\n",
"print(f\"Average length is {sum(lengths)/len(lengths):,.1f} and highest length is {max(lengths):,}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "af1d6c8b-f2ae-4691-9306-989b1bd45233",
"metadata": {},
"outputs": [],
"source": [
"print(f\"There are total {len(items):,} items\")\n",
"cutoff = 1200\n",
"selection = [item for item in items if len(item.train_prompt()) < cutoff]\n",
"print(f\"There are total {len(selection):,} with under {cutoff:,} character training prompt\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "42231dc7-66fb-4437-ba08-7689514a8b19",
"metadata": {},
"outputs": [],
"source": [
"# Calculate token sizes in selection\n",
"\n",
"token_counts = [item.token_count() for item in tqdm(selection)]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d5dde349-610a-4e96-a2ea-9178a9c1fa2a",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of tokens\n",
"\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Number of tokens')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(token_counts, rwidth=0.7, color=\"orange\", bins=range(0, 500, 25))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1232004a-ff9b-486a-a14b-70f21c217c8d",
"metadata": {},
"outputs": [],
"source": [
"# Let's limit our dataset to documents with 60-180 tokens\n",
"\n",
"low_cutoff = 60\n",
"high_cutoff = 180\n",
"subset = [item for item in tqdm(selection) if item.tokens_between(low_cutoff, high_cutoff)]\n",
"subset_count = len(subset)\n",
"count = len(items)\n",
"print(f\"\\nBetween {low_cutoff} and {high_cutoff}, we get {subset_count:,} out of {count:,} which is {subset_count/count*100:.1f}%\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "7bc11e4f-5a15-48fd-b571-92e2e10b0323",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution again to check it looks as expected\n",
"\n",
"token_counts = [item.token_count() for item in subset]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Number of tokens')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(token_counts, rwidth=0.7, color=\"purple\", bins=range(0, 300, 10))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "50d88feb-d0ee-4abf-a013-7d11a7e4e2cd",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in subset]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Price ($)')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(prices, rwidth=0.7, color=\"darkblue\", bins=range(0, 500, 20))\n",
"\n",
"print(f\"Average price is ${sum(prices)/len(prices):.2f} and highest price is ${max(prices):,.2f}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3718a8e6-6c87-4351-8c27-9e61745b0991",
"metadata": {},
"outputs": [],
"source": [
"# Pick the most expensive 30,000 items, then pick 12,000 of the next 20,000\n",
"\n",
"random.seed(42)\n",
"sorted_subset = sorted(subset, key=lambda item: item.price, reverse=True)\n",
"top_30k = sorted_subset[:30000]\n",
"other_12k = random.sample(sorted_subset[30000:50000], k=12000)\n",
"sample = top_30k + other_12k\n",
"print(len(sample))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "3cd1c4d3-b6e4-4f28-8ad4-709c4637626c",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution of prices\n",
"\n",
"prices = [float(item.price) for item in sample]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Price ($)')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(prices, rwidth=0.7, color=\"orange\", bins=range(0, 500, 20))\n",
"\n",
"print(f\"Average price is ${sum(prices)/len(prices):.2f} and highest price is ${max(prices):,.2f}\\n\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "38d31aa3-8a3a-4626-9c50-f55635ca6d18",
"metadata": {},
"outputs": [],
"source": [
"sizes = [len(item.train_prompt()) for item in sample]\n",
"prices = [item.price for item in sample]\n",
"\n",
"# Create the scatter plot\n",
"plt.figure(figsize=(10, 6))\n",
"plt.scatter(sizes, prices, s=2, color=\"red\")\n",
"\n",
"# Add labels and title\n",
"plt.xlabel('Size')\n",
"plt.ylabel('Price')\n",
"plt.title('Item Price vs Size')\n",
"\n",
"# Display the plot\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f8cfa1af-aadd-416b-b0f9-2bb5fd4d2263",
"metadata": {},
"outputs": [],
"source": [
"# Plot the distribution again to check it looks as expected\n",
"\n",
"token_counts = [item.token_count() for item in subset]\n",
"fig, ax = plt.subplots(1, 1)\n",
"ax.set_xlabel('Number of tokens')\n",
"ax.set_ylabel('Count of items');\n",
"_ = ax.hist(token_counts, rwidth=0.7, color=\"purple\", bins=range(0, 300, 10))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "cacb9059-5f44-4601-860a-30860cebe9c2",
"metadata": {},
"outputs": [],
"source": [
"random.seed(42)\n",
"random.shuffle(sample)\n",
"train = sample[:40000]\n",
"test = sample[40000:]\n",
"print(f\"Divided into a training set of {len(train):,} items and test set of {len(test):,} items\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "dd7c5db1-4510-4768-bef1-bdac2a7b392f",
"metadata": {},
"outputs": [],
"source": [
"average = sum(t.price for t in train)/len(train)\n",
"average"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "95353e68-07ac-4f57-8d57-dd48cacb0e04",
"metadata": {},
"outputs": [],
"source": [
"class TestRunner:\n",
"\n",
" def __init__(self, predictor, data, size=None):\n",
" self.predictor = predictor\n",
" self.data = data\n",
" self.size = size or len(data)\n",
" self.guesses = []\n",
" self.truths = []\n",
" self.errors = []\n",
"\n",
" def run_datapoint(self, i):\n",
" datapoint = self.data[i]\n",
" guess = self.predictor(datapoint)\n",
" truth = datapoint.price\n",
" error = abs(guess - truth)\n",
" color = RED if error>=20 else YELLOW if error>=10 else GREEN\n",
" title = datapoint.title if len(datapoint.title) <= 40 else datapoint.title[:40]+\"...\"\n",
" self.guesses.append(guess)\n",
" self.truths.append(truth)\n",
" self.errors.append(error)\n",
" print(f\"{color}{i+1}: Guess: ${guess:,.2f} Truth: ${truth:,.2f} Error: ${error:,.2f} Item: {title}{RESET}\")\n",
"\n",
" def chart(self):\n",
" max_error = max(self.errors)\n",
" colors = [(max_error - error)**3 for error in self.errors]\n",
" plt.figure(figsize=(10, 6))\n",
" plt.scatter(self.truths, self.guesses, s=2, c=colors, cmap='RdYlGn')\n",
" plt.xlabel('Truth')\n",
" plt.ylabel('Guess')\n",
" plt.title('Guess vs Truth')\n",
" plt.show()\n",
"\n",
" def run(self):\n",
" self.error = 0\n",
" for i in range(self.size):\n",
" self.run_datapoint(i)\n",
" average_error = sum(self.errors) / self.size\n",
" print(f\"Average Error = ${average_error:,.2f}\")\n",
" hits = [e for e in self.errors if e<10]\n",
" print(f\"Hit rate = {len(hits)/self.size*100:.1f}%\")\n",
" self.chart()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e3a8519f-c139-4c72-8d9c-39ccedda2f7b",
"metadata": {},
"outputs": [],
"source": [
"def flat_predictor(item):\n",
" return 218.28366025006002"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "739d2e33-55d4-4892-b42c-771131159c8d",
"metadata": {},
"outputs": [],
"source": [
"TestRunner(flat_predictor, test, 100).run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d6a6c4a5-e817-46b8-99d2-9c4ecf9c8685",
"metadata": {},
"outputs": [],
"source": [
"stop = set(['the', 'and', 'for', 'is', 'to', 'this', 'with', 'a', 'of', 'your', 'are', 'in','from', 'you', 'or', 'an'])\n",
"\n",
"def words(item):\n",
" text = f\"{item.title} {item.description} {item.features}\"\n",
" text = re.sub(r'[()\\[\\]{},\\'\"-]', ' ', text)\n",
" text = re.sub(r'\\s+', ' ', text)\n",
" words = text.strip().lower().split(' ')\n",
" filtered = [word for word in words if word not in stop]\n",
" return \" \".join(filtered)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "262fc576-7606-426c-8aea-5799b3952d2c",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import CountVectorizer\n",
"from sklearn.linear_model import LinearRegression\n",
"import numpy as np\n",
"\n",
"np.random.seed(42)\n",
"\n",
"documents = [words(item) for item in train]\n",
"labels = np.array([float(item.price) for item in train])\n",
"\n",
"vectorizer = CountVectorizer()\n",
"X = vectorizer.fit_transform(documents)\n",
"\n",
"regressor = LinearRegression()\n",
"regressor.fit(X, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "bd782b21-8e44-409d-a7b6-f136974958b4",
"metadata": {},
"outputs": [],
"source": [
"def linear_regression_predictor(item):\n",
" np.random.seed(42)\n",
" x = vectorizer.transform([words(item)])\n",
" return max(regressor.predict(x)[0], 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "80e77aae-0071-42e9-8e24-d3aec5256015",
"metadata": {},
"outputs": [],
"source": [
"TestRunner(linear_regression_predictor, test, 100).run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "a70d16ce-bdf1-4071-8c5a-5bddc2aa37e4",
"metadata": {},
"outputs": [],
"source": [
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"from sklearn.svm import SVR\n",
"\n",
"np.random.seed(42)\n",
"\n",
"documents = [words(item) for item in train]\n",
"labels = np.array([float(item.price) for item in train])\n",
"\n",
"vectorizer = TfidfVectorizer()\n",
"X = vectorizer.fit_transform(documents)\n",
"\n",
"regressor = SVR(kernel='linear')\n",
"regressor.fit(X, labels)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "64560112-3bfb-45cc-b489-de619a2eca20",
"metadata": {},
"outputs": [],
"source": [
"def svr_predictor(item):\n",
" np.random.seed(42)\n",
" x = vectorizer.transform([words(item)])\n",
" return max(regressor.predict(x)[0], 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "392598d4-2deb-4935-9175-fd111616b13c",
"metadata": {},
"outputs": [],
"source": [
"TestRunner(svr_predictor, test, 100).run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "60010699-d26b-4f93-a959-50272ada6a57",
"metadata": {},
"outputs": [],
"source": [
"def messages_for(item):\n",
" system_message = \"You predict prices based on a description. Reply only with the price in $, no explanation or comments\"\n",
" user_prompt = item.question()\n",
" return [\n",
" {\"role\": \"system\", \"content\": system_message},\n",
" {\"role\": \"user\", \"content\": user_prompt}\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "2d5c1a62-9c6e-4c1c-b051-95a78e6e32a7",
"metadata": {},
"outputs": [],
"source": [
"def get_price(s):\n",
" s = s.replace('$','').replace(',','')\n",
" match = re.search(r\"[-+]?\\d*\\.\\d+|\\d+\", s)\n",
" return float(match.group()) if match else 0"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9c845d34-1c73-4636-a6ec-cc6666bb39fa",
"metadata": {},
"outputs": [],
"source": [
"def gpt_predictor(item):\n",
" response = openai.chat.completions.create(\n",
" model=OPENAI_MODEL,\n",
" messages=messages_for(item),\n",
" seed=42\n",
" )\n",
" reply = response.choices[0].message.content\n",
" return get_price(reply)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1b3eb3ef-90a8-4642-b503-c22e72c457f5",
"metadata": {},
"outputs": [],
"source": [
"TestRunner(gpt_predictor, test, 100).run()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f7e24d6b-59a2-464a-95a9-14a9fbfadd4d",
"metadata": {},
"outputs": [],
"source": [
"test[0].train_prompt()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "059b6c74-917f-4cb1-b810-ce70735a57be",
"metadata": {},
"outputs": [],
"source": [
"train_prompts = [item.train_prompt() for item in train]\n",
"train_prices = [item.price for item in train]\n",
"test_prompts = [item.inference_prompt() for item in test]\n",
"test_prices = [item.price for item in test]"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "f9ee2e90-79b6-4232-b955-b1c67bc3d600",
"metadata": {},
"outputs": [],
"source": [
"# Create a Dataset from the lists\n",
"train_dataset = Dataset.from_dict({\"text\": train_prompts, \"price\": train_prices})\n",
"test_dataset = Dataset.from_dict({\"text\": test_prompts, \"price\": test_prices})\n",
"dataset = DatasetDict({\n",
" \"train\": train_dataset,\n",
" \"test\": test_dataset\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e69e26a5-4b24-4e0f-8944-731c534b285b",
"metadata": {},
"outputs": [],
"source": [
"DATASET_NAME = \"ed-donner/electronics\"\n",
"dataset.push_to_hub(DATASET_NAME, private=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0282b9c5-019b-4e1c-910c-3f86b46b35dd",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

200
week6_wip/human.csv

@ -0,0 +1,200 @@
"Amba SAFSP-33 Free Standing Plug-In Towel Warmer, Polished",Heats quickly Made of 18/8 stainless steel Built in on/off switch Ten crossbars allow optimal drying Horizontal and vertical bars are heated,100
AnyTone AT-D878UV Plus D878UV D868UV D858 Battery Pack 7.4V 3100mAh with Belt Clip,Original AnyTone 3100mAh Li-ion Battery with Belt Clip for AnyTone AT-D878UV Plus D878UV D868UV D858 BTECH DMR-6X2 radio. Original AnyTone 3100mAh Li-ion Battery with Belt Clip for AnyTone AT-D878UV Plus D878UV D868UV D858 BTECH DMR-6X2 radio.,20
"Whitmor, Espresso Deluxe 6 Organizer with 3 Fabric Cubes","Great for quick organization and storage, this 6 cube organizer with 3 fabric cubes is the perfect small space storage solution eatures 6 cubes with 3 additional fabric cubes for organization and display of a variety of household items Wall mount accessory included Assembled dimensions: 15 L x 32.5 W x 37 H inches Constructed of laminated particleboard for stability and durability Easy assembly, Phillip's screwdriver needed For over 70 years, Whitmor has been bringing organization home. If you have questions or problems, please contact us for immediate assistance",20
"Lori Mitchell 33164 Little Lost Lamb Figurine 5.5""","Lori Mitchell 33164 Little Lost Lamb Figurine 5.5"" Poly Resin 5.5"" Tall",10
"Madison Bay Co Double Clear Ribbed Inkwells with Wood and Brass Stand, Vintage R","Madison Bay Co Double Clear Ribbed Inkwells with Wood and Brass Stand, Vintage R.",30
ClimaTek Refrigerator Door Bin Shelf for Kenmore 2187172K,"This is a Brand New Aftermarket Refrigerator Door Bin Shelf This is a Brand New Aftermarket Refrigerator Door Bin Shelf This is a top quality white replacement refrigerator door bin. It attaches to the back of the door. Approx. 16.625"" W x 7"" D x 3.875"" H",25
SmithOutlet 25 Pack Over The Head Low Cost Headphones in Bulk,"Pack of 25 Headphones; Each Headphone Individually Packaged and Sealed Extra Soft Leatherette Ear Cushions; Ear Cushions Can Be Wiped Clean Cord Length 4.5 Feet; Single Cord for Both Ears for Tangle-Free Use Stereo 3.5 MM Plug Works with iPods, iPhones, iPads, Smartphones, Chromebooks, Tablets, Laptops, Computers, Fitness and Audio Equipment Great for Students, Schools, Hospitals, Hotels, Musuems, Gyms, Dentists, Libraries and more",40
Kodak Ektar 100 135-36 (Pack of 3),Kodak Ektar 100 135-36 (Pack of 3) World's finest grain color negative film Extraordinary enlargement capability from a 35mm negative. Ultra-vivid color and optimized sharpness. Distinct edges and fine detail. Incorporates entertainment imaging's KODAK vision film technology. Micro-structure optimized t-grain emulsions.,30
"Kohler Prolific Large Bamboo Cutting Board, 21 in. L x 15.875 in. W",K-23680 | Prolific Large Bamboo Cutting Board | KOHLER Fits securely on K-23650-NA (covers the entire sink) or K-23652-NA (covers half the sink). May also be used with the K-23651-NA and K-5540-NA Prolific kitchen sinks. Countertop height creates a truly comfortable work surface for easy food prepping.,60
"KC Republic Phone Brush Cleaning Kit with Mini Soft Round Cotton and Felt Tip Brushes, Clean Phone, Water Wet Phones, Dry Phones, Tablet, Laptop, or Computer, 3 Different Size Heads, (25 pieces)","Mini Tip Brushes For Cleaning Small Hard To Reach Places and Water Out of Phones Easily Remove Dirt, Sand, Water, or Debris From Small Crevices Felt Tip Attracts Water from Wet phone and Can Be Wet To Clean Out Dirt or Debris Cotton Round Tips For Soft Clean Touch On Camera Phone, Tablet, or Laptop Lenses Note: Brushes are Disposable",15
"Atlas Homewares 4010-BRN 2-Inch Wine Glass Knob, Brushed Nickel","From the Manufacturer Wet Bar - It is always 5pm somewhere For Other Mini-Bar Knobs in this Finish and Collection See Items 4009-BRN, 4011-BRN & 4012-BRN Width: 1.5-Inch Projection: 1.5-Inch",15
"Precious Moments ""My Gift for Him Figurine","With a message of peace and goodwill, this little drummer boy is a perfect addition to the Precious Moments standard size nativity. Porcelain bisque figurine 4.5"" high. Ornament Drummer Boy playing his drum standard size Each Piece Is Porcelain Bisque; Hand Sculpted and Hand Painted Infused with honest emotion it shares a message that speaks straight to the heart Indoor Use Only; Should Be Dusted Occasionally Packaged in a box made from recycled materials",40
Flora-cal Products Fake Red Wine Set Fake Drinks,"Fake Red Wine Set Fake Drinks Artificial Red wine bottle, glass and grape set. The fake liquid is solid. Artificial Red Wine Display Food Prop Decoration Bottle Size: 3"" X 12""H Wine Glass Size: 3-1/4""D x 6""H Made in America",20
HTC Desire 610 (AT&T Go Phone) No Annual Contract,"• WARNING: This product contains a chemical known to the State of California to cause cancer, birth defects or other reproductive harm. This refurbished product is tested and certified to look and work like new. The refurbishing process includes functionality testing, basic cleaning, inspection, and repackaging. The product ships with all relevant accessories, and may arrive in a generic box",300
GARDENGREETERS Lighthouse Guiding Light Black and White Solar LED Outdoor Lighthouse Statue f,"Made of polyresin. Approximate size: 8""Dia x 20.5""H. Good for indoor/outdoor. Light will automatically light up at dark/night. Made of resin Approximate size: 8"" Dia x 20.5""H Good for indoor/outdoor",200
Incipio HTC Inspire 4G Feather Ultralight Hard Shell Case - 1 Pack - Case - Retail Packaging - Black,"The feather is an ultra light weight hard shell case for the HTC Incredible, made of a durable and rigid polycarbonate material. A fan favorite case, the feather is loved for its slim, sleek, and sexy look. Less than 1mm thin - Ultra light, ultra strong polymer Form-fitting case that offers low-profile protection Provides full access to all ports and buttons",25
Dm/Tnc Tamper,Vita-Mix 000760 Tamper. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance,15
Skuttle 000-0814-008 Transformer 24 VAC 10VA,"Transformer 24 VAC 10VA Country Of Origin: United States Model Number: 000-0814-008 Item Package Dimensions: 1.0"" L x 1.0"" W x 1.0"" H Item Package Weight: 1.0 lb",50
Desiderata 24x20 Framed Art Print,Desiderata 24x20 Framed Art Print High quality framed art print Two inch wide black wood frame In stock and ready to frame and ship Custom packed for safe delivery Satisfaction Guaranteed,40
3-Wick Candle - Peach Bellini - 14.5 oz / 411 g,Peach Bellini flavored 3-Wick Candle best for sensational aromatherapy. Aromatherapy,30
Shakespeare 5120 8' AM/FM Stereo Antenna with 15' RG-62 cable,"Continuing the tradition, Shakespeare’s Centennial 5120 AM/FM antenna puts high-end features where high-end does the most good. When you’re far from your favorite stations, this antenna helps bring them in loud and clear, without depleting your net worth. Chrome-plated brass ferrule with standard 1in-14 thread Includes 15ft RG-62 cable and Motorola connector Suggested mount: Style 4187 or 5187 Ratchet Mount (each sold separately) Smooth, durable, high gloss finish One section",50
"Savoy House 8-4030-2-322 Octave 2-Light Bathroom Vanity Light in a Warm Brass Finish with Clear Glass (14"" W x 9"" H)","APPLICATIONS: Perfect for use in bathrooms and over vanities. Adds charm to any interior VERSATILE: LED/CFL/Incandescent compatible, holds two 60 Watt E26 Base Bulbs (Not Included) INSTALL YOUR WAY: This versatile fixture can be installed either with bulbs pointing UP or DOWN ASSEMBLED DIMENSIONS: 9"" Height, 14"" Width Safety rating: UL, CUL and",80
Media Center,"The Homestead Collection media center features a large concealed storage area behind two flat panel doors, a fixed 40"" x 14"" shelf and genuine lodge pole pine corner trim and door pulls. Hand crafted in Montana. Trim pieces are square sawn for a unique, timber frame/barn wood appearance. This item is professionally finished with premium grade stain and clear lacquer. Comes fully assembled. 20-Year limited manufacturer warranty. Handcrafted Made from dead-standing lodgepole pine Made in the US Heirloom Quality",120
RoomMates RMK11979WP Blue and Navy Crackled Stria Texture Peel and Stick Wallpaper,"Add natural dimension to the walls of any room in your home with our Crackled Stria Texture peel and stick wallpaper. Offered in beautiful tones of blue, this wallpaper will match many different decor styles. To apply, simply remove backing, smooth onto clean and flat walls and cut to fit! 1 roll - 20.5 inches wide X 16.5 feet Peel and stick to apply – no water, no paste, no mess 100% removable peel and stick wallpaper No sticky residue left behind upon removal Perfect for renters and homeowners",80
"Pack of 2 ICY Crystal Decorative Christmas Standing Deer Figures 18""","From the Icy Crystal Animal Kingdom Collection Features a long and tall standing deer with the elegance of ice sculptures Dimensions: 18""H. Material(s): acrylic Pack includes 2 of the item shown Lodge-Style Modern-Design-Style Decorative",60
Lord of the Rings Return of the King Glass Goblets Arwen the Elf,"LORD OF THE RINGS, GLASS GOBLETS COLLECTION. ""ARWEN THE ELF"" GOBLET GLASS. IT IS 6 1/2"" TALL, BY 2 3/4"" AT THE BASE. THE LID TAKES 2 AG13 (1.5V) BATTERIES. THEY ARE INCLUDED. THE LIGHT HAS A ON/OFF SWITCH, IT LIGHTS RED. IT HAS NEVER BEEN USED.COPYRIGHT 2001",80
"Basicwise 9 Cube Wooden Organizer with 5 Enclosed Doors and 4 Shelves, White","Size: 35"" W x 11. 5"" D x 36"" L 9 cube shelves provides ample storage space Magnetic closure keeps door securely shut Durable wood composition for continual use Basic design fits into any style room decor",60
Werner 300 LB Fiberglass Extension Ladder Label Kits (Pack of 6),Step ladder caution warning labels and correct ladder procedure with weight limit. Werner Ladder Safety Labels for all Type 1A 300 load capacity Extension Ladders. Contains all labels that come on a new ladder. Labels in both English and Spanish. (Pack of 6) Any size Werner 300 load capacity Fiberglass Extension Ladders.,120
Westcott Scrim Jim Cine Kit (8' x 8') Heavy Duty Frame with 3/4 Stop Diffusion and Silver/White Bounce Reflector - Includes Carry Case,Comprehensive 8'x8' Scrim Jim Cine light control kit for Filmmakers and Video Production Portable modular framework allows quick build and breakdown times. Less hassle than other Scrim systems Soften or Bounce Options provide versatility within a single kit. Can be used with both natural and artificial lighting scenarios Ideal for the Traveling Filmmaker Includes USA Backed Warranty and Lifetime Customer Support,120
Sony VHS T-120VL/WA Standard Grade VHS Tape - 5 pack,SONY T-120 5 PACK SONY T-120 6 Hours Standard Grade 5 PACK New,80
"Acme Furniture Noralie Coffee Table, Mirrored & Faux Diamonds","Want to make a bold statement, then these Noralie Coffee table is the perfect solution. With a one of a kind cross base and dazzling diamond borders, this piece is sure to stand out. Featuring a sturdy 4mm table top that can be used for display or function. The gleaming complement will reflect the perfect amount of light into any dark space. Let this innovative furniture add new style to your home. Square Table Top Mirrored Top Faux Diamonds Inlay Cross Mirrored Base",160
"Emachines E443-BZ602 Laptop LCD Screen Replacement 15.6"" WXGA HD LED",This is a compatible replacement screen for the model listed in the title.,80
Warm White Cluster 768 Strand Sting Lights,LED Twinkle Cluster 8 Function Memory Controller - Black Cable IP44 Rated 13.2' Lead 33' Total Length Non-Replaceable Bulbs UL Approved LED Twinkle Cluster 8 Function Memory Controller 33' Total Length,220
"1250mAh Battery for Barnes & Noble 005, Nook, BNRZ100, BNRV100, Nook Classic","Compatible: 4894128036135,BNRB1530, BNRZ1000, 9BS11GTFF10B3, 9875521, BNRB454261 Devices: Barnes & Noble 005, NOOK, BNRZ100, BNRV100, NOOK Classic- Certification: CE, FCC, RoHS",80
Pac Intelligent 4 CAM SWTCHR,The VS41 Intelligent 4-Camera Switcher from PAC Audio features 4 camera inputs and 1 video output for connecting to a factory or aftermarket radio with a video display. The inputs are triggered by driver behavior. The rear backup inputs are automatically activatedwhen the vehicle is shifted into reverse while side inputs are activated by prompted by the turn signals. PAC VS41 Intelligent 4-Camera Switcher,60
"Major-Q 6288t 28"" H Brushed Steel Base Crystal Ball Table Lamp with LED Light Bulb","Featuring a round chrome base with a brushed nickel finish, beautiful bubble-like crystal accents work their way up while decreasing in size until they reach the gorgeous drum-shaped linen shade. Make this table lamp the next lighting addition for your home.",90
"3dRose I Can Help You Find Your Marbles Travel Mug, 14 oz, White","14oz capacity Made of stainless steel Easy-grip handle with thumb rest Slide opening lid with slanted drinking surface Not microwave safe, hand washing is recommended",20
TEMCo Lug Crimper Tool TH0012-8 AWG - 0000 AWG(4/0) DIELESS Indent Electrical Battery Terminal Cable Wire 5 YEAR WARRANTY,"Black oxide crimp ram won't chip or flake. Dieless design adjusts quickly to the full range of terminal sizes 8 gauge though 0000 gauge (4/0). Perfect for Battery & Welder cables, Building Wiring, and more. Use with all crimp terminal lugs, including heavy cast lugs. 5 Year Warranty from an American name. NON-GENERIC",50
"Caroline's Treasures Cheetahs by Daphne Baxter Leash or Key Holder BDBA0113TH68, Triple",The tile is Made from a hardboard and is mounted to a metal rectangle The hooks hang down from the metal plate in the back and is about 2.5 in. From the base Made in the USA A hanger is attached to the metal plate and is about 1.5 in. Long Lots of room to hang up using a Screw or paneling nail,50
Metallurgica Motta Barista Kit,"Every thing you need to make perfect morning coffee drinks at home. Kit includes: (01) Motta Europa Milk Pitcher, 25.3-floz, (01) Motta Thermometer, (01) Motta Cocoa Duster, (01) 58mm Motta Aluminum Coffee Tamper Tried and backed up by the Barista Association of Italy Kit comes on a beautiful gift box Made in Italy",350
"Samsung SM-G930UZDAXAA S7 Gold Galaxy Smartphone Unlocked-32Gb, Water-resistant up to 5 Feet, US Warranty",nicks and scratches from daily use will ship it right away with tracking number.,120
HoneyWell 1 Heat Electric Thermostat 40 to 80 deg F 120/208/240/277 Volt AC,Discount price available now so order the Honeywell T410B1004 Electric Heat Thermostat via our online store affordable Honeywell products.. Economical. Replace virtually any twowire T410A or fourwire T410B line voltage wallmounted electric heating thermostat. Easy to install; 6 in. 150 mm colorcoded leads. Include longlasting Micro Switch mechanism. Rugged plastic mounting base and onepiece cover with vents.,120
White Rodgers Upgraded Furnace Control Circuit Board Replaces Trane D341396P03,This is a Brand New White Rodgers Furnace Control Board This is a Brand New White Rodgers Furnace Control Board Top Quality Replacement Board Designed to Fit Trane and American Standard Furnaces,50
"KOECKRITZ 6'x30' Black - Economy Turf/Artificial Grass Runners | 2', 3', 4' & 6' Widths x Lengths up to 100' |Light Weight Outdoor - Easy Maintenance - Just Hose Off & Dry! - 8 Colors to Choose from",,40
Disco Queens the 70s,"Thibul Nettle aka Stinga T and Michael Collard aka Big Sexy are an Adelaide/Perth based rap duo called TDB (Tha Deadly Boyz). The boys are cousins and have been performing together since 1999 beginning the duo while still in high school. Performing together for over 8 years now, TBD have massively increased their profile via notable performances along with securing airplay across the country while their videos have featured on Channel V. 110-volts, 12-amps, 1300-watts Indicator Light Adjustable Thermostat Stainless Steel Frame Non-stick Surface",60
"American Standard 0263.112.020 New Solar Soaking Bathtub with Right Hand Outlet, White, 5-Feet - 0263112.020","For those enamored with the look of enamel. The new solar bathtub is made from heavy gauge, enameled steel for attractiveness and durability. Features include a slip-resistant surface and an integral apron for a cleaner look. Above-floor rough alcove installation. Acid resisting, enameled steel construction One-piece bath End drain outlet Full slip-resistant pattern Fully-bonded support pad",300
"HVAC Motor, 1/40-1/50-1/80 HP, 115V, CCW/LE","The Fasco D128 is a 3.3"" diameter fan and blower motor rated for 1/40-1/50-1/80 HP and 1500 RPM at 115 Volts General Purpose Fan Motors HP: 1/40 RPM: 1500 Volts: 115",200
JBL Basspro SL2 - Powered under seat subwoofer system (Renewed),"125W RMS compact powered subwoofer system with Bass Boost of 0dB to +9dB @ 70Hz Dimensions (L x W x H): 13-9/16"" x 9-7/8"" x 2-13/16"" (344mm x 250mm x 71mm) Frequency Response 35Hz – 120Hz 8"" Powered Subwoofer Car audio Subwoofer",160
"Iron Valley - 1-1/8"" Dome Cabinet Knob - Pack of (10) - Solid Cast Iron","Metal & Style: Traditional & Rustic Solid Cast Iron Finish: Rust Resistant Rich Black Powder Coat Dimensions: 7/8"" Projection - 1-1/8"" Wide Mounting Hardware: Includes 1"" Mounting Screws - 8/32"" Threading Package of (10) Knobs",80
Stray Kids - Clé 1 : MIROH [Standard-Clé 1 ver.] 1CD+Photobook+3QR Photocard+Pre-Order Benefit+Folded Poster+Double Side Extra Photocards Set,,20
KitchenAid Replacement Refrigerator / Freezer Ice Maker 4317943,This is a Brand New Replacement Refrigerator Ice Maker This is a Brand New Replacement Refrigerator Ice Maker Univeral Design and Easy Installation Make this a Top Qualty Replacement Part!,60
"Steelex M1061 4 Jaw Chuck, 6-Inch",From the Manufacturer Each jaw moves independently. Such 4-Jaw Chucks are used for holding odd shaped pieces or where zero tolerance is required. This 6-Inch 4-jaw chuck with a 1-1/2-Inch bore has semi-steel bodies and hardened reversible jaws. 6-Inch 4-Jaw Independent 1-1/2-Inch Bore Plain back Reversible jaws,120
Disney Peter Pan and Tinker Bell Legacy Sketchbook Ornament - Limited Release,"Genuine, Original, Authentic Disney Store Limited Release Sculptured scenic ornament Includes Peter Pan and Tinker Bell Windowsill frames translucent London background scene",40
"C9 Led Multicolor Christmas Lights Outdoor String 66Ft 100 LED with Quick Clips Waterproof Strawberry Roof Lights, Commercial Grade Extendable for Indoor Outside Roofline Patio Home Xmas Decoration",,30
Houston International 6515 S/2 2-Piece Galvanized Container Set,"2-Piece Galvanized Container SetSize 1: 8"" D x 9.5"" HSize 2:9.25"" D x 9.510.25 Laundry container storage container Compost container",30
Department 56 Village Snow Laden Sisals (Set of 3),"On holidays, special days, or every day, collectors enjoy decorating with pieces from Department 56 mini villages. Fits well in any mini village display. Sisal collectible On holidays, special days, or every day, collectors enjoy decorating with pieces from Department 56 mini villages Fits well in any mini village display Made of sisal",40
"Dekoni Audio Ear Pads Compatible with Sony WH-1000Xm3 Noise Cancelling Headphones, Black (Choice Suede)","Compatible with the Sony WH1000Xm3 noise cancelling headphones Dekoni Choice Suede is a synthetic soft and supple for a sheen look and gentle feeling on the ears Plastic mounting ring built in for easy installation Outer ring: 101mm high, 71mm wide, 20mm deep Inner ring: 68mm high, 36mm wide",30
"XSPC TX480 Ultra Thin Radiator, 120mm x 4, Quad Fan, Black",High quality material made by XSPC The product will meet the expectations of gamers and also of computer enthusiasts who are looking for a quality product with the XSPC TX480 Ultrathin Radiator 480 mm Black Ultra Thin PC Radiator at just 20.5mm thickness 16mm Copper and Brass Core with Matte Black Paint Finish 22 FPI (fins per inch) Weight: ~792g Dimensions: 125 x 20.5 x 518mm (WxDxH) +-0.5mm,50
"SCREENARAMA New Screen Replacement for ASUS Vivobook X420U, FHD 1920x1080, IPS, Matte, LCD LED Display with Tools","MUST match resolution and connector: FHD 1920x1080 30pins Non-touch (will not work if different resolution and type) Screen size: 14.0"", Matte, IPS (Wide View), Narrow bezel Tested screen, Guaranteed compatibility Warranty: 2 years Comes with complimentary set of tools and adhesive tape for installation",50
Shaka Intekanational LLC / DLI Flush Mount Baby Breakout Board for Atomic Pi - 2.5mm Barrel Jack 5V Input,This board snaps in to the bottom of the Atomic Pi so you can use a 2.5mm barrel connector to power the Atomic Pi. A power supply capable of 5V 4A is recommended. Power supplies and the Atomic Pi itself are sold separately.,40
"Samuel""Sam"" Adams Boston Lager Sensory Pint Beer Glass 22oz Set of 4","Set of 4 XL 22 Ounce Samuel Adams Sensory Glasses. Laser etched nucleation in base, looks like a hatch mark ring and aids in propagation of beer bubbles or head. Pub Edition, White Shield logo. May have imperfections from Factory, as these are licensed for Pub/Restuarant/Bar Use.",30
Monoprice Essential Triple Monitor Articulating Arm Desk Mount (116247),"ESSENTIAL TRIPLE MONITOR ARTICULATING ARM DESK MOUNT VESA compatible: 75 x 75 to 100 x 100 Mount a three 10"" 30"" displays 22lbs max weight Mount can be swiveled 180 degrees, tilted 90 degree upward or downward, and rotated 360 degrees Quick release Lever on the back of the mount allows you to raise or lower the display at will",80
"Acmee Non-Blinking LED Balloon Light, LED Party Lights,LED Paper Lantern Light, LED Mini Light for Party or Wedding Decoration (Green, Pack of 12)","Suitable for paper lanterns, florals,balloons, water proof Turn LED on and off by twisting the base With a hook a bottom, you can thread and hang them easily Batteries: 3 x 1.5V LR41 in each led, 8 hours+ (yes, batteries are included) Waterproof, bright lights",35
Franklin Electric FPS 1/2 hp 20 gpm Effluent Septic Pump,"Stainless steel or thermoplastic discharge and motor bracket are tough and non-corrosive. Both materials are highly resistant to damage by minerals, metals, and other substances typically found in water 1/2 hp 20 gpm Effluent Septic Pump",310
dreamGEAR Wired Headset for Xbox 360 (Ghost Camo),"Enhance your gaming experience with the Dream GEAR wired headset for Xbox 360. The wired headset is the perfect way to play your favorite Xbox 360 games. Get immersed in the game with crisp and clear audio. Microphone with boom delivers great communication. The wired headset has built in volume/mute controls. Wired headset for Xbox 360 plugs directly into your controller Works on left or right ear Volume/Mute controls Microphone with flexible boom Lightweight for the ""barely there"" feel",90
Bose Wave AM/FM Clock Radio - Model AWR1G1 - Graphite,"Color:Graphite Gray | Style:Wave Music System Great AM/FM reception no questions asked returns AUX input and output connectors Great sound , Deep Bass and Clear highs",100
Personalized Fathers Day Mug Dad of 4 Add Children's Names Custom Mug 11oz Ceramic Coffee Mug Blue,"Let your dad know how much you appreciate him with a sentimental ceramic coffee mug that make excellent dad gifts from daughter, Father's Day gifts for dad, a dad birthday gift, and much more. Size: This 11 ounce white ceramic coffee mug also makes a great tea cup with its large, easy to grip C-handle This custom gift is made to your exact specifications. Design: The premium full color sublimation imprint creates a vibrant, long lasting, and lead-free design Care: Microwave and dishwasher safe for your convenience",12
"SCREENARAMA New Screen Replacement for NV140FHM-N41 V8.0, FHD 1920x1080, IPS, Matte, LCD LED Display with Tools","Tested screen, Guaranteed compatibility Warranty: 2 years Resolution: FHD 1920x1080 (Must be the same as your screen) Connector: 30 pin (Must be the same as your screen) Screen size: 14.0"", Matte, IPS (Wide View)",60
"GEARWRENCH 10 Pc. 3/8"" & 1/2"" Drive Hex Bit Socket Set, SAE - 80579","Product Description 10PC 3/8""& 1/2""DR SAE HEX BIT, Made in: Taiwan, Dimensions: 1 X 4.3 X 12.2. Weight: 1.805 From the Manufacturer GearWrench Bit Sockets. Patented bit holding principle: Internal dimple feature, forces bit surface to the opposite side for maximum retention Heat treated socket bases for durability and serviceability Chrome Sockets Large hard stamped identifications Slide socket rail",40
"Whirlpool 2186443 Filter Housing for Refrigerator, 1 Count (Pack of 1)","Works with the following models: Whirlpool 3KES0FHGNS00, Whirlpool 3XART745GW00 Whirlpool 3XART745GW01, Whirlpool 3XART745GW02 Whirlpool 3XED5SHGKS00 Whirlpool 3XED5SHGKS01 Genuine Whirlpool Replacement Part",80
"Cute Seat Cushion, Cat Paw Shape Lazy Sofa Office Seat Cushion, Bear's Paw Office Chair Cushion, Plush Sofa Cushion Soft and Comfortable Cushion Home Bedroom Shop Restaurant Decoration",,30
Danson Pelpro 2RPM Synchronous Auger Feed Motor SRV7000-670 OEM,"Fits Models: ~ PHC90 Cast ~ PP60 ~ PP60-RF ~ PP70 ~ PP130 ~ PP130-B ~ PP130-RF ~ PPC90 ~ TSC90 Fits Models: ~ PHC90 Cast ~ PP60 ~ PP60-RF ~ PP70 ~ PP130 ~ PP130-B ~ PP130-RF ~ PPC90 ~ TSC90 120v AC, 60hz, Class B 64TYZ Synchronous Motor Hole in Shaft to Spec Specialty Wire Connection Configuration",200
"The Great American Hanger Company Wood Top Hanger, Box of 100 Space Saving 17 Inch Flat Wooden Hangers w/Espresso Finish & Brushed Chrome Swivel Hook & Notches for Shirt Jacket or Dress",Streamlined Flat Design Saves Space and Keeps Your Closet Organized 360 Degree Swivel Hook Makes Hanging Your Clothes Easy On Any Bar Made from Strong and Sturdy Hardwood Heavy duty brushed chrome hardware Precision Routed Notches to Hold Your Garments with Straps,50
"Rae Dunn SALT & PEPPER Cellar Set - 3.5"" tall - 2.5"" - ceramic - very rare!","Rae’s inspiration comes from the earth, and she finds beauty in simple shapes, natural forms and found objects. Her utilitarian approach to designing ceramics is strongly based on the Japanese aesthetic of wabi sabi; the beauty of things imperfect, impermanent, and incomplete.",60
Miller Honeywell Safety Products by 8928-Z7/18INBK Ansi Z7 D-Ring Extension with Snap,Made in Mexico Package height :4.826 cm Package length :8.128 cm Package width :20.828 cm,20
"Floating TV Stand for TVs Up to 85 inch, 70 inch Wall Mounted Haning TV Stand with LED Lights, High Glossy Floating Entertainment Centre Hanging Media Console Shelf, Modern Under TV Floating TV Shelf",,50
Extra Heavy Duty Swiss Army Military Wool Blanket Cover,"Hand Sewn White Crosses on each end 60"" x 84"" Extra Heavy Weight - Almost 6 lbs!!! Chestnut Brown - Shades of Brown my vary slightly 70% Wool Blend - Dry Clean Only",30
Supermicro AOC-LPZCR2 All In One Zero Channel Raid Card 600MHZ,"Processor: Intel 80321 600MHz I/O Processor RAID Levels: 0, 1, 5, 10 and JBOD; 50 (SAS and SATA modes) Cache Memory: 256MB onboard ECC DDR Memory Bus Type: 64-bit/100MHz PCI-X Adaptec SAS Host Controller (AIC-9410)",220
Westinghouse 1B1K2684 Main Board for VR-4090 Version 2,1B1K2684 Westinghouse Main Board For Westinghouse VR-4090 Version 2. This item is refurbished and guaranteed working. Item is offered with a NON DOA WARRANTY. For Westinghouse VR-4090 Version 2 P/N: 1B1K2684 TV Part (T.RSC8.10A 11153),110
"Swiss Madison SM-SB510E Voltaire Shower Base, 48"" x 36"", Grey",Low single threshold for easy access Acrylic and fiberglass technology reinforcement Slip-resistant surface Integral 3-sided flange helps prevent water leakage Center-Hand Drain,80
HID ThinLine II 5395CK100 Low Profile Prox Card Reader,THINLINEII BLK RDR WIEG OUT Prox Card Reader Wiegand (500 ft cable) interface Dimensions: 4.70 x 3.00 x 0.68 Inch Lifetime warranty,100
TurboTorch 0386-0575 STK-31 Torch Swirl,"A longtime industry benchmark, the Turbo Torch line of STK torches and tips now features the new Extreme Swirl technology. This torch kit has 360 degree swivel tips and easy to clean orifice screws. The torch is safe to use with air, MAPP and propane processes. It is safe to use through high capacity applications and HVAC. STK-R Pressure Regulator w/CGA-600 Connection ST-3 Extreme Tip ST-1 Tip Size Processes: Air/MAPP and Propane Industrial Applications: High Capacity applications and HVAC",90
Posh Pollen Silver Anna End & Side Table,"Base is constructed with metal, completed with a rhombus design Frame material is made of mango wood Detailed with antiqued silver foil Package Weight: 20.9 pounds",60
"Depnee Small 130ml Cool Mist Humidifier, USB Mini Ultrasonic Aroma Diffuser with Waterless Auto Shut-Off, 7 Color LED Lights for Home Office Car Travel (White Wood Grain)",,100
BRTTX3551 - Brother TX Tape Cartridge for PT-8000,"Ideal for high-production label making, with fewer re-supply situations. Perfect for indoor and outdoor use on smooth, flat surfaces. Sold as 1 Each. Ideal for high-production label making, with fewer re-supply situations. Perfect for indoor and outdoor use on smooth, flat surfaces. Tape measurements are approximate. Brother label machine tape for P-Touch PC and PT-8000 models.",30
Whirlpool WP2156022 Trivet RC Shelf Large,"This is a genuine replacement part. The model number and name for the following item is: Whirlpool 2156022 Trivet RC Shelf, Large This is an O.E.M authorized part Fits various whirlpool models O.E.M part number 2156022 This is a Whirlpool replacement part Part Number 2156022",80
"AKRacing Footstool with PU Leather, Height Adjustable with Wheels, Ottoman Foot Rest for Office and Gaming Chairs - PC; Mac; Linux, Black, (AK-Stool-BK)",Do you want to lay back and Just relax in your chair from time to time? Then the footstool from AKRacing is just the product you need. Durable PU leather upholstery and high-density cold-curved foam padding for maximum comfort Sleek design is compatible with all Office and Gaming chairs Adjustable height so you can get it just the way you want 360 Degree swivel Lockable wheels so the footstool stays in place,50
Mr. Beer Premium Edition Beer Kit,"The best starting point for a beginning brewer, this Brew Kit comes with everything needed to brew and bottle your first batch of top-quality beer. Reuse this kit again and again with Refill Brew Packs so you're sure to find the right brew for you. 1 fermenter with lid & tap assembly 1 Standard BoosterTM Refill 8 Reusable Plastic 1-Liter Bottles w/ Caps 8 Labels with MR.BEER Logo 1 Brewing with MR.BEER -- Brewer's Guide(dvd)",200
"Craig Frames Sonora, Aged Copper and Black Picture Frame, 10 by 11-Inch","Contemporary style; distressed copper and black with smooth wrap finish Frame includes: glass, rigid black backing and pre-attached stamped hanging hardware Frame holds a 10 inch by 11 inch photo/print/poster (viewable area reduced by .25"" on each side, due to frame lip) Frame moulding is 3.015 inches wide; MDF wood composite ; wrap finish Frame is designed for WALL HANGING only (hanging hardware allows for portrait or landscape orientation)",20
"Jackpot Candles Caramel Coffee Latte Candle with Ring Inside (Surprise Jewelry Valued at $15 to $5,000) Ring Size 9","100 percent premium natural soy candle with organic cotton double wicks Made in the USA 15 ounce jar; 12 ounce candle with double wick for a cleaner burn Jewelry item hidden in each candle valued between 15 and 5,000 dollars",30
"SODIKA Kitchen Mats Set Anti Fatigue Cushioned Kitchen Rugs and Mats Non Slip Comfort Standing Kitchen Floor Runner Rug Beautiful Beach Seascape Starfish and Conch (18""x30""+18""x59"")",,20
"HolySpring Ice Maker Machine Countertop, Portable Ice Makers with Ice Bags and Standing Ice Scoop Basket, Countertop Ice Maker 2.1L w/Self Cleaning, 9 Bullet Cubes Ready in 5-7Mins, 26.5lbs in 24 hrs",,110
"Creative Co-Op Decorative Bamboo Blanket Ladder, 60.25"", Natural","Add this functional yet decorative ladder to any living space for a rustic feel. The 60 inch tall white wood ladder is great for hanging blankets and throws or simply display by itself for a decorative touch. Place in a bedroom or living room for a statement piece. In the bathroom, this ladder can be used as a unique towel rack. Bamboo Hang blankets for a decorative touch In the bathroom, hang towels on this bamboo ladder Place against any wall for added dimension to the room décor 16""L x 1. 25""W x 60. 25""H",60
Hypertherm 420144 HyAccess Cutting Nozzle,"Access extended Cutting Nozzle for Powermax30, Powermax30 XP and Powermax45 plasma systems. ""Cut with Confidence."". Unique patented design for cutting in hard to reach or confined places Access provides improved visibility and accessibility for challenging cutting applications Operates at 15 - 45 A",80
Liberty Tabletop Celtic 65pc Flatware Set Service for 12 Silverware Made in USA,Finest Quality 18/10 Stainless Steel 100% Made in USA Forged Knife with Serrated Blade 25 Year Manufacturers Warranty Stunning Mirror Finish,55
GM Genuine Parts 96673600 Rear Side Door Lower Radio Speaker,"Restore the sound quality of your audio system GM-recommended replacement part for your GM vehicle’s original factory speaker Offering the quality, reliability, and durability of GM OE Manufactured to GM OE specification for fit, form, and function",40
CS OSBORNE 773-HRP HOG RING PLIER,Hardened and tempered. Forged steel. Vinyl handles. Works with our new 773-K millimeter hog rings. Ideal for closing around a smaller area. Can be used on bungee cord. CS OSBORNE 773-HRP HOG RING PLIER,50
"Mundial Y5627-10E 10-Inch Slicing Serrated Edge Utility Knife, Yellow","Mundial 5600 series slicing knife, 10 in. High carbon stainless steel serrated blade, used for slicing meats. The yellow polypropylene handle is ergonomically designed to provide a secure non-slip grip. Lifetime limited warranty.",40
"Star Projector, Galaxy Projector, Night Light Projector with Bluetooth Music Speaker & Remote Control, Ocean Wave Star Light Projector for Baby Bedroom, Home Theatre, Party, Birthday Gifts",,45
"24x36 Black & White Double Picture Mats with White Core, for 20x30 Pictures","These are high quality 4 ply picture mats cut for the picture size referenced in the title. All openings are reduced by 1/2"" to overlap the picture. All of our matting is bevel cut and has a white core. All openings are reduced by 1/2"" to overlap the picture size referenced in the listing. All of our matting is bevel cut and has a white core. This listing is for picture matting only Made from 4 ply high quality matboard",30
Forest Hill Scraper King Flooring Scraper witn Hardened and Tempered Spring Steel 5 x 7-inch Blade and Lightweight Long Firerglass Handle,"Long Lightweight Fiberglass Handle with a smooth veil finish, overall length is 58-inches. Blade size: 5-inch High x 7-inches Wide, Weight 3 pounds. Hardened and Tempered Spring Steel Scraper with the unique Forest Hill Rib design for rigidity. Extra Hard & Springy material for a superior scraping job. Multi-purpose use from floor debris and laminate to Ice and Snow. Heavy-duty Commercial Grade Construction, Made in the USA",40
Armytek Wizard C2 Pro Max XHP70.2 Warm Light LED Headlamp 3720 Lumens,"✅ BRIGHTNESS New generation electronics provides impressive light output of 3720 lumens ✅ WIDE FLOOD LIGHT of the flashlight is optimal both for operating at a close distance and for highlighting large spaces. ✅ WIDE BEAM 110°:150° flood light is convenient for service and industrial works, as well as for active leisure and day-to-day tasks. ✅ FAST MAGNETIC USB CHARGER Charges the flashlight in just 5 hours 20 minutes.",120
"The Endless Summer 15x18 Framed Art Print by Van Hamersveld, John","The Endless Summer 15x18 Framed Art Print by Van Hamersveld, John High quality framed art print Two inch wide black wood frame In stock and ready to frame and ship Custom packed for safe delivery Satisfaction Guaranteed",10
760G/SB710 AM3 MAX-8GB DDR2 Uatx PCIE16 Pcie 2PCI Gbe,Motherboard - M4A78L-M - Vivid Onboard DX10 Graphics and Real-time Overclocking Performance Item Package Dimension: 10.899999988882L x 10.399999989392W x 2.099999997858H inches Item Package Weight - 2.3 Pounds Item Package Quantity - 1 Product Type - MOTHERBOARD,120
"HP Laptop 14 inch HD Screen, Intel Celeron N4020 Processor, 4GB DDR4 Memory, 64GB eMMC, Webcam Bluetooth,1-Year Microsoft 365, Online Class/Online Meeting, Windows 10 Home S, iMei 64GB Micro SD Card","Experience the most secure Windows ever built with fast boot times, increased responsiveness, and added protection against phishing and malware. Intel Celeron N4020 1.1GHz 4GB 64GB SSD Intel UHD Graphics 600 1366 x 768 (HD) HP True Vision HD Camera Dual array microphones",400
"BIA CORDON BLUE Bottle Vinegar White, 1 EA",Grace your kitchen with the simple elegance of this Vinegar Bottle. Dimensions: Measures 2.25' wide by 2.25' long by 11' tall/deep Material: 100% Porcelain Additional Features: Microwave-Safe Made of durable porcelain with a chip-resistant glaze for years of service Features leak-proof stopper and spout caps to keep vinegar fresh,30
"Fotodiox Chromakey Green and Blue Jacket Cover, fits 40x60 5-in-1 Oval Reflector Pro Collapsible Disc Kit Collapsible","This cover can be used with 40x60"" 5-in-1 collapsible reflector, to provide additional application as chromakey backgrounds. Provides additional application as chromakey backgrounds. Good for studio use Bright",40
Picard Hammer - Blacksmiths' Hammer (0000811-1500),"Crafted with the user in mind using high quality materials and world class craftsmanship, quality assured and made to withstand even the toughest jobs. Designed with the user in mind and fit to match the needs in the shop, at home or in the field - Proven and Tested for durabilty and function in real world conditions. Hardened face and cross peen Hickory handle Item Package Dimension: 8.0"" L x 8.0"" W x 20.0"" H Item Package Weight: 26.0 lb Made In Germany",40
"NATIONAL MFG/SPECTRUM BRANDS HHI N351-015 Spring Hinge, 4-Inch, Oil Bronze","V522, 4"", oil rubbed bronze e spring adjustable door hinge, manufactured with cold rolled steel, closing speed is adjustable, fits standard hinge cutout, tension is adjustable, 5/8 "" radius round corners, hinge is UL approved for fire doors, visual pac. The product is 4 inch Oil Bronze spring hinge Closing speed is adjustable The product is manufactured in china Model number: N351-015",20
"Fully Adjustable - TV Wall Mount Bracket for Panasonic TC-L37X1 37"" Inch LCD HDTV Television","High quality Adjustable Tilt & Swivel Tv Wall Mount Bracket. Sturdy steel, dual arm for LCD LED and Plasma TV's Full Motion TV Wall Mount Bracket Compatible with Panasonic TC-L37X1 LED / LCD / PLASMA TV Brand new in box Installation hardware included in box",45
"M&G DuraVent 7"" DuraBlack Damper Section - 7DBK-DS","Install at, or close to, the stove outlet in-line. 5"" pipe section with the damper pre-installed. This product is manufactured by M&G DuraVent. This product is manufactured in United States. 7"" Size Highly Efficient Easy in-and-out fit Country of origin: United States",60
Intel AFBR-703SDZ-IN2 INTEL SFP SR SFP,INTEL SFP+ SR SFP DISC PROD RPLCMNT PRT SEE NOTES AFBR-703SDZ-IN2 INTEL,60
Sky High Car Audio 1/0 Cable Cutter,Make every install easier with the 1/0 Cable Cutters/Strippers from Sky High Car Audio Cuts any wire 1/0 and under OFC or CCA Strips down to 16 Gauge wire A handy tool to have laying around!,10
"Chi Mei N140bge-l43 Rev.c1 Replacement Laptop LCD Screen 14.0"" WXGA HD LED DIODE (Substitute Only. Not a)",,70
"Braun KF420-BLK Aromaster 10-Cup Coffeemaker, Black","Water-dispersal system provides fast, uniform saturation of coffee, full flavor Plastic carafe's lid seals to minimize evaporation Pour a cup midbrew with convenient brew-pause feature Swing-out filter basket; flip-top water-tank lid Measures 12 by 6 by 11 inches",100
Noritake Rochelle Gold 5-Piece Place Setting,"Since 1904, Noritake has been bringing beauty and quality to dinner tables around the world. Superior artistry and craftsmanship, attention to detail and uncompromising commitment to quality have made Noritake an international trademark during this past century. Noritake Dinnerware will set your table with the standard of perfection. Noritake Rochelle Gold 5-Piece Place Setting Bone China World Famous Noritake Quality, Value and Design. Elegant Dining Dishwasher Safe",80
NASSAU ELECTRICAL SUPPLY 50' Nassau 1/0-1/0-1/0-2 SER Aluminum Service Entrance Cable 600V,Wire Size : 1/0-1/0-1/0 AWG Bare Conductor Size AWG: 2 Conductor Material : Aluminum Cable Type : Service Entrance Cable Voltage : 600V,80
iPhone 12/12 Pro Southwestern Aztec Design Case,"Unique Aztec Southwestern Design. Another Original Design by TheGraphicRabbit that is Distressed with a Vintage Style, this Popular item makes a Perfect Gift for a Birthday or Just for something Unique! Awesome Design with Southwest Flair. South Western Art Lovers. Another Original Design by TheGraphicRabbit that is Distressed with a Vintage Style, this Popular item makes a Perfect Gift for a Birthday or Just for something Unique! Two-part protective case made from a premium scratch-resistant polycarbonate shell and shock absorbent TPU liner protects against drops Printed in the USA Easy installation",20
Plush Big Backrest Reading Rest Pillow Bed Adult Backrest Lounge Cushion Back Support for Sitting Up in Bed (Blue),"Special Feature Durable,Premium Fill Material Cotton Shape L-shape Plush",20
Intel Core 2 Duo Mobile Processor T9400 Frequency 2.53ghz 1066mhz Cache 6MB CPU Micro-FCPGA,Core 2 Duo Mobile Processor T9400 Frequency 2.53ghz 1066mhz Cache 6MB CPU Micro-FCPGA ASIN: B005MFI6S6,180
Blomus Magazine Collector,"The blomus chrome plated magazine collector provides organization for magazine storage. Keeps magazines orderly for reference or recycling. holds any magazine Material: steel chromed H 31 cm, W 34 cm, D 27 cm Easy to clean",20
Frigidaire 316465800 Range/Stove/Oven Griddle Unit,"This is a genuine replacement Part, The model number and name for the following item: Frigidaire (FRIGB) 316465800 range/stove/oven - literature. Frigidaire (FRIGB) This is a genuine replacement part Cooktop-Accessories General Specs: Item Package Quantity: 1|Shipping Weight (lbs): 12.12|Collection: Frigidaire",40
XL5100 Sony Projection TV Lamp Replacement. Lamp Assembly with Genuine Original Philips UHP Bulb Inside.,XL5100 Sony Projection TV Lamp Replacement lamp assembly with high quality original Philips UHP lamp inside.,40
"Polylok 24"" x 6"" Septic Tank Riser","This model has been replaced with part number: 3008-NG as of 2021 Accepts Polylok 24"" Riser Safety Screens Made of high density polyethylene which won’t shatter Structural ribs inside prevent frost from adhering to the riser in frost prone areas Made in the USA",80
"Meridian Furniture Isabelle Collection Modern | Contemporary Channel Tufted, Velvet Upholstered Chair with Custom Chrome Legs, Burgundy, 38.5"" W x 35.5"" D x 31"" H","Burgundy plush velvet Chrome legs Channel Tufted Modern | contemporary design Pillows included Overall dimensions: 38. 5"" W x 35. 5"" D x 31"" H",60
GIA Cute Upholstered Light Pink Armless Plush Faux Fur Fuzzy Desk Chairs No Wheels - Removable Makeup Room Vanity Chair Slipcovers - Mid Century Shaggy Dog Accent Chairs - 1Pack,"Ergonomically designed to provide support for your back while functional and comfortable for you and your guests The contemporary look adds a designer touch to any living or working space Hassle free assembly in minutes with instructions and hardware kit Chairs are 32 inches high, 18 inches deep and 18 inches wide.",80
Ridgid AC840085 (2 Pack) 18V 1.5AH Hyper Lithium-Ion Compact Battery # 130183010-2pk,Sold on Amazon,90
ZyXEL C1100Z 802.11n VDSL2 Wireless Gateway CenturyLink,"Router in box is brand new and never used. Includes all network cables, phone cable, power cable, phone filters and instruction manual. Listed as used good because box has been opened. Power cord included Phone cord included",50
Stow Green Classic Peter Rabbit Set of 6 Coasters,Peter Rabbit Classic Cork Backed Coasters Set Of 6 Peter Rabbit Classic Cork Backed Coasters Set Of 6,20
"LENOVO ThinkPad T470p 14"" FHD Laptop, Intel Core i5-7300, 8GB DDR4 RAM, 256GB SSD, Windows 10 Pro 64Bit, CAM (Renewed)","Lenovo Thinkpad T470p Laptop Lenovo ThinkPad T470p Laptop, Intel Core i5-7300, 8GB RAM, 256GB SSD. Display: 14"" screen with 1920 x 1080 resolution. Operating System: Windows 10 64 Bit – Multi-language supports English/Spanish/French. efurbished: In excellent condition, 90-days Warranty",220
Feit Electric LED Outdoor Fixture Oil Rubbed Bronze w/Frost Glass,"LED Outdoor Fixture Oil Rubbed Bronze w/Frost Glass Integrated LED Module No Bulbs Required Energy Saving LED - Improved Light Quality PATENT PENDING. Feit Electric, 12W, LED wall lantern, oil rubbed Bronze finish, Frosted glass lens, 550 lumens, 3000K color temperature LED improved light quality Adds Extra shine to your product Manufactured in China No Bulbs Needed Uses 1 Integrated LED Module Instant Full Brightness No Bulbs Needed Uses 1 Integrated LED Module Instant Full Brightness Energy Saving LED Improved Light Quality Patent Pending",100
Replacement for Heil Single (1) One Pole 40 Amp Replacement Condenser Contactor 1050839,"This is a Brand New Condenser Contactor This is a Brand New Condenser Contactor Single Pole Rated for 40 Amps, making it a Heavy Duty Contactor! 24 Volt Coil",220
"American Metalcraft 20-1/2"" x 12-1/2"" Full Size Black Rectangular Beverage Tub","This beverage tub is made of steel material. The hammered look offers a rustic yet refined appearance. It sports a sleek, textured surface and free-swinging decorative handles, sure to bring an upscale flair to any event. This tub must be hand washed. This tub can be filled with ice and drinks allowing guests to help themselves to a cold drink. Comes in full size and rectangular shape. Available in black color.",70
Frigidaire 242176503 Dispenser Tray,This is a genuine replacement part. The 242176503 number and name for the Following item is: Frigidaire 242176503 dispenser tray This is an O.E.M. Authorized part Electrolux and Frigidaire are interchangeable Name for the same brand. Item received can be in any of the two names Model number: 242176503 Brand name: FRIGIDAIRE,40
"1150MG Mechanical, Keyless Lever Lock","Digital Door Lock, 1150 Mechanical, Keyless, Heavy-Duty Lever, Deadlocking spring latch style lock in Marine Grade Mechanical, keyless push-button lock adjustable latch Easy programmable code Lifetime Warranty Changeable Handing",50
"Samsung Galaxy Note 4, Frosted White 32GB (Sprint)",Samsung Galaxy Note 4 SM-N910P - 32GB - White (Sprint) Smartphone 100% functional item backed by Cellular Professor's 60-day warranty Network: Sprint Storage: 32GB Sim Size: Micro Color: White,99
"ArtWall Mark Adlington 'Wolf' Unwrapped Flat Canvas Artwork, 18 by 22-Inch","Mark Adlington 'Wolf' unwrapped canvas is a high-quality canvas print capturing the quiet yet powerful wild gaze of a intriguing wolf . This enticing imagery makes for a commanding addition to any room. Artist: Mark Adlington Title: Wolf Style: Contemporary, Subject: Animals Dimensions: 14x18 image with 2 inch accent border 100% Made in the USA; Premium Printed Reproduction on Premium Professional grade Canvas",14
"GE Lighting 31887 LED Reveal Globe Light Bulbs, G25, Frosted Pure White, 290 Lumens, 4.5-Watts, 2-Pk. - Quantity 1","GE Lighting 31887 LED Reveal Globe Light Bulbs, G25, Frosted Pure White, 290 Lumens, 4.5-Watts, 2-Pk. - Quantity 1",30
Fiesta Party Supplies-12 Mini Sombreros and 12 Mini Maracas for Fiesta Bunco Party,Hand Wash Only 12 Small Maracas with Seeds that Rattle Mini Sombreros with String Bottle topper sized sombreros Addorable Decor for any Fiesta Party! Awsome Party Favors for your Guests,15
"3D Rose Letter C Monogrammed Black and White Zebra Stripes Animal Print with Hot Pink Personalized Initial Towel, 15"" x 22"", Multicolor","Machine washable, do not bleach 15 x 22 inches Made of 63Percent polyester (Microfiber)/37Percent Cotton (velour terry cloth) Image printed on Microfiber side/terry cloth side blank",10
"Rockville REC97 Dual 12"" Ported SUV Subwoofer Sub Box Enclosure - Behind 3rd Row","RockvilIe REC97 Dual 12"" Ported SUV Subwoofer Enclosure - Behind 3rd Row Fits Behind 3rd Row, Downfire. For Tahoe/Denali SUVs. Finished with Durable Bed Liner. 3/4"" MDF Air Space: 1.25 Cubic Feet (per sub). Mounting Depth: 9"" Product Dimensions (H x W x D): 13.5"" x 42.25"" x 16.25"" inches",40
(Set of 12) Microwave Food Storage Tray Containers - 3 Section / Compartment (Set of 12),(Set of 12) Microwave Food Storage Tray Containers - 3 Section / Compartment (Set of 12),25
"Eurofase 22558 9-Inch LED Picture Light, Oil Rubbed Bronze","Ultra slim, low profile picture light. 6 foot cord and plug with in-line switch. Included mounting clips can be secured to the wall or to the picture frame. Unique lamping configuration eliminates the need for a transformer. 6 foot cord and plug with in-line switch Included mounting clips can be secured to the wall or to the picture frame Unique lamping configuration eliminates the need for a transformer Package dimensions: 5.511811024"" L x 1.57480315"" W x 5.511811024"" H",15
P Premium Power Products V13H010L33-ER Compatible Projector Lamp,Replaces Epson V13H010L33-ER Brand new high quality compatible replacement bulb manufactured in our ISO 9000 factories Plastic housing engineered to perfectly fit into your projector (may be recycled) Internal safety features protect your device from electrical hazards,25
ActyGo Replaces for Central Pneumatic Harbor Freight Air Compressor Reed Valve Valves STAINLESS,"These are the reed valves as found in fits Central Pneumatic Harbor Freight air compressors as well as Sears Craftsman E100229 and others. They measure approximately 3/8"" x 1 3/4"" You will receive (2) reed valves with your purchase.",45
Franco PAW Patrol Sheet Set Twin,"PAW Patrol Twin Sheet Set. this cozy microfiber sheet set comes with a fitted sheet, flat sheet and pillowcase.",40
eHomeProducts Espresso Finish Coat Rack Hall Tree Purse Jacket,"This espresso finish hall tree coat rack provides ample storage for coats and accessories. Measures 19""W x 19""D x 72""H with simple assembly required. Finish: Espresso Features Six Hooks Made from Rubberwood Dimensions: 19""W x 19""D x 72""H Simple assembly required.",50
Non Slip Wood Protector Disk Rubber Grip Support Table Bench Cookie Sil161,"High friction rubber surfaces and durable core provide a solid grip, preventing projects from slipping while routing, sanding, carving and more. They support the workpiece without leaving marks and raise panels for edge work and finishing. Each cookie is 3"" x 1"". This listing is for 4 cookies, as pictured. Doesn't leave marks. Rubber Grip Support. Table Bench Cookie. Cookie is 3"" x 1"" 4 x Discs/Cookies",20
"1/2"" Stone Mountain Bowl Gouge","Bowl gouges are primarily used in the production of bowls, platters, dishes and other hollow forms produced on the faceplate - normally with the grain running across the blank. Easy to use and control Used for production of bowls, platters, dishes Most hollow forms produced on the faceplate",25
Dynatron R24 2U CPU Cooler Active for Intel Socket 2011 - Narrow ILM,"60x60x28mm PWM Fan, Aluminum Fins with Heatpipe directly Contact CPU for 2U and Up Server, Support CPU Power up to 165 Watts Heat Dissipation. Dynatron R24 2U CPU Cooler Active for Intel Socket 2011 - Narrow ILM",40
"Vickerman Lime Ornament Set, 125 per Box","125 Shatterproof Lime Plastic Ornaments. 3-Finish Matte/Shiny/Glitter. Set of 125 Pieces. Sizes range from 1.5"" to 5.5"" Including 2 6.5' Beaded Garlands. Shatterproof Seamless Plastic Equipped with ornament caps",30
"NORTHLIGHT 60"" Silver Sequin Snowflake with White Faux Fur Border Skirt Christmas Tree Accessories","Enjoy a beautiful Christmas with this gorgeous tree skirt Tree skirt features sparkly, silver, sequin snowflakes, on a mesh overlay Design goes all the way around Closes in the back with a velcro fasteners Care instructions: spot clean only Dimensions: 60"" diameter Material(s): polyester/faux fur Faux Fur,mesh,sequin Sowflake Tree Skirt Spot Clean Only",20
Steel Case for #900 Magnetic Protractor,heavey duty steel case with poweder cat paint finnish MADE IN USA with USA materials and labor steel case for 900 protractor MADE IN USA with USA materials and labor,20
Ganxin Large Professional Flexible Tripod Stand Extendable and Foldable Scoreboard Holder,Ganxin Large professional flexible tripod stand extendable and foldable scoreboard holderSpecifications: Model:tripodA Item Condition:100% New Folded size:68cm Extended size: max.190-200cm Frame Materials: Aluminum alloy Color: black Gross Weight:1KG Warranty:2 months by manufacturer/seller Folded size:68cm Extended size: max.195-200cm Frame Materials: Aluminum alloy,60
HYNIX HMT125U7BFR8C-H9 2GB DDR3 PC10600 240P DIMM,HYNIX HMT125U7BFR8C-H9 PC3-10600E DDR3-1333 2GB ECC 2RX8 HYNIX PART# HMT125U7BFR8C-H9 PC3-10600E DDR3-1333 2GB ECC 2RX8,50
"Urban Shop Tufted Office Chair, Ivory",Tufted Leather effect is contemporary and stylish Sturdy armrests for added comfort Adjustable lever for varying heights Pneumatic Seat Height adjustable office chair Assembly required Weight capacity: 225 lbs.,110
NVX XAD21 2000W RMS 1-OHM Stable Full Bridge Class D High Power Competition Full Range Bridgeable 2-Channel Car Audio MOSFET Amplifier,,40
#30 Tri-Groove Socket,"Drive: 3/8"" Socket Length: 1-7/32""Fits Nut Size: 5/16"", 3/8"" And 8mmFor Use With Tri-Groove FastenersNot For Use With Pneumatic And Electric Impact WrenchesSocket Length May Vary Slightly, Contact To Confirm If Needed Drive: 3/8"" Socket Length: 1-7/32"" Use To Drive 5/16"", 3/8"" And M8 Tri-Groove Nuts",50
Kohler K-T22024-4-BL Kohler K-T22024-4 Tempered Deck Mounted Roman Tub Filler,"This Certified Refurbished product is manufacturer refurbished, shows limited or no wear, and includes all original accessories plus a 90-day limited hardware warranty. Finish: Matte Black Manufactured By: Kohler Faucet Centers: 8 in.",40
"Warehouse of Tiffany CM084/4 Tegan Black & Gold 4 Ceiling Light with Glass Shades Flushmount, Black/Gold",This semi-flush mounted indoor ceiling lamp offers plenty of illumination for your home. The finish combination of black and gold paired with four enclosed clear glass globes makes for a clean and modern fixture. It will showcase your excellent taste for decorating. Lighting Type: Semi-Flush mount Number of Lights: Four (4) Bulb Type: 60-W E12 (not included) Line switch ETL Listed,50
Absolute USA P16-500GR 16 Gauge 500-Feet Spool Primary Power Wire Cable (Green),16 Gauge 500 FT Spool Primary Power Wire Cable Color Green Durable and Flexible for easy installation,40
21st Century Model 138 Fiberglass Kerosene Heater Wick,"21st Century's Fiberglass Kerosene Heater Wicks are made of graphite coated fiberglass, a re-inforced cloth band and the highest quality cotton. Wick Model 138 fits Kero-sun OMNI105 (M,N,R), OMNI 120, OMNI 230 (B) Contact us for a free cross reference chart.. High quality cotton Graphite coated fiberglass Multiple set lines Package Dimension: 11.0"" L x 7.0"" W x 1.0"" H",55
Whirlpool 7403P238-60 Infinite Switch for Range,Works with the following models: Samsung RESF3330DB Samsung RESF3330DW Samsung RESF5330DT 7403P238-60 Genuine Replacement Part,40
"Naiture 36"" Standard Stainless Steel Shower Rod Ceiling Support with 1'' Loop, Brushed Nickel Finish","Material: Stainless Steel 1/4"" thick solid rod. Complete with eye loop and ceiling-mount flange. May be cut to fit ceiling height. Includes mounting hardware.",30
ArtDirect M.C. Escher 2X Matted 24x20 Black Ornate Framed Art Print 'Dragonfly',This is a high quality framed and double matted open edition art print. The frame is a two inch black ornate wood frame. The high quality art print is in stock and framed within a business day of order placement. Your satisfaction is guaranteed. High Quality Large Framed and Double Matted Open Edition Art Print Two Inch Wide Black Ornate Wood Frame In Stock - Framed and Shipped Out within One Business Day Satisfaction Guaranteed Made in the U.S.A.,20
"Jean Dubost 4 Piece Cheese Board Set, Ivory",This Jean Dubost cheese board set is great for slicing and serving all types of cheeses. It's a perfect addition to any party or get together. Abs Handles Stainless Steel Blades Certificate Of Authenticity Color: Ivory This Jean Dubost Cheese Board Set Is Great For Slicing And Serving All Types Of Cheeses. It's A Perfect Addition To Any Party Or Get Together.,45
"Signs 4 Fun SIGJW9 John Wayne-Courage Metal Tin Sign, Brown",John Wayne - Courage Metal Tin Sign Unembossed Tin Built To Last. Great Item To Give as A Gift.,10
Backcountry Access BCA BC Link 2.0 Two-Way FRS Radio + Frogzskin Vent Kit,Includes BCA BC Link 2.0 FRS Two-Way Radio Includes Frogz Skin Speaker & Microphone Vent Kit 22 FRS channels + 121 sub-channels ensures minimal interference Meet all criteria set out by the revised FCC CFR 47 Part 95B,40
"Southwire Company 26977906 Building Wire, 18 Awg/ 1 Cond, Black, 500Ft",Southwire 500 ft. 18 Solid TFN Building Wire Wire Length: 500' Gauge Conductors: 18 Cable or Wire Type: TFN Color: Black uSE FOR Indoor,20
Peony Flower Wreath for Front Door Pink Valentine's Day Wreath Artificial Spring Floral Welcome Wreath Summer Garland for Door Window Wall Wedding Party Office Home Decor,,30
"LAPUDA Beautiful Hand Beading of Wedding Flower Basket with Elegant Appearance and Ivory Color, Clusters of Stars Style (1 Basket)",Basket Color is available in Ivory & White Applique : Clear Rhinestones Basket size: The total height is 8.6 inches. (Including handle height) Basket Color is Ivory Applique : Clear Rhinestones Basket size: The total height is 8.6 inches. (Including handle height),25
Brookstone Wine Chilling Stick,"Chills your wine without watering it down Contoured spout allows for a drip-free pour To prep the stick, simply place it in the freezer for at least 1 hour Keeps wine perfectly chilled and ready to serve Keep your wine chilled and ready to go",80
"Plug-in Transformr, 115V in, 16.5V Out, 20V","Plug-in Transformr,115V In,16.5V Out,20V Country of manufacture: China Door and Cabinet Hinges & Hardware Manufacturer: ALTRONIX",35
"Supermicro E200-9B Pentium N3700 4X Intel LAN Mini Server, 8GB & 120GB mSATA SSD - Configured and Assembled by MITXPC",,150
BQ220220 - Cutler Hammer Circuit Breakers,"2 Pole 20 Amp - 2 Pole 20 Amp Quad Breaker Cutler Hammer Type BQ Quad 2 Pole 20 and 2 Pole 30 2 Pole 20 and 2 Pole 30 10,000 aic @ 120 / 240Volt",40
A&B Home Keyhole Vase,"This ceramic keyhole shape vase, designed by Anthony venetucci, has a ceramic construction. It has a lovely silver color with a metallic finish. The metallic tone gives it a rich appeal and makes it appear like a priceless treasure. It is a wonderful decorative piece for any style of room in your home. Made of ceramic Silver color with metallic finish Anthony venetucci design Perfect for home decor",30
Bommeow Battery Charger Combo for ICOM IC-705 as BP-307 (CB-BICL0307-3350-D),Value Set 1 Charger with 1 Battery Combo Fit ICOM: IC-705 Two Way Radio Model OEM Charger: BC-202 Fit Battery: BP-307 Battery: 7.4 V | 3350 mAh | Li-ion | Densely constructed w/ thick shell casing Maintain high capacity for 12 months from date of shipment.,40
"Hardware House H10-3947 Dakota Outdoor Fixture Post Light, Antique Silver",From the Manufacturer Dakota Series Outdoor Fixture Post Light Antique Silver. 6-3/4-inch by 8-1/2-inch 100-watt light Antique Silver Finish With Seedy Glass Bulbs not included,60
"Valved ""Y"" Connections Model Code: AH - Price is for 1 Each (part# 111)",Oxygen RH Female B-Size. High Quality adapters and connectors for Regulators and gas cylinders. Please take extra consideration to ensure the connector you are purchasing will work with the appropriate gas use. Oxygen RH Female B-Size Outlet: 2 - Oxygen RH Male B-Size Material: Brass Max Pressure: 200 psi Size: CGA-022,20
Lee Double Curtain Rod 66-120 inch - Satin Nickel,"Rod Desyne is pleased to introduce our designer-looking adjustable Lee Double Drapery Rod made with high quality steel pole. This curtain rod will add an elegant statement to any room. Matching single rod Includes two 13/16 inch diameter adjustable poles, extends 66-120 inch, 3 double brackets, and mounting hardware Projection: wall to back rod: 3.75"", wall to front rod: 6.375"" inches Each Lee finial measures W 1-3/8"", H 1-1/16"", D 1-1/16""",30
"DeWalt DW735/DW735X 13"" Planer 4 Pack Replacement Carbon Brush # 5140011-85-4PK",Sold on Amazon,20
"Dagan Wood Basket (DG-13BLK), Black","The Dagan Wood Basket provides a premium carrier to store your firewood. Made from durable steel with a black finish and a filigree body design, this log holder is built to last. Neatly stack your logs in this 3 pound, 21-inch long wood basket. Premium fireplace wood basket Made from durable steel with a black finish Beautiful filigree body design 21-inches long and weighs 3 pounds Manufacturer #: 13BLK",45
Culligan Seal Pack,Culligan Seal Pack. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance.,35
Embraco EMI70HNR Replacement Refrigeration Compressor 1/3 HP R-134A R134A,This is a Brand New EMBRACO Refrigeration Compressor This is a Brand New EMBRACO Refrigeration Compressor 1/3 HP 115V R-134A / R134A / Aftermarket replacement for Embraco # EMI70HNR,60
Essy serum for skin care pink 1 pack 60ML,"Brand sorrento P1419-10 Faux silk fabric Dimension :50"" Decoration High Quality Christams tree skirt style Secure around tree stand with the Velcro 100 % Polyester,faux Silk,sequin Dimensions:50""/Color:silver Faux silk with sequin embroidery to the 100% polyester fabric 100% polyurethane or foam filling High quality with lowest price Can be re-used yesr after year",40
"Silk Shantung Traditional Bell Shaped Lamp Shade, Eggshell color | 16 Inch by UpgradeLAMPS",This beautiful classic shade can update any lamp style you have. Upgradelights traditional silk bell shaped lamp shade is a part of a timeless collection. Perfect for anyone who is looking for a traditional & elegant lampshade. Exterior Fabric: Hand Tailored Silk-Type Shantung Shantung Silk Imported Shade Dimensions in Inches: Top is (8 x 16 x 12) inches Shape & Style: Bell shaped for a Traditional elegant style Polished brass spider fitting. Creme fabric with self trim.,45
"wall26 Canvas Print Wall Art Eagle Insignia Army & Family Flag Pop Culture Cultural Digital Art Modern Art Traditional Colorful for Living Room, Bedroom, Office - 32""x48""","High quality printed artwork stretched to fit on durable and shrink-resistant canvas. Great gift idea for friends and family for holidays or other special occasions. 1.5"" stretcher bars to give artwork a gallery-quality profile. Hanging accessory toolkit included with all artwork. Note: Due to monitor display issues, actual colors may slightly differ from pictures.",20
Teen Wolf Mtv Poster 2ftx3ft,"Teen Wolf Mtv Poster 2ftx3ft,Size: 24inx36in, produced on quality poster paper. Measures 24""x36"" 24 inches x 36 inches Paper poster, Condition: NEW Packaged rolled inside cardboard tube Wall Art for any room",10
Serta Motion Perfect 2.0 (New Black 2020 Version-) Replacement Remote for Adjustable Bed- Does NOT Have 6 PINS,"This is the genuine replacement remote for the Serta Motion Perfect 2.0 Adjustable Base. As of 2018 Serta discontinued the old white color remote and replaced it with the current black remote without a Serta logo. The same remote works for two bases (one from Simmons) so they were able to save on skus at the factory. If your old remote's buttons or the word ""Massage"" are in different places this remote will not be compatible with your base.",35
Head Case Designs Officially Licensed Barruf Gentle Pug Dogs Leather Book Wallet Case Cover Compatible with Samsung Galaxy S21 Ultra 5G,Head Case Designs Officially Licensed Barruf product Handcrafted leather construction Multiple card slots for ID or credit cards Multi-view stand. Ideal for watching movies Magnetic closure system,20
AFC (TM) AFC-EPH-1200-2-12000SKC Water Filter (Comparable to BodyGlove (R) BG-3000R ) Made in U.S.A (1),Micron Rating: 0.5 Microns Flow Rate: 0.5 GPM 1:89 LMP - 2.0 GPM/7.56 LMP Capacity: 12 months or 9000 Gallons Dimensions: 3.4″ Tall X 12.25″ Wide Max Temp: for cold water use only: 100° F (38° C) Max Pressure: 125 PSI,25
"Cosmas 25 Pack 464SN Satin Nickel Leaf Cabinet Hardware Round Knob - 1-1/4"" Inch Diameter","High Quality Satin Nickel Finish Knob Diameter: 1-1/4"" Projection: 1"" Base of Knob Diameter: 5/8"" Individually Polybagged with 1"" Mounting Screws Included",15
"ION TOOL Pry Bar 4 Piece Set, 8-24 inch with Hammer Top","4 Piece Pry Bar Set, comes in the following sizes: 24”, 19”, 13”, 8”. Quality Construction from forged square stock, will not easily bend or twist. Striking Cap designed for hammer striking to power through your project. Premium non-slip handles with attractive two-tone color design. Customer satisfaction guaranteed. US based company with fast and exceptional customer service.",65
"WES CLASSIC ECONOMY, Manufacturer: WES, Part Number: 398004-AD, VPN: 120-0015-AD, Condition: New",,50
Dometic 385311647 Dometic 385311647 Seat and Lid for 310 Series Toilet - Bone,"Dometic ducting attaches easily to duct rings, grilles, and transition boxes and is constructed from a Mylar fabric shell with 1"" thick insulation. 5"" x 25' size. Package Dimensions: 21 L x 5 H x 19 W (inches) Package Weight : 3 pounds Country of Origin : China Part number: 385311647",85
Vickerman 9' Unlit Upside Down Artificial Christmas Tree (A860180),"9' x 102"" unlit Upside Down tree featuring 2420 PVC tips, making this festive tree the perfect addition to any room. 2420 PVC Tips Unlit, 2420 PVC Tips 10 Year Limited Manufacturer 9' x 102""",110
BOYO VTS18HD - Tailgate Door Handle HD Backup Camera for Toyota Tacoma 2005-2014 (Black Door Handle),VTS18HD: Vehicle Specific Toyota Tacoma Tailgate Door-handle Camera Fits Toyota Tacoma 2005~2014;Sony HD CCD;600 TVL horizontal resolution;768(H) x 494(V) pixels; Waterproof IP67;130 degree wide viewing angle;0.1 lux; Reverse Image; Parking lines on/off selectable,50
"Consumable Kit, 30 AMP, for XT30","The consumable kit is for use with XT30 torch. It includes 5 electrodes (249926), 5 tips (249927), 1 swirl ring (249931), 1 retaining cup (249932), 1 O-Ring (249969) and 1 grease pack (252951). Amps: 30 AMP Application: Plasma Cutting For use with: XT30 torch",60
Efergy Elite 4.0 Wireless Electricity Monitor,"Large wireless portable compact display can be placed anywhere in the home DIY - easy, quick and safe installation and Set up Energy monitors are not designed to replace or be as accurate as your supply meter as meters are highly accurate and monitors are a guide Home instant real-time energy consumption readings",50
Grey Pneumatic GY1326M 1/2 Inch Drive 26 Pieces Standard Lenght Metric Master Set,"High quality chro-moly alloy steel. GP High Torque Drive Socket design for increased strength with reduced chance of fastener rounding. .Comes in a molded case. Molded cases feature removable top for use as a toolbox tray. Set Includes: (1/2"" Drive; 6 Points): 10mm Thru 36mm Standard Length Impact Sockets.",65
1 Amba SAFSP-33 Free Standing Plug-In Towel Warmer, Polished Heats quickly Made of 18/8 stainless steel Built in on/off switch Ten crossbars allow optimal drying Horizontal and vertical bars are heated 100
2 AnyTone AT-D878UV Plus D878UV D868UV D858 Battery Pack 7.4V 3100mAh with Belt Clip Original AnyTone 3100mAh Li-ion Battery with Belt Clip for AnyTone AT-D878UV Plus D878UV D868UV D858 BTECH DMR-6X2 radio. Original AnyTone 3100mAh Li-ion Battery with Belt Clip for AnyTone AT-D878UV Plus D878UV D868UV D858 BTECH DMR-6X2 radio. 20
3 Whitmor, Espresso Deluxe 6 Organizer with 3 Fabric Cubes Great for quick organization and storage, this 6 cube organizer with 3 fabric cubes is the perfect small space storage solution eatures 6 cubes with 3 additional fabric cubes for organization and display of a variety of household items Wall mount accessory included Assembled dimensions: 15 L x 32.5 W x 37 H inches Constructed of laminated particleboard for stability and durability Easy assembly, Phillip's screwdriver needed For over 70 years, Whitmor has been bringing organization home. If you have questions or problems, please contact us for immediate assistance 20
4 Lori Mitchell 33164 Little Lost Lamb Figurine 5.5" Lori Mitchell 33164 Little Lost Lamb Figurine 5.5" Poly Resin 5.5" Tall 10
5 Madison Bay Co Double Clear Ribbed Inkwells with Wood and Brass Stand, Vintage R Madison Bay Co Double Clear Ribbed Inkwells with Wood and Brass Stand, Vintage R. 30
6 ClimaTek Refrigerator Door Bin Shelf for Kenmore 2187172K This is a Brand New Aftermarket Refrigerator Door Bin Shelf This is a Brand New Aftermarket Refrigerator Door Bin Shelf This is a top quality white replacement refrigerator door bin. It attaches to the back of the door. Approx. 16.625" W x 7" D x 3.875" H 25
7 SmithOutlet 25 Pack Over The Head Low Cost Headphones in Bulk Pack of 25 Headphones; Each Headphone Individually Packaged and Sealed Extra Soft Leatherette Ear Cushions; Ear Cushions Can Be Wiped Clean Cord Length 4.5 Feet; Single Cord for Both Ears for Tangle-Free Use Stereo 3.5 MM Plug Works with iPods, iPhones, iPads, Smartphones, Chromebooks, Tablets, Laptops, Computers, Fitness and Audio Equipment Great for Students, Schools, Hospitals, Hotels, Musuems, Gyms, Dentists, Libraries and more 40
8 Kodak Ektar 100 135-36 (Pack of 3) Kodak Ektar 100 135-36 (Pack of 3) World's finest grain color negative film Extraordinary enlargement capability from a 35mm negative. Ultra-vivid color and optimized sharpness. Distinct edges and fine detail. Incorporates entertainment imaging's KODAK vision film technology. Micro-structure optimized t-grain emulsions. 30
9 Kohler Prolific Large Bamboo Cutting Board, 21 in. L x 15.875 in. W K-23680 | Prolific Large Bamboo Cutting Board | KOHLER Fits securely on K-23650-NA (covers the entire sink) or K-23652-NA (covers half the sink). May also be used with the K-23651-NA and K-5540-NA Prolific kitchen sinks. Countertop height creates a truly comfortable work surface for easy food prepping. 60
10 KC Republic Phone Brush Cleaning Kit with Mini Soft Round Cotton and Felt Tip Brushes, Clean Phone, Water Wet Phones, Dry Phones, Tablet, Laptop, or Computer, 3 Different Size Heads, (25 pieces) Mini Tip Brushes For Cleaning Small Hard To Reach Places and Water Out of Phones Easily Remove Dirt, Sand, Water, or Debris From Small Crevices Felt Tip Attracts Water from Wet phone and Can Be Wet To Clean Out Dirt or Debris Cotton Round Tips For Soft Clean Touch On Camera Phone, Tablet, or Laptop Lenses Note: Brushes are Disposable 15
11 Atlas Homewares 4010-BRN 2-Inch Wine Glass Knob, Brushed Nickel From the Manufacturer Wet Bar - It is always 5pm somewhere For Other Mini-Bar Knobs in this Finish and Collection See Items 4009-BRN, 4011-BRN & 4012-BRN Width: 1.5-Inch Projection: 1.5-Inch 15
12 Precious Moments "My Gift for Him Figurine With a message of peace and goodwill, this little drummer boy is a perfect addition to the Precious Moments standard size nativity. Porcelain bisque figurine 4.5" high. Ornament Drummer Boy playing his drum standard size Each Piece Is Porcelain Bisque; Hand Sculpted and Hand Painted Infused with honest emotion it shares a message that speaks straight to the heart Indoor Use Only; Should Be Dusted Occasionally Packaged in a box made from recycled materials 40
13 Flora-cal Products Fake Red Wine Set Fake Drinks Fake Red Wine Set Fake Drinks Artificial Red wine bottle, glass and grape set. The fake liquid is solid. Artificial Red Wine Display Food Prop Decoration Bottle Size: 3" X 12"H Wine Glass Size: 3-1/4"D x 6"H Made in America 20
14 HTC Desire 610 (AT&T Go Phone) No Annual Contract • WARNING: This product contains a chemical known to the State of California to cause cancer, birth defects or other reproductive harm. This refurbished product is tested and certified to look and work like new. The refurbishing process includes functionality testing, basic cleaning, inspection, and repackaging. The product ships with all relevant accessories, and may arrive in a generic box 300
15 GARDENGREETERS Lighthouse Guiding Light Black and White Solar LED Outdoor Lighthouse Statue f Made of polyresin. Approximate size: 8"Dia x 20.5"H. Good for indoor/outdoor. Light will automatically light up at dark/night. Made of resin Approximate size: 8" Dia x 20.5"H Good for indoor/outdoor 200
16 Incipio HTC Inspire 4G Feather Ultralight Hard Shell Case - 1 Pack - Case - Retail Packaging - Black The feather is an ultra light weight hard shell case for the HTC Incredible, made of a durable and rigid polycarbonate material. A fan favorite case, the feather is loved for its slim, sleek, and sexy look. Less than 1mm thin - Ultra light, ultra strong polymer Form-fitting case that offers low-profile protection Provides full access to all ports and buttons 25
17 Dm/Tnc Tamper Vita-Mix 000760 Tamper. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance 15
18 Skuttle 000-0814-008 Transformer 24 VAC 10VA Transformer 24 VAC 10VA Country Of Origin: United States Model Number: 000-0814-008 Item Package Dimensions: 1.0" L x 1.0" W x 1.0" H Item Package Weight: 1.0 lb 50
19 Desiderata 24x20 Framed Art Print Desiderata 24x20 Framed Art Print High quality framed art print Two inch wide black wood frame In stock and ready to frame and ship Custom packed for safe delivery Satisfaction Guaranteed 40
20 3-Wick Candle - Peach Bellini - 14.5 oz / 411 g Peach Bellini flavored 3-Wick Candle best for sensational aromatherapy. Aromatherapy 30
21 Shakespeare 5120 8' AM/FM Stereo Antenna with 15' RG-62 cable Continuing the tradition, Shakespeare’s Centennial 5120 AM/FM antenna puts high-end features where high-end does the most good. When you’re far from your favorite stations, this antenna helps bring them in loud and clear, without depleting your net worth. Chrome-plated brass ferrule with standard 1in-14 thread Includes 15ft RG-62 cable and Motorola connector Suggested mount: Style 4187 or 5187 Ratchet Mount (each sold separately) Smooth, durable, high gloss finish One section 50
22 Savoy House 8-4030-2-322 Octave 2-Light Bathroom Vanity Light in a Warm Brass Finish with Clear Glass (14" W x 9" H) APPLICATIONS: Perfect for use in bathrooms and over vanities. Adds charm to any interior VERSATILE: LED/CFL/Incandescent compatible, holds two 60 Watt E26 Base Bulbs (Not Included) INSTALL YOUR WAY: This versatile fixture can be installed either with bulbs pointing UP or DOWN ASSEMBLED DIMENSIONS: 9" Height, 14" Width Safety rating: UL, CUL and 80
23 Media Center The Homestead Collection media center features a large concealed storage area behind two flat panel doors, a fixed 40" x 14" shelf and genuine lodge pole pine corner trim and door pulls. Hand crafted in Montana. Trim pieces are square sawn for a unique, timber frame/barn wood appearance. This item is professionally finished with premium grade stain and clear lacquer. Comes fully assembled. 20-Year limited manufacturer warranty. Handcrafted Made from dead-standing lodgepole pine Made in the US Heirloom Quality 120
24 RoomMates RMK11979WP Blue and Navy Crackled Stria Texture Peel and Stick Wallpaper Add natural dimension to the walls of any room in your home with our Crackled Stria Texture peel and stick wallpaper. Offered in beautiful tones of blue, this wallpaper will match many different decor styles. To apply, simply remove backing, smooth onto clean and flat walls and cut to fit! 1 roll - 20.5 inches wide X 16.5 feet Peel and stick to apply – no water, no paste, no mess 100% removable peel and stick wallpaper No sticky residue left behind upon removal Perfect for renters and homeowners 80
25 Pack of 2 ICY Crystal Decorative Christmas Standing Deer Figures 18" From the Icy Crystal Animal Kingdom Collection Features a long and tall standing deer with the elegance of ice sculptures Dimensions: 18"H. Material(s): acrylic Pack includes 2 of the item shown Lodge-Style Modern-Design-Style Decorative 60
26 Lord of the Rings Return of the King Glass Goblets Arwen the Elf LORD OF THE RINGS, GLASS GOBLETS COLLECTION. "ARWEN THE ELF" GOBLET GLASS. IT IS 6 1/2" TALL, BY 2 3/4" AT THE BASE. THE LID TAKES 2 AG13 (1.5V) BATTERIES. THEY ARE INCLUDED. THE LIGHT HAS A ON/OFF SWITCH, IT LIGHTS RED. IT HAS NEVER BEEN USED.COPYRIGHT 2001 80
27 Basicwise 9 Cube Wooden Organizer with 5 Enclosed Doors and 4 Shelves, White Size: 35" W x 11. 5" D x 36" L 9 cube shelves provides ample storage space Magnetic closure keeps door securely shut Durable wood composition for continual use Basic design fits into any style room decor 60
28 Werner 300 LB Fiberglass Extension Ladder Label Kits (Pack of 6) Step ladder caution warning labels and correct ladder procedure with weight limit. Werner Ladder Safety Labels for all Type 1A 300 load capacity Extension Ladders. Contains all labels that come on a new ladder. Labels in both English and Spanish. (Pack of 6) Any size Werner 300 load capacity Fiberglass Extension Ladders. 120
29 Westcott Scrim Jim Cine Kit (8' x 8') Heavy Duty Frame with 3/4 Stop Diffusion and Silver/White Bounce Reflector - Includes Carry Case Comprehensive 8'x8' Scrim Jim Cine light control kit for Filmmakers and Video Production Portable modular framework allows quick build and breakdown times. Less hassle than other Scrim systems Soften or Bounce Options provide versatility within a single kit. Can be used with both natural and artificial lighting scenarios Ideal for the Traveling Filmmaker Includes USA Backed Warranty and Lifetime Customer Support 120
30 Sony VHS T-120VL/WA Standard Grade VHS Tape - 5 pack SONY T-120 5 PACK SONY T-120 6 Hours Standard Grade 5 PACK New 80
31 Acme Furniture Noralie Coffee Table, Mirrored & Faux Diamonds Want to make a bold statement, then these Noralie Coffee table is the perfect solution. With a one of a kind cross base and dazzling diamond borders, this piece is sure to stand out. Featuring a sturdy 4mm table top that can be used for display or function. The gleaming complement will reflect the perfect amount of light into any dark space. Let this innovative furniture add new style to your home. Square Table Top Mirrored Top Faux Diamonds Inlay Cross Mirrored Base 160
32 Emachines E443-BZ602 Laptop LCD Screen Replacement 15.6" WXGA HD LED This is a compatible replacement screen for the model listed in the title. 80
33 Warm White Cluster 768 Strand Sting Lights LED Twinkle Cluster 8 Function Memory Controller - Black Cable IP44 Rated 13.2' Lead 33' Total Length Non-Replaceable Bulbs UL Approved LED Twinkle Cluster 8 Function Memory Controller 33' Total Length 220
34 1250mAh Battery for Barnes & Noble 005, Nook, BNRZ100, BNRV100, Nook Classic Compatible: 4894128036135,BNRB1530, BNRZ1000, 9BS11GTFF10B3, 9875521, BNRB454261 Devices: Barnes & Noble 005, NOOK, BNRZ100, BNRV100, NOOK Classic- Certification: CE, FCC, RoHS 80
35 Pac Intelligent 4 CAM SWTCHR The VS41 Intelligent 4-Camera Switcher from PAC Audio features 4 camera inputs and 1 video output for connecting to a factory or aftermarket radio with a video display. The inputs are triggered by driver behavior. The rear backup inputs are automatically activatedwhen the vehicle is shifted into reverse while side inputs are activated by prompted by the turn signals. PAC VS41 Intelligent 4-Camera Switcher 60
36 Major-Q 6288t 28" H Brushed Steel Base Crystal Ball Table Lamp with LED Light Bulb Featuring a round chrome base with a brushed nickel finish, beautiful bubble-like crystal accents work their way up while decreasing in size until they reach the gorgeous drum-shaped linen shade. Make this table lamp the next lighting addition for your home. 90
37 3dRose I Can Help You Find Your Marbles Travel Mug, 14 oz, White 14oz capacity Made of stainless steel Easy-grip handle with thumb rest Slide opening lid with slanted drinking surface Not microwave safe, hand washing is recommended 20
38 TEMCo Lug Crimper Tool TH0012-8 AWG - 0000 AWG(4/0) DIELESS Indent Electrical Battery Terminal Cable Wire 5 YEAR WARRANTY Black oxide crimp ram won't chip or flake. Dieless design adjusts quickly to the full range of terminal sizes 8 gauge though 0000 gauge (4/0). Perfect for Battery & Welder cables, Building Wiring, and more. Use with all crimp terminal lugs, including heavy cast lugs. 5 Year Warranty from an American name. NON-GENERIC 50
39 Caroline's Treasures Cheetahs by Daphne Baxter Leash or Key Holder BDBA0113TH68, Triple The tile is Made from a hardboard and is mounted to a metal rectangle The hooks hang down from the metal plate in the back and is about 2.5 in. From the base Made in the USA A hanger is attached to the metal plate and is about 1.5 in. Long Lots of room to hang up using a Screw or paneling nail 50
40 Metallurgica Motta Barista Kit Every thing you need to make perfect morning coffee drinks at home. Kit includes: (01) Motta Europa Milk Pitcher, 25.3-floz, (01) Motta Thermometer, (01) Motta Cocoa Duster, (01) 58mm Motta Aluminum Coffee Tamper Tried and backed up by the Barista Association of Italy Kit comes on a beautiful gift box Made in Italy 350
41 Samsung SM-G930UZDAXAA S7 Gold Galaxy Smartphone Unlocked-32Gb, Water-resistant up to 5 Feet, US Warranty nicks and scratches from daily use will ship it right away with tracking number. 120
42 HoneyWell 1 Heat Electric Thermostat 40 to 80 deg F 120/208/240/277 Volt AC Discount price available now so order the Honeywell T410B1004 Electric Heat Thermostat via our online store affordable Honeywell products.. Economical. Replace virtually any twowire T410A or fourwire T410B line voltage wallmounted electric heating thermostat. Easy to install; 6 in. 150 mm colorcoded leads. Include longlasting Micro Switch mechanism. Rugged plastic mounting base and onepiece cover with vents. 120
43 White Rodgers Upgraded Furnace Control Circuit Board Replaces Trane D341396P03 This is a Brand New White Rodgers Furnace Control Board This is a Brand New White Rodgers Furnace Control Board Top Quality Replacement Board Designed to Fit Trane and American Standard Furnaces 50
44 KOECKRITZ 6'x30' Black - Economy Turf/Artificial Grass Runners | 2', 3', 4' & 6' Widths x Lengths up to 100' |Light Weight Outdoor - Easy Maintenance - Just Hose Off & Dry! - 8 Colors to Choose from 40
45 Disco Queens the 70s Thibul Nettle aka Stinga T and Michael Collard aka Big Sexy are an Adelaide/Perth based rap duo called TDB (Tha Deadly Boyz). The boys are cousins and have been performing together since 1999 beginning the duo while still in high school. Performing together for over 8 years now, TBD have massively increased their profile via notable performances along with securing airplay across the country while their videos have featured on Channel V. 110-volts, 12-amps, 1300-watts Indicator Light Adjustable Thermostat Stainless Steel Frame Non-stick Surface 60
46 American Standard 0263.112.020 New Solar Soaking Bathtub with Right Hand Outlet, White, 5-Feet - 0263112.020 For those enamored with the look of enamel. The new solar bathtub is made from heavy gauge, enameled steel for attractiveness and durability. Features include a slip-resistant surface and an integral apron for a cleaner look. Above-floor rough alcove installation. Acid resisting, enameled steel construction One-piece bath End drain outlet Full slip-resistant pattern Fully-bonded support pad 300
47 HVAC Motor, 1/40-1/50-1/80 HP, 115V, CCW/LE The Fasco D128 is a 3.3" diameter fan and blower motor rated for 1/40-1/50-1/80 HP and 1500 RPM at 115 Volts General Purpose Fan Motors HP: 1/40 RPM: 1500 Volts: 115 200
48 JBL Basspro SL2 - Powered under seat subwoofer system (Renewed) 125W RMS compact powered subwoofer system with Bass Boost of 0dB to +9dB @ 70Hz Dimensions (L x W x H): 13-9/16" x 9-7/8" x 2-13/16" (344mm x 250mm x 71mm) Frequency Response 35Hz – 120Hz 8" Powered Subwoofer Car audio Subwoofer 160
49 Iron Valley - 1-1/8" Dome Cabinet Knob - Pack of (10) - Solid Cast Iron Metal & Style: Traditional & Rustic Solid Cast Iron Finish: Rust Resistant Rich Black Powder Coat Dimensions: 7/8" Projection - 1-1/8" Wide Mounting Hardware: Includes 1" Mounting Screws - 8/32" Threading Package of (10) Knobs 80
50 Stray Kids - Clé 1 : MIROH [Standard-Clé 1 ver.] 1CD+Photobook+3QR Photocard+Pre-Order Benefit+Folded Poster+Double Side Extra Photocards Set 20
51 KitchenAid Replacement Refrigerator / Freezer Ice Maker 4317943 This is a Brand New Replacement Refrigerator Ice Maker This is a Brand New Replacement Refrigerator Ice Maker Univeral Design and Easy Installation Make this a Top Qualty Replacement Part! 60
52 Steelex M1061 4 Jaw Chuck, 6-Inch From the Manufacturer Each jaw moves independently. Such 4-Jaw Chucks are used for holding odd shaped pieces or where zero tolerance is required. This 6-Inch 4-jaw chuck with a 1-1/2-Inch bore has semi-steel bodies and hardened reversible jaws. 6-Inch 4-Jaw Independent 1-1/2-Inch Bore Plain back Reversible jaws 120
53 Disney Peter Pan and Tinker Bell Legacy Sketchbook Ornament - Limited Release Genuine, Original, Authentic Disney Store Limited Release Sculptured scenic ornament Includes Peter Pan and Tinker Bell Windowsill frames translucent London background scene 40
54 C9 Led Multicolor Christmas Lights Outdoor String 66Ft 100 LED with Quick Clips Waterproof Strawberry Roof Lights, Commercial Grade Extendable for Indoor Outside Roofline Patio Home Xmas Decoration 30
55 Houston International 6515 S/2 2-Piece Galvanized Container Set 2-Piece Galvanized Container SetSize 1: 8" D x 9.5" HSize 2:9.25" D x 9.510.25 Laundry container storage container Compost container 30
56 Department 56 Village Snow Laden Sisals (Set of 3) On holidays, special days, or every day, collectors enjoy decorating with pieces from Department 56 mini villages. Fits well in any mini village display. Sisal collectible On holidays, special days, or every day, collectors enjoy decorating with pieces from Department 56 mini villages Fits well in any mini village display Made of sisal 40
57 Dekoni Audio Ear Pads Compatible with Sony WH-1000Xm3 Noise Cancelling Headphones, Black (Choice Suede) Compatible with the Sony WH1000Xm3 noise cancelling headphones Dekoni Choice Suede is a synthetic soft and supple for a sheen look and gentle feeling on the ears Plastic mounting ring built in for easy installation Outer ring: 101mm high, 71mm wide, 20mm deep Inner ring: 68mm high, 36mm wide 30
58 XSPC TX480 Ultra Thin Radiator, 120mm x 4, Quad Fan, Black High quality material made by XSPC The product will meet the expectations of gamers and also of computer enthusiasts who are looking for a quality product with the XSPC TX480 Ultrathin Radiator 480 mm Black Ultra Thin PC Radiator at just 20.5mm thickness 16mm Copper and Brass Core with Matte Black Paint Finish 22 FPI (fins per inch) Weight: ~792g Dimensions: 125 x 20.5 x 518mm (WxDxH) +-0.5mm 50
59 SCREENARAMA New Screen Replacement for ASUS Vivobook X420U, FHD 1920x1080, IPS, Matte, LCD LED Display with Tools MUST match resolution and connector: FHD 1920x1080 30pins Non-touch (will not work if different resolution and type) Screen size: 14.0", Matte, IPS (Wide View), Narrow bezel Tested screen, Guaranteed compatibility Warranty: 2 years Comes with complimentary set of tools and adhesive tape for installation 50
60 Shaka Intekanational LLC / DLI Flush Mount Baby Breakout Board for Atomic Pi - 2.5mm Barrel Jack 5V Input This board snaps in to the bottom of the Atomic Pi so you can use a 2.5mm barrel connector to power the Atomic Pi. A power supply capable of 5V 4A is recommended. Power supplies and the Atomic Pi itself are sold separately. 40
61 Samuel"Sam" Adams Boston Lager Sensory Pint Beer Glass 22oz Set of 4 Set of 4 XL 22 Ounce Samuel Adams Sensory Glasses. Laser etched nucleation in base, looks like a hatch mark ring and aids in propagation of beer bubbles or head. Pub Edition, White Shield logo. May have imperfections from Factory, as these are licensed for Pub/Restuarant/Bar Use. 30
62 Monoprice Essential Triple Monitor Articulating Arm Desk Mount (116247) ESSENTIAL TRIPLE MONITOR ARTICULATING ARM DESK MOUNT VESA compatible: 75 x 75 to 100 x 100 Mount a three 10" 30" displays 22lbs max weight Mount can be swiveled 180 degrees, tilted 90 degree upward or downward, and rotated 360 degrees Quick release Lever on the back of the mount allows you to raise or lower the display at will 80
63 Acmee Non-Blinking LED Balloon Light, LED Party Lights,LED Paper Lantern Light, LED Mini Light for Party or Wedding Decoration (Green, Pack of 12) Suitable for paper lanterns, florals,balloons, water proof Turn LED on and off by twisting the base With a hook a bottom, you can thread and hang them easily Batteries: 3 x 1.5V LR41 in each led, 8 hours+ (yes, batteries are included) Waterproof, bright lights 35
64 Franklin Electric FPS 1/2 hp 20 gpm Effluent Septic Pump Stainless steel or thermoplastic discharge and motor bracket are tough and non-corrosive. Both materials are highly resistant to damage by minerals, metals, and other substances typically found in water 1/2 hp 20 gpm Effluent Septic Pump 310
65 dreamGEAR Wired Headset for Xbox 360 (Ghost Camo) Enhance your gaming experience with the Dream GEAR wired headset for Xbox 360. The wired headset is the perfect way to play your favorite Xbox 360 games. Get immersed in the game with crisp and clear audio. Microphone with boom delivers great communication. The wired headset has built in volume/mute controls. Wired headset for Xbox 360 plugs directly into your controller Works on left or right ear Volume/Mute controls Microphone with flexible boom Lightweight for the "barely there" feel 90
66 Bose Wave AM/FM Clock Radio - Model AWR1G1 - Graphite Color:Graphite Gray | Style:Wave Music System Great AM/FM reception no questions asked returns AUX input and output connectors Great sound , Deep Bass and Clear highs 100
67 Personalized Fathers Day Mug Dad of 4 Add Children's Names Custom Mug 11oz Ceramic Coffee Mug Blue Let your dad know how much you appreciate him with a sentimental ceramic coffee mug that make excellent dad gifts from daughter, Father's Day gifts for dad, a dad birthday gift, and much more. Size: This 11 ounce white ceramic coffee mug also makes a great tea cup with its large, easy to grip C-handle This custom gift is made to your exact specifications. Design: The premium full color sublimation imprint creates a vibrant, long lasting, and lead-free design Care: Microwave and dishwasher safe for your convenience 12
68 SCREENARAMA New Screen Replacement for NV140FHM-N41 V8.0, FHD 1920x1080, IPS, Matte, LCD LED Display with Tools Tested screen, Guaranteed compatibility Warranty: 2 years Resolution: FHD 1920x1080 (Must be the same as your screen) Connector: 30 pin (Must be the same as your screen) Screen size: 14.0", Matte, IPS (Wide View) 60
69 GEARWRENCH 10 Pc. 3/8" & 1/2" Drive Hex Bit Socket Set, SAE - 80579 Product Description 10PC 3/8"& 1/2"DR SAE HEX BIT, Made in: Taiwan, Dimensions: 1 X 4.3 X 12.2. Weight: 1.805 From the Manufacturer GearWrench Bit Sockets. Patented bit holding principle: Internal dimple feature, forces bit surface to the opposite side for maximum retention Heat treated socket bases for durability and serviceability Chrome Sockets Large hard stamped identifications Slide socket rail 40
70 Whirlpool 2186443 Filter Housing for Refrigerator, 1 Count (Pack of 1) Works with the following models: Whirlpool 3KES0FHGNS00, Whirlpool 3XART745GW00 Whirlpool 3XART745GW01, Whirlpool 3XART745GW02 Whirlpool 3XED5SHGKS00 Whirlpool 3XED5SHGKS01 Genuine Whirlpool Replacement Part 80
71 Cute Seat Cushion, Cat Paw Shape Lazy Sofa Office Seat Cushion, Bear's Paw Office Chair Cushion, Plush Sofa Cushion Soft and Comfortable Cushion Home Bedroom Shop Restaurant Decoration 30
72 Danson Pelpro 2RPM Synchronous Auger Feed Motor SRV7000-670 OEM Fits Models: ~ PHC90 Cast ~ PP60 ~ PP60-RF ~ PP70 ~ PP130 ~ PP130-B ~ PP130-RF ~ PPC90 ~ TSC90 Fits Models: ~ PHC90 Cast ~ PP60 ~ PP60-RF ~ PP70 ~ PP130 ~ PP130-B ~ PP130-RF ~ PPC90 ~ TSC90 120v AC, 60hz, Class B 64TYZ Synchronous Motor Hole in Shaft to Spec Specialty Wire Connection Configuration 200
73 The Great American Hanger Company Wood Top Hanger, Box of 100 Space Saving 17 Inch Flat Wooden Hangers w/Espresso Finish & Brushed Chrome Swivel Hook & Notches for Shirt Jacket or Dress Streamlined Flat Design Saves Space and Keeps Your Closet Organized 360 Degree Swivel Hook Makes Hanging Your Clothes Easy On Any Bar Made from Strong and Sturdy Hardwood Heavy duty brushed chrome hardware Precision Routed Notches to Hold Your Garments with Straps 50
74 Rae Dunn SALT & PEPPER Cellar Set - 3.5" tall - 2.5" - ceramic - very rare! Rae’s inspiration comes from the earth, and she finds beauty in simple shapes, natural forms and found objects. Her utilitarian approach to designing ceramics is strongly based on the Japanese aesthetic of wabi sabi; the beauty of things imperfect, impermanent, and incomplete. 60
75 Miller Honeywell Safety Products by 8928-Z7/18INBK Ansi Z7 D-Ring Extension with Snap Made in Mexico Package height :4.826 cm Package length :8.128 cm Package width :20.828 cm 20
76 Floating TV Stand for TVs Up to 85 inch, 70 inch Wall Mounted Haning TV Stand with LED Lights, High Glossy Floating Entertainment Centre Hanging Media Console Shelf, Modern Under TV Floating TV Shelf 50
77 Extra Heavy Duty Swiss Army Military Wool Blanket Cover Hand Sewn White Crosses on each end 60" x 84" Extra Heavy Weight - Almost 6 lbs!!! Chestnut Brown - Shades of Brown my vary slightly 70% Wool Blend - Dry Clean Only 30
78 Supermicro AOC-LPZCR2 All In One Zero Channel Raid Card 600MHZ Processor: Intel 80321 600MHz I/O Processor RAID Levels: 0, 1, 5, 10 and JBOD; 50 (SAS and SATA modes) Cache Memory: 256MB onboard ECC DDR Memory Bus Type: 64-bit/100MHz PCI-X Adaptec SAS Host Controller (AIC-9410) 220
79 Westinghouse 1B1K2684 Main Board for VR-4090 Version 2 1B1K2684 Westinghouse Main Board For Westinghouse VR-4090 Version 2. This item is refurbished and guaranteed working. Item is offered with a NON DOA WARRANTY. For Westinghouse VR-4090 Version 2 P/N: 1B1K2684 TV Part (T.RSC8.10A 11153) 110
80 Swiss Madison SM-SB510E Voltaire Shower Base, 48" x 36", Grey Low single threshold for easy access Acrylic and fiberglass technology reinforcement Slip-resistant surface Integral 3-sided flange helps prevent water leakage Center-Hand Drain 80
81 HID ThinLine II 5395CK100 Low Profile Prox Card Reader THINLINEII BLK RDR WIEG OUT Prox Card Reader Wiegand (500 ft cable) interface Dimensions: 4.70 x 3.00 x 0.68 Inch Lifetime warranty 100
82 TurboTorch 0386-0575 STK-31 Torch Swirl A longtime industry benchmark, the Turbo Torch line of STK torches and tips now features the new Extreme Swirl technology. This torch kit has 360 degree swivel tips and easy to clean orifice screws. The torch is safe to use with air, MAPP and propane processes. It is safe to use through high capacity applications and HVAC. STK-R Pressure Regulator w/CGA-600 Connection ST-3 Extreme Tip ST-1 Tip Size Processes: Air/MAPP and Propane Industrial Applications: High Capacity applications and HVAC 90
83 Posh Pollen Silver Anna End & Side Table Base is constructed with metal, completed with a rhombus design Frame material is made of mango wood Detailed with antiqued silver foil Package Weight: 20.9 pounds 60
84 Depnee Small 130ml Cool Mist Humidifier, USB Mini Ultrasonic Aroma Diffuser with Waterless Auto Shut-Off, 7 Color LED Lights for Home Office Car Travel (White Wood Grain) 100
85 BRTTX3551 - Brother TX Tape Cartridge for PT-8000 Ideal for high-production label making, with fewer re-supply situations. Perfect for indoor and outdoor use on smooth, flat surfaces. Sold as 1 Each. Ideal for high-production label making, with fewer re-supply situations. Perfect for indoor and outdoor use on smooth, flat surfaces. Tape measurements are approximate. Brother label machine tape for P-Touch PC and PT-8000 models. 30
86 Whirlpool WP2156022 Trivet RC Shelf Large This is a genuine replacement part. The model number and name for the following item is: Whirlpool 2156022 Trivet RC Shelf, Large This is an O.E.M authorized part Fits various whirlpool models O.E.M part number 2156022 This is a Whirlpool replacement part Part Number 2156022 80
87 AKRacing Footstool with PU Leather, Height Adjustable with Wheels, Ottoman Foot Rest for Office and Gaming Chairs - PC; Mac; Linux, Black, (AK-Stool-BK) Do you want to lay back and Just relax in your chair from time to time? Then the footstool from AKRacing is just the product you need. Durable PU leather upholstery and high-density cold-curved foam padding for maximum comfort Sleek design is compatible with all Office and Gaming chairs Adjustable height so you can get it just the way you want 360 Degree swivel Lockable wheels so the footstool stays in place 50
88 Mr. Beer Premium Edition Beer Kit The best starting point for a beginning brewer, this Brew Kit comes with everything needed to brew and bottle your first batch of top-quality beer. Reuse this kit again and again with Refill Brew Packs so you're sure to find the right brew for you. 1 fermenter with lid & tap assembly 1 Standard BoosterTM Refill 8 Reusable Plastic 1-Liter Bottles w/ Caps 8 Labels with MR.BEER Logo 1 Brewing with MR.BEER -- Brewer's Guide(dvd) 200
89 Craig Frames Sonora, Aged Copper and Black Picture Frame, 10 by 11-Inch Contemporary style; distressed copper and black with smooth wrap finish Frame includes: glass, rigid black backing and pre-attached stamped hanging hardware Frame holds a 10 inch by 11 inch photo/print/poster (viewable area reduced by .25" on each side, due to frame lip) Frame moulding is 3.015 inches wide; MDF wood composite ; wrap finish Frame is designed for WALL HANGING only (hanging hardware allows for portrait or landscape orientation) 20
90 Jackpot Candles Caramel Coffee Latte Candle with Ring Inside (Surprise Jewelry Valued at $15 to $5,000) Ring Size 9 100 percent premium natural soy candle with organic cotton double wicks Made in the USA 15 ounce jar; 12 ounce candle with double wick for a cleaner burn Jewelry item hidden in each candle valued between 15 and 5,000 dollars 30
91 SODIKA Kitchen Mats Set Anti Fatigue Cushioned Kitchen Rugs and Mats Non Slip Comfort Standing Kitchen Floor Runner Rug Beautiful Beach Seascape Starfish and Conch (18"x30"+18"x59") 20
92 HolySpring Ice Maker Machine Countertop, Portable Ice Makers with Ice Bags and Standing Ice Scoop Basket, Countertop Ice Maker 2.1L w/Self Cleaning, 9 Bullet Cubes Ready in 5-7Mins, 26.5lbs in 24 hrs 110
93 Creative Co-Op Decorative Bamboo Blanket Ladder, 60.25", Natural Add this functional yet decorative ladder to any living space for a rustic feel. The 60 inch tall white wood ladder is great for hanging blankets and throws or simply display by itself for a decorative touch. Place in a bedroom or living room for a statement piece. In the bathroom, this ladder can be used as a unique towel rack. Bamboo Hang blankets for a decorative touch In the bathroom, hang towels on this bamboo ladder Place against any wall for added dimension to the room décor 16"L x 1. 25"W x 60. 25"H 60
94 Hypertherm 420144 HyAccess Cutting Nozzle Access extended Cutting Nozzle for Powermax30, Powermax30 XP and Powermax45 plasma systems. "Cut with Confidence.". Unique patented design for cutting in hard to reach or confined places Access provides improved visibility and accessibility for challenging cutting applications Operates at 15 - 45 A 80
95 Liberty Tabletop Celtic 65pc Flatware Set Service for 12 Silverware Made in USA Finest Quality 18/10 Stainless Steel 100% Made in USA Forged Knife with Serrated Blade 25 Year Manufacturers Warranty Stunning Mirror Finish 55
96 GM Genuine Parts 96673600 Rear Side Door Lower Radio Speaker Restore the sound quality of your audio system GM-recommended replacement part for your GM vehicle’s original factory speaker Offering the quality, reliability, and durability of GM OE Manufactured to GM OE specification for fit, form, and function 40
97 CS OSBORNE 773-HRP HOG RING PLIER Hardened and tempered. Forged steel. Vinyl handles. Works with our new 773-K millimeter hog rings. Ideal for closing around a smaller area. Can be used on bungee cord. CS OSBORNE 773-HRP HOG RING PLIER 50
98 Mundial Y5627-10E 10-Inch Slicing Serrated Edge Utility Knife, Yellow Mundial 5600 series slicing knife, 10 in. High carbon stainless steel serrated blade, used for slicing meats. The yellow polypropylene handle is ergonomically designed to provide a secure non-slip grip. Lifetime limited warranty. 40
99 Star Projector, Galaxy Projector, Night Light Projector with Bluetooth Music Speaker & Remote Control, Ocean Wave Star Light Projector for Baby Bedroom, Home Theatre, Party, Birthday Gifts 45
100 24x36 Black & White Double Picture Mats with White Core, for 20x30 Pictures These are high quality 4 ply picture mats cut for the picture size referenced in the title. All openings are reduced by 1/2" to overlap the picture. All of our matting is bevel cut and has a white core. All openings are reduced by 1/2" to overlap the picture size referenced in the listing. All of our matting is bevel cut and has a white core. This listing is for picture matting only Made from 4 ply high quality matboard 30
101 Forest Hill Scraper King Flooring Scraper witn Hardened and Tempered Spring Steel 5 x 7-inch Blade and Lightweight Long Firerglass Handle Long Lightweight Fiberglass Handle with a smooth veil finish, overall length is 58-inches. Blade size: 5-inch High x 7-inches Wide, Weight 3 pounds. Hardened and Tempered Spring Steel Scraper with the unique Forest Hill Rib design for rigidity. Extra Hard & Springy material for a superior scraping job. Multi-purpose use from floor debris and laminate to Ice and Snow. Heavy-duty Commercial Grade Construction, Made in the USA 40
102 Armytek Wizard C2 Pro Max XHP70.2 Warm Light LED Headlamp 3720 Lumens ✅ BRIGHTNESS New generation electronics provides impressive light output of 3720 lumens ✅ WIDE FLOOD LIGHT of the flashlight is optimal both for operating at a close distance and for highlighting large spaces. ✅ WIDE BEAM 110°:150° flood light is convenient for service and industrial works, as well as for active leisure and day-to-day tasks. ✅ FAST MAGNETIC USB CHARGER Charges the flashlight in just 5 hours 20 minutes. 120
103 The Endless Summer 15x18 Framed Art Print by Van Hamersveld, John The Endless Summer 15x18 Framed Art Print by Van Hamersveld, John High quality framed art print Two inch wide black wood frame In stock and ready to frame and ship Custom packed for safe delivery Satisfaction Guaranteed 10
104 760G/SB710 AM3 MAX-8GB DDR2 Uatx PCIE16 Pcie 2PCI Gbe Motherboard - M4A78L-M - Vivid Onboard DX10 Graphics and Real-time Overclocking Performance Item Package Dimension: 10.899999988882L x 10.399999989392W x 2.099999997858H inches Item Package Weight - 2.3 Pounds Item Package Quantity - 1 Product Type - MOTHERBOARD 120
105 HP Laptop 14 inch HD Screen, Intel Celeron N4020 Processor, 4GB DDR4 Memory, 64GB eMMC, Webcam Bluetooth,1-Year Microsoft 365, Online Class/Online Meeting, Windows 10 Home S, iMei 64GB Micro SD Card Experience the most secure Windows ever built with fast boot times, increased responsiveness, and added protection against phishing and malware. Intel Celeron N4020 1.1GHz 4GB 64GB SSD Intel UHD Graphics 600 1366 x 768 (HD) HP True Vision HD Camera Dual array microphones 400
106 BIA CORDON BLUE Bottle Vinegar White, 1 EA Grace your kitchen with the simple elegance of this Vinegar Bottle. Dimensions: Measures 2.25' wide by 2.25' long by 11' tall/deep Material: 100% Porcelain Additional Features: Microwave-Safe Made of durable porcelain with a chip-resistant glaze for years of service Features leak-proof stopper and spout caps to keep vinegar fresh 30
107 Fotodiox Chromakey Green and Blue Jacket Cover, fits 40x60 5-in-1 Oval Reflector Pro Collapsible Disc Kit Collapsible This cover can be used with 40x60" 5-in-1 collapsible reflector, to provide additional application as chromakey backgrounds. Provides additional application as chromakey backgrounds. Good for studio use Bright 40
108 Picard Hammer - Blacksmiths' Hammer (0000811-1500) Crafted with the user in mind using high quality materials and world class craftsmanship, quality assured and made to withstand even the toughest jobs. Designed with the user in mind and fit to match the needs in the shop, at home or in the field - Proven and Tested for durabilty and function in real world conditions. Hardened face and cross peen Hickory handle Item Package Dimension: 8.0" L x 8.0" W x 20.0" H Item Package Weight: 26.0 lb Made In Germany 40
109 NATIONAL MFG/SPECTRUM BRANDS HHI N351-015 Spring Hinge, 4-Inch, Oil Bronze V522, 4", oil rubbed bronze e spring adjustable door hinge, manufactured with cold rolled steel, closing speed is adjustable, fits standard hinge cutout, tension is adjustable, 5/8 " radius round corners, hinge is UL approved for fire doors, visual pac. The product is 4 inch Oil Bronze spring hinge Closing speed is adjustable The product is manufactured in china Model number: N351-015 20
110 Fully Adjustable - TV Wall Mount Bracket for Panasonic TC-L37X1 37" Inch LCD HDTV Television High quality Adjustable Tilt & Swivel Tv Wall Mount Bracket. Sturdy steel, dual arm for LCD LED and Plasma TV's Full Motion TV Wall Mount Bracket Compatible with Panasonic TC-L37X1 LED / LCD / PLASMA TV Brand new in box Installation hardware included in box 45
111 M&G DuraVent 7" DuraBlack Damper Section - 7DBK-DS Install at, or close to, the stove outlet in-line. 5" pipe section with the damper pre-installed. This product is manufactured by M&G DuraVent. This product is manufactured in United States. 7" Size Highly Efficient Easy in-and-out fit Country of origin: United States 60
112 Intel AFBR-703SDZ-IN2 INTEL SFP SR SFP INTEL SFP+ SR SFP DISC PROD RPLCMNT PRT SEE NOTES AFBR-703SDZ-IN2 INTEL 60
113 Sky High Car Audio 1/0 Cable Cutter Make every install easier with the 1/0 Cable Cutters/Strippers from Sky High Car Audio Cuts any wire 1/0 and under OFC or CCA Strips down to 16 Gauge wire A handy tool to have laying around! 10
114 Chi Mei N140bge-l43 Rev.c1 Replacement Laptop LCD Screen 14.0" WXGA HD LED DIODE (Substitute Only. Not a) 70
115 Braun KF420-BLK Aromaster 10-Cup Coffeemaker, Black Water-dispersal system provides fast, uniform saturation of coffee, full flavor Plastic carafe's lid seals to minimize evaporation Pour a cup midbrew with convenient brew-pause feature Swing-out filter basket; flip-top water-tank lid Measures 12 by 6 by 11 inches 100
116 Noritake Rochelle Gold 5-Piece Place Setting Since 1904, Noritake has been bringing beauty and quality to dinner tables around the world. Superior artistry and craftsmanship, attention to detail and uncompromising commitment to quality have made Noritake an international trademark during this past century. Noritake Dinnerware will set your table with the standard of perfection. Noritake Rochelle Gold 5-Piece Place Setting Bone China World Famous Noritake Quality, Value and Design. Elegant Dining Dishwasher Safe 80
117 NASSAU ELECTRICAL SUPPLY 50' Nassau 1/0-1/0-1/0-2 SER Aluminum Service Entrance Cable 600V Wire Size : 1/0-1/0-1/0 AWG Bare Conductor Size AWG: 2 Conductor Material : Aluminum Cable Type : Service Entrance Cable Voltage : 600V 80
118 iPhone 12/12 Pro Southwestern Aztec Design Case Unique Aztec Southwestern Design. Another Original Design by TheGraphicRabbit that is Distressed with a Vintage Style, this Popular item makes a Perfect Gift for a Birthday or Just for something Unique! Awesome Design with Southwest Flair. South Western Art Lovers. Another Original Design by TheGraphicRabbit that is Distressed with a Vintage Style, this Popular item makes a Perfect Gift for a Birthday or Just for something Unique! Two-part protective case made from a premium scratch-resistant polycarbonate shell and shock absorbent TPU liner protects against drops Printed in the USA Easy installation 20
119 Plush Big Backrest Reading Rest Pillow Bed Adult Backrest Lounge Cushion Back Support for Sitting Up in Bed (Blue) Special Feature Durable,Premium Fill Material Cotton Shape L-shape Plush 20
120 Intel Core 2 Duo Mobile Processor T9400 Frequency 2.53ghz 1066mhz Cache 6MB CPU Micro-FCPGA Core 2 Duo Mobile Processor T9400 Frequency 2.53ghz 1066mhz Cache 6MB CPU Micro-FCPGA ASIN: B005MFI6S6 180
121 Blomus Magazine Collector The blomus chrome plated magazine collector provides organization for magazine storage. Keeps magazines orderly for reference or recycling. holds any magazine Material: steel chromed H 31 cm, W 34 cm, D 27 cm Easy to clean 20
122 Frigidaire 316465800 Range/Stove/Oven Griddle Unit This is a genuine replacement Part, The model number and name for the following item: Frigidaire (FRIGB) 316465800 range/stove/oven - literature. Frigidaire (FRIGB) This is a genuine replacement part Cooktop-Accessories General Specs: Item Package Quantity: 1|Shipping Weight (lbs): 12.12|Collection: Frigidaire 40
123 XL5100 Sony Projection TV Lamp Replacement. Lamp Assembly with Genuine Original Philips UHP Bulb Inside. XL5100 Sony Projection TV Lamp Replacement lamp assembly with high quality original Philips UHP lamp inside. 40
124 Polylok 24" x 6" Septic Tank Riser This model has been replaced with part number: 3008-NG as of 2021 Accepts Polylok 24" Riser Safety Screens Made of high density polyethylene which won’t shatter Structural ribs inside prevent frost from adhering to the riser in frost prone areas Made in the USA 80
125 Meridian Furniture Isabelle Collection Modern | Contemporary Channel Tufted, Velvet Upholstered Chair with Custom Chrome Legs, Burgundy, 38.5" W x 35.5" D x 31" H Burgundy plush velvet Chrome legs Channel Tufted Modern | contemporary design Pillows included Overall dimensions: 38. 5" W x 35. 5" D x 31" H 60
126 GIA Cute Upholstered Light Pink Armless Plush Faux Fur Fuzzy Desk Chairs No Wheels - Removable Makeup Room Vanity Chair Slipcovers - Mid Century Shaggy Dog Accent Chairs - 1Pack Ergonomically designed to provide support for your back while functional and comfortable for you and your guests The contemporary look adds a designer touch to any living or working space Hassle free assembly in minutes with instructions and hardware kit Chairs are 32 inches high, 18 inches deep and 18 inches wide. 80
127 Ridgid AC840085 (2 Pack) 18V 1.5AH Hyper Lithium-Ion Compact Battery # 130183010-2pk Sold on Amazon 90
128 ZyXEL C1100Z 802.11n VDSL2 Wireless Gateway CenturyLink Router in box is brand new and never used. Includes all network cables, phone cable, power cable, phone filters and instruction manual. Listed as used good because box has been opened. Power cord included Phone cord included 50
129 Stow Green Classic Peter Rabbit Set of 6 Coasters Peter Rabbit Classic Cork Backed Coasters Set Of 6 Peter Rabbit Classic Cork Backed Coasters Set Of 6 20
130 LENOVO ThinkPad T470p 14" FHD Laptop, Intel Core i5-7300, 8GB DDR4 RAM, 256GB SSD, Windows 10 Pro 64Bit, CAM (Renewed) Lenovo Thinkpad T470p Laptop Lenovo ThinkPad T470p Laptop, Intel Core i5-7300, 8GB RAM, 256GB SSD. Display: 14" screen with 1920 x 1080 resolution. Operating System: Windows 10 64 Bit – Multi-language supports English/Spanish/French. efurbished: In excellent condition, 90-days Warranty 220
131 Feit Electric LED Outdoor Fixture Oil Rubbed Bronze w/Frost Glass LED Outdoor Fixture Oil Rubbed Bronze w/Frost Glass Integrated LED Module No Bulbs Required Energy Saving LED - Improved Light Quality PATENT PENDING. Feit Electric, 12W, LED wall lantern, oil rubbed Bronze finish, Frosted glass lens, 550 lumens, 3000K color temperature LED improved light quality Adds Extra shine to your product Manufactured in China No Bulbs Needed Uses 1 Integrated LED Module Instant Full Brightness No Bulbs Needed Uses 1 Integrated LED Module Instant Full Brightness Energy Saving LED Improved Light Quality Patent Pending 100
132 Replacement for Heil Single (1) One Pole 40 Amp Replacement Condenser Contactor 1050839 This is a Brand New Condenser Contactor This is a Brand New Condenser Contactor Single Pole Rated for 40 Amps, making it a Heavy Duty Contactor! 24 Volt Coil 220
133 American Metalcraft 20-1/2" x 12-1/2" Full Size Black Rectangular Beverage Tub This beverage tub is made of steel material. The hammered look offers a rustic yet refined appearance. It sports a sleek, textured surface and free-swinging decorative handles, sure to bring an upscale flair to any event. This tub must be hand washed. This tub can be filled with ice and drinks allowing guests to help themselves to a cold drink. Comes in full size and rectangular shape. Available in black color. 70
134 Frigidaire 242176503 Dispenser Tray This is a genuine replacement part. The 242176503 number and name for the Following item is: Frigidaire 242176503 dispenser tray This is an O.E.M. Authorized part Electrolux and Frigidaire are interchangeable Name for the same brand. Item received can be in any of the two names Model number: 242176503 Brand name: FRIGIDAIRE 40
135 1150MG Mechanical, Keyless Lever Lock Digital Door Lock, 1150 Mechanical, Keyless, Heavy-Duty Lever, Deadlocking spring latch style lock in Marine Grade Mechanical, keyless push-button lock adjustable latch Easy programmable code Lifetime Warranty Changeable Handing 50
136 Samsung Galaxy Note 4, Frosted White 32GB (Sprint) Samsung Galaxy Note 4 SM-N910P - 32GB - White (Sprint) Smartphone 100% functional item backed by Cellular Professor's 60-day warranty Network: Sprint Storage: 32GB Sim Size: Micro Color: White 99
137 ArtWall Mark Adlington 'Wolf' Unwrapped Flat Canvas Artwork, 18 by 22-Inch Mark Adlington 'Wolf' unwrapped canvas is a high-quality canvas print capturing the quiet yet powerful wild gaze of a intriguing wolf . This enticing imagery makes for a commanding addition to any room. Artist: Mark Adlington Title: Wolf Style: Contemporary, Subject: Animals Dimensions: 14x18 image with 2 inch accent border 100% Made in the USA; Premium Printed Reproduction on Premium Professional grade Canvas 14
138 GE Lighting 31887 LED Reveal Globe Light Bulbs, G25, Frosted Pure White, 290 Lumens, 4.5-Watts, 2-Pk. - Quantity 1 GE Lighting 31887 LED Reveal Globe Light Bulbs, G25, Frosted Pure White, 290 Lumens, 4.5-Watts, 2-Pk. - Quantity 1 30
139 Fiesta Party Supplies-12 Mini Sombreros and 12 Mini Maracas for Fiesta Bunco Party Hand Wash Only 12 Small Maracas with Seeds that Rattle Mini Sombreros with String Bottle topper sized sombreros Addorable Decor for any Fiesta Party! Awsome Party Favors for your Guests 15
140 3D Rose Letter C Monogrammed Black and White Zebra Stripes Animal Print with Hot Pink Personalized Initial Towel, 15" x 22", Multicolor Machine washable, do not bleach 15 x 22 inches Made of 63Percent polyester (Microfiber)/37Percent Cotton (velour terry cloth) Image printed on Microfiber side/terry cloth side blank 10
141 Rockville REC97 Dual 12" Ported SUV Subwoofer Sub Box Enclosure - Behind 3rd Row RockvilIe REC97 Dual 12" Ported SUV Subwoofer Enclosure - Behind 3rd Row Fits Behind 3rd Row, Downfire. For Tahoe/Denali SUVs. Finished with Durable Bed Liner. 3/4" MDF Air Space: 1.25 Cubic Feet (per sub). Mounting Depth: 9" Product Dimensions (H x W x D): 13.5" x 42.25" x 16.25" inches 40
142 (Set of 12) Microwave Food Storage Tray Containers - 3 Section / Compartment (Set of 12) (Set of 12) Microwave Food Storage Tray Containers - 3 Section / Compartment (Set of 12) 25
143 Eurofase 22558 9-Inch LED Picture Light, Oil Rubbed Bronze Ultra slim, low profile picture light. 6 foot cord and plug with in-line switch. Included mounting clips can be secured to the wall or to the picture frame. Unique lamping configuration eliminates the need for a transformer. 6 foot cord and plug with in-line switch Included mounting clips can be secured to the wall or to the picture frame Unique lamping configuration eliminates the need for a transformer Package dimensions: 5.511811024" L x 1.57480315" W x 5.511811024" H 15
144 P Premium Power Products V13H010L33-ER Compatible Projector Lamp Replaces Epson V13H010L33-ER Brand new high quality compatible replacement bulb manufactured in our ISO 9000 factories Plastic housing engineered to perfectly fit into your projector (may be recycled) Internal safety features protect your device from electrical hazards 25
145 ActyGo Replaces for Central Pneumatic Harbor Freight Air Compressor Reed Valve Valves STAINLESS These are the reed valves as found in fits Central Pneumatic Harbor Freight air compressors as well as Sears Craftsman E100229 and others. They measure approximately 3/8" x 1 3/4" You will receive (2) reed valves with your purchase. 45
146 Franco PAW Patrol Sheet Set Twin PAW Patrol Twin Sheet Set. this cozy microfiber sheet set comes with a fitted sheet, flat sheet and pillowcase. 40
147 eHomeProducts Espresso Finish Coat Rack Hall Tree Purse Jacket This espresso finish hall tree coat rack provides ample storage for coats and accessories. Measures 19"W x 19"D x 72"H with simple assembly required. Finish: Espresso Features Six Hooks Made from Rubberwood Dimensions: 19"W x 19"D x 72"H Simple assembly required. 50
148 Non Slip Wood Protector Disk Rubber Grip Support Table Bench Cookie Sil161 High friction rubber surfaces and durable core provide a solid grip, preventing projects from slipping while routing, sanding, carving and more. They support the workpiece without leaving marks and raise panels for edge work and finishing. Each cookie is 3" x 1". This listing is for 4 cookies, as pictured. Doesn't leave marks. Rubber Grip Support. Table Bench Cookie. Cookie is 3" x 1" 4 x Discs/Cookies 20
149 1/2" Stone Mountain Bowl Gouge Bowl gouges are primarily used in the production of bowls, platters, dishes and other hollow forms produced on the faceplate - normally with the grain running across the blank. Easy to use and control Used for production of bowls, platters, dishes Most hollow forms produced on the faceplate 25
150 Dynatron R24 2U CPU Cooler Active for Intel Socket 2011 - Narrow ILM 60x60x28mm PWM Fan, Aluminum Fins with Heatpipe directly Contact CPU for 2U and Up Server, Support CPU Power up to 165 Watts Heat Dissipation. Dynatron R24 2U CPU Cooler Active for Intel Socket 2011 - Narrow ILM 40
151 Vickerman Lime Ornament Set, 125 per Box 125 Shatterproof Lime Plastic Ornaments. 3-Finish Matte/Shiny/Glitter. Set of 125 Pieces. Sizes range from 1.5" to 5.5" Including 2 6.5' Beaded Garlands. Shatterproof Seamless Plastic Equipped with ornament caps 30
152 NORTHLIGHT 60" Silver Sequin Snowflake with White Faux Fur Border Skirt Christmas Tree Accessories Enjoy a beautiful Christmas with this gorgeous tree skirt Tree skirt features sparkly, silver, sequin snowflakes, on a mesh overlay Design goes all the way around Closes in the back with a velcro fasteners Care instructions: spot clean only Dimensions: 60" diameter Material(s): polyester/faux fur Faux Fur,mesh,sequin Sowflake Tree Skirt Spot Clean Only 20
153 Steel Case for #900 Magnetic Protractor heavey duty steel case with poweder cat paint finnish MADE IN USA with USA materials and labor steel case for 900 protractor MADE IN USA with USA materials and labor 20
154 Ganxin Large Professional Flexible Tripod Stand Extendable and Foldable Scoreboard Holder Ganxin Large professional flexible tripod stand extendable and foldable scoreboard holderSpecifications: Model:tripodA Item Condition:100% New Folded size:68cm Extended size: max.190-200cm Frame Materials: Aluminum alloy Color: black Gross Weight:1KG Warranty:2 months by manufacturer/seller Folded size:68cm Extended size: max.195-200cm Frame Materials: Aluminum alloy 60
155 HYNIX HMT125U7BFR8C-H9 2GB DDR3 PC10600 240P DIMM HYNIX HMT125U7BFR8C-H9 PC3-10600E DDR3-1333 2GB ECC 2RX8 HYNIX PART# HMT125U7BFR8C-H9 PC3-10600E DDR3-1333 2GB ECC 2RX8 50
156 Urban Shop Tufted Office Chair, Ivory Tufted Leather effect is contemporary and stylish Sturdy armrests for added comfort Adjustable lever for varying heights Pneumatic Seat Height adjustable office chair Assembly required Weight capacity: 225 lbs. 110
157 NVX XAD21 2000W RMS 1-OHM Stable Full Bridge Class D High Power Competition Full Range Bridgeable 2-Channel Car Audio MOSFET Amplifier 40
158 #30 Tri-Groove Socket Drive: 3/8" Socket Length: 1-7/32"Fits Nut Size: 5/16", 3/8" And 8mmFor Use With Tri-Groove FastenersNot For Use With Pneumatic And Electric Impact WrenchesSocket Length May Vary Slightly, Contact To Confirm If Needed Drive: 3/8" Socket Length: 1-7/32" Use To Drive 5/16", 3/8" And M8 Tri-Groove Nuts 50
159 Kohler K-T22024-4-BL Kohler K-T22024-4 Tempered Deck Mounted Roman Tub Filler This Certified Refurbished product is manufacturer refurbished, shows limited or no wear, and includes all original accessories plus a 90-day limited hardware warranty. Finish: Matte Black Manufactured By: Kohler Faucet Centers: 8 in. 40
160 Warehouse of Tiffany CM084/4 Tegan Black & Gold 4 Ceiling Light with Glass Shades Flushmount, Black/Gold This semi-flush mounted indoor ceiling lamp offers plenty of illumination for your home. The finish combination of black and gold paired with four enclosed clear glass globes makes for a clean and modern fixture. It will showcase your excellent taste for decorating. Lighting Type: Semi-Flush mount Number of Lights: Four (4) Bulb Type: 60-W E12 (not included) Line switch ETL Listed 50
161 Absolute USA P16-500GR 16 Gauge 500-Feet Spool Primary Power Wire Cable (Green) 16 Gauge 500 FT Spool Primary Power Wire Cable Color Green Durable and Flexible for easy installation 40
162 21st Century Model 138 Fiberglass Kerosene Heater Wick 21st Century's Fiberglass Kerosene Heater Wicks are made of graphite coated fiberglass, a re-inforced cloth band and the highest quality cotton. Wick Model 138 fits Kero-sun OMNI105 (M,N,R), OMNI 120, OMNI 230 (B) Contact us for a free cross reference chart.. High quality cotton Graphite coated fiberglass Multiple set lines Package Dimension: 11.0" L x 7.0" W x 1.0" H 55
163 Whirlpool 7403P238-60 Infinite Switch for Range Works with the following models: Samsung RESF3330DB Samsung RESF3330DW Samsung RESF5330DT 7403P238-60 Genuine Replacement Part 40
164 Naiture 36" Standard Stainless Steel Shower Rod Ceiling Support with 1'' Loop, Brushed Nickel Finish Material: Stainless Steel 1/4" thick solid rod. Complete with eye loop and ceiling-mount flange. May be cut to fit ceiling height. Includes mounting hardware. 30
165 ArtDirect M.C. Escher 2X Matted 24x20 Black Ornate Framed Art Print 'Dragonfly' This is a high quality framed and double matted open edition art print. The frame is a two inch black ornate wood frame. The high quality art print is in stock and framed within a business day of order placement. Your satisfaction is guaranteed. High Quality Large Framed and Double Matted Open Edition Art Print Two Inch Wide Black Ornate Wood Frame In Stock - Framed and Shipped Out within One Business Day Satisfaction Guaranteed Made in the U.S.A. 20
166 Jean Dubost 4 Piece Cheese Board Set, Ivory This Jean Dubost cheese board set is great for slicing and serving all types of cheeses. It's a perfect addition to any party or get together. Abs Handles Stainless Steel Blades Certificate Of Authenticity Color: Ivory This Jean Dubost Cheese Board Set Is Great For Slicing And Serving All Types Of Cheeses. It's A Perfect Addition To Any Party Or Get Together. 45
167 Signs 4 Fun SIGJW9 John Wayne-Courage Metal Tin Sign, Brown John Wayne - Courage Metal Tin Sign Unembossed Tin Built To Last. Great Item To Give as A Gift. 10
168 Backcountry Access BCA BC Link 2.0 Two-Way FRS Radio + Frogzskin Vent Kit Includes BCA BC Link 2.0 FRS Two-Way Radio Includes Frogz Skin Speaker & Microphone Vent Kit 22 FRS channels + 121 sub-channels ensures minimal interference Meet all criteria set out by the revised FCC CFR 47 Part 95B 40
169 Southwire Company 26977906 Building Wire, 18 Awg/ 1 Cond, Black, 500Ft Southwire 500 ft. 18 Solid TFN Building Wire Wire Length: 500' Gauge Conductors: 18 Cable or Wire Type: TFN Color: Black uSE FOR Indoor 20
170 Peony Flower Wreath for Front Door Pink Valentine's Day Wreath Artificial Spring Floral Welcome Wreath Summer Garland for Door Window Wall Wedding Party Office Home Decor 30
171 LAPUDA Beautiful Hand Beading of Wedding Flower Basket with Elegant Appearance and Ivory Color, Clusters of Stars Style (1 Basket) Basket Color is available in Ivory & White Applique : Clear Rhinestones Basket size: The total height is 8.6 inches. (Including handle height) Basket Color is Ivory Applique : Clear Rhinestones Basket size: The total height is 8.6 inches. (Including handle height) 25
172 Brookstone Wine Chilling Stick Chills your wine without watering it down Contoured spout allows for a drip-free pour To prep the stick, simply place it in the freezer for at least 1 hour Keeps wine perfectly chilled and ready to serve Keep your wine chilled and ready to go 80
173 Plug-in Transformr, 115V in, 16.5V Out, 20V Plug-in Transformr,115V In,16.5V Out,20V Country of manufacture: China Door and Cabinet Hinges & Hardware Manufacturer: ALTRONIX 35
174 Supermicro E200-9B Pentium N3700 4X Intel LAN Mini Server, 8GB & 120GB mSATA SSD - Configured and Assembled by MITXPC 150
175 BQ220220 - Cutler Hammer Circuit Breakers 2 Pole 20 Amp - 2 Pole 20 Amp Quad Breaker Cutler Hammer Type BQ Quad 2 Pole 20 and 2 Pole 30 2 Pole 20 and 2 Pole 30 10,000 aic @ 120 / 240Volt 40
176 A&B Home Keyhole Vase This ceramic keyhole shape vase, designed by Anthony venetucci, has a ceramic construction. It has a lovely silver color with a metallic finish. The metallic tone gives it a rich appeal and makes it appear like a priceless treasure. It is a wonderful decorative piece for any style of room in your home. Made of ceramic Silver color with metallic finish Anthony venetucci design Perfect for home decor 30
177 Bommeow Battery Charger Combo for ICOM IC-705 as BP-307 (CB-BICL0307-3350-D) Value Set 1 Charger with 1 Battery Combo Fit ICOM: IC-705 Two Way Radio Model OEM Charger: BC-202 Fit Battery: BP-307 Battery: 7.4 V | 3350 mAh | Li-ion | Densely constructed w/ thick shell casing Maintain high capacity for 12 months from date of shipment. 40
178 Hardware House H10-3947 Dakota Outdoor Fixture Post Light, Antique Silver From the Manufacturer Dakota Series Outdoor Fixture Post Light Antique Silver. 6-3/4-inch by 8-1/2-inch 100-watt light Antique Silver Finish With Seedy Glass Bulbs not included 60
179 Valved "Y" Connections Model Code: AH - Price is for 1 Each (part# 111) Oxygen RH Female B-Size. High Quality adapters and connectors for Regulators and gas cylinders. Please take extra consideration to ensure the connector you are purchasing will work with the appropriate gas use. Oxygen RH Female B-Size Outlet: 2 - Oxygen RH Male B-Size Material: Brass Max Pressure: 200 psi Size: CGA-022 20
180 Lee Double Curtain Rod 66-120 inch - Satin Nickel Rod Desyne is pleased to introduce our designer-looking adjustable Lee Double Drapery Rod made with high quality steel pole. This curtain rod will add an elegant statement to any room. Matching single rod Includes two 13/16 inch diameter adjustable poles, extends 66-120 inch, 3 double brackets, and mounting hardware Projection: wall to back rod: 3.75", wall to front rod: 6.375" inches Each Lee finial measures W 1-3/8", H 1-1/16", D 1-1/16" 30
181 DeWalt DW735/DW735X 13" Planer 4 Pack Replacement Carbon Brush # 5140011-85-4PK Sold on Amazon 20
182 Dagan Wood Basket (DG-13BLK), Black The Dagan Wood Basket provides a premium carrier to store your firewood. Made from durable steel with a black finish and a filigree body design, this log holder is built to last. Neatly stack your logs in this 3 pound, 21-inch long wood basket. Premium fireplace wood basket Made from durable steel with a black finish Beautiful filigree body design 21-inches long and weighs 3 pounds Manufacturer #: 13BLK 45
183 Culligan Seal Pack Culligan Seal Pack. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance. 35
184 Embraco EMI70HNR Replacement Refrigeration Compressor 1/3 HP R-134A R134A This is a Brand New EMBRACO Refrigeration Compressor This is a Brand New EMBRACO Refrigeration Compressor 1/3 HP 115V R-134A / R134A / Aftermarket replacement for Embraco # EMI70HNR 60
185 Essy serum for skin care pink 1 pack 60ML Brand sorrento P1419-10 Faux silk fabric Dimension :50" Decoration High Quality Christams tree skirt style Secure around tree stand with the Velcro 100 % Polyester,faux Silk,sequin Dimensions:50"/Color:silver Faux silk with sequin embroidery to the 100% polyester fabric 100% polyurethane or foam filling High quality with lowest price Can be re-used yesr after year 40
186 Silk Shantung Traditional Bell Shaped Lamp Shade, Eggshell color | 16 Inch by UpgradeLAMPS This beautiful classic shade can update any lamp style you have. Upgradelights traditional silk bell shaped lamp shade is a part of a timeless collection. Perfect for anyone who is looking for a traditional & elegant lampshade. Exterior Fabric: Hand Tailored Silk-Type Shantung Shantung Silk Imported Shade Dimensions in Inches: Top is (8 x 16 x 12) inches Shape & Style: Bell shaped for a Traditional elegant style Polished brass spider fitting. Creme fabric with self trim. 45
187 wall26 Canvas Print Wall Art Eagle Insignia Army & Family Flag Pop Culture Cultural Digital Art Modern Art Traditional Colorful for Living Room, Bedroom, Office - 32"x48" High quality printed artwork stretched to fit on durable and shrink-resistant canvas. Great gift idea for friends and family for holidays or other special occasions. 1.5" stretcher bars to give artwork a gallery-quality profile. Hanging accessory toolkit included with all artwork. Note: Due to monitor display issues, actual colors may slightly differ from pictures. 20
188 Teen Wolf Mtv Poster 2ftx3ft Teen Wolf Mtv Poster 2ftx3ft,Size: 24inx36in, produced on quality poster paper. Measures 24"x36" 24 inches x 36 inches Paper poster, Condition: NEW Packaged rolled inside cardboard tube Wall Art for any room 10
189 Serta Motion Perfect 2.0 (New Black 2020 Version-) Replacement Remote for Adjustable Bed- Does NOT Have 6 PINS This is the genuine replacement remote for the Serta Motion Perfect 2.0 Adjustable Base. As of 2018 Serta discontinued the old white color remote and replaced it with the current black remote without a Serta logo. The same remote works for two bases (one from Simmons) so they were able to save on skus at the factory. If your old remote's buttons or the word "Massage" are in different places this remote will not be compatible with your base. 35
190 Head Case Designs Officially Licensed Barruf Gentle Pug Dogs Leather Book Wallet Case Cover Compatible with Samsung Galaxy S21 Ultra 5G Head Case Designs Officially Licensed Barruf product Handcrafted leather construction Multiple card slots for ID or credit cards Multi-view stand. Ideal for watching movies Magnetic closure system 20
191 AFC (TM) AFC-EPH-1200-2-12000SKC Water Filter (Comparable to BodyGlove (R) BG-3000R ) Made in U.S.A (1) Micron Rating: 0.5 Microns Flow Rate: 0.5 GPM 1:89 LMP - 2.0 GPM/7.56 LMP Capacity: 12 months or 9000 Gallons Dimensions: 3.4″ Tall X 12.25″ Wide Max Temp: for cold water use only: 100° F (38° C) Max Pressure: 125 PSI 25
192 Cosmas 25 Pack 464SN Satin Nickel Leaf Cabinet Hardware Round Knob - 1-1/4" Inch Diameter High Quality Satin Nickel Finish Knob Diameter: 1-1/4" Projection: 1" Base of Knob Diameter: 5/8" Individually Polybagged with 1" Mounting Screws Included 15
193 ION TOOL Pry Bar 4 Piece Set, 8-24 inch with Hammer Top 4 Piece Pry Bar Set, comes in the following sizes: 24”, 19”, 13”, 8”. Quality Construction from forged square stock, will not easily bend or twist. Striking Cap designed for hammer striking to power through your project. Premium non-slip handles with attractive two-tone color design. Customer satisfaction guaranteed. US based company with fast and exceptional customer service. 65
194 WES CLASSIC ECONOMY, Manufacturer: WES, Part Number: 398004-AD, VPN: 120-0015-AD, Condition: New 50
195 Dometic 385311647 Dometic 385311647 Seat and Lid for 310 Series Toilet - Bone Dometic ducting attaches easily to duct rings, grilles, and transition boxes and is constructed from a Mylar fabric shell with 1" thick insulation. 5" x 25' size. Package Dimensions: 21 L x 5 H x 19 W (inches) Package Weight : 3 pounds Country of Origin : China Part number: 385311647 85
196 Vickerman 9' Unlit Upside Down Artificial Christmas Tree (A860180) 9' x 102" unlit Upside Down tree featuring 2420 PVC tips, making this festive tree the perfect addition to any room. 2420 PVC Tips Unlit, 2420 PVC Tips 10 Year Limited Manufacturer 9' x 102" 110
197 BOYO VTS18HD - Tailgate Door Handle HD Backup Camera for Toyota Tacoma 2005-2014 (Black Door Handle) VTS18HD: Vehicle Specific Toyota Tacoma Tailgate Door-handle Camera Fits Toyota Tacoma 2005~2014;Sony HD CCD;600 TVL horizontal resolution;768(H) x 494(V) pixels; Waterproof IP67;130 degree wide viewing angle;0.1 lux; Reverse Image; Parking lines on/off selectable 50
198 Consumable Kit, 30 AMP, for XT30 The consumable kit is for use with XT30 torch. It includes 5 electrodes (249926), 5 tips (249927), 1 swirl ring (249931), 1 retaining cup (249932), 1 O-Ring (249969) and 1 grease pack (252951). Amps: 30 AMP Application: Plasma Cutting For use with: XT30 torch 60
199 Efergy Elite 4.0 Wireless Electricity Monitor Large wireless portable compact display can be placed anywhere in the home DIY - easy, quick and safe installation and Set up Energy monitors are not designed to replace or be as accurate as your supply meter as meters are highly accurate and monitors are a guide Home instant real-time energy consumption readings 50
200 Grey Pneumatic GY1326M 1/2 Inch Drive 26 Pieces Standard Lenght Metric Master Set High quality chro-moly alloy steel. GP High Torque Drive Socket design for increased strength with reduced chance of fastener rounding. .Comes in a molded case. Molded cases feature removable top for use as a toolbox tray. Set Includes: (1/2" Drive; 6 Points): 10mm Thru 36mm Standard Length Impact Sockets. 65

101
week6_wip/items-backup.py

@ -0,0 +1,101 @@
from typing import Optional
from tqdm import tqdm
from datasets import load_dataset
from transformers import AutoTokenizer
import re
BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B-Instruct"
MIN_TOKENS = 100
MAX_TOKENS = 141
class Item:
tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)
PREFIX = "Price is $"
title: str
price: float
category: str
token_count: int = 0
text: Optional[str]
details: Optional[str]
prompt: Optional[str] = None
include = False
def __init__(self, data, price, category):
self.title = data['title']
self.price = price
self.category = category
self.parse(data)
def scrub_details(self):
details = self.details
removals = ['"Batteries Included?": "No"', '"Batteries Included?": "Yes"', '"Batteries Required?": "No"', '"Batteries Required?": "Yes"', "By Manufacturer", "Item", "Date First", "Package", ":", "Number of", "Best Sellers", "Number", "Product "]
for remove in removals:
details = details.replace(remove, "")
return details
def parse(self, data):
self.text = self.title + '\n'
self.text += '\n'.join(data['description'])+ '\n'
self.details = data['details']
if self.details:
self.text += self.scrub_details() + '\n'
features = '\n'.join(data['features'])
if features:
self.text += '\n' + features
self.text = re.sub(r'[:\[\]"{}【】\s]+', ' ', self.text).strip()
self.text = self.text.replace(" ,", ",").replace(",,,",",").replace(",,",",")
tokens = self.tokenizer.encode(self.text, add_special_tokens=False)
if len(tokens) > MIN_TOKENS:
tokens = tokens[:MAX_TOKENS]
self.text = self.tokenizer.decode(tokens)
self.make_prompt()
self.count_tokens()
self.include = True
def question(self):
prompt = "How much is this?\n"
prompt += f"{self.text}\n"
return prompt
def messages(self):
return [
{"role":"system", "content": "You estimate prices to the nearest dollar"},
{"role":"user", "content": self.question()},
{"role":"assistant", "content": f"{self.PREFIX}{str(round(self.price))}.00"}
]
def make_prompt(self):
prompt = self.tokenizer.apply_chat_template(self.messages(), tokenize=False, add_generation_prompt=False)
groups = prompt.split('\n\n')
self.prompt = groups[0]+'\n\n'+'\n\n'.join(groups[2:])
def count_tokens(self):
self.token_count = len(self.tokenizer.encode(self.prompt))
def tokens_between(self, low, high):
return self.token_count >= low and self.token_count < high
def test_prompt(self):
return self.prompt.split(self.PREFIX)[0] + self.PREFIX
def read_dataset(name):
print(f"Loading dataset {name}", flush=True)
dataset = load_dataset("McAuley-Lab/Amazon-Reviews-2023", f"raw_meta_{name}", split="full", trust_remote_code=True)
results = []
for data in dataset:
try:
price_str = data['price']
if price_str:
price = float(price_str)
if price >= 0.5 and price <= 999.49:
item = Item(data, price, name)
if item.include:
results.append(item)
except ValueError:
pass
print(f"Completed loading {name} with {len(results):,} datapoints", flush=True)
del dataset
return results

94
week6_wip/items.py

@ -0,0 +1,94 @@
from typing import Optional
from tqdm import tqdm
from datasets import load_dataset
from transformers import AutoTokenizer
import re
BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B"
MIN_TOKENS = 150
MAX_TOKENS = 160
MIN_CHARS = 300
CEILING_CHARS = MAX_TOKENS * 7
class Item:
tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)
eos = tokenizer.eos_token
bos = tokenizer.bos_token
PREFIX = "Price is $"
QUESTION = "How much does this cost to the nearest dollar?"
title: str
price: float
category: str
token_count: int = 0
text: Optional[str]
details: Optional[str]
prompt: Optional[str] = None
include = False
def __init__(self, data, price, category):
self.title = data['title']
self.price = price
self.category = category
self.parse(data)
def scrub_details(self):
details = self.details
removals = ['"Batteries Included?": "No"', '"Batteries Included?": "Yes"', '"Batteries Required?": "No"', '"Batteries Required?": "Yes"', "By Manufacturer", "Item", "Date First", "Package", ":", "Number of", "Best Sellers", "Number", "Product "]
for remove in removals:
details = details.replace(remove, "")
return details
def scrub(self, stuff):
stuff = re.sub(r'[:\[\]"{}【】\s]+', ' ', stuff).strip()
stuff = stuff.replace(" ,", ",").replace(",,,",",").replace(",,",",")
words = stuff.split(' ')
select = [word for word in words if len(word)<7 or not any(char.isdigit() for char in word)]
return " ".join(select)
def parse(self, data):
contents = '\n'.join(data['description'])
if contents:
contents += '\n'
features = '\n'.join(data['features'])
if features:
contents += features + '\n'
self.details = data['details']
if self.details:
contents += self.scrub_details() + '\n'
if len(contents) > MIN_CHARS:
text = f"{self.scrub(self.title)}\n{self.scrub(contents[:CEILING_CHARS])}"
tokens = self.tokenizer.encode(text, add_special_tokens=False)
if len(tokens) > MIN_TOKENS:
tokens = tokens[:MAX_TOKENS]
text = self.tokenizer.decode(tokens)
self.make_prompt(text)
self.include = True
def make_prompt(self, text):
self.prompt = f"{self.QUESTION}\n\n{text}\n\n"
self.prompt += f"{self.PREFIX}{str(round(self.price))}.00"
self.token_count = len(self.tokenizer.encode(self.prompt, add_special_tokens=False))
def test_prompt(self):
return self.prompt.split(self.PREFIX)[0] + self.PREFIX
def read_dataset(name):
print(f"Loading dataset {name}", flush=True)
dataset = load_dataset("McAuley-Lab/Amazon-Reviews-2023", f"raw_meta_{name}", split="full", trust_remote_code=True)
results = []
for data in dataset:
try:
price_str = data['price']
if price_str:
price = float(price_str)
if price >= 0.5 and price <= 999.49:
item = Item(data, price, name)
if item.include:
results.append(item)
except ValueError:
pass
print(f"Completed loading {name} with {len(results):,} datapoints", flush=True)
del dataset
return results

133
week6_wip/items_processing.py

@ -0,0 +1,133 @@
from typing import Optional
from datetime import datetime
from tqdm import tqdm
from datasets import load_dataset
from transformers import AutoTokenizer
import re
from concurrent.futures import ProcessPoolExecutor, ThreadPoolExecutor
BASE_MODEL = "meta-llama/Meta-Llama-3.1-8B"
MIN_TOKENS = 150
MAX_TOKENS = 160
MIN_CHARS = 300
CEILING_CHARS = MAX_TOKENS * 7
class Item:
tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)
PREFIX = "Price is $"
QUESTION = "How much does this cost to the nearest dollar?"
title: str
price: float
category: str
token_count: int = 0
details: Optional[str]
prompt: Optional[str] = None
include = False
def __init__(self, data, price):
self.title = data['title']
self.price = price
self.parse(data)
def scrub_details(self):
details = self.details
removals = ['"Batteries Included?": "No"', '"Batteries Included?": "Yes"', '"Batteries Required?": "No"', '"Batteries Required?": "Yes"', "By Manufacturer", "Item", "Date First", "Package", ":", "Number of", "Best Sellers", "Number", "Product "]
for remove in removals:
details = details.replace(remove, "")
return details
def scrub(self, stuff):
stuff = re.sub(r'[:\[\]"{}【】\s]+', ' ', stuff).strip()
stuff = stuff.replace(" ,", ",").replace(",,,",",").replace(",,",",")
words = stuff.split(' ')
select = [word for word in words if len(word)<7 or not any(char.isdigit() for char in word)]
return " ".join(select)
def parse(self, data):
contents = '\n'.join(data['description'])
if contents:
contents += '\n'
features = '\n'.join(data['features'])
if features:
contents += features + '\n'
self.details = data['details']
if self.details:
contents += self.scrub_details() + '\n'
if len(contents) > MIN_CHARS:
text = f"{self.scrub(self.title)}\n{self.scrub(contents[:CEILING_CHARS])}"
tokens = self.tokenizer.encode(text, add_special_tokens=False)
if len(tokens) > MIN_TOKENS:
tokens = tokens[:MAX_TOKENS]
text = self.tokenizer.decode(tokens)
self.make_prompt(text)
self.include = True
def make_prompt(self, text):
self.prompt = f"{self.QUESTION}\n\n{text}\n\n"
self.prompt += f"{self.PREFIX}{str(round(self.price))}.00"
self.token_count = len(self.tokenizer.encode(self.prompt, add_special_tokens=False))
def test_prompt(self):
return self.prompt.split(self.PREFIX)[0] + self.PREFIX
class ItemLoader:
def __init__(self, name):
self.name = name
self.dataset = None
def from_datapoint(self, datapoint):
try:
price_str = datapoint['price']
if price_str:
price = float(price_str)
if price >= 0.5 and price <= 999.49:
item = Item(datapoint, price)
if item.include:
return item
except ValueError:
pass
return None
def from_chunk(self, chunk):
batch = []
for datapoint in chunk:
result = self.from_datapoint(datapoint)
if result:
batch.append(result)
return batch
def make_chunks(self):
print("Preparing data chunks...", end="", flush=True)
size = len(self.dataset)
chunks = []
for i in range(0, size, 1000):
chunks.append(self.dataset.select(range(i, min(i + 1000, size))))
print(" done.", flush=True)
return chunks
def load_in_parallel(self, chunks, workers):
results = []
with ProcessPoolExecutor(max_workers=6) as pool:
for batch in tqdm(pool.map(self.from_chunk, chunks), total=len(chunks)):
results.extend(batch)
for result in results:
result.category = self.name
return results
def load(self, workers=8):
start = datetime.now()
print(f"Loading dataset {self.name}", flush=True)
self.dataset = load_dataset("McAuley-Lab/Amazon-Reviews-2023", f"raw_meta_{self.name}", split="full", trust_remote_code=True)
chunks = self.make_chunks()
results = self.load_in_parallel(chunks, workers)
finish = datetime.now()
print(f"Completed loading {self.name} with {len(results):,} datapoints in {(finish-start).total_seconds()/60:.1f} mins", flush=True)
return results

94
week6_wip/items_qwen.py

@ -0,0 +1,94 @@
from typing import Optional
from tqdm import tqdm
from datasets import load_dataset
from transformers import AutoTokenizer
import re
BASE_MODEL = "Qwen/Qwen2-7B"
MIN_TOKENS = 150
MAX_TOKENS = 160
MIN_CHARS = 300
CEILING_CHARS = MAX_TOKENS * 7
class Item:
tokenizer = AutoTokenizer.from_pretrained(BASE_MODEL, trust_remote_code=True)
eos = tokenizer.eos_token
bos = tokenizer.bos_token
PREFIX = "Price is $"
QUESTION = "How much does this cost to the nearest dollar?"
title: str
price: float
category: str
token_count: int = 0
text: Optional[str]
details: Optional[str]
prompt: Optional[str] = None
include = False
def __init__(self, data, price, category):
self.title = data['title']
self.price = price
self.category = category
self.parse(data)
def scrub_details(self):
details = self.details
removals = ['"Batteries Included?": "No"', '"Batteries Included?": "Yes"', '"Batteries Required?": "No"', '"Batteries Required?": "Yes"', "By Manufacturer", "Item", "Date First", "Package", ":", "Number of", "Best Sellers", "Number", "Product "]
for remove in removals:
details = details.replace(remove, "")
return details
def scrub(self, stuff):
stuff = re.sub(r'[:\[\]"{}【】\s]+', ' ', stuff).strip()
stuff = stuff.replace(" ,", ",").replace(",,,",",").replace(",,",",")
words = stuff.split(' ')
select = [word for word in words if len(word)<7 or not any(char.isdigit() for char in word)]
return " ".join(select)
def parse(self, data):
contents = '\n'.join(data['description'])
if contents:
contents += '\n'
features = '\n'.join(data['features'])
if features:
contents += features + '\n'
self.details = data['details']
if self.details:
contents += self.scrub_details() + '\n'
if len(contents) > MIN_CHARS:
text = f"{self.scrub(self.title)}\n{self.scrub(contents[:CEILING_CHARS])}"
tokens = self.tokenizer.encode(text, add_special_tokens=False)
if len(tokens) > MIN_TOKENS:
tokens = tokens[:MAX_TOKENS]
text = self.tokenizer.decode(tokens)
self.make_prompt(text)
self.include = True
def make_prompt(self, text):
self.prompt = f"{self.QUESTION}\n\n{text}\n\n"
self.prompt += f"{self.PREFIX}{str(round(self.price))}.00"
self.token_count = len(self.tokenizer.encode(self.prompt, add_special_tokens=False))
def test_prompt(self):
return self.prompt.split(self.PREFIX)[0] + self.PREFIX
def read_dataset(name):
print(f"Loading dataset {name}", flush=True)
dataset = load_dataset("McAuley-Lab/Amazon-Reviews-2023", f"raw_meta_{name}", split="full", trust_remote_code=True)
results = []
for data in dataset:
try:
price_str = data['price']
if price_str:
price = float(price_str)
if price >= 0.5 and price <= 999.49:
item = Item(data, price, name)
if item.include:
results.append(item)
except ValueError:
pass
print(f"Completed loading {name} with {len(results):,} datapoints", flush=True)
del dataset
return results

200
week6_wip/test.csv

@ -0,0 +1,200 @@
"Amba SAFSP-33 Free Standing Plug-In Towel Warmer, Polished",Heats quickly Made of 18/8 stainless steel Built in on/off switch Ten crossbars allow optimal drying Horizontal and vertical bars are heated,0
AnyTone AT-D878UV Plus D878UV D868UV D858 Battery Pack 7.4V 3100mAh with Belt Clip,Original AnyTone 3100mAh Li-ion Battery with Belt Clip for AnyTone AT-D878UV Plus D878UV D868UV D858 BTECH DMR-6X2 radio. Original AnyTone 3100mAh Li-ion Battery with Belt Clip for AnyTone AT-D878UV Plus D878UV D868UV D858 BTECH DMR-6X2 radio.,0
"Whitmor, Espresso Deluxe 6 Organizer with 3 Fabric Cubes","Great for quick organization and storage, this 6 cube organizer with 3 fabric cubes is the perfect small space storage solution eatures 6 cubes with 3 additional fabric cubes for organization and display of a variety of household items Wall mount accessory included Assembled dimensions: 15 L x 32.5 W x 37 H inches Constructed of laminated particleboard for stability and durability Easy assembly, Phillip's screwdriver needed For over 70 years, Whitmor has been bringing organization home. If you have questions or problems, please contact us for immediate assistance",0
"Lori Mitchell 33164 Little Lost Lamb Figurine 5.5""","Lori Mitchell 33164 Little Lost Lamb Figurine 5.5"" Poly Resin 5.5"" Tall",0
"Madison Bay Co Double Clear Ribbed Inkwells with Wood and Brass Stand, Vintage R","Madison Bay Co Double Clear Ribbed Inkwells with Wood and Brass Stand, Vintage R.",0
ClimaTek Refrigerator Door Bin Shelf for Kenmore 2187172K,"This is a Brand New Aftermarket Refrigerator Door Bin Shelf This is a Brand New Aftermarket Refrigerator Door Bin Shelf This is a top quality white replacement refrigerator door bin. It attaches to the back of the door. Approx. 16.625"" W x 7"" D x 3.875"" H",0
SmithOutlet 25 Pack Over The Head Low Cost Headphones in Bulk,"Pack of 25 Headphones; Each Headphone Individually Packaged and Sealed Extra Soft Leatherette Ear Cushions; Ear Cushions Can Be Wiped Clean Cord Length 4.5 Feet; Single Cord for Both Ears for Tangle-Free Use Stereo 3.5 MM Plug Works with iPods, iPhones, iPads, Smartphones, Chromebooks, Tablets, Laptops, Computers, Fitness and Audio Equipment Great for Students, Schools, Hospitals, Hotels, Musuems, Gyms, Dentists, Libraries and more",0
Kodak Ektar 100 135-36 (Pack of 3),Kodak Ektar 100 135-36 (Pack of 3) World's finest grain color negative film Extraordinary enlargement capability from a 35mm negative. Ultra-vivid color and optimized sharpness. Distinct edges and fine detail. Incorporates entertainment imaging's KODAK vision film technology. Micro-structure optimized t-grain emulsions.,0
"Kohler Prolific Large Bamboo Cutting Board, 21 in. L x 15.875 in. W",K-23680 | Prolific Large Bamboo Cutting Board | KOHLER Fits securely on K-23650-NA (covers the entire sink) or K-23652-NA (covers half the sink). May also be used with the K-23651-NA and K-5540-NA Prolific kitchen sinks. Countertop height creates a truly comfortable work surface for easy food prepping.,0
"KC Republic Phone Brush Cleaning Kit with Mini Soft Round Cotton and Felt Tip Brushes, Clean Phone, Water Wet Phones, Dry Phones, Tablet, Laptop, or Computer, 3 Different Size Heads, (25 pieces)","Mini Tip Brushes For Cleaning Small Hard To Reach Places and Water Out of Phones Easily Remove Dirt, Sand, Water, or Debris From Small Crevices Felt Tip Attracts Water from Wet phone and Can Be Wet To Clean Out Dirt or Debris Cotton Round Tips For Soft Clean Touch On Camera Phone, Tablet, or Laptop Lenses Note: Brushes are Disposable",0
"Atlas Homewares 4010-BRN 2-Inch Wine Glass Knob, Brushed Nickel","From the Manufacturer Wet Bar - It is always 5pm somewhere For Other Mini-Bar Knobs in this Finish and Collection See Items 4009-BRN, 4011-BRN & 4012-BRN Width: 1.5-Inch Projection: 1.5-Inch",0
"Precious Moments ""My Gift for Him Figurine","With a message of peace and goodwill, this little drummer boy is a perfect addition to the Precious Moments standard size nativity. Porcelain bisque figurine 4.5"" high. Ornament Drummer Boy playing his drum standard size Each Piece Is Porcelain Bisque; Hand Sculpted and Hand Painted Infused with honest emotion it shares a message that speaks straight to the heart Indoor Use Only; Should Be Dusted Occasionally Packaged in a box made from recycled materials",0
Flora-cal Products Fake Red Wine Set Fake Drinks,"Fake Red Wine Set Fake Drinks Artificial Red wine bottle, glass and grape set. The fake liquid is solid. Artificial Red Wine Display Food Prop Decoration Bottle Size: 3"" X 12""H Wine Glass Size: 3-1/4""D x 6""H Made in America",0
HTC Desire 610 (AT&T Go Phone) No Annual Contract,"• WARNING: This product contains a chemical known to the State of California to cause cancer, birth defects or other reproductive harm. This refurbished product is tested and certified to look and work like new. The refurbishing process includes functionality testing, basic cleaning, inspection, and repackaging. The product ships with all relevant accessories, and may arrive in a generic box",0
GARDENGREETERS Lighthouse Guiding Light Black and White Solar LED Outdoor Lighthouse Statue f,"Made of polyresin. Approximate size: 8""Dia x 20.5""H. Good for indoor/outdoor. Light will automatically light up at dark/night. Made of resin Approximate size: 8"" Dia x 20.5""H Good for indoor/outdoor",0
Incipio HTC Inspire 4G Feather Ultralight Hard Shell Case - 1 Pack - Case - Retail Packaging - Black,"The feather is an ultra light weight hard shell case for the HTC Incredible, made of a durable and rigid polycarbonate material. A fan favorite case, the feather is loved for its slim, sleek, and sexy look. Less than 1mm thin - Ultra light, ultra strong polymer Form-fitting case that offers low-profile protection Provides full access to all ports and buttons",0
Dm/Tnc Tamper,Vita-Mix 000760 Tamper. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance,0
Skuttle 000-0814-008 Transformer 24 VAC 10VA,"Transformer 24 VAC 10VA Country Of Origin: United States Model Number: 000-0814-008 Item Package Dimensions: 1.0"" L x 1.0"" W x 1.0"" H Item Package Weight: 1.0 lb",0
Desiderata 24x20 Framed Art Print,Desiderata 24x20 Framed Art Print High quality framed art print Two inch wide black wood frame In stock and ready to frame and ship Custom packed for safe delivery Satisfaction Guaranteed,0
3-Wick Candle - Peach Bellini - 14.5 oz / 411 g,Peach Bellini flavored 3-Wick Candle best for sensational aromatherapy. Aromatherapy,0
Shakespeare 5120 8' AM/FM Stereo Antenna with 15' RG-62 cable,"Continuing the tradition, Shakespeare’s Centennial 5120 AM/FM antenna puts high-end features where high-end does the most good. When you’re far from your favorite stations, this antenna helps bring them in loud and clear, without depleting your net worth. Chrome-plated brass ferrule with standard 1in-14 thread Includes 15ft RG-62 cable and Motorola connector Suggested mount: Style 4187 or 5187 Ratchet Mount (each sold separately) Smooth, durable, high gloss finish One section",0
"Savoy House 8-4030-2-322 Octave 2-Light Bathroom Vanity Light in a Warm Brass Finish with Clear Glass (14"" W x 9"" H)","APPLICATIONS: Perfect for use in bathrooms and over vanities. Adds charm to any interior VERSATILE: LED/CFL/Incandescent compatible, holds two 60 Watt E26 Base Bulbs (Not Included) INSTALL YOUR WAY: This versatile fixture can be installed either with bulbs pointing UP or DOWN ASSEMBLED DIMENSIONS: 9"" Height, 14"" Width Safety rating: UL, CUL and",0
Media Center,"The Homestead Collection media center features a large concealed storage area behind two flat panel doors, a fixed 40"" x 14"" shelf and genuine lodge pole pine corner trim and door pulls. Hand crafted in Montana. Trim pieces are square sawn for a unique, timber frame/barn wood appearance. This item is professionally finished with premium grade stain and clear lacquer. Comes fully assembled. 20-Year limited manufacturer warranty. Handcrafted Made from dead-standing lodgepole pine Made in the US Heirloom Quality",0
RoomMates RMK11979WP Blue and Navy Crackled Stria Texture Peel and Stick Wallpaper,"Add natural dimension to the walls of any room in your home with our Crackled Stria Texture peel and stick wallpaper. Offered in beautiful tones of blue, this wallpaper will match many different decor styles. To apply, simply remove backing, smooth onto clean and flat walls and cut to fit! 1 roll - 20.5 inches wide X 16.5 feet Peel and stick to apply – no water, no paste, no mess 100% removable peel and stick wallpaper No sticky residue left behind upon removal Perfect for renters and homeowners",0
"Pack of 2 ICY Crystal Decorative Christmas Standing Deer Figures 18""","From the Icy Crystal Animal Kingdom Collection Features a long and tall standing deer with the elegance of ice sculptures Dimensions: 18""H. Material(s): acrylic Pack includes 2 of the item shown Lodge-Style Modern-Design-Style Decorative",0
Lord of the Rings Return of the King Glass Goblets Arwen the Elf,"LORD OF THE RINGS, GLASS GOBLETS COLLECTION. ""ARWEN THE ELF"" GOBLET GLASS. IT IS 6 1/2"" TALL, BY 2 3/4"" AT THE BASE. THE LID TAKES 2 AG13 (1.5V) BATTERIES. THEY ARE INCLUDED. THE LIGHT HAS A ON/OFF SWITCH, IT LIGHTS RED. IT HAS NEVER BEEN USED.COPYRIGHT 2001",0
"Basicwise 9 Cube Wooden Organizer with 5 Enclosed Doors and 4 Shelves, White","Size: 35"" W x 11. 5"" D x 36"" L 9 cube shelves provides ample storage space Magnetic closure keeps door securely shut Durable wood composition for continual use Basic design fits into any style room decor",0
Werner 300 LB Fiberglass Extension Ladder Label Kits (Pack of 6),Step ladder caution warning labels and correct ladder procedure with weight limit. Werner Ladder Safety Labels for all Type 1A 300 load capacity Extension Ladders. Contains all labels that come on a new ladder. Labels in both English and Spanish. (Pack of 6) Any size Werner 300 load capacity Fiberglass Extension Ladders.,0
Westcott Scrim Jim Cine Kit (8' x 8') Heavy Duty Frame with 3/4 Stop Diffusion and Silver/White Bounce Reflector - Includes Carry Case,Comprehensive 8'x8' Scrim Jim Cine light control kit for Filmmakers and Video Production Portable modular framework allows quick build and breakdown times. Less hassle than other Scrim systems Soften or Bounce Options provide versatility within a single kit. Can be used with both natural and artificial lighting scenarios Ideal for the Traveling Filmmaker Includes USA Backed Warranty and Lifetime Customer Support,0
Sony VHS T-120VL/WA Standard Grade VHS Tape - 5 pack,SONY T-120 5 PACK SONY T-120 6 Hours Standard Grade 5 PACK New,0
"Acme Furniture Noralie Coffee Table, Mirrored & Faux Diamonds","Want to make a bold statement, then these Noralie Coffee table is the perfect solution. With a one of a kind cross base and dazzling diamond borders, this piece is sure to stand out. Featuring a sturdy 4mm table top that can be used for display or function. The gleaming complement will reflect the perfect amount of light into any dark space. Let this innovative furniture add new style to your home. Square Table Top Mirrored Top Faux Diamonds Inlay Cross Mirrored Base",0
"Emachines E443-BZ602 Laptop LCD Screen Replacement 15.6"" WXGA HD LED",This is a compatible replacement screen for the model listed in the title.,0
Warm White Cluster 768 Strand Sting Lights,LED Twinkle Cluster 8 Function Memory Controller - Black Cable IP44 Rated 13.2' Lead 33' Total Length Non-Replaceable Bulbs UL Approved LED Twinkle Cluster 8 Function Memory Controller 33' Total Length,0
"1250mAh Battery for Barnes & Noble 005, Nook, BNRZ100, BNRV100, Nook Classic","Compatible: 4894128036135,BNRB1530, BNRZ1000, 9BS11GTFF10B3, 9875521, BNRB454261 Devices: Barnes & Noble 005, NOOK, BNRZ100, BNRV100, NOOK Classic- Certification: CE, FCC, RoHS",0
Pac Intelligent 4 CAM SWTCHR,The VS41 Intelligent 4-Camera Switcher from PAC Audio features 4 camera inputs and 1 video output for connecting to a factory or aftermarket radio with a video display. The inputs are triggered by driver behavior. The rear backup inputs are automatically activatedwhen the vehicle is shifted into reverse while side inputs are activated by prompted by the turn signals. PAC VS41 Intelligent 4-Camera Switcher,0
"Major-Q 6288t 28"" H Brushed Steel Base Crystal Ball Table Lamp with LED Light Bulb","Featuring a round chrome base with a brushed nickel finish, beautiful bubble-like crystal accents work their way up while decreasing in size until they reach the gorgeous drum-shaped linen shade. Make this table lamp the next lighting addition for your home.",0
"3dRose I Can Help You Find Your Marbles Travel Mug, 14 oz, White","14oz capacity Made of stainless steel Easy-grip handle with thumb rest Slide opening lid with slanted drinking surface Not microwave safe, hand washing is recommended",0
TEMCo Lug Crimper Tool TH0012-8 AWG - 0000 AWG(4/0) DIELESS Indent Electrical Battery Terminal Cable Wire 5 YEAR WARRANTY,"Black oxide crimp ram won't chip or flake. Dieless design adjusts quickly to the full range of terminal sizes 8 gauge though 0000 gauge (4/0). Perfect for Battery & Welder cables, Building Wiring, and more. Use with all crimp terminal lugs, including heavy cast lugs. 5 Year Warranty from an American name. NON-GENERIC",0
"Caroline's Treasures Cheetahs by Daphne Baxter Leash or Key Holder BDBA0113TH68, Triple",The tile is Made from a hardboard and is mounted to a metal rectangle The hooks hang down from the metal plate in the back and is about 2.5 in. From the base Made in the USA A hanger is attached to the metal plate and is about 1.5 in. Long Lots of room to hang up using a Screw or paneling nail,0
Metallurgica Motta Barista Kit,"Every thing you need to make perfect morning coffee drinks at home. Kit includes: (01) Motta Europa Milk Pitcher, 25.3-floz, (01) Motta Thermometer, (01) Motta Cocoa Duster, (01) 58mm Motta Aluminum Coffee Tamper Tried and backed up by the Barista Association of Italy Kit comes on a beautiful gift box Made in Italy",0
"Samsung SM-G930UZDAXAA S7 Gold Galaxy Smartphone Unlocked-32Gb, Water-resistant up to 5 Feet, US Warranty",nicks and scratches from daily use will ship it right away with tracking number.,0
HoneyWell 1 Heat Electric Thermostat 40 to 80 deg F 120/208/240/277 Volt AC,Discount price available now so order the Honeywell T410B1004 Electric Heat Thermostat via our online store affordable Honeywell products.. Economical. Replace virtually any twowire T410A or fourwire T410B line voltage wallmounted electric heating thermostat. Easy to install; 6 in. 150 mm colorcoded leads. Include longlasting Micro Switch mechanism. Rugged plastic mounting base and onepiece cover with vents.,0
White Rodgers Upgraded Furnace Control Circuit Board Replaces Trane D341396P03,This is a Brand New White Rodgers Furnace Control Board This is a Brand New White Rodgers Furnace Control Board Top Quality Replacement Board Designed to Fit Trane and American Standard Furnaces,0
"KOECKRITZ 6'x30' Black - Economy Turf/Artificial Grass Runners | 2', 3', 4' & 6' Widths x Lengths up to 100' |Light Weight Outdoor - Easy Maintenance - Just Hose Off & Dry! - 8 Colors to Choose from",,0
Disco Queens the 70s,"Thibul Nettle aka Stinga T and Michael Collard aka Big Sexy are an Adelaide/Perth based rap duo called TDB (Tha Deadly Boyz). The boys are cousins and have been performing together since 1999 beginning the duo while still in high school. Performing together for over 8 years now, TBD have massively increased their profile via notable performances along with securing airplay across the country while their videos have featured on Channel V. 110-volts, 12-amps, 1300-watts Indicator Light Adjustable Thermostat Stainless Steel Frame Non-stick Surface",0
"American Standard 0263.112.020 New Solar Soaking Bathtub with Right Hand Outlet, White, 5-Feet - 0263112.020","For those enamored with the look of enamel. The new solar bathtub is made from heavy gauge, enameled steel for attractiveness and durability. Features include a slip-resistant surface and an integral apron for a cleaner look. Above-floor rough alcove installation. Acid resisting, enameled steel construction One-piece bath End drain outlet Full slip-resistant pattern Fully-bonded support pad",0
"HVAC Motor, 1/40-1/50-1/80 HP, 115V, CCW/LE","The Fasco D128 is a 3.3"" diameter fan and blower motor rated for 1/40-1/50-1/80 HP and 1500 RPM at 115 Volts General Purpose Fan Motors HP: 1/40 RPM: 1500 Volts: 115",0
JBL Basspro SL2 - Powered under seat subwoofer system (Renewed),"125W RMS compact powered subwoofer system with Bass Boost of 0dB to +9dB @ 70Hz Dimensions (L x W x H): 13-9/16"" x 9-7/8"" x 2-13/16"" (344mm x 250mm x 71mm) Frequency Response 35Hz – 120Hz 8"" Powered Subwoofer Car audio Subwoofer",0
"Iron Valley - 1-1/8"" Dome Cabinet Knob - Pack of (10) - Solid Cast Iron","Metal & Style: Traditional & Rustic Solid Cast Iron Finish: Rust Resistant Rich Black Powder Coat Dimensions: 7/8"" Projection - 1-1/8"" Wide Mounting Hardware: Includes 1"" Mounting Screws - 8/32"" Threading Package of (10) Knobs",0
Stray Kids - Clé 1 : MIROH [Standard-Clé 1 ver.] 1CD+Photobook+3QR Photocard+Pre-Order Benefit+Folded Poster+Double Side Extra Photocards Set,,0
KitchenAid Replacement Refrigerator / Freezer Ice Maker 4317943,This is a Brand New Replacement Refrigerator Ice Maker This is a Brand New Replacement Refrigerator Ice Maker Univeral Design and Easy Installation Make this a Top Qualty Replacement Part!,0
"Steelex M1061 4 Jaw Chuck, 6-Inch",From the Manufacturer Each jaw moves independently. Such 4-Jaw Chucks are used for holding odd shaped pieces or where zero tolerance is required. This 6-Inch 4-jaw chuck with a 1-1/2-Inch bore has semi-steel bodies and hardened reversible jaws. 6-Inch 4-Jaw Independent 1-1/2-Inch Bore Plain back Reversible jaws,0
Disney Peter Pan and Tinker Bell Legacy Sketchbook Ornament - Limited Release,"Genuine, Original, Authentic Disney Store Limited Release Sculptured scenic ornament Includes Peter Pan and Tinker Bell Windowsill frames translucent London background scene",0
"C9 Led Multicolor Christmas Lights Outdoor String 66Ft 100 LED with Quick Clips Waterproof Strawberry Roof Lights, Commercial Grade Extendable for Indoor Outside Roofline Patio Home Xmas Decoration",,0
Houston International 6515 S/2 2-Piece Galvanized Container Set,"2-Piece Galvanized Container SetSize 1: 8"" D x 9.5"" HSize 2:9.25"" D x 9.510.25 Laundry container storage container Compost container",0
Department 56 Village Snow Laden Sisals (Set of 3),"On holidays, special days, or every day, collectors enjoy decorating with pieces from Department 56 mini villages. Fits well in any mini village display. Sisal collectible On holidays, special days, or every day, collectors enjoy decorating with pieces from Department 56 mini villages Fits well in any mini village display Made of sisal",0
"Dekoni Audio Ear Pads Compatible with Sony WH-1000Xm3 Noise Cancelling Headphones, Black (Choice Suede)","Compatible with the Sony WH1000Xm3 noise cancelling headphones Dekoni Choice Suede is a synthetic soft and supple for a sheen look and gentle feeling on the ears Plastic mounting ring built in for easy installation Outer ring: 101mm high, 71mm wide, 20mm deep Inner ring: 68mm high, 36mm wide",0
"XSPC TX480 Ultra Thin Radiator, 120mm x 4, Quad Fan, Black",High quality material made by XSPC The product will meet the expectations of gamers and also of computer enthusiasts who are looking for a quality product with the XSPC TX480 Ultrathin Radiator 480 mm Black Ultra Thin PC Radiator at just 20.5mm thickness 16mm Copper and Brass Core with Matte Black Paint Finish 22 FPI (fins per inch) Weight: ~792g Dimensions: 125 x 20.5 x 518mm (WxDxH) +-0.5mm,0
"SCREENARAMA New Screen Replacement for ASUS Vivobook X420U, FHD 1920x1080, IPS, Matte, LCD LED Display with Tools","MUST match resolution and connector: FHD 1920x1080 30pins Non-touch (will not work if different resolution and type) Screen size: 14.0"", Matte, IPS (Wide View), Narrow bezel Tested screen, Guaranteed compatibility Warranty: 2 years Comes with complimentary set of tools and adhesive tape for installation",0
Shaka Intekanational LLC / DLI Flush Mount Baby Breakout Board for Atomic Pi - 2.5mm Barrel Jack 5V Input,This board snaps in to the bottom of the Atomic Pi so you can use a 2.5mm barrel connector to power the Atomic Pi. A power supply capable of 5V 4A is recommended. Power supplies and the Atomic Pi itself are sold separately.,0
"Samuel""Sam"" Adams Boston Lager Sensory Pint Beer Glass 22oz Set of 4","Set of 4 XL 22 Ounce Samuel Adams Sensory Glasses. Laser etched nucleation in base, looks like a hatch mark ring and aids in propagation of beer bubbles or head. Pub Edition, White Shield logo. May have imperfections from Factory, as these are licensed for Pub/Restuarant/Bar Use.",0
Monoprice Essential Triple Monitor Articulating Arm Desk Mount (116247),"ESSENTIAL TRIPLE MONITOR ARTICULATING ARM DESK MOUNT VESA compatible: 75 x 75 to 100 x 100 Mount a three 10"" 30"" displays 22lbs max weight Mount can be swiveled 180 degrees, tilted 90 degree upward or downward, and rotated 360 degrees Quick release Lever on the back of the mount allows you to raise or lower the display at will",0
"Acmee Non-Blinking LED Balloon Light, LED Party Lights,LED Paper Lantern Light, LED Mini Light for Party or Wedding Decoration (Green, Pack of 12)","Suitable for paper lanterns, florals,balloons, water proof Turn LED on and off by twisting the base With a hook a bottom, you can thread and hang them easily Batteries: 3 x 1.5V LR41 in each led, 8 hours+ (yes, batteries are included) Waterproof, bright lights",0
Franklin Electric FPS 1/2 hp 20 gpm Effluent Septic Pump,"Stainless steel or thermoplastic discharge and motor bracket are tough and non-corrosive. Both materials are highly resistant to damage by minerals, metals, and other substances typically found in water 1/2 hp 20 gpm Effluent Septic Pump",0
dreamGEAR Wired Headset for Xbox 360 (Ghost Camo),"Enhance your gaming experience with the Dream GEAR wired headset for Xbox 360. The wired headset is the perfect way to play your favorite Xbox 360 games. Get immersed in the game with crisp and clear audio. Microphone with boom delivers great communication. The wired headset has built in volume/mute controls. Wired headset for Xbox 360 plugs directly into your controller Works on left or right ear Volume/Mute controls Microphone with flexible boom Lightweight for the ""barely there"" feel",0
Bose Wave AM/FM Clock Radio - Model AWR1G1 - Graphite,"Color:Graphite Gray | Style:Wave Music System Great AM/FM reception no questions asked returns AUX input and output connectors Great sound , Deep Bass and Clear highs",0
Personalized Fathers Day Mug Dad of 4 Add Children's Names Custom Mug 11oz Ceramic Coffee Mug Blue,"Let your dad know how much you appreciate him with a sentimental ceramic coffee mug that make excellent dad gifts from daughter, Father's Day gifts for dad, a dad birthday gift, and much more. Size: This 11 ounce white ceramic coffee mug also makes a great tea cup with its large, easy to grip C-handle This custom gift is made to your exact specifications. Design: The premium full color sublimation imprint creates a vibrant, long lasting, and lead-free design Care: Microwave and dishwasher safe for your convenience",0
"SCREENARAMA New Screen Replacement for NV140FHM-N41 V8.0, FHD 1920x1080, IPS, Matte, LCD LED Display with Tools","Tested screen, Guaranteed compatibility Warranty: 2 years Resolution: FHD 1920x1080 (Must be the same as your screen) Connector: 30 pin (Must be the same as your screen) Screen size: 14.0"", Matte, IPS (Wide View)",0
"GEARWRENCH 10 Pc. 3/8"" & 1/2"" Drive Hex Bit Socket Set, SAE - 80579","Product Description 10PC 3/8""& 1/2""DR SAE HEX BIT, Made in: Taiwan, Dimensions: 1 X 4.3 X 12.2. Weight: 1.805 From the Manufacturer GearWrench Bit Sockets. Patented bit holding principle: Internal dimple feature, forces bit surface to the opposite side for maximum retention Heat treated socket bases for durability and serviceability Chrome Sockets Large hard stamped identifications Slide socket rail",0
"Whirlpool 2186443 Filter Housing for Refrigerator, 1 Count (Pack of 1)","Works with the following models: Whirlpool 3KES0FHGNS00, Whirlpool 3XART745GW00 Whirlpool 3XART745GW01, Whirlpool 3XART745GW02 Whirlpool 3XED5SHGKS00 Whirlpool 3XED5SHGKS01 Genuine Whirlpool Replacement Part",0
"Cute Seat Cushion, Cat Paw Shape Lazy Sofa Office Seat Cushion, Bear's Paw Office Chair Cushion, Plush Sofa Cushion Soft and Comfortable Cushion Home Bedroom Shop Restaurant Decoration",,0
Danson Pelpro 2RPM Synchronous Auger Feed Motor SRV7000-670 OEM,"Fits Models: ~ PHC90 Cast ~ PP60 ~ PP60-RF ~ PP70 ~ PP130 ~ PP130-B ~ PP130-RF ~ PPC90 ~ TSC90 Fits Models: ~ PHC90 Cast ~ PP60 ~ PP60-RF ~ PP70 ~ PP130 ~ PP130-B ~ PP130-RF ~ PPC90 ~ TSC90 120v AC, 60hz, Class B 64TYZ Synchronous Motor Hole in Shaft to Spec Specialty Wire Connection Configuration",0
"The Great American Hanger Company Wood Top Hanger, Box of 100 Space Saving 17 Inch Flat Wooden Hangers w/Espresso Finish & Brushed Chrome Swivel Hook & Notches for Shirt Jacket or Dress",Streamlined Flat Design Saves Space and Keeps Your Closet Organized 360 Degree Swivel Hook Makes Hanging Your Clothes Easy On Any Bar Made from Strong and Sturdy Hardwood Heavy duty brushed chrome hardware Precision Routed Notches to Hold Your Garments with Straps,0
"Rae Dunn SALT & PEPPER Cellar Set - 3.5"" tall - 2.5"" - ceramic - very rare!","Rae’s inspiration comes from the earth, and she finds beauty in simple shapes, natural forms and found objects. Her utilitarian approach to designing ceramics is strongly based on the Japanese aesthetic of wabi sabi; the beauty of things imperfect, impermanent, and incomplete.",0
Miller Honeywell Safety Products by 8928-Z7/18INBK Ansi Z7 D-Ring Extension with Snap,Made in Mexico Package height :4.826 cm Package length :8.128 cm Package width :20.828 cm,0
"Floating TV Stand for TVs Up to 85 inch, 70 inch Wall Mounted Haning TV Stand with LED Lights, High Glossy Floating Entertainment Centre Hanging Media Console Shelf, Modern Under TV Floating TV Shelf",,0
Extra Heavy Duty Swiss Army Military Wool Blanket Cover,"Hand Sewn White Crosses on each end 60"" x 84"" Extra Heavy Weight - Almost 6 lbs!!! Chestnut Brown - Shades of Brown my vary slightly 70% Wool Blend - Dry Clean Only",0
Supermicro AOC-LPZCR2 All In One Zero Channel Raid Card 600MHZ,"Processor: Intel 80321 600MHz I/O Processor RAID Levels: 0, 1, 5, 10 and JBOD; 50 (SAS and SATA modes) Cache Memory: 256MB onboard ECC DDR Memory Bus Type: 64-bit/100MHz PCI-X Adaptec SAS Host Controller (AIC-9410)",0
Westinghouse 1B1K2684 Main Board for VR-4090 Version 2,1B1K2684 Westinghouse Main Board For Westinghouse VR-4090 Version 2. This item is refurbished and guaranteed working. Item is offered with a NON DOA WARRANTY. For Westinghouse VR-4090 Version 2 P/N: 1B1K2684 TV Part (T.RSC8.10A 11153),0
"Swiss Madison SM-SB510E Voltaire Shower Base, 48"" x 36"", Grey",Low single threshold for easy access Acrylic and fiberglass technology reinforcement Slip-resistant surface Integral 3-sided flange helps prevent water leakage Center-Hand Drain,0
HID ThinLine II 5395CK100 Low Profile Prox Card Reader,THINLINEII BLK RDR WIEG OUT Prox Card Reader Wiegand (500 ft cable) interface Dimensions: 4.70 x 3.00 x 0.68 Inch Lifetime warranty,0
TurboTorch 0386-0575 STK-31 Torch Swirl,"A longtime industry benchmark, the Turbo Torch line of STK torches and tips now features the new Extreme Swirl technology. This torch kit has 360 degree swivel tips and easy to clean orifice screws. The torch is safe to use with air, MAPP and propane processes. It is safe to use through high capacity applications and HVAC. STK-R Pressure Regulator w/CGA-600 Connection ST-3 Extreme Tip ST-1 Tip Size Processes: Air/MAPP and Propane Industrial Applications: High Capacity applications and HVAC",0
Posh Pollen Silver Anna End & Side Table,"Base is constructed with metal, completed with a rhombus design Frame material is made of mango wood Detailed with antiqued silver foil Package Weight: 20.9 pounds",0
"Depnee Small 130ml Cool Mist Humidifier, USB Mini Ultrasonic Aroma Diffuser with Waterless Auto Shut-Off, 7 Color LED Lights for Home Office Car Travel (White Wood Grain)",,0
BRTTX3551 - Brother TX Tape Cartridge for PT-8000,"Ideal for high-production label making, with fewer re-supply situations. Perfect for indoor and outdoor use on smooth, flat surfaces. Sold as 1 Each. Ideal for high-production label making, with fewer re-supply situations. Perfect for indoor and outdoor use on smooth, flat surfaces. Tape measurements are approximate. Brother label machine tape for P-Touch PC and PT-8000 models.",0
Whirlpool WP2156022 Trivet RC Shelf Large,"This is a genuine replacement part. The model number and name for the following item is: Whirlpool 2156022 Trivet RC Shelf, Large This is an O.E.M authorized part Fits various whirlpool models O.E.M part number 2156022 This is a Whirlpool replacement part Part Number 2156022",0
"AKRacing Footstool with PU Leather, Height Adjustable with Wheels, Ottoman Foot Rest for Office and Gaming Chairs - PC; Mac; Linux, Black, (AK-Stool-BK)",Do you want to lay back and Just relax in your chair from time to time? Then the footstool from AKRacing is just the product you need. Durable PU leather upholstery and high-density cold-curved foam padding for maximum comfort Sleek design is compatible with all Office and Gaming chairs Adjustable height so you can get it just the way you want 360 Degree swivel Lockable wheels so the footstool stays in place,0
Mr. Beer Premium Edition Beer Kit,"The best starting point for a beginning brewer, this Brew Kit comes with everything needed to brew and bottle your first batch of top-quality beer. Reuse this kit again and again with Refill Brew Packs so you're sure to find the right brew for you. 1 fermenter with lid & tap assembly 1 Standard BoosterTM Refill 8 Reusable Plastic 1-Liter Bottles w/ Caps 8 Labels with MR.BEER Logo 1 Brewing with MR.BEER -- Brewer's Guide(dvd)",0
"Craig Frames Sonora, Aged Copper and Black Picture Frame, 10 by 11-Inch","Contemporary style; distressed copper and black with smooth wrap finish Frame includes: glass, rigid black backing and pre-attached stamped hanging hardware Frame holds a 10 inch by 11 inch photo/print/poster (viewable area reduced by .25"" on each side, due to frame lip) Frame moulding is 3.015 inches wide; MDF wood composite ; wrap finish Frame is designed for WALL HANGING only (hanging hardware allows for portrait or landscape orientation)",0
"Jackpot Candles Caramel Coffee Latte Candle with Ring Inside (Surprise Jewelry Valued at $15 to $5,000) Ring Size 9","100 percent premium natural soy candle with organic cotton double wicks Made in the USA 15 ounce jar; 12 ounce candle with double wick for a cleaner burn Jewelry item hidden in each candle valued between 15 and 5,000 dollars",0
"SODIKA Kitchen Mats Set Anti Fatigue Cushioned Kitchen Rugs and Mats Non Slip Comfort Standing Kitchen Floor Runner Rug Beautiful Beach Seascape Starfish and Conch (18""x30""+18""x59"")",,0
"HolySpring Ice Maker Machine Countertop, Portable Ice Makers with Ice Bags and Standing Ice Scoop Basket, Countertop Ice Maker 2.1L w/Self Cleaning, 9 Bullet Cubes Ready in 5-7Mins, 26.5lbs in 24 hrs",,0
"Creative Co-Op Decorative Bamboo Blanket Ladder, 60.25"", Natural","Add this functional yet decorative ladder to any living space for a rustic feel. The 60 inch tall white wood ladder is great for hanging blankets and throws or simply display by itself for a decorative touch. Place in a bedroom or living room for a statement piece. In the bathroom, this ladder can be used as a unique towel rack. Bamboo Hang blankets for a decorative touch In the bathroom, hang towels on this bamboo ladder Place against any wall for added dimension to the room décor 16""L x 1. 25""W x 60. 25""H",0
Hypertherm 420144 HyAccess Cutting Nozzle,"Access extended Cutting Nozzle for Powermax30, Powermax30 XP and Powermax45 plasma systems. ""Cut with Confidence."". Unique patented design for cutting in hard to reach or confined places Access provides improved visibility and accessibility for challenging cutting applications Operates at 15 - 45 A",0
Liberty Tabletop Celtic 65pc Flatware Set Service for 12 Silverware Made in USA,Finest Quality 18/10 Stainless Steel 100% Made in USA Forged Knife with Serrated Blade 25 Year Manufacturers Warranty Stunning Mirror Finish,0
GM Genuine Parts 96673600 Rear Side Door Lower Radio Speaker,"Restore the sound quality of your audio system GM-recommended replacement part for your GM vehicle’s original factory speaker Offering the quality, reliability, and durability of GM OE Manufactured to GM OE specification for fit, form, and function",0
CS OSBORNE 773-HRP HOG RING PLIER,Hardened and tempered. Forged steel. Vinyl handles. Works with our new 773-K millimeter hog rings. Ideal for closing around a smaller area. Can be used on bungee cord. CS OSBORNE 773-HRP HOG RING PLIER,0
"Mundial Y5627-10E 10-Inch Slicing Serrated Edge Utility Knife, Yellow","Mundial 5600 series slicing knife, 10 in. High carbon stainless steel serrated blade, used for slicing meats. The yellow polypropylene handle is ergonomically designed to provide a secure non-slip grip. Lifetime limited warranty.",0
"Star Projector, Galaxy Projector, Night Light Projector with Bluetooth Music Speaker & Remote Control, Ocean Wave Star Light Projector for Baby Bedroom, Home Theatre, Party, Birthday Gifts",,0
"24x36 Black & White Double Picture Mats with White Core, for 20x30 Pictures","These are high quality 4 ply picture mats cut for the picture size referenced in the title. All openings are reduced by 1/2"" to overlap the picture. All of our matting is bevel cut and has a white core. All openings are reduced by 1/2"" to overlap the picture size referenced in the listing. All of our matting is bevel cut and has a white core. This listing is for picture matting only Made from 4 ply high quality matboard",0
Forest Hill Scraper King Flooring Scraper witn Hardened and Tempered Spring Steel 5 x 7-inch Blade and Lightweight Long Firerglass Handle,"Long Lightweight Fiberglass Handle with a smooth veil finish, overall length is 58-inches. Blade size: 5-inch High x 7-inches Wide, Weight 3 pounds. Hardened and Tempered Spring Steel Scraper with the unique Forest Hill Rib design for rigidity. Extra Hard & Springy material for a superior scraping job. Multi-purpose use from floor debris and laminate to Ice and Snow. Heavy-duty Commercial Grade Construction, Made in the USA",0
Armytek Wizard C2 Pro Max XHP70.2 Warm Light LED Headlamp 3720 Lumens,"✅ BRIGHTNESS New generation electronics provides impressive light output of 3720 lumens ✅ WIDE FLOOD LIGHT of the flashlight is optimal both for operating at a close distance and for highlighting large spaces. ✅ WIDE BEAM 110°:150° flood light is convenient for service and industrial works, as well as for active leisure and day-to-day tasks. ✅ FAST MAGNETIC USB CHARGER Charges the flashlight in just 5 hours 20 minutes.",0
"The Endless Summer 15x18 Framed Art Print by Van Hamersveld, John","The Endless Summer 15x18 Framed Art Print by Van Hamersveld, John High quality framed art print Two inch wide black wood frame In stock and ready to frame and ship Custom packed for safe delivery Satisfaction Guaranteed",0
760G/SB710 AM3 MAX-8GB DDR2 Uatx PCIE16 Pcie 2PCI Gbe,Motherboard - M4A78L-M - Vivid Onboard DX10 Graphics and Real-time Overclocking Performance Item Package Dimension: 10.899999988882L x 10.399999989392W x 2.099999997858H inches Item Package Weight - 2.3 Pounds Item Package Quantity - 1 Product Type - MOTHERBOARD,0
"HP Laptop 14 inch HD Screen, Intel Celeron N4020 Processor, 4GB DDR4 Memory, 64GB eMMC, Webcam Bluetooth,1-Year Microsoft 365, Online Class/Online Meeting, Windows 10 Home S, iMei 64GB Micro SD Card","Experience the most secure Windows ever built with fast boot times, increased responsiveness, and added protection against phishing and malware. Intel Celeron N4020 1.1GHz 4GB 64GB SSD Intel UHD Graphics 600 1366 x 768 (HD) HP True Vision HD Camera Dual array microphones",0
"BIA CORDON BLUE Bottle Vinegar White, 1 EA",Grace your kitchen with the simple elegance of this Vinegar Bottle. Dimensions: Measures 2.25' wide by 2.25' long by 11' tall/deep Material: 100% Porcelain Additional Features: Microwave-Safe Made of durable porcelain with a chip-resistant glaze for years of service Features leak-proof stopper and spout caps to keep vinegar fresh,0
"Fotodiox Chromakey Green and Blue Jacket Cover, fits 40x60 5-in-1 Oval Reflector Pro Collapsible Disc Kit Collapsible","This cover can be used with 40x60"" 5-in-1 collapsible reflector, to provide additional application as chromakey backgrounds. Provides additional application as chromakey backgrounds. Good for studio use Bright",0
Picard Hammer - Blacksmiths' Hammer (0000811-1500),"Crafted with the user in mind using high quality materials and world class craftsmanship, quality assured and made to withstand even the toughest jobs. Designed with the user in mind and fit to match the needs in the shop, at home or in the field - Proven and Tested for durabilty and function in real world conditions. Hardened face and cross peen Hickory handle Item Package Dimension: 8.0"" L x 8.0"" W x 20.0"" H Item Package Weight: 26.0 lb Made In Germany",0
"NATIONAL MFG/SPECTRUM BRANDS HHI N351-015 Spring Hinge, 4-Inch, Oil Bronze","V522, 4"", oil rubbed bronze e spring adjustable door hinge, manufactured with cold rolled steel, closing speed is adjustable, fits standard hinge cutout, tension is adjustable, 5/8 "" radius round corners, hinge is UL approved for fire doors, visual pac. The product is 4 inch Oil Bronze spring hinge Closing speed is adjustable The product is manufactured in china Model number: N351-015",0
"Fully Adjustable - TV Wall Mount Bracket for Panasonic TC-L37X1 37"" Inch LCD HDTV Television","High quality Adjustable Tilt & Swivel Tv Wall Mount Bracket. Sturdy steel, dual arm for LCD LED and Plasma TV's Full Motion TV Wall Mount Bracket Compatible with Panasonic TC-L37X1 LED / LCD / PLASMA TV Brand new in box Installation hardware included in box",0
"M&G DuraVent 7"" DuraBlack Damper Section - 7DBK-DS","Install at, or close to, the stove outlet in-line. 5"" pipe section with the damper pre-installed. This product is manufactured by M&G DuraVent. This product is manufactured in United States. 7"" Size Highly Efficient Easy in-and-out fit Country of origin: United States",0
Intel AFBR-703SDZ-IN2 INTEL SFP SR SFP,INTEL SFP+ SR SFP DISC PROD RPLCMNT PRT SEE NOTES AFBR-703SDZ-IN2 INTEL,0
Sky High Car Audio 1/0 Cable Cutter,Make every install easier with the 1/0 Cable Cutters/Strippers from Sky High Car Audio Cuts any wire 1/0 and under OFC or CCA Strips down to 16 Gauge wire A handy tool to have laying around!,0
"Chi Mei N140bge-l43 Rev.c1 Replacement Laptop LCD Screen 14.0"" WXGA HD LED DIODE (Substitute Only. Not a)",,0
"Braun KF420-BLK Aromaster 10-Cup Coffeemaker, Black","Water-dispersal system provides fast, uniform saturation of coffee, full flavor Plastic carafe's lid seals to minimize evaporation Pour a cup midbrew with convenient brew-pause feature Swing-out filter basket; flip-top water-tank lid Measures 12 by 6 by 11 inches",0
Noritake Rochelle Gold 5-Piece Place Setting,"Since 1904, Noritake has been bringing beauty and quality to dinner tables around the world. Superior artistry and craftsmanship, attention to detail and uncompromising commitment to quality have made Noritake an international trademark during this past century. Noritake Dinnerware will set your table with the standard of perfection. Noritake Rochelle Gold 5-Piece Place Setting Bone China World Famous Noritake Quality, Value and Design. Elegant Dining Dishwasher Safe",0
NASSAU ELECTRICAL SUPPLY 50' Nassau 1/0-1/0-1/0-2 SER Aluminum Service Entrance Cable 600V,Wire Size : 1/0-1/0-1/0 AWG Bare Conductor Size AWG: 2 Conductor Material : Aluminum Cable Type : Service Entrance Cable Voltage : 600V,0
iPhone 12/12 Pro Southwestern Aztec Design Case,"Unique Aztec Southwestern Design. Another Original Design by TheGraphicRabbit that is Distressed with a Vintage Style, this Popular item makes a Perfect Gift for a Birthday or Just for something Unique! Awesome Design with Southwest Flair. South Western Art Lovers. Another Original Design by TheGraphicRabbit that is Distressed with a Vintage Style, this Popular item makes a Perfect Gift for a Birthday or Just for something Unique! Two-part protective case made from a premium scratch-resistant polycarbonate shell and shock absorbent TPU liner protects against drops Printed in the USA Easy installation",0
Plush Big Backrest Reading Rest Pillow Bed Adult Backrest Lounge Cushion Back Support for Sitting Up in Bed (Blue),"Special Feature Durable,Premium Fill Material Cotton Shape L-shape Plush",0
Intel Core 2 Duo Mobile Processor T9400 Frequency 2.53ghz 1066mhz Cache 6MB CPU Micro-FCPGA,Core 2 Duo Mobile Processor T9400 Frequency 2.53ghz 1066mhz Cache 6MB CPU Micro-FCPGA ASIN: B005MFI6S6,0
Blomus Magazine Collector,"The blomus chrome plated magazine collector provides organization for magazine storage. Keeps magazines orderly for reference or recycling. holds any magazine Material: steel chromed H 31 cm, W 34 cm, D 27 cm Easy to clean",0
Frigidaire 316465800 Range/Stove/Oven Griddle Unit,"This is a genuine replacement Part, The model number and name for the following item: Frigidaire (FRIGB) 316465800 range/stove/oven - literature. Frigidaire (FRIGB) This is a genuine replacement part Cooktop-Accessories General Specs: Item Package Quantity: 1|Shipping Weight (lbs): 12.12|Collection: Frigidaire",0
XL5100 Sony Projection TV Lamp Replacement. Lamp Assembly with Genuine Original Philips UHP Bulb Inside.,XL5100 Sony Projection TV Lamp Replacement lamp assembly with high quality original Philips UHP lamp inside.,0
"Polylok 24"" x 6"" Septic Tank Riser","This model has been replaced with part number: 3008-NG as of 2021 Accepts Polylok 24"" Riser Safety Screens Made of high density polyethylene which won’t shatter Structural ribs inside prevent frost from adhering to the riser in frost prone areas Made in the USA",0
"Meridian Furniture Isabelle Collection Modern | Contemporary Channel Tufted, Velvet Upholstered Chair with Custom Chrome Legs, Burgundy, 38.5"" W x 35.5"" D x 31"" H","Burgundy plush velvet Chrome legs Channel Tufted Modern | contemporary design Pillows included Overall dimensions: 38. 5"" W x 35. 5"" D x 31"" H",0
GIA Cute Upholstered Light Pink Armless Plush Faux Fur Fuzzy Desk Chairs No Wheels - Removable Makeup Room Vanity Chair Slipcovers - Mid Century Shaggy Dog Accent Chairs - 1Pack,"Ergonomically designed to provide support for your back while functional and comfortable for you and your guests The contemporary look adds a designer touch to any living or working space Hassle free assembly in minutes with instructions and hardware kit Chairs are 32 inches high, 18 inches deep and 18 inches wide.",0
Ridgid AC840085 (2 Pack) 18V 1.5AH Hyper Lithium-Ion Compact Battery # 130183010-2pk,Sold on Amazon,0
ZyXEL C1100Z 802.11n VDSL2 Wireless Gateway CenturyLink,"Router in box is brand new and never used. Includes all network cables, phone cable, power cable, phone filters and instruction manual. Listed as used good because box has been opened. Power cord included Phone cord included",0
Stow Green Classic Peter Rabbit Set of 6 Coasters,Peter Rabbit Classic Cork Backed Coasters Set Of 6 Peter Rabbit Classic Cork Backed Coasters Set Of 6,0
"LENOVO ThinkPad T470p 14"" FHD Laptop, Intel Core i5-7300, 8GB DDR4 RAM, 256GB SSD, Windows 10 Pro 64Bit, CAM (Renewed)","Lenovo Thinkpad T470p Laptop Lenovo ThinkPad T470p Laptop, Intel Core i5-7300, 8GB RAM, 256GB SSD. Display: 14"" screen with 1920 x 1080 resolution. Operating System: Windows 10 64 Bit – Multi-language supports English/Spanish/French. efurbished: In excellent condition, 90-days Warranty",0
Feit Electric LED Outdoor Fixture Oil Rubbed Bronze w/Frost Glass,"LED Outdoor Fixture Oil Rubbed Bronze w/Frost Glass Integrated LED Module No Bulbs Required Energy Saving LED - Improved Light Quality PATENT PENDING. Feit Electric, 12W, LED wall lantern, oil rubbed Bronze finish, Frosted glass lens, 550 lumens, 3000K color temperature LED improved light quality Adds Extra shine to your product Manufactured in China No Bulbs Needed Uses 1 Integrated LED Module Instant Full Brightness No Bulbs Needed Uses 1 Integrated LED Module Instant Full Brightness Energy Saving LED Improved Light Quality Patent Pending",0
Replacement for Heil Single (1) One Pole 40 Amp Replacement Condenser Contactor 1050839,"This is a Brand New Condenser Contactor This is a Brand New Condenser Contactor Single Pole Rated for 40 Amps, making it a Heavy Duty Contactor! 24 Volt Coil",0
"American Metalcraft 20-1/2"" x 12-1/2"" Full Size Black Rectangular Beverage Tub","This beverage tub is made of steel material. The hammered look offers a rustic yet refined appearance. It sports a sleek, textured surface and free-swinging decorative handles, sure to bring an upscale flair to any event. This tub must be hand washed. This tub can be filled with ice and drinks allowing guests to help themselves to a cold drink. Comes in full size and rectangular shape. Available in black color.",0
Frigidaire 242176503 Dispenser Tray,This is a genuine replacement part. The 242176503 number and name for the Following item is: Frigidaire 242176503 dispenser tray This is an O.E.M. Authorized part Electrolux and Frigidaire are interchangeable Name for the same brand. Item received can be in any of the two names Model number: 242176503 Brand name: FRIGIDAIRE,0
"1150MG Mechanical, Keyless Lever Lock","Digital Door Lock, 1150 Mechanical, Keyless, Heavy-Duty Lever, Deadlocking spring latch style lock in Marine Grade Mechanical, keyless push-button lock adjustable latch Easy programmable code Lifetime Warranty Changeable Handing",0
"Samsung Galaxy Note 4, Frosted White 32GB (Sprint)",Samsung Galaxy Note 4 SM-N910P - 32GB - White (Sprint) Smartphone 100% functional item backed by Cellular Professor's 60-day warranty Network: Sprint Storage: 32GB Sim Size: Micro Color: White,0
"ArtWall Mark Adlington 'Wolf' Unwrapped Flat Canvas Artwork, 18 by 22-Inch","Mark Adlington 'Wolf' unwrapped canvas is a high-quality canvas print capturing the quiet yet powerful wild gaze of a intriguing wolf . This enticing imagery makes for a commanding addition to any room. Artist: Mark Adlington Title: Wolf Style: Contemporary, Subject: Animals Dimensions: 14x18 image with 2 inch accent border 100% Made in the USA; Premium Printed Reproduction on Premium Professional grade Canvas",0
"GE Lighting 31887 LED Reveal Globe Light Bulbs, G25, Frosted Pure White, 290 Lumens, 4.5-Watts, 2-Pk. - Quantity 1","GE Lighting 31887 LED Reveal Globe Light Bulbs, G25, Frosted Pure White, 290 Lumens, 4.5-Watts, 2-Pk. - Quantity 1",0
Fiesta Party Supplies-12 Mini Sombreros and 12 Mini Maracas for Fiesta Bunco Party,Hand Wash Only 12 Small Maracas with Seeds that Rattle Mini Sombreros with String Bottle topper sized sombreros Addorable Decor for any Fiesta Party! Awsome Party Favors for your Guests,0
"3D Rose Letter C Monogrammed Black and White Zebra Stripes Animal Print with Hot Pink Personalized Initial Towel, 15"" x 22"", Multicolor","Machine washable, do not bleach 15 x 22 inches Made of 63Percent polyester (Microfiber)/37Percent Cotton (velour terry cloth) Image printed on Microfiber side/terry cloth side blank",0
"Rockville REC97 Dual 12"" Ported SUV Subwoofer Sub Box Enclosure - Behind 3rd Row","RockvilIe REC97 Dual 12"" Ported SUV Subwoofer Enclosure - Behind 3rd Row Fits Behind 3rd Row, Downfire. For Tahoe/Denali SUVs. Finished with Durable Bed Liner. 3/4"" MDF Air Space: 1.25 Cubic Feet (per sub). Mounting Depth: 9"" Product Dimensions (H x W x D): 13.5"" x 42.25"" x 16.25"" inches",0
(Set of 12) Microwave Food Storage Tray Containers - 3 Section / Compartment (Set of 12),(Set of 12) Microwave Food Storage Tray Containers - 3 Section / Compartment (Set of 12),0
"Eurofase 22558 9-Inch LED Picture Light, Oil Rubbed Bronze","Ultra slim, low profile picture light. 6 foot cord and plug with in-line switch. Included mounting clips can be secured to the wall or to the picture frame. Unique lamping configuration eliminates the need for a transformer. 6 foot cord and plug with in-line switch Included mounting clips can be secured to the wall or to the picture frame Unique lamping configuration eliminates the need for a transformer Package dimensions: 5.511811024"" L x 1.57480315"" W x 5.511811024"" H",0
P Premium Power Products V13H010L33-ER Compatible Projector Lamp,Replaces Epson V13H010L33-ER Brand new high quality compatible replacement bulb manufactured in our ISO 9000 factories Plastic housing engineered to perfectly fit into your projector (may be recycled) Internal safety features protect your device from electrical hazards,0
ActyGo Replaces for Central Pneumatic Harbor Freight Air Compressor Reed Valve Valves STAINLESS,"These are the reed valves as found in fits Central Pneumatic Harbor Freight air compressors as well as Sears Craftsman E100229 and others. They measure approximately 3/8"" x 1 3/4"" You will receive (2) reed valves with your purchase.",0
Franco PAW Patrol Sheet Set Twin,"PAW Patrol Twin Sheet Set. this cozy microfiber sheet set comes with a fitted sheet, flat sheet and pillowcase.",0
eHomeProducts Espresso Finish Coat Rack Hall Tree Purse Jacket,"This espresso finish hall tree coat rack provides ample storage for coats and accessories. Measures 19""W x 19""D x 72""H with simple assembly required. Finish: Espresso Features Six Hooks Made from Rubberwood Dimensions: 19""W x 19""D x 72""H Simple assembly required.",0
Non Slip Wood Protector Disk Rubber Grip Support Table Bench Cookie Sil161,"High friction rubber surfaces and durable core provide a solid grip, preventing projects from slipping while routing, sanding, carving and more. They support the workpiece without leaving marks and raise panels for edge work and finishing. Each cookie is 3"" x 1"". This listing is for 4 cookies, as pictured. Doesn't leave marks. Rubber Grip Support. Table Bench Cookie. Cookie is 3"" x 1"" 4 x Discs/Cookies",0
"1/2"" Stone Mountain Bowl Gouge","Bowl gouges are primarily used in the production of bowls, platters, dishes and other hollow forms produced on the faceplate - normally with the grain running across the blank. Easy to use and control Used for production of bowls, platters, dishes Most hollow forms produced on the faceplate",0
Dynatron R24 2U CPU Cooler Active for Intel Socket 2011 - Narrow ILM,"60x60x28mm PWM Fan, Aluminum Fins with Heatpipe directly Contact CPU for 2U and Up Server, Support CPU Power up to 165 Watts Heat Dissipation. Dynatron R24 2U CPU Cooler Active for Intel Socket 2011 - Narrow ILM",0
"Vickerman Lime Ornament Set, 125 per Box","125 Shatterproof Lime Plastic Ornaments. 3-Finish Matte/Shiny/Glitter. Set of 125 Pieces. Sizes range from 1.5"" to 5.5"" Including 2 6.5' Beaded Garlands. Shatterproof Seamless Plastic Equipped with ornament caps",0
"NORTHLIGHT 60"" Silver Sequin Snowflake with White Faux Fur Border Skirt Christmas Tree Accessories","Enjoy a beautiful Christmas with this gorgeous tree skirt Tree skirt features sparkly, silver, sequin snowflakes, on a mesh overlay Design goes all the way around Closes in the back with a velcro fasteners Care instructions: spot clean only Dimensions: 60"" diameter Material(s): polyester/faux fur Faux Fur,mesh,sequin Sowflake Tree Skirt Spot Clean Only",0
Steel Case for #900 Magnetic Protractor,heavey duty steel case with poweder cat paint finnish MADE IN USA with USA materials and labor steel case for 900 protractor MADE IN USA with USA materials and labor,0
Ganxin Large Professional Flexible Tripod Stand Extendable and Foldable Scoreboard Holder,Ganxin Large professional flexible tripod stand extendable and foldable scoreboard holderSpecifications: Model:tripodA Item Condition:100% New Folded size:68cm Extended size: max.190-200cm Frame Materials: Aluminum alloy Color: black Gross Weight:1KG Warranty:2 months by manufacturer/seller Folded size:68cm Extended size: max.195-200cm Frame Materials: Aluminum alloy,0
HYNIX HMT125U7BFR8C-H9 2GB DDR3 PC10600 240P DIMM,HYNIX HMT125U7BFR8C-H9 PC3-10600E DDR3-1333 2GB ECC 2RX8 HYNIX PART# HMT125U7BFR8C-H9 PC3-10600E DDR3-1333 2GB ECC 2RX8,0
"Urban Shop Tufted Office Chair, Ivory",Tufted Leather effect is contemporary and stylish Sturdy armrests for added comfort Adjustable lever for varying heights Pneumatic Seat Height adjustable office chair Assembly required Weight capacity: 225 lbs.,0
NVX XAD21 2000W RMS 1-OHM Stable Full Bridge Class D High Power Competition Full Range Bridgeable 2-Channel Car Audio MOSFET Amplifier,,0
#30 Tri-Groove Socket,"Drive: 3/8"" Socket Length: 1-7/32""Fits Nut Size: 5/16"", 3/8"" And 8mmFor Use With Tri-Groove FastenersNot For Use With Pneumatic And Electric Impact WrenchesSocket Length May Vary Slightly, Contact To Confirm If Needed Drive: 3/8"" Socket Length: 1-7/32"" Use To Drive 5/16"", 3/8"" And M8 Tri-Groove Nuts",0
Kohler K-T22024-4-BL Kohler K-T22024-4 Tempered Deck Mounted Roman Tub Filler,"This Certified Refurbished product is manufacturer refurbished, shows limited or no wear, and includes all original accessories plus a 90-day limited hardware warranty. Finish: Matte Black Manufactured By: Kohler Faucet Centers: 8 in.",0
"Warehouse of Tiffany CM084/4 Tegan Black & Gold 4 Ceiling Light with Glass Shades Flushmount, Black/Gold",This semi-flush mounted indoor ceiling lamp offers plenty of illumination for your home. The finish combination of black and gold paired with four enclosed clear glass globes makes for a clean and modern fixture. It will showcase your excellent taste for decorating. Lighting Type: Semi-Flush mount Number of Lights: Four (4) Bulb Type: 60-W E12 (not included) Line switch ETL Listed,0
Absolute USA P16-500GR 16 Gauge 500-Feet Spool Primary Power Wire Cable (Green),16 Gauge 500 FT Spool Primary Power Wire Cable Color Green Durable and Flexible for easy installation,0
21st Century Model 138 Fiberglass Kerosene Heater Wick,"21st Century's Fiberglass Kerosene Heater Wicks are made of graphite coated fiberglass, a re-inforced cloth band and the highest quality cotton. Wick Model 138 fits Kero-sun OMNI105 (M,N,R), OMNI 120, OMNI 230 (B) Contact us for a free cross reference chart.. High quality cotton Graphite coated fiberglass Multiple set lines Package Dimension: 11.0"" L x 7.0"" W x 1.0"" H",0
Whirlpool 7403P238-60 Infinite Switch for Range,Works with the following models: Samsung RESF3330DB Samsung RESF3330DW Samsung RESF5330DT 7403P238-60 Genuine Replacement Part,0
"Naiture 36"" Standard Stainless Steel Shower Rod Ceiling Support with 1'' Loop, Brushed Nickel Finish","Material: Stainless Steel 1/4"" thick solid rod. Complete with eye loop and ceiling-mount flange. May be cut to fit ceiling height. Includes mounting hardware.",0
ArtDirect M.C. Escher 2X Matted 24x20 Black Ornate Framed Art Print 'Dragonfly',This is a high quality framed and double matted open edition art print. The frame is a two inch black ornate wood frame. The high quality art print is in stock and framed within a business day of order placement. Your satisfaction is guaranteed. High Quality Large Framed and Double Matted Open Edition Art Print Two Inch Wide Black Ornate Wood Frame In Stock - Framed and Shipped Out within One Business Day Satisfaction Guaranteed Made in the U.S.A.,0
"Jean Dubost 4 Piece Cheese Board Set, Ivory",This Jean Dubost cheese board set is great for slicing and serving all types of cheeses. It's a perfect addition to any party or get together. Abs Handles Stainless Steel Blades Certificate Of Authenticity Color: Ivory This Jean Dubost Cheese Board Set Is Great For Slicing And Serving All Types Of Cheeses. It's A Perfect Addition To Any Party Or Get Together.,0
"Signs 4 Fun SIGJW9 John Wayne-Courage Metal Tin Sign, Brown",John Wayne - Courage Metal Tin Sign Unembossed Tin Built To Last. Great Item To Give as A Gift.,0
Backcountry Access BCA BC Link 2.0 Two-Way FRS Radio + Frogzskin Vent Kit,Includes BCA BC Link 2.0 FRS Two-Way Radio Includes Frogz Skin Speaker & Microphone Vent Kit 22 FRS channels + 121 sub-channels ensures minimal interference Meet all criteria set out by the revised FCC CFR 47 Part 95B,0
"Southwire Company 26977906 Building Wire, 18 Awg/ 1 Cond, Black, 500Ft",Southwire 500 ft. 18 Solid TFN Building Wire Wire Length: 500' Gauge Conductors: 18 Cable or Wire Type: TFN Color: Black uSE FOR Indoor,0
Peony Flower Wreath for Front Door Pink Valentine's Day Wreath Artificial Spring Floral Welcome Wreath Summer Garland for Door Window Wall Wedding Party Office Home Decor,,0
"LAPUDA Beautiful Hand Beading of Wedding Flower Basket with Elegant Appearance and Ivory Color, Clusters of Stars Style (1 Basket)",Basket Color is available in Ivory & White Applique : Clear Rhinestones Basket size: The total height is 8.6 inches. (Including handle height) Basket Color is Ivory Applique : Clear Rhinestones Basket size: The total height is 8.6 inches. (Including handle height),0
Brookstone Wine Chilling Stick,"Chills your wine without watering it down Contoured spout allows for a drip-free pour To prep the stick, simply place it in the freezer for at least 1 hour Keeps wine perfectly chilled and ready to serve Keep your wine chilled and ready to go",0
"Plug-in Transformr, 115V in, 16.5V Out, 20V","Plug-in Transformr,115V In,16.5V Out,20V Country of manufacture: China Door and Cabinet Hinges & Hardware Manufacturer: ALTRONIX",0
"Supermicro E200-9B Pentium N3700 4X Intel LAN Mini Server, 8GB & 120GB mSATA SSD - Configured and Assembled by MITXPC",,0
BQ220220 - Cutler Hammer Circuit Breakers,"2 Pole 20 Amp - 2 Pole 20 Amp Quad Breaker Cutler Hammer Type BQ Quad 2 Pole 20 and 2 Pole 30 2 Pole 20 and 2 Pole 30 10,000 aic @ 120 / 240Volt",0
A&B Home Keyhole Vase,"This ceramic keyhole shape vase, designed by Anthony venetucci, has a ceramic construction. It has a lovely silver color with a metallic finish. The metallic tone gives it a rich appeal and makes it appear like a priceless treasure. It is a wonderful decorative piece for any style of room in your home. Made of ceramic Silver color with metallic finish Anthony venetucci design Perfect for home decor",0
Bommeow Battery Charger Combo for ICOM IC-705 as BP-307 (CB-BICL0307-3350-D),Value Set 1 Charger with 1 Battery Combo Fit ICOM: IC-705 Two Way Radio Model OEM Charger: BC-202 Fit Battery: BP-307 Battery: 7.4 V | 3350 mAh | Li-ion | Densely constructed w/ thick shell casing Maintain high capacity for 12 months from date of shipment.,0
"Hardware House H10-3947 Dakota Outdoor Fixture Post Light, Antique Silver",From the Manufacturer Dakota Series Outdoor Fixture Post Light Antique Silver. 6-3/4-inch by 8-1/2-inch 100-watt light Antique Silver Finish With Seedy Glass Bulbs not included,0
"Valved ""Y"" Connections Model Code: AH - Price is for 1 Each (part# 111)",Oxygen RH Female B-Size. High Quality adapters and connectors for Regulators and gas cylinders. Please take extra consideration to ensure the connector you are purchasing will work with the appropriate gas use. Oxygen RH Female B-Size Outlet: 2 - Oxygen RH Male B-Size Material: Brass Max Pressure: 200 psi Size: CGA-022,0
Lee Double Curtain Rod 66-120 inch - Satin Nickel,"Rod Desyne is pleased to introduce our designer-looking adjustable Lee Double Drapery Rod made with high quality steel pole. This curtain rod will add an elegant statement to any room. Matching single rod Includes two 13/16 inch diameter adjustable poles, extends 66-120 inch, 3 double brackets, and mounting hardware Projection: wall to back rod: 3.75"", wall to front rod: 6.375"" inches Each Lee finial measures W 1-3/8"", H 1-1/16"", D 1-1/16""",0
"DeWalt DW735/DW735X 13"" Planer 4 Pack Replacement Carbon Brush # 5140011-85-4PK",Sold on Amazon,0
"Dagan Wood Basket (DG-13BLK), Black","The Dagan Wood Basket provides a premium carrier to store your firewood. Made from durable steel with a black finish and a filigree body design, this log holder is built to last. Neatly stack your logs in this 3 pound, 21-inch long wood basket. Premium fireplace wood basket Made from durable steel with a black finish Beautiful filigree body design 21-inches long and weighs 3 pounds Manufacturer #: 13BLK",0
Culligan Seal Pack,Culligan Seal Pack. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance.,0
Embraco EMI70HNR Replacement Refrigeration Compressor 1/3 HP R-134A R134A,This is a Brand New EMBRACO Refrigeration Compressor This is a Brand New EMBRACO Refrigeration Compressor 1/3 HP 115V R-134A / R134A / Aftermarket replacement for Embraco # EMI70HNR,0
Essy serum for skin care pink 1 pack 60ML,"Brand sorrento P1419-10 Faux silk fabric Dimension :50"" Decoration High Quality Christams tree skirt style Secure around tree stand with the Velcro 100 % Polyester,faux Silk,sequin Dimensions:50""/Color:silver Faux silk with sequin embroidery to the 100% polyester fabric 100% polyurethane or foam filling High quality with lowest price Can be re-used yesr after year",0
"Silk Shantung Traditional Bell Shaped Lamp Shade, Eggshell color | 16 Inch by UpgradeLAMPS",This beautiful classic shade can update any lamp style you have. Upgradelights traditional silk bell shaped lamp shade is a part of a timeless collection. Perfect for anyone who is looking for a traditional & elegant lampshade. Exterior Fabric: Hand Tailored Silk-Type Shantung Shantung Silk Imported Shade Dimensions in Inches: Top is (8 x 16 x 12) inches Shape & Style: Bell shaped for a Traditional elegant style Polished brass spider fitting. Creme fabric with self trim.,0
"wall26 Canvas Print Wall Art Eagle Insignia Army & Family Flag Pop Culture Cultural Digital Art Modern Art Traditional Colorful for Living Room, Bedroom, Office - 32""x48""","High quality printed artwork stretched to fit on durable and shrink-resistant canvas. Great gift idea for friends and family for holidays or other special occasions. 1.5"" stretcher bars to give artwork a gallery-quality profile. Hanging accessory toolkit included with all artwork. Note: Due to monitor display issues, actual colors may slightly differ from pictures.",0
Teen Wolf Mtv Poster 2ftx3ft,"Teen Wolf Mtv Poster 2ftx3ft,Size: 24inx36in, produced on quality poster paper. Measures 24""x36"" 24 inches x 36 inches Paper poster, Condition: NEW Packaged rolled inside cardboard tube Wall Art for any room",0
Serta Motion Perfect 2.0 (New Black 2020 Version-) Replacement Remote for Adjustable Bed- Does NOT Have 6 PINS,"This is the genuine replacement remote for the Serta Motion Perfect 2.0 Adjustable Base. As of 2018 Serta discontinued the old white color remote and replaced it with the current black remote without a Serta logo. The same remote works for two bases (one from Simmons) so they were able to save on skus at the factory. If your old remote's buttons or the word ""Massage"" are in different places this remote will not be compatible with your base.",0
Head Case Designs Officially Licensed Barruf Gentle Pug Dogs Leather Book Wallet Case Cover Compatible with Samsung Galaxy S21 Ultra 5G,Head Case Designs Officially Licensed Barruf product Handcrafted leather construction Multiple card slots for ID or credit cards Multi-view stand. Ideal for watching movies Magnetic closure system,0
AFC (TM) AFC-EPH-1200-2-12000SKC Water Filter (Comparable to BodyGlove (R) BG-3000R ) Made in U.S.A (1),Micron Rating: 0.5 Microns Flow Rate: 0.5 GPM 1:89 LMP - 2.0 GPM/7.56 LMP Capacity: 12 months or 9000 Gallons Dimensions: 3.4″ Tall X 12.25″ Wide Max Temp: for cold water use only: 100° F (38° C) Max Pressure: 125 PSI,0
"Cosmas 25 Pack 464SN Satin Nickel Leaf Cabinet Hardware Round Knob - 1-1/4"" Inch Diameter","High Quality Satin Nickel Finish Knob Diameter: 1-1/4"" Projection: 1"" Base of Knob Diameter: 5/8"" Individually Polybagged with 1"" Mounting Screws Included",0
"ION TOOL Pry Bar 4 Piece Set, 8-24 inch with Hammer Top","4 Piece Pry Bar Set, comes in the following sizes: 24”, 19”, 13”, 8”. Quality Construction from forged square stock, will not easily bend or twist. Striking Cap designed for hammer striking to power through your project. Premium non-slip handles with attractive two-tone color design. Customer satisfaction guaranteed. US based company with fast and exceptional customer service.",0
"WES CLASSIC ECONOMY, Manufacturer: WES, Part Number: 398004-AD, VPN: 120-0015-AD, Condition: New",,0
Dometic 385311647 Dometic 385311647 Seat and Lid for 310 Series Toilet - Bone,"Dometic ducting attaches easily to duct rings, grilles, and transition boxes and is constructed from a Mylar fabric shell with 1"" thick insulation. 5"" x 25' size. Package Dimensions: 21 L x 5 H x 19 W (inches) Package Weight : 3 pounds Country of Origin : China Part number: 385311647",0
Vickerman 9' Unlit Upside Down Artificial Christmas Tree (A860180),"9' x 102"" unlit Upside Down tree featuring 2420 PVC tips, making this festive tree the perfect addition to any room. 2420 PVC Tips Unlit, 2420 PVC Tips 10 Year Limited Manufacturer 9' x 102""",0
BOYO VTS18HD - Tailgate Door Handle HD Backup Camera for Toyota Tacoma 2005-2014 (Black Door Handle),VTS18HD: Vehicle Specific Toyota Tacoma Tailgate Door-handle Camera Fits Toyota Tacoma 2005~2014;Sony HD CCD;600 TVL horizontal resolution;768(H) x 494(V) pixels; Waterproof IP67;130 degree wide viewing angle;0.1 lux; Reverse Image; Parking lines on/off selectable,0
"Consumable Kit, 30 AMP, for XT30","The consumable kit is for use with XT30 torch. It includes 5 electrodes (249926), 5 tips (249927), 1 swirl ring (249931), 1 retaining cup (249932), 1 O-Ring (249969) and 1 grease pack (252951). Amps: 30 AMP Application: Plasma Cutting For use with: XT30 torch",0
Efergy Elite 4.0 Wireless Electricity Monitor,"Large wireless portable compact display can be placed anywhere in the home DIY - easy, quick and safe installation and Set up Energy monitors are not designed to replace or be as accurate as your supply meter as meters are highly accurate and monitors are a guide Home instant real-time energy consumption readings",0
Grey Pneumatic GY1326M 1/2 Inch Drive 26 Pieces Standard Lenght Metric Master Set,"High quality chro-moly alloy steel. GP High Torque Drive Socket design for increased strength with reduced chance of fastener rounding. .Comes in a molded case. Molded cases feature removable top for use as a toolbox tray. Set Includes: (1/2"" Drive; 6 Points): 10mm Thru 36mm Standard Length Impact Sockets.",0
1 Amba SAFSP-33 Free Standing Plug-In Towel Warmer, Polished Heats quickly Made of 18/8 stainless steel Built in on/off switch Ten crossbars allow optimal drying Horizontal and vertical bars are heated 0
2 AnyTone AT-D878UV Plus D878UV D868UV D858 Battery Pack 7.4V 3100mAh with Belt Clip Original AnyTone 3100mAh Li-ion Battery with Belt Clip for AnyTone AT-D878UV Plus D878UV D868UV D858 BTECH DMR-6X2 radio. Original AnyTone 3100mAh Li-ion Battery with Belt Clip for AnyTone AT-D878UV Plus D878UV D868UV D858 BTECH DMR-6X2 radio. 0
3 Whitmor, Espresso Deluxe 6 Organizer with 3 Fabric Cubes Great for quick organization and storage, this 6 cube organizer with 3 fabric cubes is the perfect small space storage solution eatures 6 cubes with 3 additional fabric cubes for organization and display of a variety of household items Wall mount accessory included Assembled dimensions: 15 L x 32.5 W x 37 H inches Constructed of laminated particleboard for stability and durability Easy assembly, Phillip's screwdriver needed For over 70 years, Whitmor has been bringing organization home. If you have questions or problems, please contact us for immediate assistance 0
4 Lori Mitchell 33164 Little Lost Lamb Figurine 5.5" Lori Mitchell 33164 Little Lost Lamb Figurine 5.5" Poly Resin 5.5" Tall 0
5 Madison Bay Co Double Clear Ribbed Inkwells with Wood and Brass Stand, Vintage R Madison Bay Co Double Clear Ribbed Inkwells with Wood and Brass Stand, Vintage R. 0
6 ClimaTek Refrigerator Door Bin Shelf for Kenmore 2187172K This is a Brand New Aftermarket Refrigerator Door Bin Shelf This is a Brand New Aftermarket Refrigerator Door Bin Shelf This is a top quality white replacement refrigerator door bin. It attaches to the back of the door. Approx. 16.625" W x 7" D x 3.875" H 0
7 SmithOutlet 25 Pack Over The Head Low Cost Headphones in Bulk Pack of 25 Headphones; Each Headphone Individually Packaged and Sealed Extra Soft Leatherette Ear Cushions; Ear Cushions Can Be Wiped Clean Cord Length 4.5 Feet; Single Cord for Both Ears for Tangle-Free Use Stereo 3.5 MM Plug Works with iPods, iPhones, iPads, Smartphones, Chromebooks, Tablets, Laptops, Computers, Fitness and Audio Equipment Great for Students, Schools, Hospitals, Hotels, Musuems, Gyms, Dentists, Libraries and more 0
8 Kodak Ektar 100 135-36 (Pack of 3) Kodak Ektar 100 135-36 (Pack of 3) World's finest grain color negative film Extraordinary enlargement capability from a 35mm negative. Ultra-vivid color and optimized sharpness. Distinct edges and fine detail. Incorporates entertainment imaging's KODAK vision film technology. Micro-structure optimized t-grain emulsions. 0
9 Kohler Prolific Large Bamboo Cutting Board, 21 in. L x 15.875 in. W K-23680 | Prolific Large Bamboo Cutting Board | KOHLER Fits securely on K-23650-NA (covers the entire sink) or K-23652-NA (covers half the sink). May also be used with the K-23651-NA and K-5540-NA Prolific kitchen sinks. Countertop height creates a truly comfortable work surface for easy food prepping. 0
10 KC Republic Phone Brush Cleaning Kit with Mini Soft Round Cotton and Felt Tip Brushes, Clean Phone, Water Wet Phones, Dry Phones, Tablet, Laptop, or Computer, 3 Different Size Heads, (25 pieces) Mini Tip Brushes For Cleaning Small Hard To Reach Places and Water Out of Phones Easily Remove Dirt, Sand, Water, or Debris From Small Crevices Felt Tip Attracts Water from Wet phone and Can Be Wet To Clean Out Dirt or Debris Cotton Round Tips For Soft Clean Touch On Camera Phone, Tablet, or Laptop Lenses Note: Brushes are Disposable 0
11 Atlas Homewares 4010-BRN 2-Inch Wine Glass Knob, Brushed Nickel From the Manufacturer Wet Bar - It is always 5pm somewhere For Other Mini-Bar Knobs in this Finish and Collection See Items 4009-BRN, 4011-BRN & 4012-BRN Width: 1.5-Inch Projection: 1.5-Inch 0
12 Precious Moments "My Gift for Him Figurine With a message of peace and goodwill, this little drummer boy is a perfect addition to the Precious Moments standard size nativity. Porcelain bisque figurine 4.5" high. Ornament Drummer Boy playing his drum standard size Each Piece Is Porcelain Bisque; Hand Sculpted and Hand Painted Infused with honest emotion it shares a message that speaks straight to the heart Indoor Use Only; Should Be Dusted Occasionally Packaged in a box made from recycled materials 0
13 Flora-cal Products Fake Red Wine Set Fake Drinks Fake Red Wine Set Fake Drinks Artificial Red wine bottle, glass and grape set. The fake liquid is solid. Artificial Red Wine Display Food Prop Decoration Bottle Size: 3" X 12"H Wine Glass Size: 3-1/4"D x 6"H Made in America 0
14 HTC Desire 610 (AT&T Go Phone) No Annual Contract • WARNING: This product contains a chemical known to the State of California to cause cancer, birth defects or other reproductive harm. This refurbished product is tested and certified to look and work like new. The refurbishing process includes functionality testing, basic cleaning, inspection, and repackaging. The product ships with all relevant accessories, and may arrive in a generic box 0
15 GARDENGREETERS Lighthouse Guiding Light Black and White Solar LED Outdoor Lighthouse Statue f Made of polyresin. Approximate size: 8"Dia x 20.5"H. Good for indoor/outdoor. Light will automatically light up at dark/night. Made of resin Approximate size: 8" Dia x 20.5"H Good for indoor/outdoor 0
16 Incipio HTC Inspire 4G Feather Ultralight Hard Shell Case - 1 Pack - Case - Retail Packaging - Black The feather is an ultra light weight hard shell case for the HTC Incredible, made of a durable and rigid polycarbonate material. A fan favorite case, the feather is loved for its slim, sleek, and sexy look. Less than 1mm thin - Ultra light, ultra strong polymer Form-fitting case that offers low-profile protection Provides full access to all ports and buttons 0
17 Dm/Tnc Tamper Vita-Mix 000760 Tamper. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance 0
18 Skuttle 000-0814-008 Transformer 24 VAC 10VA Transformer 24 VAC 10VA Country Of Origin: United States Model Number: 000-0814-008 Item Package Dimensions: 1.0" L x 1.0" W x 1.0" H Item Package Weight: 1.0 lb 0
19 Desiderata 24x20 Framed Art Print Desiderata 24x20 Framed Art Print High quality framed art print Two inch wide black wood frame In stock and ready to frame and ship Custom packed for safe delivery Satisfaction Guaranteed 0
20 3-Wick Candle - Peach Bellini - 14.5 oz / 411 g Peach Bellini flavored 3-Wick Candle best for sensational aromatherapy. Aromatherapy 0
21 Shakespeare 5120 8' AM/FM Stereo Antenna with 15' RG-62 cable Continuing the tradition, Shakespeare’s Centennial 5120 AM/FM antenna puts high-end features where high-end does the most good. When you’re far from your favorite stations, this antenna helps bring them in loud and clear, without depleting your net worth. Chrome-plated brass ferrule with standard 1in-14 thread Includes 15ft RG-62 cable and Motorola connector Suggested mount: Style 4187 or 5187 Ratchet Mount (each sold separately) Smooth, durable, high gloss finish One section 0
22 Savoy House 8-4030-2-322 Octave 2-Light Bathroom Vanity Light in a Warm Brass Finish with Clear Glass (14" W x 9" H) APPLICATIONS: Perfect for use in bathrooms and over vanities. Adds charm to any interior VERSATILE: LED/CFL/Incandescent compatible, holds two 60 Watt E26 Base Bulbs (Not Included) INSTALL YOUR WAY: This versatile fixture can be installed either with bulbs pointing UP or DOWN ASSEMBLED DIMENSIONS: 9" Height, 14" Width Safety rating: UL, CUL and 0
23 Media Center The Homestead Collection media center features a large concealed storage area behind two flat panel doors, a fixed 40" x 14" shelf and genuine lodge pole pine corner trim and door pulls. Hand crafted in Montana. Trim pieces are square sawn for a unique, timber frame/barn wood appearance. This item is professionally finished with premium grade stain and clear lacquer. Comes fully assembled. 20-Year limited manufacturer warranty. Handcrafted Made from dead-standing lodgepole pine Made in the US Heirloom Quality 0
24 RoomMates RMK11979WP Blue and Navy Crackled Stria Texture Peel and Stick Wallpaper Add natural dimension to the walls of any room in your home with our Crackled Stria Texture peel and stick wallpaper. Offered in beautiful tones of blue, this wallpaper will match many different decor styles. To apply, simply remove backing, smooth onto clean and flat walls and cut to fit! 1 roll - 20.5 inches wide X 16.5 feet Peel and stick to apply – no water, no paste, no mess 100% removable peel and stick wallpaper No sticky residue left behind upon removal Perfect for renters and homeowners 0
25 Pack of 2 ICY Crystal Decorative Christmas Standing Deer Figures 18" From the Icy Crystal Animal Kingdom Collection Features a long and tall standing deer with the elegance of ice sculptures Dimensions: 18"H. Material(s): acrylic Pack includes 2 of the item shown Lodge-Style Modern-Design-Style Decorative 0
26 Lord of the Rings Return of the King Glass Goblets Arwen the Elf LORD OF THE RINGS, GLASS GOBLETS COLLECTION. "ARWEN THE ELF" GOBLET GLASS. IT IS 6 1/2" TALL, BY 2 3/4" AT THE BASE. THE LID TAKES 2 AG13 (1.5V) BATTERIES. THEY ARE INCLUDED. THE LIGHT HAS A ON/OFF SWITCH, IT LIGHTS RED. IT HAS NEVER BEEN USED.COPYRIGHT 2001 0
27 Basicwise 9 Cube Wooden Organizer with 5 Enclosed Doors and 4 Shelves, White Size: 35" W x 11. 5" D x 36" L 9 cube shelves provides ample storage space Magnetic closure keeps door securely shut Durable wood composition for continual use Basic design fits into any style room decor 0
28 Werner 300 LB Fiberglass Extension Ladder Label Kits (Pack of 6) Step ladder caution warning labels and correct ladder procedure with weight limit. Werner Ladder Safety Labels for all Type 1A 300 load capacity Extension Ladders. Contains all labels that come on a new ladder. Labels in both English and Spanish. (Pack of 6) Any size Werner 300 load capacity Fiberglass Extension Ladders. 0
29 Westcott Scrim Jim Cine Kit (8' x 8') Heavy Duty Frame with 3/4 Stop Diffusion and Silver/White Bounce Reflector - Includes Carry Case Comprehensive 8'x8' Scrim Jim Cine light control kit for Filmmakers and Video Production Portable modular framework allows quick build and breakdown times. Less hassle than other Scrim systems Soften or Bounce Options provide versatility within a single kit. Can be used with both natural and artificial lighting scenarios Ideal for the Traveling Filmmaker Includes USA Backed Warranty and Lifetime Customer Support 0
30 Sony VHS T-120VL/WA Standard Grade VHS Tape - 5 pack SONY T-120 5 PACK SONY T-120 6 Hours Standard Grade 5 PACK New 0
31 Acme Furniture Noralie Coffee Table, Mirrored & Faux Diamonds Want to make a bold statement, then these Noralie Coffee table is the perfect solution. With a one of a kind cross base and dazzling diamond borders, this piece is sure to stand out. Featuring a sturdy 4mm table top that can be used for display or function. The gleaming complement will reflect the perfect amount of light into any dark space. Let this innovative furniture add new style to your home. Square Table Top Mirrored Top Faux Diamonds Inlay Cross Mirrored Base 0
32 Emachines E443-BZ602 Laptop LCD Screen Replacement 15.6" WXGA HD LED This is a compatible replacement screen for the model listed in the title. 0
33 Warm White Cluster 768 Strand Sting Lights LED Twinkle Cluster 8 Function Memory Controller - Black Cable IP44 Rated 13.2' Lead 33' Total Length Non-Replaceable Bulbs UL Approved LED Twinkle Cluster 8 Function Memory Controller 33' Total Length 0
34 1250mAh Battery for Barnes & Noble 005, Nook, BNRZ100, BNRV100, Nook Classic Compatible: 4894128036135,BNRB1530, BNRZ1000, 9BS11GTFF10B3, 9875521, BNRB454261 Devices: Barnes & Noble 005, NOOK, BNRZ100, BNRV100, NOOK Classic- Certification: CE, FCC, RoHS 0
35 Pac Intelligent 4 CAM SWTCHR The VS41 Intelligent 4-Camera Switcher from PAC Audio features 4 camera inputs and 1 video output for connecting to a factory or aftermarket radio with a video display. The inputs are triggered by driver behavior. The rear backup inputs are automatically activatedwhen the vehicle is shifted into reverse while side inputs are activated by prompted by the turn signals. PAC VS41 Intelligent 4-Camera Switcher 0
36 Major-Q 6288t 28" H Brushed Steel Base Crystal Ball Table Lamp with LED Light Bulb Featuring a round chrome base with a brushed nickel finish, beautiful bubble-like crystal accents work their way up while decreasing in size until they reach the gorgeous drum-shaped linen shade. Make this table lamp the next lighting addition for your home. 0
37 3dRose I Can Help You Find Your Marbles Travel Mug, 14 oz, White 14oz capacity Made of stainless steel Easy-grip handle with thumb rest Slide opening lid with slanted drinking surface Not microwave safe, hand washing is recommended 0
38 TEMCo Lug Crimper Tool TH0012-8 AWG - 0000 AWG(4/0) DIELESS Indent Electrical Battery Terminal Cable Wire 5 YEAR WARRANTY Black oxide crimp ram won't chip or flake. Dieless design adjusts quickly to the full range of terminal sizes 8 gauge though 0000 gauge (4/0). Perfect for Battery & Welder cables, Building Wiring, and more. Use with all crimp terminal lugs, including heavy cast lugs. 5 Year Warranty from an American name. NON-GENERIC 0
39 Caroline's Treasures Cheetahs by Daphne Baxter Leash or Key Holder BDBA0113TH68, Triple The tile is Made from a hardboard and is mounted to a metal rectangle The hooks hang down from the metal plate in the back and is about 2.5 in. From the base Made in the USA A hanger is attached to the metal plate and is about 1.5 in. Long Lots of room to hang up using a Screw or paneling nail 0
40 Metallurgica Motta Barista Kit Every thing you need to make perfect morning coffee drinks at home. Kit includes: (01) Motta Europa Milk Pitcher, 25.3-floz, (01) Motta Thermometer, (01) Motta Cocoa Duster, (01) 58mm Motta Aluminum Coffee Tamper Tried and backed up by the Barista Association of Italy Kit comes on a beautiful gift box Made in Italy 0
41 Samsung SM-G930UZDAXAA S7 Gold Galaxy Smartphone Unlocked-32Gb, Water-resistant up to 5 Feet, US Warranty nicks and scratches from daily use will ship it right away with tracking number. 0
42 HoneyWell 1 Heat Electric Thermostat 40 to 80 deg F 120/208/240/277 Volt AC Discount price available now so order the Honeywell T410B1004 Electric Heat Thermostat via our online store affordable Honeywell products.. Economical. Replace virtually any twowire T410A or fourwire T410B line voltage wallmounted electric heating thermostat. Easy to install; 6 in. 150 mm colorcoded leads. Include longlasting Micro Switch mechanism. Rugged plastic mounting base and onepiece cover with vents. 0
43 White Rodgers Upgraded Furnace Control Circuit Board Replaces Trane D341396P03 This is a Brand New White Rodgers Furnace Control Board This is a Brand New White Rodgers Furnace Control Board Top Quality Replacement Board Designed to Fit Trane and American Standard Furnaces 0
44 KOECKRITZ 6'x30' Black - Economy Turf/Artificial Grass Runners | 2', 3', 4' & 6' Widths x Lengths up to 100' |Light Weight Outdoor - Easy Maintenance - Just Hose Off & Dry! - 8 Colors to Choose from 0
45 Disco Queens the 70s Thibul Nettle aka Stinga T and Michael Collard aka Big Sexy are an Adelaide/Perth based rap duo called TDB (Tha Deadly Boyz). The boys are cousins and have been performing together since 1999 beginning the duo while still in high school. Performing together for over 8 years now, TBD have massively increased their profile via notable performances along with securing airplay across the country while their videos have featured on Channel V. 110-volts, 12-amps, 1300-watts Indicator Light Adjustable Thermostat Stainless Steel Frame Non-stick Surface 0
46 American Standard 0263.112.020 New Solar Soaking Bathtub with Right Hand Outlet, White, 5-Feet - 0263112.020 For those enamored with the look of enamel. The new solar bathtub is made from heavy gauge, enameled steel for attractiveness and durability. Features include a slip-resistant surface and an integral apron for a cleaner look. Above-floor rough alcove installation. Acid resisting, enameled steel construction One-piece bath End drain outlet Full slip-resistant pattern Fully-bonded support pad 0
47 HVAC Motor, 1/40-1/50-1/80 HP, 115V, CCW/LE The Fasco D128 is a 3.3" diameter fan and blower motor rated for 1/40-1/50-1/80 HP and 1500 RPM at 115 Volts General Purpose Fan Motors HP: 1/40 RPM: 1500 Volts: 115 0
48 JBL Basspro SL2 - Powered under seat subwoofer system (Renewed) 125W RMS compact powered subwoofer system with Bass Boost of 0dB to +9dB @ 70Hz Dimensions (L x W x H): 13-9/16" x 9-7/8" x 2-13/16" (344mm x 250mm x 71mm) Frequency Response 35Hz – 120Hz 8" Powered Subwoofer Car audio Subwoofer 0
49 Iron Valley - 1-1/8" Dome Cabinet Knob - Pack of (10) - Solid Cast Iron Metal & Style: Traditional & Rustic Solid Cast Iron Finish: Rust Resistant Rich Black Powder Coat Dimensions: 7/8" Projection - 1-1/8" Wide Mounting Hardware: Includes 1" Mounting Screws - 8/32" Threading Package of (10) Knobs 0
50 Stray Kids - Clé 1 : MIROH [Standard-Clé 1 ver.] 1CD+Photobook+3QR Photocard+Pre-Order Benefit+Folded Poster+Double Side Extra Photocards Set 0
51 KitchenAid Replacement Refrigerator / Freezer Ice Maker 4317943 This is a Brand New Replacement Refrigerator Ice Maker This is a Brand New Replacement Refrigerator Ice Maker Univeral Design and Easy Installation Make this a Top Qualty Replacement Part! 0
52 Steelex M1061 4 Jaw Chuck, 6-Inch From the Manufacturer Each jaw moves independently. Such 4-Jaw Chucks are used for holding odd shaped pieces or where zero tolerance is required. This 6-Inch 4-jaw chuck with a 1-1/2-Inch bore has semi-steel bodies and hardened reversible jaws. 6-Inch 4-Jaw Independent 1-1/2-Inch Bore Plain back Reversible jaws 0
53 Disney Peter Pan and Tinker Bell Legacy Sketchbook Ornament - Limited Release Genuine, Original, Authentic Disney Store Limited Release Sculptured scenic ornament Includes Peter Pan and Tinker Bell Windowsill frames translucent London background scene 0
54 C9 Led Multicolor Christmas Lights Outdoor String 66Ft 100 LED with Quick Clips Waterproof Strawberry Roof Lights, Commercial Grade Extendable for Indoor Outside Roofline Patio Home Xmas Decoration 0
55 Houston International 6515 S/2 2-Piece Galvanized Container Set 2-Piece Galvanized Container SetSize 1: 8" D x 9.5" HSize 2:9.25" D x 9.510.25 Laundry container storage container Compost container 0
56 Department 56 Village Snow Laden Sisals (Set of 3) On holidays, special days, or every day, collectors enjoy decorating with pieces from Department 56 mini villages. Fits well in any mini village display. Sisal collectible On holidays, special days, or every day, collectors enjoy decorating with pieces from Department 56 mini villages Fits well in any mini village display Made of sisal 0
57 Dekoni Audio Ear Pads Compatible with Sony WH-1000Xm3 Noise Cancelling Headphones, Black (Choice Suede) Compatible with the Sony WH1000Xm3 noise cancelling headphones Dekoni Choice Suede is a synthetic soft and supple for a sheen look and gentle feeling on the ears Plastic mounting ring built in for easy installation Outer ring: 101mm high, 71mm wide, 20mm deep Inner ring: 68mm high, 36mm wide 0
58 XSPC TX480 Ultra Thin Radiator, 120mm x 4, Quad Fan, Black High quality material made by XSPC The product will meet the expectations of gamers and also of computer enthusiasts who are looking for a quality product with the XSPC TX480 Ultrathin Radiator 480 mm Black Ultra Thin PC Radiator at just 20.5mm thickness 16mm Copper and Brass Core with Matte Black Paint Finish 22 FPI (fins per inch) Weight: ~792g Dimensions: 125 x 20.5 x 518mm (WxDxH) +-0.5mm 0
59 SCREENARAMA New Screen Replacement for ASUS Vivobook X420U, FHD 1920x1080, IPS, Matte, LCD LED Display with Tools MUST match resolution and connector: FHD 1920x1080 30pins Non-touch (will not work if different resolution and type) Screen size: 14.0", Matte, IPS (Wide View), Narrow bezel Tested screen, Guaranteed compatibility Warranty: 2 years Comes with complimentary set of tools and adhesive tape for installation 0
60 Shaka Intekanational LLC / DLI Flush Mount Baby Breakout Board for Atomic Pi - 2.5mm Barrel Jack 5V Input This board snaps in to the bottom of the Atomic Pi so you can use a 2.5mm barrel connector to power the Atomic Pi. A power supply capable of 5V 4A is recommended. Power supplies and the Atomic Pi itself are sold separately. 0
61 Samuel"Sam" Adams Boston Lager Sensory Pint Beer Glass 22oz Set of 4 Set of 4 XL 22 Ounce Samuel Adams Sensory Glasses. Laser etched nucleation in base, looks like a hatch mark ring and aids in propagation of beer bubbles or head. Pub Edition, White Shield logo. May have imperfections from Factory, as these are licensed for Pub/Restuarant/Bar Use. 0
62 Monoprice Essential Triple Monitor Articulating Arm Desk Mount (116247) ESSENTIAL TRIPLE MONITOR ARTICULATING ARM DESK MOUNT VESA compatible: 75 x 75 to 100 x 100 Mount a three 10" 30" displays 22lbs max weight Mount can be swiveled 180 degrees, tilted 90 degree upward or downward, and rotated 360 degrees Quick release Lever on the back of the mount allows you to raise or lower the display at will 0
63 Acmee Non-Blinking LED Balloon Light, LED Party Lights,LED Paper Lantern Light, LED Mini Light for Party or Wedding Decoration (Green, Pack of 12) Suitable for paper lanterns, florals,balloons, water proof Turn LED on and off by twisting the base With a hook a bottom, you can thread and hang them easily Batteries: 3 x 1.5V LR41 in each led, 8 hours+ (yes, batteries are included) Waterproof, bright lights 0
64 Franklin Electric FPS 1/2 hp 20 gpm Effluent Septic Pump Stainless steel or thermoplastic discharge and motor bracket are tough and non-corrosive. Both materials are highly resistant to damage by minerals, metals, and other substances typically found in water 1/2 hp 20 gpm Effluent Septic Pump 0
65 dreamGEAR Wired Headset for Xbox 360 (Ghost Camo) Enhance your gaming experience with the Dream GEAR wired headset for Xbox 360. The wired headset is the perfect way to play your favorite Xbox 360 games. Get immersed in the game with crisp and clear audio. Microphone with boom delivers great communication. The wired headset has built in volume/mute controls. Wired headset for Xbox 360 plugs directly into your controller Works on left or right ear Volume/Mute controls Microphone with flexible boom Lightweight for the "barely there" feel 0
66 Bose Wave AM/FM Clock Radio - Model AWR1G1 - Graphite Color:Graphite Gray | Style:Wave Music System Great AM/FM reception no questions asked returns AUX input and output connectors Great sound , Deep Bass and Clear highs 0
67 Personalized Fathers Day Mug Dad of 4 Add Children's Names Custom Mug 11oz Ceramic Coffee Mug Blue Let your dad know how much you appreciate him with a sentimental ceramic coffee mug that make excellent dad gifts from daughter, Father's Day gifts for dad, a dad birthday gift, and much more. Size: This 11 ounce white ceramic coffee mug also makes a great tea cup with its large, easy to grip C-handle This custom gift is made to your exact specifications. Design: The premium full color sublimation imprint creates a vibrant, long lasting, and lead-free design Care: Microwave and dishwasher safe for your convenience 0
68 SCREENARAMA New Screen Replacement for NV140FHM-N41 V8.0, FHD 1920x1080, IPS, Matte, LCD LED Display with Tools Tested screen, Guaranteed compatibility Warranty: 2 years Resolution: FHD 1920x1080 (Must be the same as your screen) Connector: 30 pin (Must be the same as your screen) Screen size: 14.0", Matte, IPS (Wide View) 0
69 GEARWRENCH 10 Pc. 3/8" & 1/2" Drive Hex Bit Socket Set, SAE - 80579 Product Description 10PC 3/8"& 1/2"DR SAE HEX BIT, Made in: Taiwan, Dimensions: 1 X 4.3 X 12.2. Weight: 1.805 From the Manufacturer GearWrench Bit Sockets. Patented bit holding principle: Internal dimple feature, forces bit surface to the opposite side for maximum retention Heat treated socket bases for durability and serviceability Chrome Sockets Large hard stamped identifications Slide socket rail 0
70 Whirlpool 2186443 Filter Housing for Refrigerator, 1 Count (Pack of 1) Works with the following models: Whirlpool 3KES0FHGNS00, Whirlpool 3XART745GW00 Whirlpool 3XART745GW01, Whirlpool 3XART745GW02 Whirlpool 3XED5SHGKS00 Whirlpool 3XED5SHGKS01 Genuine Whirlpool Replacement Part 0
71 Cute Seat Cushion, Cat Paw Shape Lazy Sofa Office Seat Cushion, Bear's Paw Office Chair Cushion, Plush Sofa Cushion Soft and Comfortable Cushion Home Bedroom Shop Restaurant Decoration 0
72 Danson Pelpro 2RPM Synchronous Auger Feed Motor SRV7000-670 OEM Fits Models: ~ PHC90 Cast ~ PP60 ~ PP60-RF ~ PP70 ~ PP130 ~ PP130-B ~ PP130-RF ~ PPC90 ~ TSC90 Fits Models: ~ PHC90 Cast ~ PP60 ~ PP60-RF ~ PP70 ~ PP130 ~ PP130-B ~ PP130-RF ~ PPC90 ~ TSC90 120v AC, 60hz, Class B 64TYZ Synchronous Motor Hole in Shaft to Spec Specialty Wire Connection Configuration 0
73 The Great American Hanger Company Wood Top Hanger, Box of 100 Space Saving 17 Inch Flat Wooden Hangers w/Espresso Finish & Brushed Chrome Swivel Hook & Notches for Shirt Jacket or Dress Streamlined Flat Design Saves Space and Keeps Your Closet Organized 360 Degree Swivel Hook Makes Hanging Your Clothes Easy On Any Bar Made from Strong and Sturdy Hardwood Heavy duty brushed chrome hardware Precision Routed Notches to Hold Your Garments with Straps 0
74 Rae Dunn SALT & PEPPER Cellar Set - 3.5" tall - 2.5" - ceramic - very rare! Rae’s inspiration comes from the earth, and she finds beauty in simple shapes, natural forms and found objects. Her utilitarian approach to designing ceramics is strongly based on the Japanese aesthetic of wabi sabi; the beauty of things imperfect, impermanent, and incomplete. 0
75 Miller Honeywell Safety Products by 8928-Z7/18INBK Ansi Z7 D-Ring Extension with Snap Made in Mexico Package height :4.826 cm Package length :8.128 cm Package width :20.828 cm 0
76 Floating TV Stand for TVs Up to 85 inch, 70 inch Wall Mounted Haning TV Stand with LED Lights, High Glossy Floating Entertainment Centre Hanging Media Console Shelf, Modern Under TV Floating TV Shelf 0
77 Extra Heavy Duty Swiss Army Military Wool Blanket Cover Hand Sewn White Crosses on each end 60" x 84" Extra Heavy Weight - Almost 6 lbs!!! Chestnut Brown - Shades of Brown my vary slightly 70% Wool Blend - Dry Clean Only 0
78 Supermicro AOC-LPZCR2 All In One Zero Channel Raid Card 600MHZ Processor: Intel 80321 600MHz I/O Processor RAID Levels: 0, 1, 5, 10 and JBOD; 50 (SAS and SATA modes) Cache Memory: 256MB onboard ECC DDR Memory Bus Type: 64-bit/100MHz PCI-X Adaptec SAS Host Controller (AIC-9410) 0
79 Westinghouse 1B1K2684 Main Board for VR-4090 Version 2 1B1K2684 Westinghouse Main Board For Westinghouse VR-4090 Version 2. This item is refurbished and guaranteed working. Item is offered with a NON DOA WARRANTY. For Westinghouse VR-4090 Version 2 P/N: 1B1K2684 TV Part (T.RSC8.10A 11153) 0
80 Swiss Madison SM-SB510E Voltaire Shower Base, 48" x 36", Grey Low single threshold for easy access Acrylic and fiberglass technology reinforcement Slip-resistant surface Integral 3-sided flange helps prevent water leakage Center-Hand Drain 0
81 HID ThinLine II 5395CK100 Low Profile Prox Card Reader THINLINEII BLK RDR WIEG OUT Prox Card Reader Wiegand (500 ft cable) interface Dimensions: 4.70 x 3.00 x 0.68 Inch Lifetime warranty 0
82 TurboTorch 0386-0575 STK-31 Torch Swirl A longtime industry benchmark, the Turbo Torch line of STK torches and tips now features the new Extreme Swirl technology. This torch kit has 360 degree swivel tips and easy to clean orifice screws. The torch is safe to use with air, MAPP and propane processes. It is safe to use through high capacity applications and HVAC. STK-R Pressure Regulator w/CGA-600 Connection ST-3 Extreme Tip ST-1 Tip Size Processes: Air/MAPP and Propane Industrial Applications: High Capacity applications and HVAC 0
83 Posh Pollen Silver Anna End & Side Table Base is constructed with metal, completed with a rhombus design Frame material is made of mango wood Detailed with antiqued silver foil Package Weight: 20.9 pounds 0
84 Depnee Small 130ml Cool Mist Humidifier, USB Mini Ultrasonic Aroma Diffuser with Waterless Auto Shut-Off, 7 Color LED Lights for Home Office Car Travel (White Wood Grain) 0
85 BRTTX3551 - Brother TX Tape Cartridge for PT-8000 Ideal for high-production label making, with fewer re-supply situations. Perfect for indoor and outdoor use on smooth, flat surfaces. Sold as 1 Each. Ideal for high-production label making, with fewer re-supply situations. Perfect for indoor and outdoor use on smooth, flat surfaces. Tape measurements are approximate. Brother label machine tape for P-Touch PC and PT-8000 models. 0
86 Whirlpool WP2156022 Trivet RC Shelf Large This is a genuine replacement part. The model number and name for the following item is: Whirlpool 2156022 Trivet RC Shelf, Large This is an O.E.M authorized part Fits various whirlpool models O.E.M part number 2156022 This is a Whirlpool replacement part Part Number 2156022 0
87 AKRacing Footstool with PU Leather, Height Adjustable with Wheels, Ottoman Foot Rest for Office and Gaming Chairs - PC; Mac; Linux, Black, (AK-Stool-BK) Do you want to lay back and Just relax in your chair from time to time? Then the footstool from AKRacing is just the product you need. Durable PU leather upholstery and high-density cold-curved foam padding for maximum comfort Sleek design is compatible with all Office and Gaming chairs Adjustable height so you can get it just the way you want 360 Degree swivel Lockable wheels so the footstool stays in place 0
88 Mr. Beer Premium Edition Beer Kit The best starting point for a beginning brewer, this Brew Kit comes with everything needed to brew and bottle your first batch of top-quality beer. Reuse this kit again and again with Refill Brew Packs so you're sure to find the right brew for you. 1 fermenter with lid & tap assembly 1 Standard BoosterTM Refill 8 Reusable Plastic 1-Liter Bottles w/ Caps 8 Labels with MR.BEER Logo 1 Brewing with MR.BEER -- Brewer's Guide(dvd) 0
89 Craig Frames Sonora, Aged Copper and Black Picture Frame, 10 by 11-Inch Contemporary style; distressed copper and black with smooth wrap finish Frame includes: glass, rigid black backing and pre-attached stamped hanging hardware Frame holds a 10 inch by 11 inch photo/print/poster (viewable area reduced by .25" on each side, due to frame lip) Frame moulding is 3.015 inches wide; MDF wood composite ; wrap finish Frame is designed for WALL HANGING only (hanging hardware allows for portrait or landscape orientation) 0
90 Jackpot Candles Caramel Coffee Latte Candle with Ring Inside (Surprise Jewelry Valued at $15 to $5,000) Ring Size 9 100 percent premium natural soy candle with organic cotton double wicks Made in the USA 15 ounce jar; 12 ounce candle with double wick for a cleaner burn Jewelry item hidden in each candle valued between 15 and 5,000 dollars 0
91 SODIKA Kitchen Mats Set Anti Fatigue Cushioned Kitchen Rugs and Mats Non Slip Comfort Standing Kitchen Floor Runner Rug Beautiful Beach Seascape Starfish and Conch (18"x30"+18"x59") 0
92 HolySpring Ice Maker Machine Countertop, Portable Ice Makers with Ice Bags and Standing Ice Scoop Basket, Countertop Ice Maker 2.1L w/Self Cleaning, 9 Bullet Cubes Ready in 5-7Mins, 26.5lbs in 24 hrs 0
93 Creative Co-Op Decorative Bamboo Blanket Ladder, 60.25", Natural Add this functional yet decorative ladder to any living space for a rustic feel. The 60 inch tall white wood ladder is great for hanging blankets and throws or simply display by itself for a decorative touch. Place in a bedroom or living room for a statement piece. In the bathroom, this ladder can be used as a unique towel rack. Bamboo Hang blankets for a decorative touch In the bathroom, hang towels on this bamboo ladder Place against any wall for added dimension to the room décor 16"L x 1. 25"W x 60. 25"H 0
94 Hypertherm 420144 HyAccess Cutting Nozzle Access extended Cutting Nozzle for Powermax30, Powermax30 XP and Powermax45 plasma systems. "Cut with Confidence.". Unique patented design for cutting in hard to reach or confined places Access provides improved visibility and accessibility for challenging cutting applications Operates at 15 - 45 A 0
95 Liberty Tabletop Celtic 65pc Flatware Set Service for 12 Silverware Made in USA Finest Quality 18/10 Stainless Steel 100% Made in USA Forged Knife with Serrated Blade 25 Year Manufacturers Warranty Stunning Mirror Finish 0
96 GM Genuine Parts 96673600 Rear Side Door Lower Radio Speaker Restore the sound quality of your audio system GM-recommended replacement part for your GM vehicle’s original factory speaker Offering the quality, reliability, and durability of GM OE Manufactured to GM OE specification for fit, form, and function 0
97 CS OSBORNE 773-HRP HOG RING PLIER Hardened and tempered. Forged steel. Vinyl handles. Works with our new 773-K millimeter hog rings. Ideal for closing around a smaller area. Can be used on bungee cord. CS OSBORNE 773-HRP HOG RING PLIER 0
98 Mundial Y5627-10E 10-Inch Slicing Serrated Edge Utility Knife, Yellow Mundial 5600 series slicing knife, 10 in. High carbon stainless steel serrated blade, used for slicing meats. The yellow polypropylene handle is ergonomically designed to provide a secure non-slip grip. Lifetime limited warranty. 0
99 Star Projector, Galaxy Projector, Night Light Projector with Bluetooth Music Speaker & Remote Control, Ocean Wave Star Light Projector for Baby Bedroom, Home Theatre, Party, Birthday Gifts 0
100 24x36 Black & White Double Picture Mats with White Core, for 20x30 Pictures These are high quality 4 ply picture mats cut for the picture size referenced in the title. All openings are reduced by 1/2" to overlap the picture. All of our matting is bevel cut and has a white core. All openings are reduced by 1/2" to overlap the picture size referenced in the listing. All of our matting is bevel cut and has a white core. This listing is for picture matting only Made from 4 ply high quality matboard 0
101 Forest Hill Scraper King Flooring Scraper witn Hardened and Tempered Spring Steel 5 x 7-inch Blade and Lightweight Long Firerglass Handle Long Lightweight Fiberglass Handle with a smooth veil finish, overall length is 58-inches. Blade size: 5-inch High x 7-inches Wide, Weight 3 pounds. Hardened and Tempered Spring Steel Scraper with the unique Forest Hill Rib design for rigidity. Extra Hard & Springy material for a superior scraping job. Multi-purpose use from floor debris and laminate to Ice and Snow. Heavy-duty Commercial Grade Construction, Made in the USA 0
102 Armytek Wizard C2 Pro Max XHP70.2 Warm Light LED Headlamp 3720 Lumens ✅ BRIGHTNESS New generation electronics provides impressive light output of 3720 lumens ✅ WIDE FLOOD LIGHT of the flashlight is optimal both for operating at a close distance and for highlighting large spaces. ✅ WIDE BEAM 110°:150° flood light is convenient for service and industrial works, as well as for active leisure and day-to-day tasks. ✅ FAST MAGNETIC USB CHARGER Charges the flashlight in just 5 hours 20 minutes. 0
103 The Endless Summer 15x18 Framed Art Print by Van Hamersveld, John The Endless Summer 15x18 Framed Art Print by Van Hamersveld, John High quality framed art print Two inch wide black wood frame In stock and ready to frame and ship Custom packed for safe delivery Satisfaction Guaranteed 0
104 760G/SB710 AM3 MAX-8GB DDR2 Uatx PCIE16 Pcie 2PCI Gbe Motherboard - M4A78L-M - Vivid Onboard DX10 Graphics and Real-time Overclocking Performance Item Package Dimension: 10.899999988882L x 10.399999989392W x 2.099999997858H inches Item Package Weight - 2.3 Pounds Item Package Quantity - 1 Product Type - MOTHERBOARD 0
105 HP Laptop 14 inch HD Screen, Intel Celeron N4020 Processor, 4GB DDR4 Memory, 64GB eMMC, Webcam Bluetooth,1-Year Microsoft 365, Online Class/Online Meeting, Windows 10 Home S, iMei 64GB Micro SD Card Experience the most secure Windows ever built with fast boot times, increased responsiveness, and added protection against phishing and malware. Intel Celeron N4020 1.1GHz 4GB 64GB SSD Intel UHD Graphics 600 1366 x 768 (HD) HP True Vision HD Camera Dual array microphones 0
106 BIA CORDON BLUE Bottle Vinegar White, 1 EA Grace your kitchen with the simple elegance of this Vinegar Bottle. Dimensions: Measures 2.25' wide by 2.25' long by 11' tall/deep Material: 100% Porcelain Additional Features: Microwave-Safe Made of durable porcelain with a chip-resistant glaze for years of service Features leak-proof stopper and spout caps to keep vinegar fresh 0
107 Fotodiox Chromakey Green and Blue Jacket Cover, fits 40x60 5-in-1 Oval Reflector Pro Collapsible Disc Kit Collapsible This cover can be used with 40x60" 5-in-1 collapsible reflector, to provide additional application as chromakey backgrounds. Provides additional application as chromakey backgrounds. Good for studio use Bright 0
108 Picard Hammer - Blacksmiths' Hammer (0000811-1500) Crafted with the user in mind using high quality materials and world class craftsmanship, quality assured and made to withstand even the toughest jobs. Designed with the user in mind and fit to match the needs in the shop, at home or in the field - Proven and Tested for durabilty and function in real world conditions. Hardened face and cross peen Hickory handle Item Package Dimension: 8.0" L x 8.0" W x 20.0" H Item Package Weight: 26.0 lb Made In Germany 0
109 NATIONAL MFG/SPECTRUM BRANDS HHI N351-015 Spring Hinge, 4-Inch, Oil Bronze V522, 4", oil rubbed bronze e spring adjustable door hinge, manufactured with cold rolled steel, closing speed is adjustable, fits standard hinge cutout, tension is adjustable, 5/8 " radius round corners, hinge is UL approved for fire doors, visual pac. The product is 4 inch Oil Bronze spring hinge Closing speed is adjustable The product is manufactured in china Model number: N351-015 0
110 Fully Adjustable - TV Wall Mount Bracket for Panasonic TC-L37X1 37" Inch LCD HDTV Television High quality Adjustable Tilt & Swivel Tv Wall Mount Bracket. Sturdy steel, dual arm for LCD LED and Plasma TV's Full Motion TV Wall Mount Bracket Compatible with Panasonic TC-L37X1 LED / LCD / PLASMA TV Brand new in box Installation hardware included in box 0
111 M&G DuraVent 7" DuraBlack Damper Section - 7DBK-DS Install at, or close to, the stove outlet in-line. 5" pipe section with the damper pre-installed. This product is manufactured by M&G DuraVent. This product is manufactured in United States. 7" Size Highly Efficient Easy in-and-out fit Country of origin: United States 0
112 Intel AFBR-703SDZ-IN2 INTEL SFP SR SFP INTEL SFP+ SR SFP DISC PROD RPLCMNT PRT SEE NOTES AFBR-703SDZ-IN2 INTEL 0
113 Sky High Car Audio 1/0 Cable Cutter Make every install easier with the 1/0 Cable Cutters/Strippers from Sky High Car Audio Cuts any wire 1/0 and under OFC or CCA Strips down to 16 Gauge wire A handy tool to have laying around! 0
114 Chi Mei N140bge-l43 Rev.c1 Replacement Laptop LCD Screen 14.0" WXGA HD LED DIODE (Substitute Only. Not a) 0
115 Braun KF420-BLK Aromaster 10-Cup Coffeemaker, Black Water-dispersal system provides fast, uniform saturation of coffee, full flavor Plastic carafe's lid seals to minimize evaporation Pour a cup midbrew with convenient brew-pause feature Swing-out filter basket; flip-top water-tank lid Measures 12 by 6 by 11 inches 0
116 Noritake Rochelle Gold 5-Piece Place Setting Since 1904, Noritake has been bringing beauty and quality to dinner tables around the world. Superior artistry and craftsmanship, attention to detail and uncompromising commitment to quality have made Noritake an international trademark during this past century. Noritake Dinnerware will set your table with the standard of perfection. Noritake Rochelle Gold 5-Piece Place Setting Bone China World Famous Noritake Quality, Value and Design. Elegant Dining Dishwasher Safe 0
117 NASSAU ELECTRICAL SUPPLY 50' Nassau 1/0-1/0-1/0-2 SER Aluminum Service Entrance Cable 600V Wire Size : 1/0-1/0-1/0 AWG Bare Conductor Size AWG: 2 Conductor Material : Aluminum Cable Type : Service Entrance Cable Voltage : 600V 0
118 iPhone 12/12 Pro Southwestern Aztec Design Case Unique Aztec Southwestern Design. Another Original Design by TheGraphicRabbit that is Distressed with a Vintage Style, this Popular item makes a Perfect Gift for a Birthday or Just for something Unique! Awesome Design with Southwest Flair. South Western Art Lovers. Another Original Design by TheGraphicRabbit that is Distressed with a Vintage Style, this Popular item makes a Perfect Gift for a Birthday or Just for something Unique! Two-part protective case made from a premium scratch-resistant polycarbonate shell and shock absorbent TPU liner protects against drops Printed in the USA Easy installation 0
119 Plush Big Backrest Reading Rest Pillow Bed Adult Backrest Lounge Cushion Back Support for Sitting Up in Bed (Blue) Special Feature Durable,Premium Fill Material Cotton Shape L-shape Plush 0
120 Intel Core 2 Duo Mobile Processor T9400 Frequency 2.53ghz 1066mhz Cache 6MB CPU Micro-FCPGA Core 2 Duo Mobile Processor T9400 Frequency 2.53ghz 1066mhz Cache 6MB CPU Micro-FCPGA ASIN: B005MFI6S6 0
121 Blomus Magazine Collector The blomus chrome plated magazine collector provides organization for magazine storage. Keeps magazines orderly for reference or recycling. holds any magazine Material: steel chromed H 31 cm, W 34 cm, D 27 cm Easy to clean 0
122 Frigidaire 316465800 Range/Stove/Oven Griddle Unit This is a genuine replacement Part, The model number and name for the following item: Frigidaire (FRIGB) 316465800 range/stove/oven - literature. Frigidaire (FRIGB) This is a genuine replacement part Cooktop-Accessories General Specs: Item Package Quantity: 1|Shipping Weight (lbs): 12.12|Collection: Frigidaire 0
123 XL5100 Sony Projection TV Lamp Replacement. Lamp Assembly with Genuine Original Philips UHP Bulb Inside. XL5100 Sony Projection TV Lamp Replacement lamp assembly with high quality original Philips UHP lamp inside. 0
124 Polylok 24" x 6" Septic Tank Riser This model has been replaced with part number: 3008-NG as of 2021 Accepts Polylok 24" Riser Safety Screens Made of high density polyethylene which won’t shatter Structural ribs inside prevent frost from adhering to the riser in frost prone areas Made in the USA 0
125 Meridian Furniture Isabelle Collection Modern | Contemporary Channel Tufted, Velvet Upholstered Chair with Custom Chrome Legs, Burgundy, 38.5" W x 35.5" D x 31" H Burgundy plush velvet Chrome legs Channel Tufted Modern | contemporary design Pillows included Overall dimensions: 38. 5" W x 35. 5" D x 31" H 0
126 GIA Cute Upholstered Light Pink Armless Plush Faux Fur Fuzzy Desk Chairs No Wheels - Removable Makeup Room Vanity Chair Slipcovers - Mid Century Shaggy Dog Accent Chairs - 1Pack Ergonomically designed to provide support for your back while functional and comfortable for you and your guests The contemporary look adds a designer touch to any living or working space Hassle free assembly in minutes with instructions and hardware kit Chairs are 32 inches high, 18 inches deep and 18 inches wide. 0
127 Ridgid AC840085 (2 Pack) 18V 1.5AH Hyper Lithium-Ion Compact Battery # 130183010-2pk Sold on Amazon 0
128 ZyXEL C1100Z 802.11n VDSL2 Wireless Gateway CenturyLink Router in box is brand new and never used. Includes all network cables, phone cable, power cable, phone filters and instruction manual. Listed as used good because box has been opened. Power cord included Phone cord included 0
129 Stow Green Classic Peter Rabbit Set of 6 Coasters Peter Rabbit Classic Cork Backed Coasters Set Of 6 Peter Rabbit Classic Cork Backed Coasters Set Of 6 0
130 LENOVO ThinkPad T470p 14" FHD Laptop, Intel Core i5-7300, 8GB DDR4 RAM, 256GB SSD, Windows 10 Pro 64Bit, CAM (Renewed) Lenovo Thinkpad T470p Laptop Lenovo ThinkPad T470p Laptop, Intel Core i5-7300, 8GB RAM, 256GB SSD. Display: 14" screen with 1920 x 1080 resolution. Operating System: Windows 10 64 Bit – Multi-language supports English/Spanish/French. efurbished: In excellent condition, 90-days Warranty 0
131 Feit Electric LED Outdoor Fixture Oil Rubbed Bronze w/Frost Glass LED Outdoor Fixture Oil Rubbed Bronze w/Frost Glass Integrated LED Module No Bulbs Required Energy Saving LED - Improved Light Quality PATENT PENDING. Feit Electric, 12W, LED wall lantern, oil rubbed Bronze finish, Frosted glass lens, 550 lumens, 3000K color temperature LED improved light quality Adds Extra shine to your product Manufactured in China No Bulbs Needed Uses 1 Integrated LED Module Instant Full Brightness No Bulbs Needed Uses 1 Integrated LED Module Instant Full Brightness Energy Saving LED Improved Light Quality Patent Pending 0
132 Replacement for Heil Single (1) One Pole 40 Amp Replacement Condenser Contactor 1050839 This is a Brand New Condenser Contactor This is a Brand New Condenser Contactor Single Pole Rated for 40 Amps, making it a Heavy Duty Contactor! 24 Volt Coil 0
133 American Metalcraft 20-1/2" x 12-1/2" Full Size Black Rectangular Beverage Tub This beverage tub is made of steel material. The hammered look offers a rustic yet refined appearance. It sports a sleek, textured surface and free-swinging decorative handles, sure to bring an upscale flair to any event. This tub must be hand washed. This tub can be filled with ice and drinks allowing guests to help themselves to a cold drink. Comes in full size and rectangular shape. Available in black color. 0
134 Frigidaire 242176503 Dispenser Tray This is a genuine replacement part. The 242176503 number and name for the Following item is: Frigidaire 242176503 dispenser tray This is an O.E.M. Authorized part Electrolux and Frigidaire are interchangeable Name for the same brand. Item received can be in any of the two names Model number: 242176503 Brand name: FRIGIDAIRE 0
135 1150MG Mechanical, Keyless Lever Lock Digital Door Lock, 1150 Mechanical, Keyless, Heavy-Duty Lever, Deadlocking spring latch style lock in Marine Grade Mechanical, keyless push-button lock adjustable latch Easy programmable code Lifetime Warranty Changeable Handing 0
136 Samsung Galaxy Note 4, Frosted White 32GB (Sprint) Samsung Galaxy Note 4 SM-N910P - 32GB - White (Sprint) Smartphone 100% functional item backed by Cellular Professor's 60-day warranty Network: Sprint Storage: 32GB Sim Size: Micro Color: White 0
137 ArtWall Mark Adlington 'Wolf' Unwrapped Flat Canvas Artwork, 18 by 22-Inch Mark Adlington 'Wolf' unwrapped canvas is a high-quality canvas print capturing the quiet yet powerful wild gaze of a intriguing wolf . This enticing imagery makes for a commanding addition to any room. Artist: Mark Adlington Title: Wolf Style: Contemporary, Subject: Animals Dimensions: 14x18 image with 2 inch accent border 100% Made in the USA; Premium Printed Reproduction on Premium Professional grade Canvas 0
138 GE Lighting 31887 LED Reveal Globe Light Bulbs, G25, Frosted Pure White, 290 Lumens, 4.5-Watts, 2-Pk. - Quantity 1 GE Lighting 31887 LED Reveal Globe Light Bulbs, G25, Frosted Pure White, 290 Lumens, 4.5-Watts, 2-Pk. - Quantity 1 0
139 Fiesta Party Supplies-12 Mini Sombreros and 12 Mini Maracas for Fiesta Bunco Party Hand Wash Only 12 Small Maracas with Seeds that Rattle Mini Sombreros with String Bottle topper sized sombreros Addorable Decor for any Fiesta Party! Awsome Party Favors for your Guests 0
140 3D Rose Letter C Monogrammed Black and White Zebra Stripes Animal Print with Hot Pink Personalized Initial Towel, 15" x 22", Multicolor Machine washable, do not bleach 15 x 22 inches Made of 63Percent polyester (Microfiber)/37Percent Cotton (velour terry cloth) Image printed on Microfiber side/terry cloth side blank 0
141 Rockville REC97 Dual 12" Ported SUV Subwoofer Sub Box Enclosure - Behind 3rd Row RockvilIe REC97 Dual 12" Ported SUV Subwoofer Enclosure - Behind 3rd Row Fits Behind 3rd Row, Downfire. For Tahoe/Denali SUVs. Finished with Durable Bed Liner. 3/4" MDF Air Space: 1.25 Cubic Feet (per sub). Mounting Depth: 9" Product Dimensions (H x W x D): 13.5" x 42.25" x 16.25" inches 0
142 (Set of 12) Microwave Food Storage Tray Containers - 3 Section / Compartment (Set of 12) (Set of 12) Microwave Food Storage Tray Containers - 3 Section / Compartment (Set of 12) 0
143 Eurofase 22558 9-Inch LED Picture Light, Oil Rubbed Bronze Ultra slim, low profile picture light. 6 foot cord and plug with in-line switch. Included mounting clips can be secured to the wall or to the picture frame. Unique lamping configuration eliminates the need for a transformer. 6 foot cord and plug with in-line switch Included mounting clips can be secured to the wall or to the picture frame Unique lamping configuration eliminates the need for a transformer Package dimensions: 5.511811024" L x 1.57480315" W x 5.511811024" H 0
144 P Premium Power Products V13H010L33-ER Compatible Projector Lamp Replaces Epson V13H010L33-ER Brand new high quality compatible replacement bulb manufactured in our ISO 9000 factories Plastic housing engineered to perfectly fit into your projector (may be recycled) Internal safety features protect your device from electrical hazards 0
145 ActyGo Replaces for Central Pneumatic Harbor Freight Air Compressor Reed Valve Valves STAINLESS These are the reed valves as found in fits Central Pneumatic Harbor Freight air compressors as well as Sears Craftsman E100229 and others. They measure approximately 3/8" x 1 3/4" You will receive (2) reed valves with your purchase. 0
146 Franco PAW Patrol Sheet Set Twin PAW Patrol Twin Sheet Set. this cozy microfiber sheet set comes with a fitted sheet, flat sheet and pillowcase. 0
147 eHomeProducts Espresso Finish Coat Rack Hall Tree Purse Jacket This espresso finish hall tree coat rack provides ample storage for coats and accessories. Measures 19"W x 19"D x 72"H with simple assembly required. Finish: Espresso Features Six Hooks Made from Rubberwood Dimensions: 19"W x 19"D x 72"H Simple assembly required. 0
148 Non Slip Wood Protector Disk Rubber Grip Support Table Bench Cookie Sil161 High friction rubber surfaces and durable core provide a solid grip, preventing projects from slipping while routing, sanding, carving and more. They support the workpiece without leaving marks and raise panels for edge work and finishing. Each cookie is 3" x 1". This listing is for 4 cookies, as pictured. Doesn't leave marks. Rubber Grip Support. Table Bench Cookie. Cookie is 3" x 1" 4 x Discs/Cookies 0
149 1/2" Stone Mountain Bowl Gouge Bowl gouges are primarily used in the production of bowls, platters, dishes and other hollow forms produced on the faceplate - normally with the grain running across the blank. Easy to use and control Used for production of bowls, platters, dishes Most hollow forms produced on the faceplate 0
150 Dynatron R24 2U CPU Cooler Active for Intel Socket 2011 - Narrow ILM 60x60x28mm PWM Fan, Aluminum Fins with Heatpipe directly Contact CPU for 2U and Up Server, Support CPU Power up to 165 Watts Heat Dissipation. Dynatron R24 2U CPU Cooler Active for Intel Socket 2011 - Narrow ILM 0
151 Vickerman Lime Ornament Set, 125 per Box 125 Shatterproof Lime Plastic Ornaments. 3-Finish Matte/Shiny/Glitter. Set of 125 Pieces. Sizes range from 1.5" to 5.5" Including 2 6.5' Beaded Garlands. Shatterproof Seamless Plastic Equipped with ornament caps 0
152 NORTHLIGHT 60" Silver Sequin Snowflake with White Faux Fur Border Skirt Christmas Tree Accessories Enjoy a beautiful Christmas with this gorgeous tree skirt Tree skirt features sparkly, silver, sequin snowflakes, on a mesh overlay Design goes all the way around Closes in the back with a velcro fasteners Care instructions: spot clean only Dimensions: 60" diameter Material(s): polyester/faux fur Faux Fur,mesh,sequin Sowflake Tree Skirt Spot Clean Only 0
153 Steel Case for #900 Magnetic Protractor heavey duty steel case with poweder cat paint finnish MADE IN USA with USA materials and labor steel case for 900 protractor MADE IN USA with USA materials and labor 0
154 Ganxin Large Professional Flexible Tripod Stand Extendable and Foldable Scoreboard Holder Ganxin Large professional flexible tripod stand extendable and foldable scoreboard holderSpecifications: Model:tripodA Item Condition:100% New Folded size:68cm Extended size: max.190-200cm Frame Materials: Aluminum alloy Color: black Gross Weight:1KG Warranty:2 months by manufacturer/seller Folded size:68cm Extended size: max.195-200cm Frame Materials: Aluminum alloy 0
155 HYNIX HMT125U7BFR8C-H9 2GB DDR3 PC10600 240P DIMM HYNIX HMT125U7BFR8C-H9 PC3-10600E DDR3-1333 2GB ECC 2RX8 HYNIX PART# HMT125U7BFR8C-H9 PC3-10600E DDR3-1333 2GB ECC 2RX8 0
156 Urban Shop Tufted Office Chair, Ivory Tufted Leather effect is contemporary and stylish Sturdy armrests for added comfort Adjustable lever for varying heights Pneumatic Seat Height adjustable office chair Assembly required Weight capacity: 225 lbs. 0
157 NVX XAD21 2000W RMS 1-OHM Stable Full Bridge Class D High Power Competition Full Range Bridgeable 2-Channel Car Audio MOSFET Amplifier 0
158 #30 Tri-Groove Socket Drive: 3/8" Socket Length: 1-7/32"Fits Nut Size: 5/16", 3/8" And 8mmFor Use With Tri-Groove FastenersNot For Use With Pneumatic And Electric Impact WrenchesSocket Length May Vary Slightly, Contact To Confirm If Needed Drive: 3/8" Socket Length: 1-7/32" Use To Drive 5/16", 3/8" And M8 Tri-Groove Nuts 0
159 Kohler K-T22024-4-BL Kohler K-T22024-4 Tempered Deck Mounted Roman Tub Filler This Certified Refurbished product is manufacturer refurbished, shows limited or no wear, and includes all original accessories plus a 90-day limited hardware warranty. Finish: Matte Black Manufactured By: Kohler Faucet Centers: 8 in. 0
160 Warehouse of Tiffany CM084/4 Tegan Black & Gold 4 Ceiling Light with Glass Shades Flushmount, Black/Gold This semi-flush mounted indoor ceiling lamp offers plenty of illumination for your home. The finish combination of black and gold paired with four enclosed clear glass globes makes for a clean and modern fixture. It will showcase your excellent taste for decorating. Lighting Type: Semi-Flush mount Number of Lights: Four (4) Bulb Type: 60-W E12 (not included) Line switch ETL Listed 0
161 Absolute USA P16-500GR 16 Gauge 500-Feet Spool Primary Power Wire Cable (Green) 16 Gauge 500 FT Spool Primary Power Wire Cable Color Green Durable and Flexible for easy installation 0
162 21st Century Model 138 Fiberglass Kerosene Heater Wick 21st Century's Fiberglass Kerosene Heater Wicks are made of graphite coated fiberglass, a re-inforced cloth band and the highest quality cotton. Wick Model 138 fits Kero-sun OMNI105 (M,N,R), OMNI 120, OMNI 230 (B) Contact us for a free cross reference chart.. High quality cotton Graphite coated fiberglass Multiple set lines Package Dimension: 11.0" L x 7.0" W x 1.0" H 0
163 Whirlpool 7403P238-60 Infinite Switch for Range Works with the following models: Samsung RESF3330DB Samsung RESF3330DW Samsung RESF5330DT 7403P238-60 Genuine Replacement Part 0
164 Naiture 36" Standard Stainless Steel Shower Rod Ceiling Support with 1'' Loop, Brushed Nickel Finish Material: Stainless Steel 1/4" thick solid rod. Complete with eye loop and ceiling-mount flange. May be cut to fit ceiling height. Includes mounting hardware. 0
165 ArtDirect M.C. Escher 2X Matted 24x20 Black Ornate Framed Art Print 'Dragonfly' This is a high quality framed and double matted open edition art print. The frame is a two inch black ornate wood frame. The high quality art print is in stock and framed within a business day of order placement. Your satisfaction is guaranteed. High Quality Large Framed and Double Matted Open Edition Art Print Two Inch Wide Black Ornate Wood Frame In Stock - Framed and Shipped Out within One Business Day Satisfaction Guaranteed Made in the U.S.A. 0
166 Jean Dubost 4 Piece Cheese Board Set, Ivory This Jean Dubost cheese board set is great for slicing and serving all types of cheeses. It's a perfect addition to any party or get together. Abs Handles Stainless Steel Blades Certificate Of Authenticity Color: Ivory This Jean Dubost Cheese Board Set Is Great For Slicing And Serving All Types Of Cheeses. It's A Perfect Addition To Any Party Or Get Together. 0
167 Signs 4 Fun SIGJW9 John Wayne-Courage Metal Tin Sign, Brown John Wayne - Courage Metal Tin Sign Unembossed Tin Built To Last. Great Item To Give as A Gift. 0
168 Backcountry Access BCA BC Link 2.0 Two-Way FRS Radio + Frogzskin Vent Kit Includes BCA BC Link 2.0 FRS Two-Way Radio Includes Frogz Skin Speaker & Microphone Vent Kit 22 FRS channels + 121 sub-channels ensures minimal interference Meet all criteria set out by the revised FCC CFR 47 Part 95B 0
169 Southwire Company 26977906 Building Wire, 18 Awg/ 1 Cond, Black, 500Ft Southwire 500 ft. 18 Solid TFN Building Wire Wire Length: 500' Gauge Conductors: 18 Cable or Wire Type: TFN Color: Black uSE FOR Indoor 0
170 Peony Flower Wreath for Front Door Pink Valentine's Day Wreath Artificial Spring Floral Welcome Wreath Summer Garland for Door Window Wall Wedding Party Office Home Decor 0
171 LAPUDA Beautiful Hand Beading of Wedding Flower Basket with Elegant Appearance and Ivory Color, Clusters of Stars Style (1 Basket) Basket Color is available in Ivory & White Applique : Clear Rhinestones Basket size: The total height is 8.6 inches. (Including handle height) Basket Color is Ivory Applique : Clear Rhinestones Basket size: The total height is 8.6 inches. (Including handle height) 0
172 Brookstone Wine Chilling Stick Chills your wine without watering it down Contoured spout allows for a drip-free pour To prep the stick, simply place it in the freezer for at least 1 hour Keeps wine perfectly chilled and ready to serve Keep your wine chilled and ready to go 0
173 Plug-in Transformr, 115V in, 16.5V Out, 20V Plug-in Transformr,115V In,16.5V Out,20V Country of manufacture: China Door and Cabinet Hinges & Hardware Manufacturer: ALTRONIX 0
174 Supermicro E200-9B Pentium N3700 4X Intel LAN Mini Server, 8GB & 120GB mSATA SSD - Configured and Assembled by MITXPC 0
175 BQ220220 - Cutler Hammer Circuit Breakers 2 Pole 20 Amp - 2 Pole 20 Amp Quad Breaker Cutler Hammer Type BQ Quad 2 Pole 20 and 2 Pole 30 2 Pole 20 and 2 Pole 30 10,000 aic @ 120 / 240Volt 0
176 A&B Home Keyhole Vase This ceramic keyhole shape vase, designed by Anthony venetucci, has a ceramic construction. It has a lovely silver color with a metallic finish. The metallic tone gives it a rich appeal and makes it appear like a priceless treasure. It is a wonderful decorative piece for any style of room in your home. Made of ceramic Silver color with metallic finish Anthony venetucci design Perfect for home decor 0
177 Bommeow Battery Charger Combo for ICOM IC-705 as BP-307 (CB-BICL0307-3350-D) Value Set 1 Charger with 1 Battery Combo Fit ICOM: IC-705 Two Way Radio Model OEM Charger: BC-202 Fit Battery: BP-307 Battery: 7.4 V | 3350 mAh | Li-ion | Densely constructed w/ thick shell casing Maintain high capacity for 12 months from date of shipment. 0
178 Hardware House H10-3947 Dakota Outdoor Fixture Post Light, Antique Silver From the Manufacturer Dakota Series Outdoor Fixture Post Light Antique Silver. 6-3/4-inch by 8-1/2-inch 100-watt light Antique Silver Finish With Seedy Glass Bulbs not included 0
179 Valved "Y" Connections Model Code: AH - Price is for 1 Each (part# 111) Oxygen RH Female B-Size. High Quality adapters and connectors for Regulators and gas cylinders. Please take extra consideration to ensure the connector you are purchasing will work with the appropriate gas use. Oxygen RH Female B-Size Outlet: 2 - Oxygen RH Male B-Size Material: Brass Max Pressure: 200 psi Size: CGA-022 0
180 Lee Double Curtain Rod 66-120 inch - Satin Nickel Rod Desyne is pleased to introduce our designer-looking adjustable Lee Double Drapery Rod made with high quality steel pole. This curtain rod will add an elegant statement to any room. Matching single rod Includes two 13/16 inch diameter adjustable poles, extends 66-120 inch, 3 double brackets, and mounting hardware Projection: wall to back rod: 3.75", wall to front rod: 6.375" inches Each Lee finial measures W 1-3/8", H 1-1/16", D 1-1/16" 0
181 DeWalt DW735/DW735X 13" Planer 4 Pack Replacement Carbon Brush # 5140011-85-4PK Sold on Amazon 0
182 Dagan Wood Basket (DG-13BLK), Black The Dagan Wood Basket provides a premium carrier to store your firewood. Made from durable steel with a black finish and a filigree body design, this log holder is built to last. Neatly stack your logs in this 3 pound, 21-inch long wood basket. Premium fireplace wood basket Made from durable steel with a black finish Beautiful filigree body design 21-inches long and weighs 3 pounds Manufacturer #: 13BLK 0
183 Culligan Seal Pack Culligan Seal Pack. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance. This is a genuine OEM (Original Equipment Manufacturer) part. Use genuine OEM parts for safety reliability and performance. 0
184 Embraco EMI70HNR Replacement Refrigeration Compressor 1/3 HP R-134A R134A This is a Brand New EMBRACO Refrigeration Compressor This is a Brand New EMBRACO Refrigeration Compressor 1/3 HP 115V R-134A / R134A / Aftermarket replacement for Embraco # EMI70HNR 0
185 Essy serum for skin care pink 1 pack 60ML Brand sorrento P1419-10 Faux silk fabric Dimension :50" Decoration High Quality Christams tree skirt style Secure around tree stand with the Velcro 100 % Polyester,faux Silk,sequin Dimensions:50"/Color:silver Faux silk with sequin embroidery to the 100% polyester fabric 100% polyurethane or foam filling High quality with lowest price Can be re-used yesr after year 0
186 Silk Shantung Traditional Bell Shaped Lamp Shade, Eggshell color | 16 Inch by UpgradeLAMPS This beautiful classic shade can update any lamp style you have. Upgradelights traditional silk bell shaped lamp shade is a part of a timeless collection. Perfect for anyone who is looking for a traditional & elegant lampshade. Exterior Fabric: Hand Tailored Silk-Type Shantung Shantung Silk Imported Shade Dimensions in Inches: Top is (8 x 16 x 12) inches Shape & Style: Bell shaped for a Traditional elegant style Polished brass spider fitting. Creme fabric with self trim. 0
187 wall26 Canvas Print Wall Art Eagle Insignia Army & Family Flag Pop Culture Cultural Digital Art Modern Art Traditional Colorful for Living Room, Bedroom, Office - 32"x48" High quality printed artwork stretched to fit on durable and shrink-resistant canvas. Great gift idea for friends and family for holidays or other special occasions. 1.5" stretcher bars to give artwork a gallery-quality profile. Hanging accessory toolkit included with all artwork. Note: Due to monitor display issues, actual colors may slightly differ from pictures. 0
188 Teen Wolf Mtv Poster 2ftx3ft Teen Wolf Mtv Poster 2ftx3ft,Size: 24inx36in, produced on quality poster paper. Measures 24"x36" 24 inches x 36 inches Paper poster, Condition: NEW Packaged rolled inside cardboard tube Wall Art for any room 0
189 Serta Motion Perfect 2.0 (New Black 2020 Version-) Replacement Remote for Adjustable Bed- Does NOT Have 6 PINS This is the genuine replacement remote for the Serta Motion Perfect 2.0 Adjustable Base. As of 2018 Serta discontinued the old white color remote and replaced it with the current black remote without a Serta logo. The same remote works for two bases (one from Simmons) so they were able to save on skus at the factory. If your old remote's buttons or the word "Massage" are in different places this remote will not be compatible with your base. 0
190 Head Case Designs Officially Licensed Barruf Gentle Pug Dogs Leather Book Wallet Case Cover Compatible with Samsung Galaxy S21 Ultra 5G Head Case Designs Officially Licensed Barruf product Handcrafted leather construction Multiple card slots for ID or credit cards Multi-view stand. Ideal for watching movies Magnetic closure system 0
191 AFC (TM) AFC-EPH-1200-2-12000SKC Water Filter (Comparable to BodyGlove (R) BG-3000R ) Made in U.S.A (1) Micron Rating: 0.5 Microns Flow Rate: 0.5 GPM 1:89 LMP - 2.0 GPM/7.56 LMP Capacity: 12 months or 9000 Gallons Dimensions: 3.4″ Tall X 12.25″ Wide Max Temp: for cold water use only: 100° F (38° C) Max Pressure: 125 PSI 0
192 Cosmas 25 Pack 464SN Satin Nickel Leaf Cabinet Hardware Round Knob - 1-1/4" Inch Diameter High Quality Satin Nickel Finish Knob Diameter: 1-1/4" Projection: 1" Base of Knob Diameter: 5/8" Individually Polybagged with 1" Mounting Screws Included 0
193 ION TOOL Pry Bar 4 Piece Set, 8-24 inch with Hammer Top 4 Piece Pry Bar Set, comes in the following sizes: 24”, 19”, 13”, 8”. Quality Construction from forged square stock, will not easily bend or twist. Striking Cap designed for hammer striking to power through your project. Premium non-slip handles with attractive two-tone color design. Customer satisfaction guaranteed. US based company with fast and exceptional customer service. 0
194 WES CLASSIC ECONOMY, Manufacturer: WES, Part Number: 398004-AD, VPN: 120-0015-AD, Condition: New 0
195 Dometic 385311647 Dometic 385311647 Seat and Lid for 310 Series Toilet - Bone Dometic ducting attaches easily to duct rings, grilles, and transition boxes and is constructed from a Mylar fabric shell with 1" thick insulation. 5" x 25' size. Package Dimensions: 21 L x 5 H x 19 W (inches) Package Weight : 3 pounds Country of Origin : China Part number: 385311647 0
196 Vickerman 9' Unlit Upside Down Artificial Christmas Tree (A860180) 9' x 102" unlit Upside Down tree featuring 2420 PVC tips, making this festive tree the perfect addition to any room. 2420 PVC Tips Unlit, 2420 PVC Tips 10 Year Limited Manufacturer 9' x 102" 0
197 BOYO VTS18HD - Tailgate Door Handle HD Backup Camera for Toyota Tacoma 2005-2014 (Black Door Handle) VTS18HD: Vehicle Specific Toyota Tacoma Tailgate Door-handle Camera Fits Toyota Tacoma 2005~2014;Sony HD CCD;600 TVL horizontal resolution;768(H) x 494(V) pixels; Waterproof IP67;130 degree wide viewing angle;0.1 lux; Reverse Image; Parking lines on/off selectable 0
198 Consumable Kit, 30 AMP, for XT30 The consumable kit is for use with XT30 torch. It includes 5 electrodes (249926), 5 tips (249927), 1 swirl ring (249931), 1 retaining cup (249932), 1 O-Ring (249969) and 1 grease pack (252951). Amps: 30 AMP Application: Plasma Cutting For use with: XT30 torch 0
199 Efergy Elite 4.0 Wireless Electricity Monitor Large wireless portable compact display can be placed anywhere in the home DIY - easy, quick and safe installation and Set up Energy monitors are not designed to replace or be as accurate as your supply meter as meters are highly accurate and monitors are a guide Home instant real-time energy consumption readings 0
200 Grey Pneumatic GY1326M 1/2 Inch Drive 26 Pieces Standard Lenght Metric Master Set High quality chro-moly alloy steel. GP High Torque Drive Socket design for increased strength with reduced chance of fastener rounding. .Comes in a molded case. Molded cases feature removable top for use as a toolbox tray. Set Includes: (1/2" Drive; 6 Points): 10mm Thru 36mm Standard Length Impact Sockets. 0
Loading…
Cancel
Save