3412 lines
114 KiB
Plaintext
3412 lines
114 KiB
Plaintext
{
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"cells": [
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{
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||
"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"# imports\n",
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"\n",
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"import os\n",
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"import glob\n",
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"from dotenv import load_dotenv\n",
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"import gradio as gr\n",
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"# import gemini\n",
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"import google.generativeai"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# imports for langchain and Chroma and plotly\n",
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"\n",
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"from langchain.document_loaders import DirectoryLoader, TextLoader\n",
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"from langchain.text_splitter import CharacterTextSplitter\n",
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"from langchain.schema import Document\n",
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"from langchain_openai import OpenAIEmbeddings, ChatOpenAI\n",
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"from langchain_chroma import Chroma\n",
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"from langchain_google_genai import GoogleGenerativeAIEmbeddings\n",
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"\n",
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"import numpy as np\n",
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"from sklearn.manifold import TSNE\n",
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"import plotly.graph_objects as go"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"# price is a factor for our company, so we're going to use a low cost model\n",
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"\n",
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"MODEL = \"gemini-1.5-flash\"\n",
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"db_name = \"vector_db\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Load environment variables in a file called .env\n",
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"\n",
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"load_dotenv()\n",
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"os.environ['GOOGLE_API_KEY'] = os.getenv('GOOGLE_API_KEY', 'your-key-if-not-using-env')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"google.generativeai.configure()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Read in documents using LangChain's loaders\n",
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"# Take everything in all the sub-folders of our knowledgebase\n",
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"\n",
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"folders = glob.glob(\"knowledge-base/*\")\n",
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"\n",
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"# With thanks to CG and Jon R, students on the course, for this fix needed for some users \n",
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"text_loader_kwargs = {'encoding': 'utf-8'}\n",
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"# If that doesn't work, some Windows users might need to uncomment the next line instead\n",
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"# text_loader_kwargs={'autodetect_encoding': True}\n",
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"\n",
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"documents = []\n",
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"for folder in folders:\n",
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" doc_type = os.path.basename(folder)\n",
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" loader = DirectoryLoader(folder, glob=\"**/*.md\", loader_cls=TextLoader, loader_kwargs=text_loader_kwargs)\n",
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" folder_docs = loader.load()\n",
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" for doc in folder_docs:\n",
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" doc.metadata[\"doc_type\"] = doc_type\n",
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" documents.append(doc)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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||
"metadata": {},
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||
"outputs": [
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{
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"name": "stderr",
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||
"output_type": "stream",
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"text": [
|
||
"Created a chunk of size 1088, which is longer than the specified 1000\n"
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]
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}
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||
],
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"source": [
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"text_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=200)\n",
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"chunks = text_splitter.split_documents(documents)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"123"
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]
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},
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||
"execution_count": 8,
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||
"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
|
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"len(chunks)"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 9,
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||
"metadata": {},
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||
"outputs": [
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||
{
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||
"name": "stdout",
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||
"output_type": "stream",
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"text": [
|
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"Document types found: employees, contracts, products, company\n"
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||
]
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||
}
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],
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"source": [
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"doc_types = set(chunk.metadata['doc_type'] for chunk in chunks)\n",
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||
"print(f\"Document types found: {', '.join(doc_types)}\")"
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]
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},
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{
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"cell_type": "markdown",
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||
"metadata": {},
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||
"source": [
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||
"Embegging using langchain_google_genai"
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||
]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 12,
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||
"metadata": {},
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||
"outputs": [],
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"source": [
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||
"embeddings = GoogleGenerativeAIEmbeddings(model=\"models/embedding-001\")"
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||
]
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||
},
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||
{
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||
"cell_type": "code",
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||
"execution_count": 13,
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||
"metadata": {},
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||
"outputs": [],
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"source": [
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"# Check if a Chroma Datastore already exists - if so, delete the collection to start from scratch\n",
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"\n",
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"if os.path.exists(db_name):\n",
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" Chroma(persist_directory=db_name, embedding_function=embeddings).delete_collection()"
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 14,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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||
"Vectorstore created with 123 documents\n"
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]
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}
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],
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"source": [
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"# Create our Chroma vectorstore!\n",
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"\n",
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"vectorstore = Chroma.from_documents(documents=chunks, embedding=embeddings, persist_directory=db_name)\n",
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"print(f\"Vectorstore created with {vectorstore._collection.count()} documents\")"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 15,
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"metadata": {},
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"outputs": [
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||
{
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||
"name": "stdout",
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"output_type": "stream",
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"text": [
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"The vectors have 768 dimensions\n"
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]
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}
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],
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"source": [
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"# Get one vector and find how many dimensions it has\n",
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"\n",
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"collection = vectorstore._collection\n",
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"sample_embedding = collection.get(limit=1, include=[\"embeddings\"])[\"embeddings\"][0]\n",
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"dimensions = len(sample_embedding)\n",
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"print(f\"The vectors have {dimensions:,} dimensions\")"
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]
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},
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{
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||
"cell_type": "code",
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||
"execution_count": 16,
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||
"metadata": {},
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||
"outputs": [
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||
{
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||
"data": {
|
||
"text/plain": [
|
||
"array([-1.85247306e-02, 1.97027717e-03, -1.15211494e-02, 2.23240890e-02,\n",
|
||
" 8.41063485e-02, 3.64531651e-02, 2.63696015e-02, 1.50563465e-02,\n",
|
||
" 4.84857559e-02, 3.80692482e-02, 1.83093594e-04, 2.24398952e-02,\n",
|
||
" 4.60567214e-02, 4.58190292e-02, 3.74429822e-02, -5.23896851e-02,\n",
|
||
" 1.15476940e-02, 3.38097848e-02, -3.03355325e-02, -8.63027293e-03,\n",
|
||
" 5.64942770e-02, 2.51798406e-02, 1.38015151e-02, -2.07526479e-02,\n",
|
||
" -1.87167544e-02, -5.78521052e-03, 3.82627323e-02, -5.68991937e-02,\n",
|
||
" -4.89688739e-02, 4.87425253e-02, -5.03955260e-02, 4.04499583e-02,\n",
|
||
" -1.47977415e-02, -2.80260411e-03, -2.85318792e-02, -1.24896644e-02,\n",
|
||
" -1.88693665e-02, 3.28911357e-02, 1.54064260e-02, -1.13518359e-02,\n",
|
||
" 1.19983163e-02, -4.97919060e-02, -7.15689212e-02, 3.09262015e-02,\n",
|
||
" 3.62883396e-02, -2.03951504e-02, -7.55731598e-04, 2.51011271e-02,\n",
|
||
" 3.39337029e-02, -5.55131771e-02, -2.86268047e-03, -7.47634424e-03,\n",
|
||
" 3.86099182e-02, -3.56446877e-02, 1.85160991e-02, -1.19267786e-02,\n",
|
||
" 1.68699641e-02, 1.58497505e-02, -1.08698392e-02, 2.08130740e-02,\n",
|
||
" 6.39916444e-03, 3.05734184e-02, 5.82463294e-02, -1.44922675e-03,\n",
|
||
" -1.79196689e-02, -2.34130044e-02, -3.13566029e-02, 1.37667591e-02,\n",
|
||
" 4.96128462e-02, 5.82867675e-03, -2.33113561e-02, 2.03036945e-02,\n",
|
||
" 7.26327226e-02, -7.70192454e-03, 2.78026573e-02, -1.37509912e-01,\n",
|
||
" -1.44480485e-02, 4.16051000e-02, 1.67854633e-02, 2.36726133e-03,\n",
|
||
" -2.00128066e-03, -3.60025503e-02, -6.90808743e-02, -3.29498723e-02,\n",
|
||
" -5.02625778e-02, 3.79297920e-02, -3.34151275e-02, 1.56359505e-02,\n",
|
||
" -3.85190472e-02, 1.16659962e-02, -4.66518424e-04, -2.63051875e-02,\n",
|
||
" 5.54691255e-02, -6.97175264e-02, -1.66818849e-03, 2.73272246e-02,\n",
|
||
" -1.61965825e-02, -7.92282149e-02, 4.47267629e-02, 6.27311831e-03,\n",
|
||
" -1.52192293e-02, -5.41190691e-02, -5.28662018e-02, 1.95346586e-02,\n",
|
||
" 4.98477593e-02, 1.75764207e-02, 2.77924556e-02, 4.11877260e-02,\n",
|
||
" -8.70027393e-03, 1.09095387e-02, -7.46374056e-02, -1.40648121e-02,\n",
|
||
" 8.47891625e-03, 1.82989165e-02, 5.40199410e-03, -4.91827056e-02,\n",
|
||
" 3.01663689e-02, 1.20082296e-01, 4.19785194e-02, 5.37006371e-02,\n",
|
||
" 1.95586067e-02, 3.67937014e-02, 5.55788800e-02, 3.01843323e-02,\n",
|
||
" 1.23615358e-02, -2.52238587e-02, -1.90039817e-03, 1.25963325e-02,\n",
|
||
" 1.96099468e-02, -2.76104994e-02, 8.50712322e-03, -3.35235824e-03,\n",
|
||
" -1.83853842e-02, -8.47999286e-03, 4.49112691e-02, 7.80286118e-02,\n",
|
||
" 3.13673019e-02, -5.87284006e-02, 6.18342683e-03, -3.69714014e-02,\n",
|
||
" -6.11646585e-02, 8.15040059e-03, -2.09620073e-02, 3.29048000e-02,\n",
|
||
" -2.39007361e-02, 3.13391797e-02, -6.29583746e-02, 9.62914992e-03,\n",
|
||
" 4.69451919e-02, -1.55548938e-02, -1.08551867e-02, -1.75406560e-02,\n",
|
||
" -2.78927013e-02, -3.97054665e-02, 1.15165431e-02, 3.07822004e-02,\n",
|
||
" -9.11642238e-03, 4.40496877e-02, -8.59784335e-03, 2.35226303e-02,\n",
|
||
" 4.97264899e-02, -1.00569446e-02, 3.46257500e-02, 3.96797732e-02,\n",
|
||
" -3.16511723e-03, -4.84315120e-02, -2.08059177e-02, -5.34345349e-03,\n",
|
||
" -7.20019713e-02, 1.50311925e-02, 1.43422689e-02, 2.80486885e-02,\n",
|
||
" -2.79754773e-02, -3.76880877e-02, -1.73238665e-02, -6.98957294e-02,\n",
|
||
" 3.06093972e-03, 4.12527993e-02, -5.45395259e-03, -3.08096465e-02,\n",
|
||
" -1.91735979e-02, -2.10986007e-02, 7.85525597e-04, 3.09847631e-02,\n",
|
||
" 1.55055597e-02, -6.56506643e-02, 6.37451485e-02, -3.55708376e-02,\n",
|
||
" -3.29639725e-02, 1.39867906e-02, 1.76938977e-02, -2.20224354e-02,\n",
|
||
" -6.27441108e-02, -3.61145250e-02, -2.66809091e-02, 4.22038734e-02,\n",
|
||
" 8.49101413e-03, 3.20192124e-03, 1.21845759e-03, 1.31745469e-02,\n",
|
||
" 4.93204966e-02, 6.24106042e-02, 7.91884307e-03, 1.63087379e-02,\n",
|
||
" 3.43066305e-02, -8.45552480e-04, 6.95117190e-02, -1.53776845e-02,\n",
|
||
" -4.45214882e-02, -3.96845117e-03, -5.38600758e-02, 4.33417298e-02,\n",
|
||
" -4.64314111e-02, -2.47553438e-02, 2.38111801e-02, -1.99962985e-02,\n",
|
||
" 2.90647522e-02, 3.60554457e-02, -2.77763233e-04, -2.24469882e-02,\n",
|
||
" 1.94191746e-02, 2.43108328e-02, -1.08723459e-03, 8.53982661e-03,\n",
|
||
" -6.51547760e-02, 3.65577033e-03, -3.34729366e-02, -7.59119075e-03,\n",
|
||
" 3.89748104e-02, -1.48010068e-02, 6.33744663e-03, 6.05361424e-02,\n",
|
||
" 1.90376677e-02, 1.85515098e-02, 4.76264358e-02, 2.00010519e-02,\n",
|
||
" -4.09411034e-03, 3.57255787e-02, 3.37230526e-02, 3.47398221e-02,\n",
|
||
" -6.82447255e-02, 2.74445787e-02, 4.82460391e-03, 7.15916380e-02,\n",
|
||
" -6.75637498e-02, -1.93010531e-02, -6.33795038e-02, 2.39340160e-02,\n",
|
||
" 2.15932559e-02, 4.74238284e-02, 1.11402851e-02, 2.44186521e-02,\n",
|
||
" -6.22628024e-03, -5.45446090e-02, -7.23260865e-02, 3.84008549e-02,\n",
|
||
" -5.59312366e-02, 3.70877385e-02, -4.52155173e-02, 4.30228785e-02,\n",
|
||
" 6.93516359e-02, -4.22157235e-02, 1.48834940e-03, -3.84283415e-03,\n",
|
||
" 1.17617855e-02, -9.66931786e-03, -5.06984442e-02, -2.44104918e-02,\n",
|
||
" -3.45009454e-02, 4.94865663e-02, 1.08481916e-02, -2.43156664e-02,\n",
|
||
" 1.05220899e-02, -1.72448978e-02, 1.81394501e-03, 3.08941212e-02,\n",
|
||
" 2.51201186e-02, 4.36747409e-02, 4.71153371e-02, -4.59319763e-02,\n",
|
||
" 7.45190587e-03, 3.21745686e-02, 4.70025688e-02, -5.51542779e-03,\n",
|
||
" -4.25801054e-03, -6.29816437e-03, -4.47728485e-02, -1.48455966e-02,\n",
|
||
" 2.29813550e-02, -1.95379239e-02, -2.13512853e-02, -5.86819425e-02,\n",
|
||
" -1.85773782e-02, -2.24611926e-04, -2.30959151e-02, 1.88287124e-02,\n",
|
||
" -9.51578654e-03, 3.44732031e-02, 2.91043818e-02, -8.33908617e-02,\n",
|
||
" 2.76501887e-02, -7.12599382e-02, 2.41419370e-03, -6.75831065e-02,\n",
|
||
" 2.15027742e-02, -1.03543000e-02, -2.02222615e-02, -1.35693680e-02,\n",
|
||
" 6.46096654e-03, -9.09610838e-03, 3.30464281e-02, -2.29563769e-02,\n",
|
||
" 2.99834702e-02, 1.66380852e-02, 3.34749632e-02, 2.78630331e-02,\n",
|
||
" 1.45139797e-02, -1.32757183e-02, -1.14772804e-02, 3.63563970e-02,\n",
|
||
" 9.40349512e-03, 6.22012764e-02, 1.20176319e-02, -3.24308984e-02,\n",
|
||
" 5.28422650e-04, 2.68275104e-02, -1.50545193e-02, -3.12765595e-03,\n",
|
||
" 1.37070632e-02, 5.76969311e-02, -6.79700868e-03, -7.21968431e-03,\n",
|
||
" -3.15651856e-02, -2.84020957e-02, -5.55845089e-02, 3.14262249e-02,\n",
|
||
" -7.47790784e-02, 1.28980130e-02, -2.81751752e-02, -2.86569409e-02,\n",
|
||
" -1.47787528e-02, 1.91606581e-02, -2.45286450e-02, -6.41258880e-02,\n",
|
||
" 2.65480876e-02, -2.25590970e-02, -2.64642686e-02, 4.59829271e-02,\n",
|
||
" 6.15315847e-02, 4.93693724e-02, 1.72816720e-02, 5.70014864e-02,\n",
|
||
" -5.09416722e-02, 1.95028335e-02, -3.13961804e-02, -5.73463403e-02,\n",
|
||
" 3.55050527e-02, 2.45417990e-02, 2.33551096e-02, -4.55264412e-02,\n",
|
||
" -1.20000392e-02, 4.08036597e-02, 7.19558867e-03, -4.95873280e-02,\n",
|
||
" -7.97256920e-03, 4.70858114e-03, 4.23983438e-03, -5.18187229e-03,\n",
|
||
" -6.00059377e-03, 3.15771773e-02, 1.29322298e-02, -7.47607742e-03,\n",
|
||
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||
" 5.84133416e-02, -1.66928973e-02, -2.85255332e-02, 2.45231064e-03,\n",
|
||
" 6.42824322e-02, 1.12834880e-02, 7.07072765e-02, -6.12733029e-02,\n",
|
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" -3.22022736e-02, 1.49255954e-02, -3.45885344e-02, 5.64290285e-02,\n",
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" -2.44657323e-02, -2.35221051e-02, 5.31864055e-02, 3.79638225e-02,\n",
|
||
" 3.60472314e-02, -7.53597310e-03, -2.83951834e-02, 3.89870517e-02,\n",
|
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" -2.53880899e-02, 7.42309308e-03, -7.19177909e-03, -2.33137272e-02,\n",
|
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" 7.28014112e-02, -7.79018700e-02, 9.64842457e-03, -2.72194725e-02,\n",
|
||
" 2.04009134e-02, -4.13496494e-02, 8.00416097e-02, -3.60673741e-02,\n",
|
||
" 4.44941409e-03, 3.92931253e-02, 1.36698354e-02, 1.24587072e-02,\n",
|
||
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|
||
" -1.82240052e-04, -1.41077256e-02, -2.97611952e-02, -1.74682311e-04,\n",
|
||
" 2.24157814e-02, 4.44416255e-02, -4.01153713e-02, -6.28807694e-02,\n",
|
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" 1.47870714e-02, -2.36048526e-03, 1.80037152e-02, 1.93315167e-02,\n",
|
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" 7.11953864e-02, 2.82566436e-02, -2.44845683e-03, -1.15027081e-03,\n",
|
||
" 6.96809217e-02, -7.51282647e-03, 7.46430457e-02, 4.62826341e-02,\n",
|
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" -1.57173667e-02, -1.77645404e-02, -6.00871742e-02, -4.73721325e-03,\n",
|
||
" -2.26073875e-03, 7.37745641e-03, -9.78859235e-03, -1.78285630e-03,\n",
|
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" -1.11999512e-01, 3.77576649e-02, 2.25516558e-02, 1.88177861e-02,\n",
|
||
" -2.03207228e-02, 6.17188103e-02, 3.49288732e-02, -8.87825638e-02,\n",
|
||
" -4.09724452e-02, 4.36148830e-02, -5.32415183e-03, -2.60976851e-02,\n",
|
||
" 7.11308792e-02, 6.35896670e-03, 3.25526879e-03, 1.12947663e-02,\n",
|
||
" 1.56234000e-02, -2.11693402e-02, 3.77066508e-02, -3.17939967e-02,\n",
|
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" -1.39819952e-02, 1.79927405e-02, 2.04036627e-02, 2.92575965e-03,\n",
|
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" -1.45869134e-02, -2.90152151e-02, -5.97235262e-02, -1.11356348e-01,\n",
|
||
" -3.18385735e-02, -2.38965661e-03, -6.12345934e-02, 4.60752286e-03,\n",
|
||
" 2.72978023e-02, 6.74417708e-03, 6.17338419e-02, 4.96751778e-02,\n",
|
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" -6.44939207e-03, 3.66540253e-02, 6.50297524e-03, 4.99960519e-02,\n",
|
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" 4.00801897e-02, -3.11222542e-02, -6.01028092e-02, 3.36206071e-02,\n",
|
||
" 1.11553874e-02, -1.01943649e-02, -1.93773943e-03, 8.48573353e-03,\n",
|
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" -2.81138644e-02, -4.14620228e-02, -5.91190718e-03, -4.40563932e-02,\n",
|
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" -3.85563564e-03, 3.15620564e-03, 3.58664691e-02, -2.53184307e-02,\n",
|
||
" -2.90389216e-05, 5.32585476e-03, 1.12847844e-02, 1.09254308e-02,\n",
|
||
" -2.80107949e-02, -2.64293756e-02, 1.36288069e-02, 2.05743704e-02,\n",
|
||
" 5.06558456e-02, 2.03972589e-03, 6.15928322e-03, 1.65107157e-02,\n",
|
||
" 7.66068920e-02, 1.06601194e-02, 2.15027258e-02, -1.87675226e-02,\n",
|
||
" -8.91032163e-03, 5.78406416e-02, -3.35133038e-02, 1.11876021e-03,\n",
|
||
" -3.03310864e-02, 8.82029254e-03, -1.71672814e-02, -1.08657381e-03,\n",
|
||
" 3.43640856e-02, 6.27818331e-03, -2.87505034e-02, -5.35019450e-02,\n",
|
||
" -6.20333590e-02, 7.05959573e-02, -2.40503754e-02, -3.69300060e-02,\n",
|
||
" -1.34815788e-02, -3.37581560e-02, 2.64684986e-02, -1.33448904e-02,\n",
|
||
" -1.59186460e-02, 3.17284912e-02, 1.24617647e-02, 1.01900354e-01,\n",
|
||
" 5.25732934e-02, -1.05239293e-02, -9.43460036e-04, -4.58779857e-02,\n",
|
||
" -4.57871556e-02, -1.21272868e-02, -3.97307090e-02, 2.81554665e-02,\n",
|
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" 4.01902646e-02, -5.47600538e-03, -1.49628508e-03, 1.42910369e-02,\n",
|
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" 5.93335070e-02, -4.52512540e-02, -4.55521718e-02, 2.89121401e-02,\n",
|
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" -1.18271308e-02, 6.30670190e-02, 4.18886282e-02, -5.92090562e-03,\n",
|
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" 9.88560263e-03, -4.83246380e-03, 2.92682964e-02, 4.01030742e-02,\n",
|
||
" -4.30496857e-02, -7.91318994e-03, -5.26147615e-03, -8.48481245e-03,\n",
|
||
" 3.12878750e-02, 2.27111876e-02, -3.72377895e-02, -1.53291542e-02])"
|
||
]
|
||
},
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"sample_embedding"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"Visualizing vector"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Prework\n",
|
||
"\n",
|
||
"result = collection.get(include=['embeddings', 'documents', 'metadatas'])\n",
|
||
"vectors = np.array(result['embeddings'])\n",
|
||
"documents = result['documents']\n",
|
||
"doc_types = [metadata['doc_type'] for metadata in result['metadatas']]\n",
|
||
"colors = [['blue', 'green', 'red', 'orange'][['products', 'employees', 'contracts', 'company'].index(t)] for t in doc_types]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"application/vnd.plotly.v1+json": {
|
||
"config": {
|
||
"plotlyServerURL": "https://plot.ly"
|
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|
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"data": [
|
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|
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|
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"size": 5
|
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},
|
||
"mode": "markers",
|
||
"text": [
|
||
"Type: company<br>Text: # About Insurellm\n\nInsurellm was founded by Avery Lancaster in 2015 as an insurance tech startup des...",
|
||
"Type: company<br>Text: # Careers at Insurellm\n\nInsurellm is hiring! We are looking for talented software engineers, data sc...",
|
||
"Type: company<br>Text: # Overview of Insurellm\n\nInsurellm is an innovative insurance tech firm with 200 employees across th...",
|
||
"Type: contracts<br>Text: # Contract with Apex Reinsurance for Rellm: AI-Powered Enterprise Reinsurance Solution\n\n## Terms\n\n1....",
|
||
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This Agreement will automatically renew for successive one-yea...",
|
||
"Type: contracts<br>Text: 2. **Seamless Integrations**: The architecture of Rellm allows for easy integration with existing sy...",
|
||
"Type: contracts<br>Text: 1. **Technical Support**: Provider shall offer dedicated technical support to the Client via phone, ...",
|
||
"Type: contracts<br>Text: **Insurellm, Inc.** \n_____________________________ \nAuthorized Signature \nDate: ________________...",
|
||
"Type: contracts<br>Text: # Contract with Belvedere Insurance for Markellm\n\n## Terms\nThis Contract (\"Agreement\") is made and e...",
|
||
"Type: contracts<br>Text: ## Renewal\n1. **Renewal Terms**: This Agreement may be renewed for additional one-year terms upon mu...",
|
||
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Matching**: Belvedere Insurance will benefit from Markellm's AI-powered ...",
|
||
"Type: contracts<br>Text: ## Support\n1. **Technical Support**: Technical support will be available from 9 AM to 7 PM EST, Mond...",
|
||
"Type: contracts<br>Text: **Belvedere Insurance** \nSignature: ______________________ \nName: [Authorized Signatory] \nTitle: ...",
|
||
"Type: contracts<br>Text: # Contract with BrightWay Solutions for Markellm\n\n**Contract Date:** October 5, 2023 \n**Contract ID...",
|
||
"Type: contracts<br>Text: 3. **Service Level Agreement (SLA):** \n Insurellm commits to a 99.9% uptime for the platform with...",
|
||
"Type: contracts<br>Text: 2. **Real-Time Quote Availability:** \n Consumers sourced via BrightWay Solutions will receive rea...",
|
||
"Type: contracts<br>Text: 3. **Training and Onboarding:** \n Insurellm agrees to provide one free training session on how to...",
|
||
"Type: contracts<br>Text: # Contract with EverGuard Insurance for Rellm: AI-Powered Enterprise Reinsurance Solution\n\n**Contrac...",
|
||
"Type: contracts<br>Text: 4. **Usage Rights**: EverGuard Insurance is granted a non-exclusive, non-transferable license to acc...",
|
||
"Type: contracts<br>Text: 1. **Core Functionality**: Rellm provides EverGuard Insurance with advanced AI-driven analytics, sea...",
|
||
"Type: contracts<br>Text: 1. **Customer Support**: Insurellm will provide EverGuard Insurance with 24/7 customer support, incl...",
|
||
"Type: contracts<br>Text: ---\n\n**Signatures** \n**For Insurellm**: __________________________ \n**Name**: John Smith \n**Title...",
|
||
"Type: contracts<br>Text: # Contract with GreenField Holdings for Markellm\n\n**Effective Date:** November 15, 2023 \n**Contract...",
|
||
"Type: contracts<br>Text: ## Renewal\n1. **Automatic Renewal**: This contract will automatically renew for sequential one-year ...",
|
||
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Matching**: Access to advanced algorithms that connect GreenField Holdin...",
|
||
"Type: contracts<br>Text: ## Support\n1. **Customer Support Access**: The Client will have access to dedicated support through ...",
|
||
"Type: contracts<br>Text: **Signatures:** \n_________________________ _________________________ \n**...",
|
||
"Type: contracts<br>Text: # Contract with Greenstone Insurance for Homellm\n\n---\n\n## Terms\n\n1. **Parties**: This Contract (\"Agr...",
|
||
"Type: contracts<br>Text: 4. **Payment Terms**: \n - The Customer shall pay an amount of $10,000 per month for the Standard T...",
|
||
"Type: contracts<br>Text: ---\n\n## Features\n\n- **AI-Powered Risk Assessment**: Customer will have access to enhanced risk evalu...",
|
||
"Type: contracts<br>Text: - **Customer Portal**: A dedicated portal will be provided, allowing the Customer's clients to manag...",
|
||
"Type: contracts<br>Text: ______________________________ \n[Name], [Title] \nDate: ______________________\n\n**For Greenstone In...",
|
||
"Type: contracts<br>Text: # Contract with GreenValley Insurance for Homellm\n\n**Contract Date:** October 6, 2023 \n**Contract N...",
|
||
"Type: contracts<br>Text: 4. **Confidentiality:** Both parties agree to maintain the confidentiality of proprietary informatio...",
|
||
"Type: contracts<br>Text: 1. **AI-Powered Risk Assessment:** Access to advanced AI algorithms for real-time risk evaluations.\n...",
|
||
"Type: contracts<br>Text: 3. **Regular Updates:** Insurellm will offer ongoing updates and enhancements to the Homellm platfor...",
|
||
"Type: contracts<br>Text: # Contract with Pinnacle Insurance Co. for Homellm\n\n## Terms\nThis contract (\"Contract\") is entered i...",
|
||
"Type: contracts<br>Text: ## Renewal\n1. **Renewal Terms**: At the end of the initial term, this Contract shall automatically r...",
|
||
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Risk Assessment**: Utilized for tailored underwriting decisions specific...",
|
||
"Type: contracts<br>Text: ## Support\n1. **Technical Support**: Insurellm shall provide 24/7 technical support via an email and...",
|
||
"Type: contracts<br>Text: # Contract with Roadway Insurance Inc. for Carllm\n\n---\n\n## Terms\n\n1. **Agreement Effective Date**: T...",
|
||
"Type: contracts<br>Text: ---\n\n## Renewal\n\n1. **Automatic Renewal**: This agreement will automatically renew for an additional...",
|
||
"Type: contracts<br>Text: ---\n\n## Features\n\n1. **Access to Core Features**: Roadway Insurance Inc. will have access to all Pro...",
|
||
"Type: contracts<br>Text: ---\n\n## Support\n\n1. **Technical Support**: Roadway Insurance Inc. will receive priority technical su...",
|
||
"Type: contracts<br>Text: # Contract with Stellar Insurance Co. for Rellm\n\n## Terms\nThis contract is made between **Insurellm*...",
|
||
"Type: contracts<br>Text: ### Termination\nEither party may terminate this agreement with a **30-day written notice**. In the e...",
|
||
"Type: contracts<br>Text: ## Features\nStellar Insurance Co. will receive access to the following features of the Rellm product...",
|
||
"Type: contracts<br>Text: ## Support\nInsurellm provides Stellar Insurance Co. with the following support services:\n\n- **24/7 T...",
|
||
"Type: contracts<br>Text: # Contract with TechDrive Insurance for Carllm\n\n**Contract Date:** October 1, 2024 \n**Contract Dura...",
|
||
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This contract shall automatically renew for additional one-yea...",
|
||
"Type: contracts<br>Text: ## Support\n\n1. **Customer Support**: Insurellm will provide 24/7 customer support to TechDrive Insur...",
|
||
"Type: contracts<br>Text: **TechDrive Insurance Representative:** \nName: Sarah Johnson \nTitle: Operations Director \nDate: _...",
|
||
"Type: contracts<br>Text: # Contract with Velocity Auto Solutions for Carllm\n\n**Contract Date:** October 1, 2023 \n**Contract ...",
|
||
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This contract will automatically renew for successive 12-month...",
|
||
"Type: contracts<br>Text: ## Support\n\n1. **Customer Support**: Velocity Auto Solutions will have access to Insurellm’s custome...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Alex Chen\n\n## Summary\n- **Date of Birth:** March 15, 1990 \n- **Job Title:** Backend ...",
|
||
"Type: employees<br>Text: ## Annual Performance History\n- **2020:** \n - Completed onboarding successfully. \n - Met expecta...",
|
||
"Type: employees<br>Text: ## Compensation History\n- **2020:** Base Salary: $80,000 \n- **2021:** Base Salary Increase to $90,0...",
|
||
"Type: employees<br>Text: Alex Chen continues to be a vital asset at Insurellm, contributing significantly to innovative backe...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Alex Harper\n\n## Summary\n- **Date of Birth**: March 15, 1993 \n- **Job Title**: Sales ...",
|
||
"Type: employees<br>Text: ## Annual Performance History \n- **2021**: \n - **Performance Rating**: 4.5/5 \n - **Key Achievem...",
|
||
"Type: employees<br>Text: - **2022**: \n - **Base Salary**: $65,000 (Promotion to Senior SDR) \n - **Bonus**: $13,000 (20% o...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Alex Thomson\n\n## Summary\n- **Date of Birth:** March 15, 1995 \n- **Job Title:** Sales...",
|
||
"Type: employees<br>Text: ## Annual Performance History \n- **2022** - Rated as \"Exceeds Expectations.\" Alex Thomson achieved ...",
|
||
"Type: employees<br>Text: ## Other HR Notes\n- Alex Thomson is an active member of the Diversity and Inclusion committee at Ins...",
|
||
"Type: employees<br>Text: # Avery Lancaster\n\n## Summary\n- **Date of Birth**: March 15, 1985 \n- **Job Title**: Co-Founder & Ch...",
|
||
"Type: employees<br>Text: - **2010 - 2013**: Business Analyst at Edge Analytics \n Prior to joining Innovate, Avery worked as...",
|
||
"Type: employees<br>Text: - **2018**: **Exceeds Expectations** \n Under Avery’s pivoted vision, Insurellm launched two new su...",
|
||
"Type: employees<br>Text: - **2022**: **Satisfactory** \n Avery focused on rebuilding team dynamics and addressing employee c...",
|
||
"Type: employees<br>Text: ## Compensation History\n- **2015**: $150,000 base salary + Significant equity stake \n- **2016**: $1...",
|
||
"Type: employees<br>Text: ## Other HR Notes\n- **Professional Development**: Avery has actively participated in leadership trai...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Emily Carter\n\n## Summary\n- **Date of Birth:** August 12, 1990 \n- **Job Title:** Acco...",
|
||
"Type: employees<br>Text: - **2017-2019:** Marketing Intern \n - Assisted with market research and campaign development for s...",
|
||
"Type: employees<br>Text: ## Compensation History\n| Year | Base Salary | Bonus | Total Compensation |\n|------|--------...",
|
||
"Type: employees<br>Text: Emily Carter exemplifies the kind of talent that drives Insurellm's success and is an invaluable ass...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Emily Tran\n\n## Summary\n- **Date of Birth:** March 18, 1991 \n- **Job Title:** Digital...",
|
||
"Type: employees<br>Text: - **January 2017 - May 2018**: Marketing Intern \n - Supported the Marketing team by collaborating ...",
|
||
"Type: employees<br>Text: - **2021**: \n - Performance Rating: Meets Expectations \n - Key Achievements: Contributed to the ...",
|
||
"Type: employees<br>Text: - **Professional Development Goals**: \n - Emily Tran aims to become a Marketing Manager within the...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Jordan Blake\n\n## Summary\n- **Date of Birth:** March 15, 1993 \n- **Job Title:** Sales...",
|
||
"Type: employees<br>Text: ## Annual Performance History\n- **2021:** First year at Insurellm; achieved 90% of monthly targets. ...",
|
||
"Type: employees<br>Text: ## Other HR Notes\n- Jordan has shown an interest in continuing education, actively participating in ...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Jordan K. Bishop\n\n## Summary\n- **Date of Birth:** March 15, 1990\n- **Job Title:** Fro...",
|
||
"Type: employees<br>Text: ## Annual Performance History\n- **2019:** Exceeds Expectations - Continuously delivered high-quality...",
|
||
"Type: employees<br>Text: ## Compensation History\n- **June 2018:** Starting Salary - $85,000\n- **June 2019:** Salary Increase ...",
|
||
"Type: employees<br>Text: ## Other HR Notes\n- Jordan K. Bishop has been an integral part of club initiatives, including the In...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Maxine Thompson\n\n## Summary\n- **Date of Birth:** January 15, 1991 \n- **Job Title:** ...",
|
||
"Type: employees<br>Text: ## Insurellm Career Progression\n- **January 2017 - October 2018**: **Junior Data Engineer** \n * Ma...",
|
||
"Type: employees<br>Text: ## Annual Performance History\n- **2017**: *Meets Expectations* \n Maxine showed potential in her ro...",
|
||
"Type: employees<br>Text: - **2021**: *Exceeds Expectations* \n Maxine spearheaded the transition to a new data warehousing s...",
|
||
"Type: employees<br>Text: ## Compensation History\n- **2017**: $70,000 (Junior Data Engineer) \n- **2018**: $75,000 (Junior Dat...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Oliver Spencer\n\n## Summary\n- **Date of Birth**: May 14, 1990 \n- **Job Title**: Backe...",
|
||
"Type: employees<br>Text: ## Annual Performance History\n- **2018**: **3/5** - Adaptable team player but still learning to take...",
|
||
"Type: employees<br>Text: ## Compensation History\n- **March 2018**: Initial salary of $80,000.\n- **July 2019**: Salary increas...",
|
||
"Type: employees<br>Text: # Samantha Greene\n\n## Summary\n- **Date of Birth:** October 14, 1990\n- **Job Title:** HR Generalist\n-...",
|
||
"Type: employees<br>Text: ## Annual Performance History\n- **2020:** Exceeds Expectations \n Samantha Greene demonstrated exce...",
|
||
"Type: employees<br>Text: ## Compensation History\n- **2020:** Base Salary - $55,000 \n The entry-level salary matched industr...",
|
||
"Type: employees<br>Text: - **2023:** Base Salary - $70,000 \n Recognized for substantial improvement in employee relations m...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Samuel Trenton\n\n## Summary\n- **Date of Birth:** April 12, 1989 \n- **Job Title:** Sen...",
|
||
"Type: employees<br>Text: ## Annual Performance History\n- **2023:** Rating: 4.5/5 \n *Samuel exceeded expectations, successfu...",
|
||
"Type: employees<br>Text: ## Compensation History\n- **2023:** Base Salary: $115,000 + Bonus: $15,000 \n *Annual bonus based o...",
|
||
"Type: employees<br>Text: - **Engagement in Company Culture:** Regularly participates in team-building events and contributes ...",
|
||
"Type: products<br>Text: # Product Summary\n\n# Carllm\n\n## Summary\n\nCarllm is an innovative auto insurance product developed by...",
|
||
"Type: products<br>Text: - **Instant Quoting**: With Carllm, insurance companies can offer near-instant quotes to customers, ...",
|
||
"Type: products<br>Text: - **Mobile Integration**: Carllm is designed to work seamlessly with mobile applications, providing ...",
|
||
"Type: products<br>Text: - **Professional Tier**: $2,500/month\n - For medium-sized companies.\n - All Basic Tier features pl...",
|
||
"Type: products<br>Text: ### Q2 2025: Customer Experience Improvements\n- Launch of a new **mobile app** for end-users.\n- Intr...",
|
||
"Type: products<br>Text: # Product Summary\n\n# Homellm\n\n## Summary\nHomellm is an innovative home insurance product developed b...",
|
||
"Type: products<br>Text: ### 2. Dynamic Pricing Model\nWith Homellm's innovative dynamic pricing model, insurance providers ca...",
|
||
"Type: products<br>Text: ### 5. Multi-Channel Integration\nHomellm seamlessly integrates into existing insurance platforms, pr...",
|
||
"Type: products<br>Text: - **Basic Tier:** Starting at $5,000/month for small insurers with basic integration features.\n- **S...",
|
||
"Type: products<br>Text: All tiers include a comprehensive training program and ongoing updates to ensure optimal performance...",
|
||
"Type: products<br>Text: With Homellm, Insurellm is committed to transforming the landscape of home insurance, ensuring both ...",
|
||
"Type: products<br>Text: # Product Summary\n\n# Markellm\n\n## Summary\n\nMarkellm is an innovative two-sided marketplace designed ...",
|
||
"Type: products<br>Text: - **User-Friendly Interface**: Designed with user experience in mind, Markellm features an intuitive...",
|
||
"Type: products<br>Text: - **Customer Support**: Our dedicated support team is always available to assist both consumers and ...",
|
||
"Type: products<br>Text: ### For Insurance Companies:\n- **Basic Listing Fee**: $199/month for a featured listing on the platf...",
|
||
"Type: products<br>Text: ### Q3 2025\n- Initiate a comprehensive marketing campaign targeting both consumers and insurers to i...",
|
||
"Type: products<br>Text: # Product Summary\n\n# Rellm: AI-Powered Enterprise Reinsurance Solution\n\n## Summary\n\nRellm is an inno...",
|
||
"Type: products<br>Text: ### Seamless Integrations\nRellm's architecture is designed for effortless integration with existing ...",
|
||
"Type: products<br>Text: ### Regulatory Compliance Tools\nRellm includes built-in compliance tracking features to help organiz...",
|
||
"Type: products<br>Text: Join the growing number of organizations leveraging Rellm to enhance their reinsurance processes whi...",
|
||
"Type: products<br>Text: Experience the future of reinsurance with Rellm, where innovation meets reliability. Let Insurellm h..."
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"text": [
|
||
"Type: company<br>Text: # About Insurellm\n\nInsurellm was founded by Avery Lancaster in 2015 as an insurance tech startup des...",
|
||
"Type: company<br>Text: # Careers at Insurellm\n\nInsurellm is hiring! We are looking for talented software engineers, data sc...",
|
||
"Type: company<br>Text: # Overview of Insurellm\n\nInsurellm is an innovative insurance tech firm with 200 employees across th...",
|
||
"Type: contracts<br>Text: # Contract with Apex Reinsurance for Rellm: AI-Powered Enterprise Reinsurance Solution\n\n## Terms\n\n1....",
|
||
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This Agreement will automatically renew for successive one-yea...",
|
||
"Type: contracts<br>Text: 2. **Seamless Integrations**: The architecture of Rellm allows for easy integration with existing sy...",
|
||
"Type: contracts<br>Text: 1. **Technical Support**: Provider shall offer dedicated technical support to the Client via phone, ...",
|
||
"Type: contracts<br>Text: **Insurellm, Inc.** \n_____________________________ \nAuthorized Signature \nDate: ________________...",
|
||
"Type: contracts<br>Text: # Contract with Belvedere Insurance for Markellm\n\n## Terms\nThis Contract (\"Agreement\") is made and e...",
|
||
"Type: contracts<br>Text: ## Renewal\n1. **Renewal Terms**: This Agreement may be renewed for additional one-year terms upon mu...",
|
||
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Matching**: Belvedere Insurance will benefit from Markellm's AI-powered ...",
|
||
"Type: contracts<br>Text: ## Support\n1. **Technical Support**: Technical support will be available from 9 AM to 7 PM EST, Mond...",
|
||
"Type: contracts<br>Text: **Belvedere Insurance** \nSignature: ______________________ \nName: [Authorized Signatory] \nTitle: ...",
|
||
"Type: contracts<br>Text: # Contract with BrightWay Solutions for Markellm\n\n**Contract Date:** October 5, 2023 \n**Contract ID...",
|
||
"Type: contracts<br>Text: 3. **Service Level Agreement (SLA):** \n Insurellm commits to a 99.9% uptime for the platform with...",
|
||
"Type: contracts<br>Text: 2. **Real-Time Quote Availability:** \n Consumers sourced via BrightWay Solutions will receive rea...",
|
||
"Type: contracts<br>Text: 3. **Training and Onboarding:** \n Insurellm agrees to provide one free training session on how to...",
|
||
"Type: contracts<br>Text: # Contract with EverGuard Insurance for Rellm: AI-Powered Enterprise Reinsurance Solution\n\n**Contrac...",
|
||
"Type: contracts<br>Text: 4. **Usage Rights**: EverGuard Insurance is granted a non-exclusive, non-transferable license to acc...",
|
||
"Type: contracts<br>Text: 1. **Core Functionality**: Rellm provides EverGuard Insurance with advanced AI-driven analytics, sea...",
|
||
"Type: contracts<br>Text: 1. **Customer Support**: Insurellm will provide EverGuard Insurance with 24/7 customer support, incl...",
|
||
"Type: contracts<br>Text: ---\n\n**Signatures** \n**For Insurellm**: __________________________ \n**Name**: John Smith \n**Title...",
|
||
"Type: contracts<br>Text: # Contract with GreenField Holdings for Markellm\n\n**Effective Date:** November 15, 2023 \n**Contract...",
|
||
"Type: contracts<br>Text: ## Renewal\n1. **Automatic Renewal**: This contract will automatically renew for sequential one-year ...",
|
||
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Matching**: Access to advanced algorithms that connect GreenField Holdin...",
|
||
"Type: contracts<br>Text: ## Support\n1. **Customer Support Access**: The Client will have access to dedicated support through ...",
|
||
"Type: contracts<br>Text: **Signatures:** \n_________________________ _________________________ \n**...",
|
||
"Type: contracts<br>Text: # Contract with Greenstone Insurance for Homellm\n\n---\n\n## Terms\n\n1. **Parties**: This Contract (\"Agr...",
|
||
"Type: contracts<br>Text: 4. **Payment Terms**: \n - The Customer shall pay an amount of $10,000 per month for the Standard T...",
|
||
"Type: contracts<br>Text: ---\n\n## Features\n\n- **AI-Powered Risk Assessment**: Customer will have access to enhanced risk evalu...",
|
||
"Type: contracts<br>Text: - **Customer Portal**: A dedicated portal will be provided, allowing the Customer's clients to manag...",
|
||
"Type: contracts<br>Text: ______________________________ \n[Name], [Title] \nDate: ______________________\n\n**For Greenstone In...",
|
||
"Type: contracts<br>Text: # Contract with GreenValley Insurance for Homellm\n\n**Contract Date:** October 6, 2023 \n**Contract N...",
|
||
"Type: contracts<br>Text: 4. **Confidentiality:** Both parties agree to maintain the confidentiality of proprietary informatio...",
|
||
"Type: contracts<br>Text: 1. **AI-Powered Risk Assessment:** Access to advanced AI algorithms for real-time risk evaluations.\n...",
|
||
"Type: contracts<br>Text: 3. **Regular Updates:** Insurellm will offer ongoing updates and enhancements to the Homellm platfor...",
|
||
"Type: contracts<br>Text: # Contract with Pinnacle Insurance Co. for Homellm\n\n## Terms\nThis contract (\"Contract\") is entered i...",
|
||
"Type: contracts<br>Text: ## Renewal\n1. **Renewal Terms**: At the end of the initial term, this Contract shall automatically r...",
|
||
"Type: contracts<br>Text: ## Features\n1. **AI-Powered Risk Assessment**: Utilized for tailored underwriting decisions specific...",
|
||
"Type: contracts<br>Text: ## Support\n1. **Technical Support**: Insurellm shall provide 24/7 technical support via an email and...",
|
||
"Type: contracts<br>Text: # Contract with Roadway Insurance Inc. for Carllm\n\n---\n\n## Terms\n\n1. **Agreement Effective Date**: T...",
|
||
"Type: contracts<br>Text: ---\n\n## Renewal\n\n1. **Automatic Renewal**: This agreement will automatically renew for an additional...",
|
||
"Type: contracts<br>Text: ---\n\n## Features\n\n1. **Access to Core Features**: Roadway Insurance Inc. will have access to all Pro...",
|
||
"Type: contracts<br>Text: ---\n\n## Support\n\n1. **Technical Support**: Roadway Insurance Inc. will receive priority technical su...",
|
||
"Type: contracts<br>Text: # Contract with Stellar Insurance Co. for Rellm\n\n## Terms\nThis contract is made between **Insurellm*...",
|
||
"Type: contracts<br>Text: ### Termination\nEither party may terminate this agreement with a **30-day written notice**. In the e...",
|
||
"Type: contracts<br>Text: ## Features\nStellar Insurance Co. will receive access to the following features of the Rellm product...",
|
||
"Type: contracts<br>Text: ## Support\nInsurellm provides Stellar Insurance Co. with the following support services:\n\n- **24/7 T...",
|
||
"Type: contracts<br>Text: # Contract with TechDrive Insurance for Carllm\n\n**Contract Date:** October 1, 2024 \n**Contract Dura...",
|
||
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This contract shall automatically renew for additional one-yea...",
|
||
"Type: contracts<br>Text: ## Support\n\n1. **Customer Support**: Insurellm will provide 24/7 customer support to TechDrive Insur...",
|
||
"Type: contracts<br>Text: **TechDrive Insurance Representative:** \nName: Sarah Johnson \nTitle: Operations Director \nDate: _...",
|
||
"Type: contracts<br>Text: # Contract with Velocity Auto Solutions for Carllm\n\n**Contract Date:** October 1, 2023 \n**Contract ...",
|
||
"Type: contracts<br>Text: ## Renewal\n\n1. **Automatic Renewal**: This contract will automatically renew for successive 12-month...",
|
||
"Type: contracts<br>Text: ## Support\n\n1. **Customer Support**: Velocity Auto Solutions will have access to Insurellm’s custome...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Alex Chen\n\n## Summary\n- **Date of Birth:** March 15, 1990 \n- **Job Title:** Backend ...",
|
||
"Type: employees<br>Text: ## Annual Performance History\n- **2020:** \n - Completed onboarding successfully. \n - Met expecta...",
|
||
"Type: employees<br>Text: ## Compensation History\n- **2020:** Base Salary: $80,000 \n- **2021:** Base Salary Increase to $90,0...",
|
||
"Type: employees<br>Text: Alex Chen continues to be a vital asset at Insurellm, contributing significantly to innovative backe...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Alex Harper\n\n## Summary\n- **Date of Birth**: March 15, 1993 \n- **Job Title**: Sales ...",
|
||
"Type: employees<br>Text: ## Annual Performance History \n- **2021**: \n - **Performance Rating**: 4.5/5 \n - **Key Achievem...",
|
||
"Type: employees<br>Text: - **2022**: \n - **Base Salary**: $65,000 (Promotion to Senior SDR) \n - **Bonus**: $13,000 (20% o...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Alex Thomson\n\n## Summary\n- **Date of Birth:** March 15, 1995 \n- **Job Title:** Sales...",
|
||
"Type: employees<br>Text: ## Annual Performance History \n- **2022** - Rated as \"Exceeds Expectations.\" Alex Thomson achieved ...",
|
||
"Type: employees<br>Text: ## Other HR Notes\n- Alex Thomson is an active member of the Diversity and Inclusion committee at Ins...",
|
||
"Type: employees<br>Text: # Avery Lancaster\n\n## Summary\n- **Date of Birth**: March 15, 1985 \n- **Job Title**: Co-Founder & Ch...",
|
||
"Type: employees<br>Text: - **2010 - 2013**: Business Analyst at Edge Analytics \n Prior to joining Innovate, Avery worked as...",
|
||
"Type: employees<br>Text: - **2018**: **Exceeds Expectations** \n Under Avery’s pivoted vision, Insurellm launched two new su...",
|
||
"Type: employees<br>Text: - **2022**: **Satisfactory** \n Avery focused on rebuilding team dynamics and addressing employee c...",
|
||
"Type: employees<br>Text: ## Compensation History\n- **2015**: $150,000 base salary + Significant equity stake \n- **2016**: $1...",
|
||
"Type: employees<br>Text: ## Other HR Notes\n- **Professional Development**: Avery has actively participated in leadership trai...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Emily Carter\n\n## Summary\n- **Date of Birth:** August 12, 1990 \n- **Job Title:** Acco...",
|
||
"Type: employees<br>Text: - **2017-2019:** Marketing Intern \n - Assisted with market research and campaign development for s...",
|
||
"Type: employees<br>Text: ## Compensation History\n| Year | Base Salary | Bonus | Total Compensation |\n|------|--------...",
|
||
"Type: employees<br>Text: Emily Carter exemplifies the kind of talent that drives Insurellm's success and is an invaluable ass...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Emily Tran\n\n## Summary\n- **Date of Birth:** March 18, 1991 \n- **Job Title:** Digital...",
|
||
"Type: employees<br>Text: - **January 2017 - May 2018**: Marketing Intern \n - Supported the Marketing team by collaborating ...",
|
||
"Type: employees<br>Text: - **2021**: \n - Performance Rating: Meets Expectations \n - Key Achievements: Contributed to the ...",
|
||
"Type: employees<br>Text: - **Professional Development Goals**: \n - Emily Tran aims to become a Marketing Manager within the...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Jordan Blake\n\n## Summary\n- **Date of Birth:** March 15, 1993 \n- **Job Title:** Sales...",
|
||
"Type: employees<br>Text: ## Annual Performance History\n- **2021:** First year at Insurellm; achieved 90% of monthly targets. ...",
|
||
"Type: employees<br>Text: ## Other HR Notes\n- Jordan has shown an interest in continuing education, actively participating in ...",
|
||
"Type: employees<br>Text: # HR Record\n\n# Jordan K. Bishop\n\n## Summary\n- **Date of Birth:** March 15, 1990\n- **Job Title:** Fro...",
|
||
"Type: employees<br>Text: ## Annual Performance History\n- **2019:** Exceeds Expectations - Continuously delivered high-quality...",
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"Type: employees<br>Text: ## Compensation History\n- **June 2018:** Starting Salary - $85,000\n- **June 2019:** Salary Increase ...",
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"Type: employees<br>Text: ## Other HR Notes\n- Jordan K. Bishop has been an integral part of club initiatives, including the In...",
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"Type: employees<br>Text: # HR Record\n\n# Maxine Thompson\n\n## Summary\n- **Date of Birth:** January 15, 1991 \n- **Job Title:** ...",
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"Type: employees<br>Text: ## Insurellm Career Progression\n- **January 2017 - October 2018**: **Junior Data Engineer** \n * Ma...",
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"Type: employees<br>Text: ## Annual Performance History\n- **2017**: *Meets Expectations* \n Maxine showed potential in her ro...",
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"Type: employees<br>Text: - **2021**: *Exceeds Expectations* \n Maxine spearheaded the transition to a new data warehousing s...",
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"Type: employees<br>Text: ## Compensation History\n- **2017**: $70,000 (Junior Data Engineer) \n- **2018**: $75,000 (Junior Dat...",
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"Type: employees<br>Text: ## Annual Performance History\n- **2018**: **3/5** - Adaptable team player but still learning to take...",
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"backgroundcolor": "#E5ECF6",
|
||
"gridcolor": "white",
|
||
"gridwidth": 2,
|
||
"linecolor": "white",
|
||
"showbackground": true,
|
||
"ticks": "",
|
||
"zerolinecolor": "white"
|
||
},
|
||
"zaxis": {
|
||
"backgroundcolor": "#E5ECF6",
|
||
"gridcolor": "white",
|
||
"gridwidth": 2,
|
||
"linecolor": "white",
|
||
"showbackground": true,
|
||
"ticks": "",
|
||
"zerolinecolor": "white"
|
||
}
|
||
},
|
||
"shapedefaults": {
|
||
"line": {
|
||
"color": "#2a3f5f"
|
||
}
|
||
},
|
||
"ternary": {
|
||
"aaxis": {
|
||
"gridcolor": "white",
|
||
"linecolor": "white",
|
||
"ticks": ""
|
||
},
|
||
"baxis": {
|
||
"gridcolor": "white",
|
||
"linecolor": "white",
|
||
"ticks": ""
|
||
},
|
||
"bgcolor": "#E5ECF6",
|
||
"caxis": {
|
||
"gridcolor": "white",
|
||
"linecolor": "white",
|
||
"ticks": ""
|
||
}
|
||
},
|
||
"title": {
|
||
"x": 0.05
|
||
},
|
||
"xaxis": {
|
||
"automargin": true,
|
||
"gridcolor": "white",
|
||
"linecolor": "white",
|
||
"ticks": "",
|
||
"title": {
|
||
"standoff": 15
|
||
},
|
||
"zerolinecolor": "white",
|
||
"zerolinewidth": 2
|
||
},
|
||
"yaxis": {
|
||
"automargin": true,
|
||
"gridcolor": "white",
|
||
"linecolor": "white",
|
||
"ticks": "",
|
||
"title": {
|
||
"standoff": 15
|
||
},
|
||
"zerolinecolor": "white",
|
||
"zerolinewidth": 2
|
||
}
|
||
}
|
||
},
|
||
"title": {
|
||
"text": "3D Chroma Vector Store Visualization"
|
||
},
|
||
"width": 900
|
||
}
|
||
}
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Let's try 3D!\n",
|
||
"\n",
|
||
"tsne = TSNE(n_components=3, random_state=42)\n",
|
||
"reduced_vectors = tsne.fit_transform(vectors)\n",
|
||
"\n",
|
||
"# Create the 3D scatter plot\n",
|
||
"fig = go.Figure(data=[go.Scatter3d(\n",
|
||
" x=reduced_vectors[:, 0],\n",
|
||
" y=reduced_vectors[:, 1],\n",
|
||
" z=reduced_vectors[:, 2],\n",
|
||
" mode='markers',\n",
|
||
" marker=dict(size=5, color=colors, opacity=0.8),\n",
|
||
" text=[f\"Type: {t}<br>Text: {d[:100]}...\" for t, d in zip(doc_types, documents)],\n",
|
||
" hoverinfo='text'\n",
|
||
")])\n",
|
||
"\n",
|
||
"fig.update_layout(\n",
|
||
" title='3D Chroma Vector Store Visualization',\n",
|
||
" scene=dict(xaxis_title='x', yaxis_title='y', zaxis_title='z'),\n",
|
||
" width=900,\n",
|
||
" height=700,\n",
|
||
" margin=dict(r=20, b=10, l=10, t=40)\n",
|
||
")\n",
|
||
"\n",
|
||
"fig.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"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": "3.11.11"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
}
|