first hf space commit

.env

@@ -0,0 +1,19 @@
+# Pandas API keys
+PANDASAI_API_KEYS=$2a$10$VVwPEnzFxnEnJhk2u5ef1ewTuT3rNK59QpYQWAhUY29FHH4b7fwNC,$2a$10$5ikmN9RtNWHvP8aLnHfm.epO/XhVF1Pvk1Chy2Fqa.4x232a374xK,$2a$10$aAvr1DH3Pt3KLPDYa.JED..d83Pl6M4xnQd6uY8fadNkqSEv9KaYK,$2a$10$tJkqyS9Us36ernP1N4/8dOE088rCm7MC3gIj2RQMlaalY34EkkDHy,$2a$10$V0tThT/XnmlHbJucM00yN.hxz9r3ZwVqe0sQRQwDZAGHmhMq81D7O,$2a$10$d9vj8iPtD/L/i2B5AhiKTexOSpZ52XZTRUDkZa4p0vnI6RCj7f0K2,$2a$10$PZdCvVJB8301iDIZrZ2z8uB9d68kaBeOjaOIbbXGgqlZ2frbTm0eG,$2a$10$SHK.YTrTQcol/yM/RD8tZOcIF2fUTXtaETpDo8G0At90NxQ1HGk.C,$2a$10$QYz2Fp2fFZNq80HjAC/Okuy/PZFMgGgpPuQAyFDVtvB0G9bCn8Cee,$2a$10$SGY3HoCX0jbBXHSbpwGH1OEC/yPwT5792MjSZeWYVLew52pE4gR0y,$2a$10$QHPpvXwCXhHtKyx4jWMTh.8Mz1azTEQbDdDMpmikOzdgKtFfOq3FG,$2a$10$KoTsqdLPNIBiLRHWUg/6guqxNrB4ByljnMDTN0HJXmGl.PagdxpGm,$2a$10$ERsxnbIwk0LOMqmFX1SfjuMSXzh5gsBqm1BnYXFNEBAS3J1AfK24m,$2a$10$zwX4F0/pxXgmuAfDteFlHeXswX8cvVAvkv8mBAJ4WLvAEaUM3v266,$2a$10$LPA4FUIjg6CbZYEhi3NLRuY2Yar5SbT9gYoQ/oZuPaFUxNUyaJ/ii,$2a$10$kLDISr9ivaqcYiAZ1TmBOeclXK0C5a/LPPB3Rsxme19NwVPhznQya,$2a$10$qpoxy4k4sQya0tY7/lSEkuEuwVQGEl757A.jVPGNEh6p5tN6Yofyq,$2a$10$TDndpw.NWwx2k5X.9eI30uAaga8pbYO/erUEblVGcj6ydzSgzdVde,$2a$10$TtZtCWXgVSUhaNMMsuOjLuC6tCY1GTzUR/PvIUdowXYQdmefgpvbW,$2a$10$Orj1ZiURJkREK30gdwEYLeV7mY657jJhif8SckIPdvctjkWHXHrq6,$2a$10$CxEXDLjFtK1.nE9GuIt1duxLbvYtz2EA7x1LqddNF44kKVcc8aGZC
+PANDASAI_ERROR_MESSAGE="Your BambooLLM inference limit has been reached. Please use pandas-ai with any other LLM available in the library. If you wish to continue using BambooLLM, visit this link https://tally.so/r/wzZNWg for more information."
+
+# Nessasary file paths
+IMAGE_FILE_PATH=generated_charts
+IMAGE_NOT_FOUND=exports/charts/image_not_found.png
+
+# Allowed hosts
+ALLOWED_HOSTS=https://vercel-test-10-rho.vercel.app,https://freechat-rho.vercel.app
+
+# Auth token
+AUTH_TOKEN=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
+
+# GROQ API keys
+GROQ_API_KEYS=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,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,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,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,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
+GROQ_LLM_MODEL=llama3-70b-8192
+
+ALLOW_DANGEROUS_CODE=true

controller.py

@@ -0,0 +1,560 @@
+# Import necessary modules
+import os
+import asyncio
+import threading
+import uuid
+from fastapi import FastAPI, HTTPException, Header
+from fastapi.encoders import jsonable_encoder
+from typing import Dict
+from fastapi.responses import FileResponse
+import numpy as np
+import pandas as pd
+from pandasai import SmartDataframe
+from langchain_groq.chat_models import ChatGroq
+from dotenv import load_dotenv
+from pydantic import BaseModel
+from csv_service import clean_data, extract_chart_filenames
+from urllib.parse import unquote
+import csv_service
+from langchain_groq import ChatGroq
+import pandas as pd
+from langchain_experimental.tools import PythonAstREPLTool
+from langchain_experimental.agents import create_pandas_dataframe_agent
+import numpy as np
+import matplotlib.pyplot as plt
+import matplotlib
+import seaborn as sns
+from intitial_q_handler import if_initial_chart_question, if_initial_chat_question
+from util_service import _prompt_generator, process_answer
+from fastapi.middleware.cors import CORSMiddleware
+import matplotlib
+matplotlib.use('Agg')
+
+# Initialize FastAPI app
+app = FastAPI()
+
+load_dotenv()
+
+image_file_path = os.getenv("IMAGE_FILE_PATH")
+image_not_found = os.getenv("IMAGE_NOT_FOUND")
+allowed_hosts = os.getenv("ALLOWED_HOSTS", "").split(",")
+app.add_middleware(
+    CORSMiddleware,
+    #allow_origins=allowed_hosts,  # Allows all origins
+    allow_origins=["*"],
+    allow_credentials=True,
+    allow_methods=["*"], 
+    allow_headers=["*"],  
+)
+
+# Load environment variables
+groq_api_keys = os.getenv("GROQ_API_KEYS").split(",")
+model_name = os.getenv("GROQ_LLM_MODEL")
+
+class CsvUrlRequest(BaseModel):
+    csv_url: str
+    
+class ImageRequest(BaseModel):
+    image_path: str
+
+# Thread-safe key management for groq_chat
+current_groq_key_index = 0
+current_groq_key_lock = threading.Lock()
+
+# Thread-safe key management for langchain_csv_chat
+current_langchain_key_index = 0
+current_langchain_key_lock = threading.Lock()
+
+
+# PING CHECK
+@app.get("/ping")
+async def root():
+    return {"message": "Pong !!"}
+
+
+
+# BASIC KNOWLEDGE BASED ON CSV
+@app.post("/api/basic_csv_data/")
+async def basic_csv_data(request: CsvUrlRequest):
+    try:
+        decoded_url = unquote(request.csv_url)
+        print(f"Fetching CSV data from URL: {decoded_url}")
+        csv_data = csv_service.get_csv_basic_info(decoded_url)    
+        print(f"CSV data fetched successfully: {csv_data}")
+        return {"data": csv_data}
+    except Exception as e:
+        print(f"Error while fetching CSV data: {e}")
+        raise HTTPException(status_code=400, detail=f"Failed to retrieve CSV data: {str(e)}")
+
+
+# GET THE CHART FROM A SPECIFIC FILE PATH
+@app.post("/api/get-chart")
+async def get_image(request: ImageRequest, authorization: str = Header(None)):
+    if not authorization:
+        raise HTTPException(status_code=401, detail="Authorization header missing")
+
+    if not authorization.startswith("Bearer "):
+        raise HTTPException(status_code=401, detail="Invalid authorization header format")
+
+    token = authorization.split(" ")[1]
+    if not token:
+        raise HTTPException(status_code=401, detail="Token missing")
+    if token != os.getenv("AUTH_TOKEN"):
+        raise HTTPException(status_code=403, detail="Invalid token")
+
+    try:
+        image_file_path = request.image_path
+        return FileResponse(image_file_path, media_type="image/png")
+    except Exception as e:
+        print(f"Error: {e}")
+        return {"answer": "error"}
+        
+
+# GET CSV DATA FOR GENERATING THE TABLE
+@app.post("/api/csv_data/")
+async def get_csv_data(request: CsvUrlRequest):
+    try:
+        decoded_url = unquote(request.csv_url)
+        # print(f"Fetching CSV data from URL: {decoded_url}")
+        csv_data = csv_service.generate_csv_data(decoded_url)        
+        return csv_data
+    except Exception as e:
+        # print(f"Error while fetching CSV data: {e}")
+        raise HTTPException(status_code=400, detail=f"Failed to retrieve CSV data: {str(e)}")
+
+ 
+
+
+
+# CHAT CODING STARTS FROM HERE
+
+# Modified groq_chat function with thread-safe key rotation
+def groq_chat(csv_url: str, question: str):
+    global current_groq_key_index, current_groq_key_lock
+
+    while True:
+        with current_groq_key_lock:
+            if current_groq_key_index >= len(groq_api_keys):
+                return {"error": "All API keys exhausted."}
+            current_api_key = groq_api_keys[current_groq_key_index]
+
+        try:
+            # Delete cache file if exists
+            cache_db_path = "/workspace/cache/cache_db_0.11.db"
+            if os.path.exists(cache_db_path):
+                try:
+                    os.remove(cache_db_path)
+                except Exception as e:
+                    print(f"Error deleting cache DB file: {e}")
+
+            data = clean_data(csv_url)
+            llm = ChatGroq(model=model_name, api_key=current_api_key)
+            # Generate unique filename using UUID
+            chart_filename = f"chart_{uuid.uuid4()}.png"
+            chart_path = os.path.join("generated_charts", chart_filename)
+            
+            # Configure SmartDataframe with chart settings
+            df = SmartDataframe(
+                data,
+                config={
+                    'llm': llm,
+                    'save_charts': True,  # Enable chart saving
+                    'open_charts': False,
+                    'save_charts_path': os.path.dirname(chart_path),  # Directory to save
+                    'custom_chart_filename': chart_filename  # Unique filename
+                }
+            )
+            
+            answer = df.chat(question)
+
+            # Process different response types
+            if isinstance(answer, pd.DataFrame):
+                processed = answer.apply(handle_out_of_range_float).to_dict(orient="records")
+            elif isinstance(answer, pd.Series):
+                processed = answer.apply(handle_out_of_range_float).to_dict()
+            elif isinstance(answer, list):
+                processed = [handle_out_of_range_float(item) for item in answer]
+            elif isinstance(answer, dict):
+                processed = {k: handle_out_of_range_float(v) for k, v in answer.items()}
+            else:
+                processed = {"answer": str(handle_out_of_range_float(answer))}
+
+            return processed
+
+        except Exception as e:
+            error_message = str(e)
+            if "429" in error_message:
+                with current_groq_key_lock:
+                    current_groq_key_index += 1
+                    if current_groq_key_index >= len(groq_api_keys):
+                        return {"error": "All API keys exhausted."}
+            else:
+                return {"error": error_message}
+
+# Modified langchain_csv_chat with thread-safe key rotation
+def langchain_csv_chat(csv_url: str, question: str, chart_required: bool):
+    global current_langchain_key_index, current_langchain_key_lock
+
+    data = clean_data(csv_url)
+    attempts = 0
+
+    while attempts < len(groq_api_keys):
+        with current_langchain_key_lock:
+            if current_langchain_key_index >= len(groq_api_keys):
+                current_langchain_key_index = 0
+            api_key = groq_api_keys[current_langchain_key_index]
+            current_key = current_langchain_key_index
+            current_langchain_key_index += 1
+            attempts += 1
+
+        try:
+            llm = ChatGroq(model=model_name, api_key=api_key)
+            tool = PythonAstREPLTool(locals={
+                "df": data,
+                "pd": pd,
+                "np": np,
+                "plt": plt,
+                "sns": sns,
+                "matplotlib": matplotlib
+            })
+
+            agent = create_pandas_dataframe_agent(
+                llm,
+                data,
+                agent_type="openai-tools",
+                verbose=True,
+                allow_dangerous_code=True,
+                extra_tools=[tool],
+                return_intermediate_steps=True
+            )
+
+            prompt = _prompt_generator(question, chart_required)
+            result = agent.invoke({"input": prompt})
+            return result.get("output")
+
+        except Exception as e:
+            print(f"Error with key index {current_key}: {str(e)}")
+
+    return {"error": "All API keys exhausted"}
+
+# Async endpoint with non-blocking execution
+@app.post("/api/csv-chat/")
+async def csv_chat(request: Dict, authorization: str = Header(None)):
+    # Authorization checks
+    if not authorization or not authorization.startswith("Bearer "):
+        raise HTTPException(status_code=401, detail="Invalid authorization")
+    
+    token = authorization.split(" ")[1]
+    if token != os.getenv("AUTH_TOKEN"):
+        raise HTTPException(status_code=403, detail="Invalid token")
+
+    try:
+        query = request.get("query")
+        csv_url = request.get("csv_url")
+        decoded_url = unquote(csv_url)
+
+        if if_initial_chat_question(query):
+            answer = await asyncio.to_thread(
+                langchain_csv_chat, decoded_url, query, False
+            )
+            print("langchain_answer:", answer)
+            return {"answer": jsonable_encoder(answer)}
+
+        # Process with groq_chat first
+        groq_answer = await asyncio.to_thread(groq_chat, decoded_url, query)
+        print("groq_answer:", groq_answer)
+        
+        if process_answer(groq_answer) == "Empty response received.":
+            return {"answer": "Sorry, I couldn't find relevant data..."}
+
+        if process_answer(groq_answer):
+            lang_answer = await asyncio.to_thread(
+                langchain_csv_chat, decoded_url, query, False
+            )
+            if process_answer(lang_answer):
+                return {"answer": "error"}
+            return {"answer": jsonable_encoder(lang_answer)}
+
+        return {"answer": jsonable_encoder(groq_answer)}
+
+    except Exception as e:
+        print(f"Error processing request: {str(e)}")
+        return {"answer": "error"}
+
+def handle_out_of_range_float(value):
+    if isinstance(value, float):
+        if np.isnan(value):
+            return None
+        elif np.isinf(value):
+            return "Infinity"
+    return value
+
+
+
+
+
+
+
+# CHART CODING STARTS FROM HERE
+
+instructions = """
+
+- Please ensure that each value is clearly visible, You may need to adjust the font size, rotate the labels, or use truncation to improve readability (if needed).
+- For multiple charts, arrange them in a grid format (2x2, 3x3, etc.)
+- Use colorblind-friendly palette
+- Read above instructions and follow them.
+
+"""
+
+# Thread-safe configuration for chart endpoints
+current_groq_chart_key_index = 0
+current_groq_chart_lock = threading.Lock()
+
+current_langchain_chart_key_index = 0
+current_langchain_chart_lock = threading.Lock()
+
+def model():
+    global current_groq_chart_key_index, current_groq_chart_lock
+    with current_groq_chart_lock:
+        if current_groq_chart_key_index >= len(groq_api_keys):
+            raise Exception("All API keys exhausted for chart generation")
+        api_key = groq_api_keys[current_groq_chart_key_index]
+    return ChatGroq(model=model_name, api_key=api_key)
+
+def groq_chart(csv_url: str, question: str):
+    global current_groq_chart_key_index, current_groq_chart_lock
+    
+    for attempt in range(len(groq_api_keys)):
+        try:
+            # Clean cache before processing
+            cache_db_path = "/workspace/cache/cache_db_0.11.db"
+            if os.path.exists(cache_db_path):
+                try:
+                    os.remove(cache_db_path)
+                except Exception as e:
+                    print(f"Cache cleanup error: {e}")
+
+            data = clean_data(csv_url)
+            with current_groq_chart_lock:
+                current_api_key = groq_api_keys[current_groq_chart_key_index]
+            
+            llm = ChatGroq(model=model_name, api_key=current_api_key)
+            
+            # Generate unique filename using UUID
+            chart_filename = f"chart_{uuid.uuid4()}.png"
+            chart_path = os.path.join("generated_charts", chart_filename)
+            
+            # Configure SmartDataframe with chart settings
+            df = SmartDataframe(
+                data,
+                config={
+                    'llm': llm,
+                    'save_charts': True,  # Enable chart saving
+                    'open_charts': False,
+                    'save_charts_path': os.path.dirname(chart_path),  # Directory to save
+                    'custom_chart_filename': chart_filename  # Unique filename
+                }
+            )
+            
+            answer = df.chat(question + instructions)
+            
+            if process_answer(answer):
+                return "Chart not generated"
+            return answer
+
+        except Exception as e:
+            error = str(e)
+            if "429" in error:
+                with current_groq_chart_lock:
+                    current_groq_chart_key_index = (current_groq_chart_key_index + 1) % len(groq_api_keys)
+            else:
+                print(f"Chart generation error: {error}")
+                return {"error": error}
+    
+    return {"error": "All API keys exhausted for chart generation"}
+
+
+
+def langchain_csv_chart(csv_url: str, question: str, chart_required: bool):
+    global current_langchain_chart_key_index, current_langchain_chart_lock
+    
+    data = clean_data(csv_url)
+
+    for attempt in range(len(groq_api_keys)):
+        try:
+            with current_langchain_chart_lock:
+                api_key = groq_api_keys[current_langchain_chart_key_index]
+                current_key = current_langchain_chart_key_index
+                current_langchain_chart_key_index = (current_langchain_chart_key_index + 1) % len(groq_api_keys)
+
+            llm = ChatGroq(model=model_name, api_key=api_key)
+            tool = PythonAstREPLTool(locals={
+                "df": data,
+                "pd": pd,
+                "np": np,
+                "plt": plt,
+                "sns": sns,
+                "matplotlib": matplotlib,
+                "uuid": uuid
+            })
+
+            agent = create_pandas_dataframe_agent(
+                llm,
+                data,
+                agent_type="openai-tools",
+                verbose=True,
+                allow_dangerous_code=True,
+                extra_tools=[tool],
+                return_intermediate_steps=True
+            )
+
+            result = agent.invoke({"input": _prompt_generator(question, True)})
+            output = result.get("output", "")
+
+            # Verify chart file creation
+            chart_files = extract_chart_filenames(output)
+            if len(chart_files) > 0:
+                return chart_files
+
+            if attempt < len(groq_api_keys) - 1:
+                print(f"Langchain chart error (key {current_key}): {output}")
+
+        except Exception as e:
+            print(f"Langchain chart error (key {current_key}): {str(e)}")
+    
+    return "Chart generation failed after all retries"
+
+@app.post("/api/csv-chart/")
+async def csv_chart(request: dict, authorization: str = Header(None)):
+    # Authorization verification
+    if not authorization or not authorization.startswith("Bearer "):
+        raise HTTPException(status_code=401, detail="Authorization required")
+    
+    token = authorization.split(" ")[1]
+    if token != os.getenv("AUTH_TOKEN"):
+        raise HTTPException(status_code=403, detail="Invalid credentials")
+
+    try:
+        query = request.get("query", "")
+        csv_url = unquote(request.get("csv_url", ""))
+        
+        # Parallel processing with thread pool
+        if if_initial_chart_question(query):
+            chart_paths = await asyncio.to_thread(
+                langchain_csv_chart, csv_url, query, True
+            )
+            print(chart_paths)
+        
+            if len(chart_paths) > 0:
+               return FileResponse(f"{image_file_path}/{chart_paths[0]}", media_type="image/png")
+        
+        # Groq-based chart generation
+        groq_result = await asyncio.to_thread(groq_chart, csv_url, query)
+        print(f"Generated Chart: {groq_result}")
+        if groq_result != 'Chart not generated':
+            return FileResponse(groq_result, media_type="image/png")
+          
+        
+        # Fallback to Langchain
+        langchain_paths = await asyncio.to_thread(
+            langchain_csv_chart, csv_url, query, True
+        )
+        
+        print (langchain_paths)
+       
+        if len(langchain_paths) > 0:
+           return FileResponse(f"{image_file_path}/{langchain_paths[0]}", media_type="image/png")
+        else:
+           return {"error": "All chart generation methods failed"}
+
+    except Exception as e:
+        print(f"Critical chart error: {str(e)}")
+        return {"error": "Internal system error"}
+    
+    
+    
+
+
+
+# MERGED CALL
+
+# class CSVData(BaseModel):
+#     csv_url: str
+#     query: str
+#     chart_required: bool
+
+# @app.post("/api/v1/csv_chat")
+# async def csv_chat(csv_data: CSVData, authorization: str = Header(None)):
+#     # Authorization verification
+#     if not authorization or not authorization.startswith("Bearer "):
+#         raise HTTPException(status_code=401, detail="Authorization required")
+
+#     token = authorization.split(" ")[1]
+#     if token != os.getenv("AUTH_TOKEN"):
+#         raise HTTPException(status_code=403, detail="Invalid credentials")
+
+#     csv_url = csv_data.csv_url
+#     query = csv_data.query
+#     chart_required = csv_data.chart_required
+    
+#     if(chart_required == True):
+#         try:
+#             # Parallel processing with thread pool
+#             if if_initial_chart_question(query):
+#                 chart_path = await asyncio.to_thread(
+#                     langchain_csv_chart, csv_url, query, True
+#                 )
+#                 if "temp" in chart_path:
+#                    print("langchain chart Generated")
+#                    return FileResponse('temp.png', media_type="image/png")
+#                 return {"error": "Chart generation failed"}
+            
+#             # Groq-based chart generation
+#             groq_result = await asyncio.to_thread(groq_chart, csv_url, query)
+#             if groq_result == "Chart Generated":
+#                 return FileResponse("exports/charts/temp_chart.png")
+#             # Fallback to Langchain
+#             langchain_path = await asyncio.to_thread(
+#                 langchain_csv_chart, csv_url, query, True
+#             )
+#             if "temp" in langchain_path:
+#                 print("langchain chart Generated")
+#                 return FileResponse('temp.png', media_type="image/png")
+#             return {"error": "All chart generation methods failed"}
+
+#         except Exception as e:
+#             print(f"Critical chart error: {str(e)}")
+#             raise HTTPException(status_code=500, detail="Internal server error")
+#     else:
+#         try:            
+#             if if_initial_chat_question(query):
+#                 answer = await asyncio.to_thread(
+#                  langchain_csv_chat, csv_url, query, False
+#                 )
+#                 print("langchain_answer:", answer)
+#                 return {"answer": jsonable_encoder(answer)}
+
+#             # Process with groq_chat first
+#             groq_answer = await asyncio.to_thread(groq_chat, csv_url, query)
+#             print("groq_answer:", groq_answer)
+        
+#             if process_answer(groq_answer) == "Empty response received.":
+#               return {"answer": "Sorry, I couldn't find relevant data..."}
+
+#             if process_answer(groq_answer):
+#               lang_answer = await asyncio.to_thread(
+#                 langchain_csv_chat, csv_url, query, False
+#               )
+#               if process_answer(lang_answer):
+#                 return {"answer": "error"}
+#               return {"answer": jsonable_encoder(lang_answer)}
+
+#             return {"answer": jsonable_encoder(groq_answer)}
+
+#         except Exception as e:
+#             print(f"Error processing request: {str(e)}")
+#             raise HTTPException(status_code=500, detail="Internal server error")
+    
+        
+
+        

csv_service.py

@@ -0,0 +1,123 @@
+import re
+from fastapi.responses import FileResponse
+import numpy as np
+import pandas as pd
+from langchain_core.prompts import ChatPromptTemplate
+
+
+
+def generate_csv_data(csv_url):
+    
+    try:
+        # Fetch the data from the URL
+        data = pd.read_csv(csv_url)
+        data = data.where(pd.notnull(data), '')
+        data_list = data.to_dict(orient='records')
+        return data_list
+    except Exception as e:
+        print(f"Error occurred while reading CSV: {e}")
+        return {"error": str(e)}
+
+
+
+
+def clean_data(csv_url):
+    data = pd.read_csv(csv_url)
+    if not isinstance(data, pd.DataFrame):
+        raise ValueError("Input must be a pandas DataFrame.")
+
+    try:
+        # Remove duplicate rows
+        data = data.drop_duplicates()
+
+        # Strip whitespace from string columns
+        for column in data.select_dtypes(include=['object']).columns:
+            data[column] = data[column].str.strip()
+
+        # Replace infinite values with NaN
+        data.replace([np.inf, -np.inf], np.nan, inplace=True)
+
+        # Fill NaN values based on column data types
+        for column in data.columns:
+            if data[column].dtype == 'object':  # String type
+                data[column] = data[column].fillna('')
+            elif data[column].dtype == 'float64':  # Float type
+                data[column] = data[column].fillna(0.0)
+            elif data[column].dtype == 'int64':  # Integer type
+                data[column] = data[column].fillna(0)
+            elif data[column].dtype == 'bool':  # Boolean type
+                data[column] = data[column].fillna(False)
+            elif data[column].dtype == 'datetime64[ns]':  # Datetime type
+                data[column] = data[column].fillna(pd.NaT)
+            elif data[column].dtype == 'timedelta64[ns]':  # Timedelta type
+                data[column] = data[column].fillna(pd.Timedelta(0))
+            elif data[column].dtype.name == 'category':  # Categorical type
+                data[column] = data[column].fillna(data[column].cat.categories[0] if len(data[column].cat.categories) > 0 else None)
+            elif data[column].dtype == 'complex128':  # Complex number type
+                data[column] = data[column].fillna(complex(0, 0))
+            else:  # For other types, default to None
+                data[column] = data[column].fillna(None)
+
+        # Remove constant columns (columns with only one unique value)
+        constant_columns = [col for col in data.columns if data[col].nunique() <= 1]
+        data = data.drop(columns=constant_columns)
+        # print(f"Data cleaning complete. Removed {len(constant_columns)} constant columns and duplicates.")
+        return data
+    
+    except Exception as e:
+        # print(f"Error occurred during data cleaning: {e}")
+        raise e
+    
+
+
+def get_csv_basic_info(csv_path):
+    """
+    Get basic information about a CSV file including:
+    - Row count
+    - Column count
+    - Column names
+    - First two rows
+    
+    Parameters:
+    csv_path (str): Path to the CSV file
+    
+    Returns:
+    dict: Dictionary containing basic file information or error message
+    """
+
+    
+    try:
+        # Read and clean the CSV file
+        df = clean_data(csv_path)
+        
+        print(f"CSV file read successfully: {csv_path}")
+        
+        # Prepare the basic info
+        info = {
+            'row_count': df.shape[0],
+            'col_count': df.shape[1],
+            'col_names': df.columns.tolist(),
+            'first_two_rows': df.head(2).to_dict('records'),
+            'error': None
+        }
+        return info
+    except Exception as e:
+        error_info = {
+            'error': f"Error reading CSV file: {str(e)}",
+        }
+        return error_info
+
+
+
+def get_image_by_file_name(file_name):
+    return FileResponse(file_name)
+
+
+def extract_chart_filenames(response: str) -> list:
+    # Regex pattern to match chart filenames
+    pattern = r'chart_[a-f0-9-]+\.png'
+    
+    # Find all matches in the response
+    matches = re.findall(pattern, response)
+    
+    return matches

documents/sales.csv

@@ -0,0 +1,1001 @@
+OrderID,Product,Quantity,Price,Date,Customer,Region
+1001,Keyboard,1,49.99,2023-11-29,Francisco Vargas,East
+1002,Laptop,2,899.99,2023-08-30,Katie Ballard,West
+1003,Laptop,2,899.99,2023-02-04,Tracy Phillips,East
+1004,Monitor,4,199.99,2023-05-10,Jonathan Mckee,West
+1005,Tablet,4,299.99,2023-08-28,Ann Taylor,East
+1006,Laptop,1,899.99,2023-11-28,Roy Santiago,South
+1007,Printer,4,149.99,2023-08-29,Julia Arellano,West
+1008,USB-C Hub,4,29.99,2023-07-03,Nicholas Lara,West
+1009,Webcam,3,59.99,2023-04-26,Rhonda Nguyen,West
+1010,Monitor,3,199.99,2023-12-07,Alexandra Robinson,South
+1011,Headphones,5,79.99,2023-12-23,Casey Walker,West
+1012,USB-C Hub,3,29.99,2023-01-06,Kimberly Ramos,East
+1013,USB-C Hub,1,29.99,2023-06-25,Thomas Chambers,South
+1014,Printer,4,149.99,2023-08-05,James Barton,North
+1015,USB-C Hub,4,29.99,2023-06-11,Cody Rodriguez,North
+1016,Headphones,2,79.99,2023-12-05,Melissa Clark,East
+1017,USB-C Hub,2,29.99,2023-11-06,John Church,South
+1018,Webcam,3,59.99,2023-10-16,Dr. Karen Peterson,East
+1019,SSD,2,129.99,2023-03-18,Lisa Torres,South
+1020,Webcam,1,59.99,2023-09-21,Rebekah Davis,South
+1021,Laptop,4,899.99,2023-12-28,Eric Vargas,West
+1022,Webcam,5,59.99,2023-12-30,Dr. Andre Scott,East
+1023,Printer,4,149.99,2023-09-28,Ryan Simpson,North
+1024,Tablet,1,299.99,2023-10-27,Sarah Glover,West
+1025,SSD,4,129.99,2023-02-20,Jamie Williams,West
+1026,Printer,1,149.99,2023-01-20,Scott Miller,North
+1027,Headphones,1,79.99,2023-08-04,Bryce Riley,South
+1028,USB-C Hub,3,29.99,2023-06-11,Zachary Moore,East
+1029,USB-C Hub,4,29.99,2023-06-03,Matthew Reed,North
+1030,Headphones,2,79.99,2023-08-23,Julia Green,North
+1031,Keyboard,2,49.99,2023-09-14,Nathan Sanchez,East
+1032,SSD,5,129.99,2023-02-04,Jamie Bishop,North
+1033,Printer,1,149.99,2023-11-05,Rebecca Sellers,West
+1034,Webcam,1,59.99,2023-12-06,Zachary Jacobs,East
+1035,SSD,5,129.99,2023-06-27,Nicholas Doyle,South
+1036,Mouse,5,19.99,2023-01-14,Jerome Henderson,East
+1037,Laptop,2,899.99,2023-12-21,Mark Johnson,West
+1038,Monitor,4,199.99,2023-02-06,Kim Bailey,North
+1039,Laptop,1,899.99,2023-10-25,Monique Flores,North
+1040,Printer,1,149.99,2023-09-27,Jonathan Reyes,South
+1041,SSD,5,129.99,2023-10-10,Shannon Dunn,North
+1042,Printer,2,149.99,2023-09-04,Gabriel Morrison,West
+1043,Headphones,1,79.99,2023-06-09,Joseph Moore,South
+1044,Tablet,4,299.99,2023-04-28,Mary Brown,West
+1045,Headphones,2,79.99,2023-01-28,Michael Elliott,West
+1046,USB-C Hub,3,29.99,2023-09-04,Timothy Mills,East
+1047,Mouse,4,19.99,2023-08-31,Amanda Garcia,West
+1048,USB-C Hub,1,29.99,2023-03-16,Sarah Livingston,West
+1049,Monitor,3,199.99,2023-11-16,Mark Morgan,West
+1050,Keyboard,5,49.99,2023-08-01,Judy Caldwell,West
+1051,Mouse,1,19.99,2023-02-04,Justin Bryant,South
+1052,Monitor,3,199.99,2023-07-07,Edward Jones,East
+1053,USB-C Hub,2,29.99,2023-01-02,Erin Sanchez,North
+1054,Laptop,5,899.99,2023-07-24,Amanda Peck,North
+1055,USB-C Hub,1,29.99,2023-11-18,Steven Orozco,North
+1056,Laptop,2,899.99,2023-04-15,Lisa Stephens,South
+1057,Mouse,3,19.99,2023-02-11,Melissa Smith,East
+1058,Laptop,2,899.99,2023-04-19,Andrew Hernandez,East
+1059,SSD,1,129.99,2023-07-10,Evelyn Lambert,North
+1060,Tablet,5,299.99,2023-04-03,Michael James,West
+1061,Printer,3,149.99,2023-09-18,Chelsea Thomas,West
+1062,Headphones,4,79.99,2023-12-11,David Montoya,South
+1063,Mouse,3,19.99,2023-03-14,Melissa Meadows,South
+1064,Keyboard,1,49.99,2023-10-15,Rodney Tucker,East
+1065,Keyboard,5,49.99,2023-11-11,John Brown,West
+1066,Mouse,3,19.99,2023-05-02,Christopher Murray,West
+1067,Webcam,5,59.99,2023-09-16,Jeffrey Moyer,North
+1068,Keyboard,5,49.99,2023-11-19,Alex Brown,West
+1069,Printer,1,149.99,2023-10-10,Ms. Lindsey Mercer,South
+1070,USB-C Hub,3,29.99,2023-09-24,Michael Pena,North
+1071,Webcam,3,59.99,2023-09-08,John Santiago,South
+1072,Tablet,1,299.99,2023-10-21,Michael Ortega,West
+1073,USB-C Hub,1,29.99,2023-05-27,Robert Villa,West
+1074,Headphones,4,79.99,2023-05-04,Renee Fields,East
+1075,Webcam,4,59.99,2023-08-13,Katherine Young,North
+1076,Printer,1,149.99,2023-05-20,Shelby Arnold,West
+1077,Laptop,5,899.99,2023-11-22,Jessica Peters,North
+1078,Keyboard,1,49.99,2023-02-09,Curtis Watkins,North
+1079,Keyboard,5,49.99,2023-11-01,Sarah King,West
+1080,Webcam,4,59.99,2023-07-08,Laura Miller,North
+1081,USB-C Hub,3,29.99,2023-05-19,April Black,East
+1082,Webcam,2,59.99,2023-01-19,Tommy Wilson,East
+1083,Headphones,4,79.99,2023-03-01,Daniel Hart,West
+1084,Mouse,4,19.99,2023-07-24,Robert Peters,East
+1085,Headphones,3,79.99,2023-05-11,Robert Olson,East
+1086,Monitor,5,199.99,2023-09-16,Warren Becker,South
+1087,USB-C Hub,1,29.99,2023-04-08,Norma Cortez,South
+1088,Laptop,1,899.99,2023-02-27,Eric Neal,North
+1089,Keyboard,3,49.99,2023-02-14,Melissa Nielsen,West
+1090,Monitor,4,199.99,2023-07-20,Louis Smith,East
+1091,Printer,1,149.99,2023-01-20,Kristen Martin,East
+1092,Tablet,4,299.99,2023-08-27,Julie Ramirez,West
+1093,Webcam,2,59.99,2023-01-23,Randy Clark,South
+1094,Keyboard,2,49.99,2023-09-23,Michael Bernard,South
+1095,Laptop,1,899.99,2023-07-30,Olivia Underwood,East
+1096,USB-C Hub,3,29.99,2023-08-13,Johnathan Miller,North
+1097,Webcam,4,59.99,2023-06-22,Hannah Scott,North
+1098,Keyboard,5,49.99,2023-05-31,Kayla Reyes,West
+1099,Webcam,5,59.99,2023-11-24,Charles Hughes,South
+1100,Printer,2,149.99,2023-11-20,Rebecca Singh,West
+1101,Headphones,1,79.99,2023-09-15,Aaron Pope,East
+1102,Laptop,1,899.99,2023-02-17,Wesley Wolf,East
+1103,USB-C Hub,4,29.99,2023-02-23,Jennifer Turner,North
+1104,Laptop,2,899.99,2023-08-10,Douglas Pollard,North
+1105,Tablet,4,299.99,2023-05-26,Kenneth Weaver,West
+1106,Printer,1,149.99,2023-09-24,Austin Wade,East
+1107,Monitor,2,199.99,2023-11-30,James Decker,East
+1108,SSD,1,129.99,2023-01-27,Michael Miller,West
+1109,Webcam,4,59.99,2023-02-23,Andrew Lewis,North
+1110,Headphones,3,79.99,2023-04-29,Beth Ramirez,West
+1111,Laptop,4,899.99,2023-05-13,Brian Morrison,East
+1112,Tablet,2,299.99,2023-09-29,Elizabeth Cummings,South
+1113,Printer,4,149.99,2023-04-23,Kenneth Sandoval,West
+1114,Mouse,4,19.99,2023-04-27,Megan Peterson,South
+1115,Laptop,5,899.99,2023-09-10,Jessica Burns,West
+1116,Mouse,4,19.99,2023-11-18,Joe Mccall,South
+1117,Mouse,3,19.99,2023-02-12,Antonio Snyder,North
+1118,Tablet,2,299.99,2023-06-24,Jason Johnson,West
+1119,Webcam,2,59.99,2023-03-27,Jason Sandoval,East
+1120,Laptop,4,899.99,2023-12-24,Jasmin Johnson,East
+1121,Mouse,1,19.99,2023-03-22,Daniel Hines,West
+1122,Headphones,3,79.99,2023-07-31,Brian Gonzalez,North
+1123,Tablet,3,299.99,2023-07-03,Jerry Durham,West
+1124,Monitor,4,199.99,2023-11-15,Alejandro Parsons,East
+1125,Monitor,3,199.99,2023-11-07,Janice Ross,East
+1126,USB-C Hub,2,29.99,2023-04-11,Thomas Morgan,North
+1127,SSD,2,129.99,2023-08-02,Daniel Price,South
+1128,Mouse,1,19.99,2023-05-26,Isaiah Duncan,West
+1129,Tablet,3,299.99,2023-11-18,Alexander Rodgers,North
+1130,Webcam,4,59.99,2023-11-16,Patrick Kennedy,West
+1131,Laptop,1,899.99,2023-02-28,Dawn Bell,South
+1132,Printer,2,149.99,2023-10-05,Tonya Wilson,South
+1133,Laptop,3,899.99,2023-10-27,Jacqueline Jennings,North
+1134,USB-C Hub,3,29.99,2023-04-05,Dawn Moss,South
+1135,SSD,4,129.99,2023-05-03,Marie Wang,South
+1136,Webcam,4,59.99,2023-10-08,Tammy Lin,West
+1137,USB-C Hub,3,29.99,2023-05-13,Grant Smith,South
+1138,Webcam,4,59.99,2023-06-28,David Johnson,East
+1139,Printer,3,149.99,2023-07-07,John Juarez,South
+1140,Laptop,1,899.99,2023-05-03,Jeffrey Lindsey,East
+1141,Keyboard,3,49.99,2023-06-11,Brandy Dodson,North
+1142,USB-C Hub,1,29.99,2023-12-10,Paul Mcdaniel,North
+1143,Printer,3,149.99,2023-11-10,Ronald Williams,North
+1144,Keyboard,1,49.99,2023-08-22,John Cox,South
+1145,Printer,2,149.99,2023-08-07,Janet Padilla,South
+1146,USB-C Hub,1,29.99,2023-05-31,Stephen Boyd,South
+1147,USB-C Hub,4,29.99,2023-10-06,Shane Hall,South
+1148,Laptop,3,899.99,2023-08-07,Natasha Thompson,North
+1149,SSD,4,129.99,2023-03-03,Charles Mckee,East
+1150,Keyboard,3,49.99,2023-09-27,Ryan Brewer,West
+1151,Webcam,4,59.99,2023-05-16,Jon Fleming,South
+1152,Laptop,1,899.99,2023-05-22,Martin Best,West
+1153,SSD,2,129.99,2023-10-01,Mariah May,East
+1154,Keyboard,5,49.99,2023-03-27,James Calhoun,East
+1155,Printer,5,149.99,2023-01-15,Richard Contreras,East
+1156,Printer,2,149.99,2023-08-27,Rebecca Taylor,North
+1157,Printer,3,149.99,2023-05-26,Taylor Harris,North
+1158,USB-C Hub,5,29.99,2023-02-22,Pedro Wilson,West
+1159,SSD,3,129.99,2023-10-16,Curtis Lin,West
+1160,USB-C Hub,3,29.99,2023-03-25,Amber Graham,West
+1161,Tablet,3,299.99,2023-02-13,Rebecca Hall,South
+1162,Keyboard,1,49.99,2023-10-20,David Hall,West
+1163,Webcam,3,59.99,2023-01-25,Kristopher Mills,West
+1164,USB-C Hub,5,29.99,2023-08-10,James Perez,East
+1165,Headphones,5,79.99,2023-01-25,Adrian Pittman,East
+1166,Mouse,3,19.99,2023-03-09,Emily Ruiz,North
+1167,Webcam,2,59.99,2023-06-22,Angela Smith,South
+1168,Tablet,2,299.99,2023-10-10,Jesse Smith,West
+1169,SSD,4,129.99,2023-12-01,Shannon White,East
+1170,Laptop,5,899.99,2023-09-09,Angel Mercado,West
+1171,Tablet,3,299.99,2023-06-15,Christine Acosta,East
+1172,Printer,1,149.99,2023-08-27,Amber Alvarez,East
+1173,Webcam,1,59.99,2023-01-05,Jose Cochran,North
+1174,Webcam,2,59.99,2023-02-07,Donna Griffin,East
+1175,Headphones,2,79.99,2023-09-29,Christopher Perez,North
+1176,Printer,3,149.99,2023-06-11,Michelle Callahan,East
+1177,Printer,2,149.99,2023-05-11,James Mcmahon,North
+1178,USB-C Hub,3,29.99,2023-01-18,Tammy Schmidt,East
+1179,Monitor,4,199.99,2023-01-09,Jacqueline Khan,South
+1180,Printer,3,149.99,2023-03-27,Olivia Harris,North
+1181,Webcam,2,59.99,2023-11-05,Jacob Mitchell,East
+1182,Tablet,2,299.99,2023-02-08,James Roy,East
+1183,Webcam,4,59.99,2023-09-16,Chris Barber,North
+1184,USB-C Hub,3,29.99,2023-05-12,Meghan Conley,North
+1185,Keyboard,2,49.99,2023-05-28,Curtis Hayes,West
+1186,Laptop,4,899.99,2023-12-02,Katherine Frazier,West
+1187,SSD,1,129.99,2023-07-05,Heather Newman,East
+1188,Keyboard,3,49.99,2023-04-18,Mark Davila,West
+1189,Monitor,3,199.99,2023-08-15,Laura Rodriguez,North
+1190,Monitor,3,199.99,2023-06-14,Joe Simmons,East
+1191,Printer,4,149.99,2023-05-09,David Ramos,East
+1192,Webcam,1,59.99,2023-07-20,Marcus Ross,West
+1193,Webcam,3,59.99,2023-12-05,Elizabeth Jackson,South
+1194,Mouse,5,19.99,2023-08-21,Michelle Fuller,East
+1195,Printer,4,149.99,2023-08-22,Caroline Lynch,East
+1196,Monitor,2,199.99,2023-11-04,Shelley Newman,East
+1197,Monitor,4,199.99,2023-05-04,Victor Young,West
+1198,Tablet,2,299.99,2023-09-15,Christine Rivera,East
+1199,Printer,3,149.99,2023-11-28,Shelby Gillespie,South
+1200,SSD,2,129.99,2023-06-20,Chad Phillips,West
+1201,Keyboard,5,49.99,2023-05-11,Jasmine Frost,North
+1202,Tablet,5,299.99,2023-06-28,Dennis Anderson,South
+1203,Printer,4,149.99,2023-10-30,Tiffany Vazquez MD,South
+1204,Mouse,2,19.99,2023-01-28,Tracy Franco,North
+1205,Monitor,3,199.99,2023-02-26,Nicole Mccoy,East
+1206,Monitor,1,199.99,2023-09-07,Matthew Brown,East
+1207,Webcam,5,59.99,2023-06-10,James Dunn,North
+1208,Webcam,1,59.99,2023-09-29,John Alvarez,North
+1209,Headphones,2,79.99,2023-05-01,Karen Hall,East
+1210,USB-C Hub,4,29.99,2023-05-10,Dawn Rich,North
+1211,Printer,3,149.99,2023-11-09,Nicholas Fischer,North
+1212,Monitor,1,199.99,2023-07-17,Katherine Watson,South
+1213,Keyboard,2,49.99,2023-05-18,Nicole Gaines,South
+1214,Keyboard,5,49.99,2023-12-24,Jose Walker,South
+1215,Keyboard,5,49.99,2023-06-29,Sarah Shannon,North
+1216,Headphones,4,79.99,2023-04-01,Dr. Mary Santos,West
+1217,SSD,2,129.99,2023-03-31,Vernon Riley,South
+1218,Headphones,3,79.99,2023-01-06,Jared Frye,North
+1219,Keyboard,3,49.99,2023-06-19,Deborah Clements,East
+1220,USB-C Hub,1,29.99,2023-07-04,James Newton,West
+1221,Laptop,3,899.99,2023-06-30,Samantha Rogers,North
+1222,Laptop,5,899.99,2023-11-21,Victoria Taylor,East
+1223,Mouse,1,19.99,2023-12-30,Zachary White Jr.,West
+1224,Webcam,1,59.99,2023-12-10,Mary Sanders,North
+1225,Printer,5,149.99,2023-02-02,Jennifer Lopez,South
+1226,Keyboard,5,49.99,2023-12-01,Michael Anderson,West
+1227,Printer,2,149.99,2023-09-17,Michael Bartlett,West
+1228,Monitor,2,199.99,2023-08-02,Julian Knight,South
+1229,USB-C Hub,4,29.99,2023-04-02,George Johnson,East
+1230,Webcam,2,59.99,2023-11-22,Stephen Burton,East
+1231,Printer,5,149.99,2023-05-22,Billy Schwartz,North
+1232,Webcam,3,59.99,2023-08-31,Elizabeth Gonzalez,West
+1233,SSD,3,129.99,2023-05-10,Cheryl Gomez,North
+1234,Tablet,3,299.99,2023-04-13,Keith Montgomery,West
+1235,USB-C Hub,5,29.99,2023-12-10,Cameron Bryant,South
+1236,Headphones,4,79.99,2023-10-20,Oscar Brown,West
+1237,USB-C Hub,5,29.99,2023-06-30,Maria Valentine,West
+1238,SSD,4,129.99,2023-05-02,Adam Guerra,West
+1239,SSD,3,129.99,2023-12-24,Crystal Tucker,West
+1240,Laptop,2,899.99,2023-06-02,William Carroll,South
+1241,Tablet,2,299.99,2023-01-16,Emily Dennis,South
+1242,Webcam,2,59.99,2023-03-21,Tammy Greene,South
+1243,SSD,4,129.99,2023-01-11,Breanna Howe,East
+1244,Webcam,2,59.99,2023-08-05,Lauren Vasquez,North
+1245,Tablet,2,299.99,2023-08-19,Jared Robinson,West
+1246,USB-C Hub,5,29.99,2023-05-07,Olivia Snyder,North
+1247,Mouse,2,19.99,2023-05-14,Bryce Figueroa,North
+1248,Mouse,3,19.99,2023-07-02,Katrina Nicholson,North
+1249,Tablet,3,299.99,2023-06-16,Melissa Harris,North
+1250,Tablet,4,299.99,2023-03-10,Lori Sharp,North
+1251,Headphones,3,79.99,2023-10-08,Tyler Reid,East
+1252,USB-C Hub,1,29.99,2023-11-29,Nicole Johnson,North
+1253,USB-C Hub,4,29.99,2023-08-13,Caitlin Cole,South
+1254,SSD,5,129.99,2023-10-17,Adrienne Rodriguez,North
+1255,Mouse,3,19.99,2023-04-05,Stephanie Tate,South
+1256,Laptop,2,899.99,2023-01-06,Jessica Santos,East
+1257,Monitor,3,199.99,2023-11-30,Mark Watson,North
+1258,Headphones,4,79.99,2023-07-16,Dana Mclaughlin,West
+1259,Webcam,2,59.99,2023-08-01,Aaron Blackwell,East
+1260,Webcam,2,59.99,2023-11-03,Nicole Herman DVM,East
+1261,Keyboard,2,49.99,2023-12-11,Cynthia Johnson,West
+1262,Mouse,5,19.99,2023-06-11,Cheryl Wells,North
+1263,Monitor,1,199.99,2023-10-06,John Williams,North
+1264,Headphones,1,79.99,2023-08-11,Rachel Munoz,South
+1265,Webcam,4,59.99,2023-06-01,Victoria Wilson,South
+1266,Monitor,4,199.99,2023-05-30,Renee Johnson,South
+1267,Keyboard,2,49.99,2023-02-25,Kirk Rubio,South
+1268,Headphones,4,79.99,2023-04-30,Robert Burgess,North
+1269,Monitor,5,199.99,2023-11-04,Meredith Smith,East
+1270,Webcam,2,59.99,2023-05-31,Rhonda Thomas,South
+1271,Webcam,3,59.99,2023-11-07,William Russell,North
+1272,Printer,2,149.99,2023-10-30,Mr. Devon Johns,South
+1273,Tablet,2,299.99,2023-12-26,Daniel Wagner,South
+1274,SSD,2,129.99,2023-04-11,Lucas Buckley,East
+1275,Printer,3,149.99,2023-05-23,Tiffany Villarreal,South
+1276,Webcam,3,59.99,2023-10-31,Brittany Reed,North
+1277,Tablet,1,299.99,2023-02-04,Dale Kent,East
+1278,Tablet,3,299.99,2023-01-07,Jenna Anderson,South
+1279,SSD,1,129.99,2023-06-15,Kimberly Dudley,South
+1280,Tablet,1,299.99,2023-11-03,Matthew Brown,West
+1281,Monitor,3,199.99,2023-05-20,Brenda Cortez,South
+1282,Tablet,4,299.99,2023-08-02,Joshua Lopez,North
+1283,Laptop,1,899.99,2023-10-06,Rhonda Mills,West
+1284,SSD,1,129.99,2023-08-24,Mary Gutierrez,East
+1285,Tablet,1,299.99,2023-02-08,Jerry Hodges,North
+1286,Printer,1,149.99,2023-09-01,Michael Hendrix DDS,South
+1287,Webcam,1,59.99,2023-01-01,William Frazier,West
+1288,Keyboard,3,49.99,2023-11-06,Kimberly Watson,South
+1289,SSD,5,129.99,2023-01-30,Jordan Hernandez,East
+1290,Keyboard,4,49.99,2023-08-04,Michelle Gibbs,West
+1291,Tablet,1,299.99,2023-03-15,Amanda Collier,West
+1292,Laptop,3,899.99,2023-11-17,Drew Mcdonald,North
+1293,Headphones,3,79.99,2023-12-06,Linda Schwartz,East
+1294,SSD,3,129.99,2023-04-26,Debra Stout PhD,East
+1295,Headphones,2,79.99,2023-05-03,Cesar Burgess,East
+1296,Mouse,5,19.99,2023-08-17,Mark Lopez,North
+1297,USB-C Hub,4,29.99,2023-02-05,Nathaniel Diaz,East
+1298,Tablet,2,299.99,2023-02-22,Mandy Parker,North
+1299,Keyboard,3,49.99,2023-03-08,Abigail Andrews,East
+1300,Tablet,4,299.99,2023-11-12,Matthew Hunt,South
+1301,Printer,1,149.99,2023-05-09,Teresa Leonard,South
+1302,SSD,3,129.99,2023-10-14,Deborah Diaz,East
+1303,Laptop,1,899.99,2023-05-09,Gregory Richardson,West
+1304,Headphones,5,79.99,2023-06-09,Kayla Harris,East
+1305,Keyboard,5,49.99,2023-03-03,Angela Villanueva,East
+1306,Mouse,5,19.99,2023-10-23,Jerry Rivera,South
+1307,Headphones,3,79.99,2023-11-11,Melissa Owens,South
+1308,Tablet,1,299.99,2023-05-28,Maria Blake,South
+1309,USB-C Hub,5,29.99,2023-03-15,Lauren Morrison,North
+1310,Keyboard,5,49.99,2023-04-03,Robert Chang,North
+1311,Printer,4,149.99,2023-11-07,Daniel Holloway,North
+1312,USB-C Hub,4,29.99,2023-12-09,John Collins,North
+1313,Webcam,1,59.99,2023-03-08,Joshua Williams,West
+1314,Printer,3,149.99,2023-02-28,Katherine Curtis,South
+1315,Tablet,5,299.99,2023-02-01,Angela Moore,East
+1316,Keyboard,3,49.99,2023-10-28,Sarah Boyle,South
+1317,Monitor,2,199.99,2023-09-15,Anthony Patel,South
+1318,SSD,1,129.99,2023-04-28,Brandon Hernandez,North
+1319,Tablet,4,299.99,2023-08-03,Christina Rodriguez,West
+1320,Monitor,3,199.99,2023-05-01,Shane Leon,West
+1321,SSD,4,129.99,2023-01-01,Mark Buchanan,West
+1322,Webcam,4,59.99,2023-02-19,Adrian Coffey,East
+1323,USB-C Hub,2,29.99,2023-12-07,Sarah Gonzalez,East
+1324,Keyboard,3,49.99,2023-07-27,Ian Bryan,East
+1325,Printer,3,149.99,2023-12-29,Michael Reed,East
+1326,USB-C Hub,1,29.99,2023-08-06,Thomas Marks,North
+1327,Headphones,2,79.99,2023-09-10,Chad Torres,East
+1328,Laptop,5,899.99,2023-02-04,Alexandra Welch,North
+1329,Headphones,5,79.99,2023-11-15,Christina Peters,East
+1330,Mouse,4,19.99,2023-06-09,David Barrett,North
+1331,Tablet,5,299.99,2023-11-03,Thomas Mcclure,East
+1332,USB-C Hub,4,29.99,2023-02-04,Kevin Webb,North
+1333,Headphones,1,79.99,2023-12-18,Alexis Tyler,East
+1334,Tablet,2,299.99,2023-04-21,Douglas Calderon,East
+1335,Headphones,1,79.99,2023-04-04,Audrey Wilson,West
+1336,Mouse,3,19.99,2023-08-11,Brian Campbell Jr.,South
+1337,Tablet,5,299.99,2023-05-18,Douglas Hicks,East
+1338,Webcam,3,59.99,2023-11-24,Victoria Lowe,North
+1339,Monitor,5,199.99,2023-08-12,Monica Jordan,North
+1340,Tablet,5,299.99,2023-07-10,Dana Baker,West
+1341,Monitor,2,199.99,2023-02-28,Erica Johnson,West
+1342,Laptop,4,899.99,2023-08-25,Daniel Richard,East
+1343,Headphones,2,79.99,2023-10-19,Bradley Lee,North
+1344,Monitor,5,199.99,2023-11-11,Heather Garrett,North
+1345,Keyboard,5,49.99,2023-08-26,Robert Simpson,West
+1346,Monitor,2,199.99,2023-01-21,Dawn Kennedy,South
+1347,Keyboard,5,49.99,2023-09-30,Anne Fleming,South
+1348,Headphones,5,79.99,2023-05-30,Kevin Sanchez,North
+1349,Monitor,4,199.99,2023-12-18,Brandon Olsen,East
+1350,Laptop,3,899.99,2023-12-09,Deborah Miller,East
+1351,Monitor,2,199.99,2023-12-28,Charles Mills,North
+1352,Tablet,1,299.99,2023-05-29,Jasmine Mitchell,North
+1353,Printer,4,149.99,2023-07-03,Anne Leon,West
+1354,Keyboard,4,49.99,2023-07-24,Karen Buck,West
+1355,Printer,3,149.99,2023-03-25,Karen Park,West
+1356,USB-C Hub,5,29.99,2023-09-05,Bonnie Moore,East
+1357,Monitor,2,199.99,2023-04-25,Matthew Bright,North
+1358,Printer,2,149.99,2023-12-16,Jennifer Miller,South
+1359,Tablet,4,299.99,2023-03-25,Jennifer Flores,North
+1360,Laptop,3,899.99,2023-09-17,Michael Mccarthy,North
+1361,Keyboard,2,49.99,2023-05-02,Tiffany Wheeler,West
+1362,USB-C Hub,5,29.99,2023-09-26,Dana Barnes,East
+1363,USB-C Hub,2,29.99,2023-08-13,Alice Mitchell,North
+1364,Monitor,5,199.99,2023-10-09,Rebecca Russell,East
+1365,Mouse,1,19.99,2023-06-12,John Golden,East
+1366,Keyboard,4,49.99,2023-10-17,Kevin Fisher,North
+1367,SSD,5,129.99,2023-06-22,Charles Dominguez,South
+1368,Keyboard,1,49.99,2023-08-02,Gary Phillips,South
+1369,Mouse,5,19.99,2023-11-17,Angelica Roberts,North
+1370,Tablet,3,299.99,2023-12-26,Leslie Keith,East
+1371,Headphones,5,79.99,2023-12-08,John Scott,North
+1372,Headphones,5,79.99,2023-11-14,Jennifer Perkins,North
+1373,Monitor,3,199.99,2023-09-25,Kelly Jones,South
+1374,USB-C Hub,2,29.99,2023-05-05,Tiffany Walker,South
+1375,Monitor,1,199.99,2023-06-04,Dr. Jeremy Alexander,East
+1376,SSD,5,129.99,2023-01-05,Sean Lin,West
+1377,Laptop,5,899.99,2023-03-29,Brandon Goodwin,East
+1378,Webcam,4,59.99,2023-01-21,Katie Hawkins,West
+1379,Monitor,3,199.99,2023-07-15,Katie Walton,North
+1380,Laptop,3,899.99,2023-07-17,Austin Sanchez,East
+1381,Mouse,4,19.99,2023-01-20,Kevin Bennett,South
+1382,Keyboard,5,49.99,2023-09-04,Carl King,West
+1383,Monitor,3,199.99,2023-12-10,Lori Roberts,North
+1384,Tablet,2,299.99,2023-03-15,Christina Howard,East
+1385,SSD,2,129.99,2023-11-12,Jose Craig,East
+1386,Monitor,5,199.99,2023-01-08,Daniel Navarro,West
+1387,SSD,3,129.99,2023-07-27,Hector Hendricks,South
+1388,Tablet,5,299.99,2023-11-27,Andrea Gilmore,North
+1389,Keyboard,3,49.99,2023-03-07,Mary Luna,North
+1390,Laptop,4,899.99,2023-04-07,Mark Mckenzie,East
+1391,Mouse,2,19.99,2023-11-16,Nicole Jones,South
+1392,Headphones,3,79.99,2023-10-15,Tammy Porter,West
+1393,Mouse,4,19.99,2023-12-08,Timothy Miller,South
+1394,USB-C Hub,1,29.99,2023-12-14,Connie Parker,West
+1395,Printer,1,149.99,2023-09-12,Cory Mckenzie,South
+1396,Monitor,2,199.99,2023-06-14,Jennifer Martin,North
+1397,Headphones,3,79.99,2023-10-28,Timothy Ortiz,North
+1398,Mouse,3,19.99,2023-07-15,Sara Gomez,South
+1399,Webcam,3,59.99,2023-12-24,Anthony Walker,North
+1400,Mouse,4,19.99,2023-02-13,Jennifer Miller,South
+1401,Laptop,3,899.99,2023-11-29,Rebecca Tucker,South
+1402,Headphones,3,79.99,2023-03-01,Larry Torres,West
+1403,Monitor,3,199.99,2023-06-12,Michael Clark,South
+1404,Headphones,1,79.99,2023-10-10,Derek Harris,South
+1405,Printer,1,149.99,2023-07-24,Mitchell Boyd,North
+1406,SSD,5,129.99,2023-07-31,Dennis Sutton,East
+1407,Webcam,3,59.99,2023-05-26,Brittany Callahan,East
+1408,Keyboard,5,49.99,2023-10-24,Sheila Garcia,East
+1409,Monitor,4,199.99,2023-03-05,Jason Church,South
+1410,SSD,3,129.99,2023-02-22,Breanna Jackson,North
+1411,SSD,2,129.99,2023-04-15,Rodney Payne,West
+1412,USB-C Hub,2,29.99,2023-11-02,Kenneth Green,North
+1413,Mouse,5,19.99,2023-06-21,Douglas Lopez,East
+1414,Mouse,5,19.99,2023-02-08,Stephanie Turner,East
+1415,USB-C Hub,5,29.99,2023-01-20,Barbara Cox,North
+1416,Headphones,4,79.99,2023-08-30,Daniel Thompson,North
+1417,Headphones,1,79.99,2023-08-15,Elizabeth Moore,North
+1418,Keyboard,3,49.99,2023-03-04,Taylor Allen,East
+1419,Laptop,3,899.99,2023-06-25,Andrew Wiley,South
+1420,Laptop,5,899.99,2023-05-25,Mrs. Stacey Jones MD,South
+1421,Monitor,1,199.99,2023-06-29,Katherine Richards,West
+1422,Tablet,3,299.99,2023-01-11,Danny Strickland,East
+1423,Keyboard,5,49.99,2023-04-19,Amanda Cummings,East
+1424,Webcam,1,59.99,2023-04-04,Erik Owens,North
+1425,SSD,1,129.99,2023-02-27,Taylor Huffman,South
+1426,Headphones,3,79.99,2023-11-12,Jacqueline Aguirre,East
+1427,Laptop,2,899.99,2023-11-27,Charlene Moore,East
+1428,Headphones,1,79.99,2023-01-25,Kim Sullivan,South
+1429,Mouse,4,19.99,2023-04-14,Jeffrey Murray,West
+1430,Tablet,5,299.99,2023-02-13,Tina Francis,West
+1431,Mouse,3,19.99,2023-07-27,Heather Garrison,North
+1432,Monitor,3,199.99,2023-06-09,Edwin Espinoza,South
+1433,Headphones,1,79.99,2023-09-04,Phillip Garrett,South
+1434,Keyboard,1,49.99,2023-12-12,Casey Rivera,North
+1435,Mouse,4,19.99,2023-11-22,Ryan Perez,West
+1436,Tablet,4,299.99,2023-08-18,Carolyn Roman,South
+1437,Headphones,4,79.99,2023-04-02,Chris Rodriguez,North
+1438,Laptop,4,899.99,2023-01-24,Ronald Richard,East
+1439,Webcam,1,59.99,2023-12-20,Stephen Hill,West
+1440,USB-C Hub,1,29.99,2023-04-21,Joseph Freeman,West
+1441,Webcam,3,59.99,2023-04-20,Samuel Garza,South
+1442,USB-C Hub,1,29.99,2023-06-06,Greg Fischer,West
+1443,USB-C Hub,5,29.99,2023-08-11,Tracy Erickson,South
+1444,USB-C Hub,1,29.99,2023-05-20,Samantha Edwards,South
+1445,Printer,1,149.99,2023-05-12,Samuel Summers,East
+1446,Laptop,2,899.99,2023-10-18,Grant Smith,East
+1447,Keyboard,4,49.99,2023-07-08,Jennifer Dunn,North
+1448,Tablet,2,299.99,2023-09-26,Robert Boyer,East
+1449,Laptop,2,899.99,2023-04-27,James Ellis,South
+1450,Mouse,5,19.99,2023-12-04,Beth Parsons,North
+1451,Webcam,2,59.99,2023-12-06,Carol Mayo,East
+1452,Tablet,4,299.99,2023-01-22,James Carroll,East
+1453,Monitor,4,199.99,2023-05-12,Neil Young,East
+1454,Headphones,1,79.99,2023-09-12,Danny Cameron,North
+1455,Monitor,4,199.99,2023-08-30,Darren Kelly,West
+1456,Webcam,3,59.99,2023-01-16,Heather Gordon,East
+1457,Laptop,5,899.99,2023-05-27,James Rogers,South
+1458,Keyboard,5,49.99,2023-06-06,Samuel Thompson,East
+1459,Printer,4,149.99,2023-02-26,Jill Hernandez,North
+1460,Tablet,1,299.99,2023-01-12,Heather Evans,West
+1461,USB-C Hub,2,29.99,2023-07-11,Lori Wright,East
+1462,SSD,1,129.99,2023-03-01,Christina Perez,South
+1463,Headphones,1,79.99,2023-12-12,Chad Dalton MD,North
+1464,Tablet,4,299.99,2023-10-10,Kevin Duncan,South
+1465,SSD,1,129.99,2023-12-24,Susan Morales,South
+1466,Mouse,1,19.99,2023-09-10,Andrew Barnes,South
+1467,Tablet,5,299.99,2023-04-30,Lee Foster,East
+1468,Printer,1,149.99,2023-08-01,Kelli Conway,South
+1469,Tablet,2,299.99,2023-07-30,Victoria Perez,East
+1470,USB-C Hub,2,29.99,2023-12-17,Gary Osborne,South
+1471,Headphones,5,79.99,2023-08-13,Lindsey Owens,East
+1472,Tablet,4,299.99,2023-12-30,Kristina Berry,West
+1473,USB-C Hub,5,29.99,2023-04-10,Paul Sanders,North
+1474,Printer,3,149.99,2023-09-09,Damon Oconnor,North
+1475,SSD,2,129.99,2023-09-09,Laurie Fernandez,East
+1476,Monitor,4,199.99,2023-11-29,Debra Vasquez,South
+1477,Printer,4,149.99,2023-07-22,Jessica Johnson,West
+1478,Laptop,5,899.99,2023-02-02,Karen Wilkins,South
+1479,Webcam,1,59.99,2023-12-29,William Herrera,South
+1480,Tablet,1,299.99,2023-01-03,Dennis Hernandez,West
+1481,Mouse,4,19.99,2023-08-06,Melissa Cantrell,East
+1482,Printer,2,149.99,2023-11-03,Joshua Hayes,South
+1483,Laptop,2,899.99,2023-09-15,Steven Woodard,West
+1484,USB-C Hub,4,29.99,2023-07-19,Donna Scott,North
+1485,SSD,5,129.99,2023-07-31,Lisa Gutierrez,West
+1486,SSD,3,129.99,2023-12-24,John Glenn,South
+1487,Webcam,5,59.99,2023-05-01,Kristin Cook,North
+1488,Keyboard,4,49.99,2023-10-15,Jennifer Nguyen,North
+1489,USB-C Hub,3,29.99,2023-04-02,Tiffany Johnson,South
+1490,SSD,5,129.99,2023-01-18,Julie Perez,East
+1491,Mouse,1,19.99,2023-12-12,Rebecca Vargas,South
+1492,Printer,5,149.99,2023-10-27,Ms. Michelle Golden,West
+1493,Webcam,4,59.99,2023-01-25,Tiffany Alvarez,East
+1494,Printer,3,149.99,2023-06-16,Kristen Sanchez,West
+1495,Monitor,3,199.99,2023-06-03,Justin Tucker,East
+1496,Printer,2,149.99,2023-04-07,Steven Sutton,East
+1497,Keyboard,2,49.99,2023-11-23,Cody Sanchez,South
+1498,Webcam,4,59.99,2023-03-26,Stacy Evans,East
+1499,Monitor,4,199.99,2023-08-07,Deborah Jimenez,East
+1500,Printer,4,149.99,2023-06-09,Savannah Jones,East
+1501,Mouse,2,19.99,2023-07-29,Kimberly Kemp,East
+1502,SSD,1,129.99,2023-05-30,Kristi Morrow,North
+1503,Printer,4,149.99,2023-03-15,Christopher Webster,North
+1504,Keyboard,4,49.99,2023-10-30,Nathan Patel,South
+1505,Mouse,3,19.99,2023-06-14,Dylan Bailey,East
+1506,Mouse,5,19.99,2023-11-18,Susan Elliott,South
+1507,Headphones,2,79.99,2023-04-16,Jennifer Morales,West
+1508,Mouse,1,19.99,2023-11-14,Debra Irwin,West
+1509,Printer,3,149.99,2023-10-14,Robert Green,North
+1510,Keyboard,2,49.99,2023-07-26,Gwendolyn Ramirez,South
+1511,Tablet,2,299.99,2023-05-18,Chloe Jones,East
+1512,Mouse,5,19.99,2023-01-28,Sarah Bauer,East
+1513,Headphones,3,79.99,2023-06-30,Allison Miller,East
+1514,Webcam,5,59.99,2023-01-04,Patrick Dillon,South
+1515,Printer,1,149.99,2023-12-24,Justin King,North
+1516,Headphones,2,79.99,2023-05-23,Glenn Santos,East
+1517,Printer,5,149.99,2023-02-27,Matthew King,South
+1518,Monitor,3,199.99,2023-09-15,Chloe Walker,South
+1519,Monitor,3,199.99,2023-07-07,Mary Davis,West
+1520,Printer,4,149.99,2023-03-17,Thomas Ross,East
+1521,USB-C Hub,4,29.99,2023-09-09,Joseph Mills,West
+1522,Mouse,5,19.99,2023-07-04,Erik Walker,South
+1523,SSD,5,129.99,2023-08-04,Beth Martinez,North
+1524,Laptop,3,899.99,2023-09-08,Teresa Robinson,West
+1525,Monitor,2,199.99,2023-06-05,Paige Rodgers,West
+1526,SSD,5,129.99,2023-04-09,Micheal Young,South
+1527,Tablet,1,299.99,2023-05-06,Melissa Oliver,West
+1528,Monitor,1,199.99,2023-12-22,Justin Wood,North
+1529,Monitor,1,199.99,2023-01-08,Steven Jones,West
+1530,Webcam,5,59.99,2023-01-25,Sarah Dean,North
+1531,Webcam,5,59.99,2023-03-01,Stephanie Bradshaw,South
+1532,Keyboard,4,49.99,2023-03-08,Michelle Crawford,North
+1533,Headphones,1,79.99,2023-12-03,Nicole Wright,West
+1534,Monitor,2,199.99,2023-11-22,Michelle Greer,South
+1535,Keyboard,4,49.99,2023-09-12,Kristen Baker,West
+1536,Headphones,2,79.99,2023-09-29,Craig Gomez,South
+1537,Webcam,2,59.99,2023-10-29,Bradley Thompson,West
+1538,Headphones,1,79.99,2023-06-20,Franklin Roth,North
+1539,Tablet,2,299.99,2023-11-25,Amanda Morrison,South
+1540,Monitor,4,199.99,2023-09-22,Angela White,West
+1541,Laptop,1,899.99,2023-03-21,Danielle Molina,East
+1542,USB-C Hub,3,29.99,2023-08-21,Joshua Perez,West
+1543,Keyboard,2,49.99,2023-08-28,Daniel Hull,North
+1544,Tablet,3,299.99,2023-09-12,Andrew Morgan,East
+1545,Headphones,1,79.99,2023-02-20,Jordan Thomas,South
+1546,Keyboard,2,49.99,2023-12-26,Heather Richardson,East
+1547,Laptop,4,899.99,2023-12-20,Colin Moore,North
+1548,Webcam,5,59.99,2023-04-11,Mrs. Kathryn Barrera,East
+1549,Tablet,1,299.99,2023-08-22,Nicholas Campbell,West
+1550,Monitor,1,199.99,2023-11-05,David Miller,North
+1551,Laptop,3,899.99,2023-08-17,Sean Cooper,East
+1552,Printer,2,149.99,2023-12-05,James Miller,East
+1553,Monitor,5,199.99,2023-04-02,Joel Mcconnell,East
+1554,Keyboard,3,49.99,2023-05-05,Francis Beck,East
+1555,USB-C Hub,2,29.99,2023-06-11,Raymond Collins,South
+1556,Headphones,4,79.99,2023-11-10,Amanda Kim,North
+1557,Keyboard,1,49.99,2023-09-21,Theodore Myers,North
+1558,USB-C Hub,1,29.99,2023-04-08,Derrick Holmes,West
+1559,USB-C Hub,5,29.99,2023-07-27,Alicia Tate,North
+1560,Webcam,5,59.99,2023-10-14,David Howard,West
+1561,Mouse,2,19.99,2023-01-16,Hannah Bowman,South
+1562,Headphones,1,79.99,2023-05-31,Melinda Sparks,West
+1563,Mouse,4,19.99,2023-01-24,Deborah Kelley,North
+1564,Keyboard,5,49.99,2023-05-15,Travis Berg,South
+1565,Monitor,3,199.99,2023-09-23,Andrew Holloway,North
+1566,Mouse,1,19.99,2023-10-17,Nancy Harris,West
+1567,Tablet,2,299.99,2023-03-26,Sarah Newton,West
+1568,USB-C Hub,2,29.99,2023-10-25,Matthew Vincent,South
+1569,Headphones,4,79.99,2023-11-14,Erin Lee,East
+1570,Webcam,5,59.99,2023-05-02,Denise Christensen,South
+1571,Webcam,1,59.99,2023-01-29,Adrienne Smith,East
+1572,Tablet,3,299.99,2023-03-16,Rebecca Gilbert,East
+1573,SSD,3,129.99,2023-01-04,Gavin Farmer,North
+1574,Laptop,3,899.99,2023-12-02,Jessica Huang MD,West
+1575,Mouse,3,19.99,2023-09-01,Eric Garcia,West
+1576,Mouse,1,19.99,2023-12-13,Vanessa Bryant,East
+1577,Mouse,3,19.99,2023-09-19,Angela Jackson,North
+1578,Keyboard,3,49.99,2023-12-21,Alejandro Powell,South
+1579,Mouse,2,19.99,2023-12-15,Kevin Powers,South
+1580,SSD,3,129.99,2023-01-29,Mathew Olson,East
+1581,Mouse,1,19.99,2023-08-10,Jeffrey Brown,South
+1582,Webcam,3,59.99,2023-06-04,Peter Morgan,West
+1583,Tablet,3,299.99,2023-11-10,Kevin Moore,East
+1584,Headphones,2,79.99,2023-02-08,Melanie Duffy,South
+1585,Keyboard,2,49.99,2023-03-01,Natalie Chang,North
+1586,Mouse,1,19.99,2023-11-11,Nancy Jones,West
+1587,Headphones,3,79.99,2023-03-17,Kimberly Daniels,South
+1588,Mouse,5,19.99,2023-06-28,Melanie Strickland,East
+1589,Printer,4,149.99,2023-02-15,Jon Rice,South
+1590,Webcam,4,59.99,2023-05-10,Megan Rodriguez,South
+1591,Printer,2,149.99,2023-03-05,Christina Lee,East
+1592,Monitor,2,199.99,2023-04-30,John Knight,South
+1593,USB-C Hub,3,29.99,2023-08-12,Deborah Watson,West
+1594,SSD,4,129.99,2023-05-04,Amanda Charles,North
+1595,Mouse,3,19.99,2023-01-31,Timothy Pacheco,South
+1596,Printer,5,149.99,2023-03-09,Judith Taylor,South
+1597,USB-C Hub,3,29.99,2023-07-28,Rachel Hernandez,North
+1598,Headphones,1,79.99,2023-10-05,Larry Sullivan,South
+1599,Keyboard,2,49.99,2023-04-29,Mark Brooks,West
+1600,Headphones,2,79.99,2023-11-23,Damon Elliott,South
+1601,Laptop,3,899.99,2023-12-15,Michael Chan,East
+1602,Printer,5,149.99,2023-12-08,April Blackwell,North
+1603,Laptop,2,899.99,2023-08-08,Craig Powell,West
+1604,Mouse,3,19.99,2023-01-31,Michael Torres Jr.,East
+1605,Printer,5,149.99,2023-12-24,Donna Steele,North
+1606,Webcam,2,59.99,2023-08-30,Stephanie Brown,West
+1607,USB-C Hub,1,29.99,2023-10-09,Stephanie Burnett,North
+1608,Headphones,2,79.99,2023-09-16,Jessica Hicks,West
+1609,SSD,4,129.99,2023-05-25,Kevin Williamson,North
+1610,Webcam,4,59.99,2023-03-01,Ashley Jordan,East
+1611,Laptop,1,899.99,2023-08-25,Kristine Holland,West
+1612,Keyboard,3,49.99,2023-06-02,Julie Murphy MD,West
+1613,Printer,4,149.99,2023-02-04,Christy Smith,West
+1614,Laptop,2,899.99,2023-03-11,Jonathan Rose,West
+1615,Webcam,4,59.99,2023-07-29,Joseph Lynch,East
+1616,Webcam,2,59.99,2023-01-03,Kimberly Baker,South
+1617,Monitor,3,199.99,2023-03-13,Shaun Perez,North
+1618,Printer,5,149.99,2023-09-27,Brittany Flores,West
+1619,SSD,3,129.99,2023-03-05,Lindsey Salazar,South
+1620,Monitor,4,199.99,2023-08-05,Eduardo Carr,East
+1621,Monitor,1,199.99,2023-02-13,David Parrish,West
+1622,Laptop,5,899.99,2023-08-24,Carla Reed,South
+1623,SSD,3,129.99,2023-10-25,Mikayla Brown,North
+1624,Laptop,1,899.99,2023-12-01,Brandon Mann,North
+1625,Headphones,3,79.99,2023-12-23,Anthony Anderson,North
+1626,USB-C Hub,3,29.99,2023-04-04,Meredith Vasquez,East
+1627,Webcam,3,59.99,2023-07-30,Logan Herrera,South
+1628,Laptop,1,899.99,2023-09-25,Carl Garner,East
+1629,Headphones,1,79.99,2023-10-25,Andrea Black,North
+1630,Printer,5,149.99,2023-04-12,Benjamin Knight,North
+1631,SSD,1,129.99,2023-08-29,Mario Marsh,East
+1632,Laptop,5,899.99,2023-02-27,Mrs. Sharon Chambers,East
+1633,Webcam,1,59.99,2023-05-10,Rachel Mckenzie,North
+1634,Webcam,4,59.99,2023-11-25,Stacey Li,West
+1635,Monitor,3,199.99,2023-11-07,Philip Phillips PhD,North
+1636,Printer,4,149.99,2023-06-20,Anthony Wood,North
+1637,Tablet,5,299.99,2023-04-06,Austin Reed,North
+1638,Laptop,5,899.99,2023-07-27,Hailey Douglas,West
+1639,Keyboard,5,49.99,2023-01-06,Sara Garza,North
+1640,Keyboard,3,49.99,2023-05-03,Kathleen Evans,East
+1641,Headphones,4,79.99,2023-07-18,Shaun Hess,North
+1642,Laptop,2,899.99,2023-10-27,Ashlee Burton,South
+1643,Mouse,2,19.99,2023-01-22,Christina Burnett DDS,West
+1644,Webcam,5,59.99,2023-02-28,Allison Bright,South
+1645,Monitor,5,199.99,2023-06-23,Savannah Webb,North
+1646,Monitor,3,199.99,2023-01-01,Shannon Mitchell,South
+1647,SSD,4,129.99,2023-08-18,Mary Davidson,South
+1648,Laptop,1,899.99,2023-03-09,Henry Johnson,South
+1649,Webcam,1,59.99,2023-08-08,Amy Durham,North
+1650,Printer,2,149.99,2023-11-26,Carol Cook,East
+1651,USB-C Hub,1,29.99,2023-12-21,Cynthia Rodriguez,West
+1652,Keyboard,5,49.99,2023-04-03,Johnny Pearson,South
+1653,Monitor,5,199.99,2023-09-19,Ashley King,East
+1654,Webcam,4,59.99,2023-08-01,Brooke Estrada,East
+1655,Printer,4,149.99,2023-01-26,Robert Costa,East
+1656,Printer,3,149.99,2023-07-08,Jordan Larsen,South
+1657,Tablet,2,299.99,2023-09-13,Stacey Sanders,West
+1658,Tablet,1,299.99,2023-11-03,Michael Day,South
+1659,USB-C Hub,4,29.99,2023-09-21,Angela Bautista,West
+1660,Webcam,3,59.99,2023-12-26,Kathryn Norman,North
+1661,Keyboard,4,49.99,2023-01-27,Sarah Ray,North
+1662,Keyboard,3,49.99,2023-08-23,Evan Hall,South
+1663,Printer,3,149.99,2023-07-16,Rodney Silva,South
+1664,USB-C Hub,3,29.99,2023-08-02,Karen Gonzalez,East
+1665,Mouse,3,19.99,2023-09-09,Dr. Dan Nixon DDS,East
+1666,Keyboard,3,49.99,2023-10-10,Mr. Wesley Gregory,North
+1667,Monitor,5,199.99,2023-10-05,Lauren Williams,North
+1668,Printer,2,149.99,2023-03-22,Robert Bell,South
+1669,Keyboard,1,49.99,2023-04-11,Katie Murphy,North
+1670,Webcam,5,59.99,2023-03-17,Michelle Hatfield,West
+1671,SSD,5,129.99,2023-07-31,Connie Fisher,South
+1672,Monitor,2,199.99,2023-05-16,Robert Marquez,East
+1673,Keyboard,5,49.99,2023-09-06,Erik Howard,West
+1674,Laptop,4,899.99,2023-08-03,Brian Landry,North
+1675,Printer,2,149.99,2023-12-02,Kyle Kim,North
+1676,Monitor,3,199.99,2023-11-21,Robert Ross,South
+1677,Printer,2,149.99,2023-06-16,Brandon Bradley,East
+1678,USB-C Hub,5,29.99,2023-06-15,Nancy Thompson,North
+1679,Tablet,5,299.99,2023-10-24,Lisa Oconnor,South
+1680,SSD,2,129.99,2023-02-08,Karen Rivera,South
+1681,USB-C Hub,5,29.99,2023-09-29,Eric Mitchell,West
+1682,Keyboard,4,49.99,2023-07-15,Jeremy Ritter,East
+1683,Laptop,3,899.99,2023-12-21,Leroy Evans,South
+1684,SSD,5,129.99,2023-09-05,Jeremy Rodriguez,West
+1685,Laptop,2,899.99,2023-11-04,Cristina Hammond,West
+1686,Webcam,3,59.99,2023-04-11,Marc Hall,South
+1687,SSD,5,129.99,2023-03-24,Frances Delacruz,West
+1688,Webcam,1,59.99,2023-01-04,Joseph Elliott,East
+1689,Mouse,4,19.99,2023-08-16,Jacob Moses,West
+1690,Webcam,1,59.99,2023-10-19,Miguel Mcclain,East
+1691,Monitor,4,199.99,2023-10-18,Cole Lee,West
+1692,Headphones,4,79.99,2023-05-03,Donna Kline,West
+1693,Headphones,5,79.99,2023-08-15,Linda Anderson,South
+1694,Headphones,5,79.99,2023-11-21,Ryan Conley,West
+1695,Monitor,2,199.99,2023-05-12,Alexandra Walsh,West
+1696,SSD,5,129.99,2023-04-26,Mario Smith,South
+1697,Monitor,2,199.99,2023-09-06,Tyler Franklin,North
+1698,Mouse,5,19.99,2023-01-12,Chad Torres,South
+1699,Mouse,4,19.99,2023-02-02,Janice Martin,West
+1700,USB-C Hub,4,29.99,2023-12-14,Jacqueline Martinez,West
+1701,Webcam,3,59.99,2023-05-14,David Martin,West
+1702,Mouse,2,19.99,2023-12-29,Stephanie Wood,West
+1703,Keyboard,3,49.99,2023-08-06,Michelle Shea,East
+1704,USB-C Hub,2,29.99,2023-04-30,Melissa Gibbs,East
+1705,Webcam,1,59.99,2023-03-25,Lorraine Smith,East
+1706,SSD,2,129.99,2023-01-20,Adrienne Perez,North
+1707,SSD,3,129.99,2023-04-20,Paul Marshall,North
+1708,Keyboard,5,49.99,2023-01-03,Derek Cardenas,West
+1709,Tablet,2,299.99,2023-11-17,Lisa Collins,South
+1710,USB-C Hub,1,29.99,2023-02-19,Steven Anderson,East
+1711,Headphones,1,79.99,2023-09-28,Darrell Logan,North
+1712,USB-C Hub,5,29.99,2023-12-23,Ivan Young,West
+1713,USB-C Hub,2,29.99,2023-05-08,Aaron May,South
+1714,Monitor,4,199.99,2023-12-18,Joseph Palmer,North
+1715,SSD,3,129.99,2023-01-14,James Haley,North
+1716,SSD,4,129.99,2023-10-16,Allison Vaughan,West
+1717,Tablet,3,299.99,2023-08-22,Kelly Goodman,South
+1718,Monitor,5,199.99,2023-03-05,Kimberly Roy,North
+1719,Headphones,1,79.99,2023-09-24,Ralph Miller,South
+1720,Mouse,3,19.99,2023-09-27,Jose Mills,South
+1721,USB-C Hub,4,29.99,2023-04-09,Joel Barton,West
+1722,Keyboard,4,49.99,2023-08-09,Michael Brown,South
+1723,Laptop,2,899.99,2023-07-17,Paula Zimmerman,North
+1724,Tablet,5,299.99,2023-09-15,Brian Weber,South
+1725,Keyboard,3,49.99,2023-11-25,Christopher Oneal,North
+1726,Monitor,1,199.99,2023-02-09,Diane Ryan,West
+1727,SSD,4,129.99,2023-09-04,Samuel Thomas,East
+1728,Keyboard,1,49.99,2023-10-25,Mary Davis,East
+1729,USB-C Hub,1,29.99,2023-05-07,Keith Strickland,East
+1730,Monitor,4,199.99,2023-11-17,Tammy Johnson,West
+1731,Keyboard,4,49.99,2023-03-29,Brianna Brown,North
+1732,Printer,2,149.99,2023-04-01,Cody George,South
+1733,SSD,2,129.99,2023-01-16,Edwin Perkins,South
+1734,Laptop,4,899.99,2023-07-22,Nicole Wolfe,North
+1735,Monitor,5,199.99,2023-12-19,Lisa Scott MD,East
+1736,USB-C Hub,4,29.99,2023-11-01,Bridget Miller,East
+1737,Monitor,2,199.99,2023-05-18,Melanie Anderson,South
+1738,Keyboard,5,49.99,2023-09-28,Mr. Christopher Hernandez II,North
+1739,Mouse,2,19.99,2023-08-20,Valerie Oliver,South
+1740,Laptop,2,899.99,2023-07-31,Joshua Mueller,East
+1741,Webcam,2,59.99,2023-12-18,Megan Taylor,South
+1742,SSD,5,129.99,2023-12-24,Kevin Bates,West
+1743,Headphones,1,79.99,2023-12-07,Gabriela Cobb,West
+1744,Headphones,3,79.99,2023-07-03,Robert Morton,West
+1745,Mouse,5,19.99,2023-08-12,Denise Howard,West
+1746,Monitor,5,199.99,2023-09-16,David Smith,West
+1747,Keyboard,5,49.99,2023-10-02,Jillian Frost,South
+1748,Keyboard,5,49.99,2023-07-23,Brandon Maynard,North
+1749,Mouse,4,19.99,2023-02-27,Ryan Brooks,West
+1750,Mouse,1,19.99,2023-02-25,Mary Harris,North
+1751,Webcam,1,59.99,2023-07-02,Charles Watkins,North
+1752,Monitor,3,199.99,2023-12-19,Perry Hines,East
+1753,Headphones,2,79.99,2023-09-29,Mark Harvey,West
+1754,Laptop,1,899.99,2023-01-11,Jeffrey Richardson,South
+1755,Mouse,2,19.99,2023-10-11,Patrick Shepard,North
+1756,Webcam,3,59.99,2023-07-09,Tammy Morales,East
+1757,Webcam,3,59.99,2023-02-15,Sara Costa DDS,South
+1758,Laptop,4,899.99,2023-12-27,Joseph Martinez,East
+1759,SSD,3,129.99,2023-12-30,Brandon Jordan,East
+1760,USB-C Hub,4,29.99,2023-02-27,Gloria Wolf,West
+1761,Monitor,1,199.99,2023-07-04,Christopher Nguyen,West
+1762,Webcam,5,59.99,2023-01-25,Margaret Smith,South
+1763,Printer,1,149.99,2023-12-29,Bruce Shields,South
+1764,USB-C Hub,3,29.99,2023-11-20,Mary Owens,East
+1765,Monitor,1,199.99,2023-01-26,Sophia Kane,West
+1766,Laptop,1,899.99,2023-07-07,Wayne Huff,North
+1767,Printer,1,149.99,2023-09-26,Sheena Jacobson,South
+1768,Laptop,4,899.99,2023-05-09,Colin Rogers,West
+1769,Laptop,4,899.99,2023-02-03,John Keller,West
+1770,Tablet,5,299.99,2023-05-16,Joy Gordon,West
+1771,SSD,4,129.99,2023-01-25,Pamela Tran,West
+1772,Webcam,2,59.99,2023-08-09,Travis Harris,South
+1773,Keyboard,5,49.99,2023-12-08,Tracy Jacobs,East
+1774,Webcam,1,59.99,2023-09-10,Brenda Fletcher,West
+1775,Keyboard,1,49.99,2023-04-25,James Cross,South
+1776,USB-C Hub,5,29.99,2023-02-23,Benjamin White,West
+1777,SSD,5,129.99,2023-06-24,James Williams,North
+1778,Keyboard,3,49.99,2023-02-06,Clayton Miller,South
+1779,Keyboard,4,49.99,2023-04-21,Laura Liu,South
+1780,SSD,3,129.99,2023-09-16,Ashley Williams,East
+1781,Headphones,5,79.99,2023-11-22,Mary Wilson,North
+1782,Laptop,2,899.99,2023-06-02,Kevin Perez,South
+1783,Tablet,2,299.99,2023-04-27,Robin Davis,East
+1784,Headphones,1,79.99,2023-01-14,Rachel Gray,East
+1785,Printer,5,149.99,2023-04-24,Kayla Guzman,North
+1786,Printer,4,149.99,2023-10-28,Christine Mccormick DVM,East
+1787,Tablet,3,299.99,2023-06-27,Christina Young,East
+1788,SSD,3,129.99,2023-01-21,Megan Wright,East
+1789,SSD,3,129.99,2023-08-19,Douglas Friedman,North
+1790,Printer,3,149.99,2023-09-30,Tara Riggs,West
+1791,Headphones,5,79.99,2023-11-03,Matthew Miller,North
+1792,SSD,2,129.99,2023-01-09,Rebecca Anderson,East
+1793,USB-C Hub,3,29.99,2023-09-02,Megan Williams,East
+1794,Headphones,3,79.99,2023-10-30,John West,North
+1795,Monitor,1,199.99,2023-02-27,Susan Richardson,West
+1796,SSD,2,129.99,2023-12-25,Andrew Harrison,North
+1797,Webcam,3,59.99,2023-07-15,Kayla Horton,West
+1798,Keyboard,4,49.99,2023-06-08,Cassandra Barton,North
+1799,Headphones,5,79.99,2023-03-20,Lawrence Hancock PhD,West
+1800,Mouse,4,19.99,2023-07-11,Jennifer Bailey,West
+1801,Keyboard,4,49.99,2023-04-22,Sean Rodriguez,West
+1802,Printer,3,149.99,2023-07-02,Jennifer Kelley,North
+1803,Mouse,3,19.99,2023-07-11,Tina Walker,East
+1804,Headphones,4,79.99,2023-12-12,Rebecca Aguilar,East
+1805,Headphones,3,79.99,2023-07-01,Mrs. Tara Nelson MD,North
+1806,SSD,1,129.99,2023-02-10,Matthew Becker,West
+1807,SSD,3,129.99,2023-03-19,Craig Valdez,South
+1808,Printer,5,149.99,2023-04-23,Daniel Rojas,East
+1809,USB-C Hub,2,29.99,2023-06-16,Tara Jones,West
+1810,Tablet,4,299.99,2023-11-24,Tonya Thompson,East
+1811,Headphones,4,79.99,2023-05-17,Ronald Garcia,South
+1812,USB-C Hub,4,29.99,2023-12-28,Samantha Kelly,South
+1813,Webcam,2,59.99,2023-02-15,Jennifer Gutierrez,South
+1814,Headphones,5,79.99,2023-04-27,Linda Skinner,East
+1815,Printer,4,149.99,2023-02-13,Evan Moore,West
+1816,Monitor,1,199.99,2023-02-19,Christopher Stephenson,West
+1817,Printer,5,149.99,2023-10-15,Ariel Haynes,South
+1818,USB-C Hub,2,29.99,2023-10-26,Jimmy Aguilar,West
+1819,USB-C Hub,1,29.99,2023-09-16,Jason Mcknight,West
+1820,SSD,1,129.99,2023-09-14,Thomas Rodriguez,East
+1821,Mouse,3,19.99,2023-06-26,Matthew Rodriguez,West
+1822,Tablet,1,299.99,2023-12-23,Terri Olsen,West
+1823,Monitor,3,199.99,2023-07-28,Shannon Ortiz,North
+1824,Headphones,2,79.99,2023-08-13,Victoria Galloway,West
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+1842,Monitor,3,199.99,2023-04-06,Jason Jackson,East
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+1866,Laptop,4,899.99,2023-03-11,Cristian Grant,East
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+1868,Webcam,2,59.99,2023-08-12,Christopher Walker,South
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+1870,Headphones,3,79.99,2023-05-17,Linda Carr,North
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+1890,Keyboard,2,49.99,2023-03-31,Joseph Bryant,East
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+1897,Printer,3,149.99,2023-01-28,Edwin Santos,North
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+1899,Tablet,5,299.99,2023-05-12,Jasmine Harrison PhD,South
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+1902,Mouse,5,19.99,2023-10-21,Casey Johnson,South
+1903,Mouse,5,19.99,2023-06-22,Sean Kemp,East
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+1905,Monitor,2,199.99,2023-03-28,Kristen Walker,North
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+1909,Laptop,4,899.99,2023-05-15,William Bell,East
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+1922,Mouse,2,19.99,2023-05-16,Mathew Wright,East
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+1926,Laptop,5,899.99,2023-08-23,Nicole Lee DDS,West
+1927,Laptop,4,899.99,2023-12-24,Patrick Le,East
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+1931,Tablet,3,299.99,2023-01-29,Stephanie Gaines,West
+1932,Webcam,3,59.99,2023-10-07,Lance Green,East
+1933,Webcam,5,59.99,2023-01-27,Michael Ortiz,North
+1934,Tablet,4,299.99,2023-05-29,Brooke Mcdonald,North
+1935,Mouse,4,19.99,2023-10-07,Ryan Jackson,South
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+1938,SSD,5,129.99,2023-12-27,Aaron Cox,West
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+1942,SSD,1,129.99,2023-03-23,Gina Diaz,East
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+1945,Headphones,2,79.99,2023-02-28,Brandi Clark,North
+1946,Webcam,5,59.99,2023-06-12,Christian Ortega,East
+1947,USB-C Hub,4,29.99,2023-09-19,Clarence Diaz,North
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+1949,SSD,5,129.99,2023-10-09,Michael Rodriguez,North
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+1954,Mouse,5,19.99,2023-02-09,Jeffery Johnson,South
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+1959,Laptop,5,899.99,2023-05-22,Brian Choi,West
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+1964,Headphones,3,79.99,2023-03-23,Ellen Hernandez,North
+1965,Tablet,1,299.99,2023-06-16,Amber Stone,North
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+1967,Tablet,5,299.99,2023-01-02,Nancy Nguyen,North
+1968,Webcam,2,59.99,2023-04-10,Janet Adams,East
+1969,SSD,2,129.99,2023-01-28,Erin Anderson,South
+1970,Laptop,4,899.99,2023-11-16,Sara Gardner,South
+1971,Webcam,3,59.99,2023-08-03,Kyle Goodwin,North
+1972,Keyboard,2,49.99,2023-05-18,Christina Porter,North
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+1974,Laptop,1,899.99,2023-03-16,Benjamin Grant,South
+1975,Printer,2,149.99,2023-05-04,Caitlin Mclean,North
+1976,Monitor,3,199.99,2023-01-03,Brandy Wilkins,West
+1977,Headphones,4,79.99,2023-09-23,Lisa Cruz,South
+1978,USB-C Hub,4,29.99,2023-01-05,Ashley Long,North
+1979,Monitor,1,199.99,2023-08-22,Rick White,South
+1980,USB-C Hub,1,29.99,2023-05-06,John Burns,West
+1981,USB-C Hub,3,29.99,2023-01-14,William Hudson,East
+1982,Monitor,2,199.99,2023-11-12,Maria Nelson,North
+1983,Mouse,1,19.99,2023-09-19,Amy Figueroa,South
+1984,Webcam,5,59.99,2023-01-27,Lydia Watkins,West
+1985,USB-C Hub,3,29.99,2023-11-30,Gregory Mccann,North
+1986,Mouse,5,19.99,2023-05-23,Mrs. Kristine Reed,South
+1987,Laptop,1,899.99,2023-07-20,Jillian Grant,East
+1988,Printer,5,149.99,2023-07-29,Heidi Garrison,East
+1989,Monitor,3,199.99,2023-09-26,Pamela Davis,East
+1990,Headphones,3,79.99,2023-03-05,Judith Perez,West
+1991,Laptop,2,899.99,2023-04-23,Kristy Warner,North
+1992,Mouse,4,19.99,2023-04-24,Annette Wheeler,West
+1993,Mouse,1,19.99,2023-08-13,Henry Williamson,East
+1994,Monitor,3,199.99,2023-08-28,Jordan Zamora,North
+1995,Mouse,2,19.99,2023-08-07,Brian Martinez,East
+1996,Headphones,2,79.99,2023-09-23,David Wilcox,East
+1997,Headphones,5,79.99,2023-05-07,Andrew Harvey,South
+1998,SSD,3,129.99,2023-10-30,Shelley Brown,West
+1999,Mouse,4,19.99,2023-12-23,Jessica Houston,East
+2000,Printer,4,149.99,2023-09-23,Elizabeth Woods,North

documents/titanic.csv

@@ -0,0 +1,892 @@
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+804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C
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+808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S
+809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13,,S
+810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S
+811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S
+812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,,S
+813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S
+814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S
+815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S
+816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S
+817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S
+818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C
+819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S
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+821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S
+822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S
+823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S
+824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S
+825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S
+826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q
+827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
+828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C
+829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
+830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28,
+831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C
+832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S
+833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C
+834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S
+835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S
+836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C
+837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S
+838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S
+839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S
+840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C
+841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S
+842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S
+843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C
+844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C
+845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S
+846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S
+847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S
+848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C
+849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S
+850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C
+851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S
+852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S
+853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C
+854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S
+855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S
+856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S
+857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S
+858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S
+859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C
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+867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C
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+873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S
+874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9,,S
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+877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S
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+880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C
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+887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
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+889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
+890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
+891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q

intitial_q_handler.py

@@ -0,0 +1,20 @@
+INITIAL_CHAT_QUESTIONS = [
+    "What insights can I get from this data?",
+    "Can you summarize the dataset?",
+]
+
+INITIAL_CHART_QUESTIONS = [
+    "Can you provide a visualization of the data?",
+]
+
+def if_initial_chat_question(query: str) -> bool:
+    # Convert the query to lowercase and check if it's in the list (case insensitive)
+    if query.lower() in [q.lower() for q in INITIAL_CHAT_QUESTIONS]:
+        return True
+    return False
+
+def if_initial_chart_question(query: str) -> bool:
+    # Convert the query to lowercase and check if it's in the list (case insensitive)
+    if query.lower() in [q.lower() for q in INITIAL_CHART_QUESTIONS]:
+        return True
+    return False

requirements.txt

@@ -0,0 +1,12 @@
+pandasai==2.3.0
+pandas==1.5.3
+numpy==1.26.4
+fastapi==0.115.5
+pyyaml==6.0.2
+uvicorn==0.34.0
+seaborn==0.13.2
+matplotlib==3.9.2
+langchain-groq==0.2.1
+pydantic_ai==0.0.12
+langchain_experimental==0.3.3
+tabulate==0.9.0

util_service.py

@@ -0,0 +1,72 @@
+from langchain_core.prompts import ChatPromptTemplate
+
+keywords = ["unfortunately", "unsupported", "error", "sorry", "response", "unable", "because"]
+
+def contains_keywords(text, keywords):
+    return any(keyword.lower() in text.lower() for keyword in keywords)
+
+def process_answer(answer):
+    # Handle empty list scenario
+    if isinstance(answer, list) and not answer:
+        return "Empty response received."
+
+    # Handle dictionary with possible "answer" or "error"
+    if isinstance(answer, dict):
+        if "answer" in answer and contains_keywords(answer["answer"], keywords):
+            return True
+        if "error" in answer and contains_keywords(answer["error"], keywords):
+            return True
+
+    # Default case if no keywords are found
+    return False
+
+
+def _prompt_generator(question: str, chart_required: bool):
+
+    chat_prompt = f"""You are a senior data analyst working with CSV data. Adhere strictly to the following guidelines:  
+
+                         1. **Data Verification:** Always inspect the data with `.sample(5).to_dict()` before performing any analysis.  
+                         2. **Data Integrity:** Ensure proper handling of null values to maintain accuracy and reliability.  
+                         3. **Communication:** Provide concise, professional, and well-structured responses.
+                         4. Avoid including any internal processing details or references to the methods used to generate your response (ex: based on the tool call, using the function -> These types of phrases.)
+
+                         **Query:** {question}  
+         
+                    """               
+        
+    chart_prompt = f"""You are a senior data analyst working with CSV data. Follow these rules STRICTLY:
+
+                       1. Generate ONE unique identifier FIRST using: unique_id = uuid.uuid4().hex
+                       2. Visualization requirements:
+                       - Adjust font sizes, rotate labels (45° if needed), truncate for readability
+                       - Figure size: (12, 6)
+                       - Descriptive titles (fontsize=14)
+                       - Colorblind-friendly palettes
+                       3. File handling rules:
+                       - Create MAXIMUM 2 charts if absolutely necessary
+                       - For multiple charts:
+                           * Arrange in grid format (2x1 vertical layout preferred)
+                           * Use SAME unique_id with suffixes: 
+                           - f"{{unique_id}}_1.png"
+                           - f"{{unique_id}}_2.png"
+                       - Save EXCLUSIVELY to "generated_charts" folder
+                       - File naming: f"chart_{{unique_id}}.png" (for single chart)
+                       4. FINAL OUTPUT MUST BE:
+                       - For single chart: f"generated_charts/chart_{{unique_id}}.png"
+                       - For multiple charts: f"generated_charts/chart_{{unique_id}}.png" (combined grid image)
+                       - ONLY return this full path string, nothing else
+
+                       **Query:** {question}
+
+                       IMPORTANT: 
+                       - Generate the unique_id FIRST before any operations
+                       - Use THE SAME unique_id throughout entire process
+                       - NEVER generate new UUIDs after initial creation
+                       - Return EXACT filepath string of the final saved chart
+                       """
+
+        
+    if chart_required:
+        return ChatPromptTemplate.from_template(chart_prompt)
+    else:
+        return ChatPromptTemplate.from_template(chat_prompt)