Add AI chatbot for data visualization and table generation

Builds a Streamlit chatbot that accepts CSV/Excel datasets and answers
natural language queries by generating pandas + Plotly code via Claude
claude-opus-4-6. Each response includes an explanation, a results table,
and an interactive chart rendered automatically.

Key components:
- app.py: Streamlit chat UI with sidebar upload and example queries
- utils/llm_handler.py: Claude API integration with adaptive thinking,
conversation history, and structured JSON response parsing
- utils/data_handler.py: Safe pandas code execution in restricted namespace
- utils/viz_handler.py: Safe Plotly code execution with fallback charts
- sample_data/employees.csv: 809-row employee salary dataset (2021–2024,
213 employees, 8 departments, 35 job titles)
- generate_sample_data.py: Script to regenerate the sample dataset

https://claude.ai/code/session_018NrotqUhoTDFbcMTpnK7e6

.env.example

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+ANTHROPIC_API_KEY=your_api_key_here

.gitignore

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+utils/__pycache__/
+.env
+__pycache__/
+*.pyc

app.py

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+"""
+AI Data Chatbot — Ask questions about your dataset, get tables and charts.
+Usage: streamlit run app.py
+"""
+import os
+import streamlit as st
+import pandas as pd
+from dotenv import load_dotenv
+
+from utils.data_handler import (
+    load_dataframe,
+    get_schema_info,
+    get_sample_rows,
+    execute_pandas_code,
+)
+from utils.viz_handler import execute_viz_code, make_fallback_chart
+from utils.llm_handler import LLMHandler
+
+load_dotenv()
+
+# ── Page config ───────────────────────────────────────────────────────────────
+st.set_page_config(
+    page_title="AI Data Chatbot",
+    page_icon="📊",
+    layout="wide",
+    initial_sidebar_state="expanded",
+)
+
+st.markdown("""
+<style>
+    .chat-header { font-size: 1.6rem; font-weight: 700; margin-bottom: 0.2rem; }
+    .stChatMessage { border-radius: 12px; }
+    div[data-testid="stSidebar"] { background-color: #f8f9fa; }
+</style>
+""", unsafe_allow_html=True)
+
+# ── Session state ─────────────────────────────────────────────────────────────
+if "messages" not in st.session_state:
+    st.session_state.messages = []          # {role, content, result_df?, fig?, error?}
+if "df" not in st.session_state:
+    st.session_state.df = None
+if "llm" not in st.session_state:
+    st.session_state.llm = LLMHandler()
+if "schema_info" not in st.session_state:
+    st.session_state.schema_info = ""
+if "sample_rows" not in st.session_state:
+    st.session_state.sample_rows = ""
+if "data_source" not in st.session_state:
+    st.session_state.data_source = ""
+
+# ── Sidebar ───────────────────────────────────────────────────────────────────
+with st.sidebar:
+    st.markdown("## 📊 AI Data Chatbot")
+    st.markdown("Ask questions about your data in plain English.")
+    st.divider()
+
+    # Data source selection
+    st.markdown("### Data Source")
+    data_option = st.radio(
+        "Choose data:",
+        ["Use sample dataset (employees)", "Upload your own file"],
+        key="data_option",
+    )
+
+    if data_option == "Upload your own file":
+        uploaded = st.file_uploader(
+            "Upload CSV or Excel",
+            type=["csv", "xlsx", "xls"],
+            help="Max 200MB. Columns with year/date enable time comparisons.",
+        )
+        if uploaded:
+            df, err = load_dataframe(uploaded)
+            if err:
+                st.error(err)
+            elif df is not None:
+                st.session_state.df = df
+                st.session_state.schema_info = get_schema_info(df)
+                st.session_state.sample_rows = get_sample_rows(df)
+                st.session_state.data_source = uploaded.name
+                st.session_state.messages = []
+                st.session_state.llm.reset_conversation()
+                st.success(f"Loaded {len(df):,} rows × {len(df.columns)} columns")
+    else:
+        sample_path = "sample_data/employees.csv"
+        if os.path.exists(sample_path):
+            df = pd.read_csv(sample_path)
+            if st.session_state.data_source != "employees.csv":
+                st.session_state.df = df
+                st.session_state.schema_info = get_schema_info(df)
+                st.session_state.sample_rows = get_sample_rows(df)
+                st.session_state.data_source = "employees.csv"
+                st.session_state.messages = []
+                st.session_state.llm.reset_conversation()
+            st.success(f"Loaded {len(df):,} rows × {len(df.columns)} columns")
+        else:
+            st.error("Sample data not found. Run `python generate_sample_data.py` first.")
+
+    # Dataset preview
+    if st.session_state.df is not None:
+        st.divider()
+        st.markdown("### Dataset Preview")
+        with st.expander("Show schema"):
+            st.code(st.session_state.schema_info, language="text")
+        with st.expander("Show first 5 rows"):
+            st.dataframe(st.session_state.df.head(), use_container_width=True)
+
+    # Example queries
+    st.divider()
+    st.markdown("### Example Queries")
+    example_queries = [
+        "Compare 2022 vs 2023 highest paid employees by job title — show as chart and table",
+        "What is the average salary by department for each year?",
+        "Show the top 10 highest paid employees in 2023",
+        "Which department has the highest salary growth from 2021 to 2024?",
+        "Show salary distribution by location in 2023",
+        "How many employees are in each department?",
+        "Compare average salaries across job titles in Engineering in 2023",
+    ]
+    for q in example_queries:
+        if st.button(q, key=f"ex_{q[:20]}", use_container_width=True):
+            st.session_state.pending_query = q
+
+    # Reset
+    st.divider()
+    if st.button("Clear conversation", use_container_width=True):
+        st.session_state.messages = []
+        st.session_state.llm.reset_conversation()
+        st.rerun()
+
+# ── Main chat area ─────────────────────────────────────────────────────────────
+st.markdown('<div class="chat-header">📊 AI Data Chatbot</div>', unsafe_allow_html=True)
+st.markdown("Ask questions about your data — get tables **and** charts automatically.")
+
+if st.session_state.df is None:
+    st.info("Load a dataset from the sidebar to get started.")
+    st.stop()
+
+# Render existing conversation
+for msg in st.session_state.messages:
+    with st.chat_message(msg["role"]):
+        st.markdown(msg["content"])
+        if msg["role"] == "assistant":
+            if msg.get("error"):
+                st.error(msg["error"])
+            if msg.get("result_df") is not None:
+                st.markdown("**Results Table**")
+                st.dataframe(msg["result_df"], use_container_width=True)
+            if msg.get("fig") is not None:
+                st.plotly_chart(msg["fig"], use_container_width=True)
+
+
+def run_query(user_input: str):
+    """Process a user query: call LLM, execute code, display results."""
+    if not user_input.strip():
+        return
+
+    # Add user message to history and display it
+    st.session_state.messages.append({"role": "user", "content": user_input})
+    with st.chat_message("user"):
+        st.markdown(user_input)
+
+    # Generate analysis via Claude
+    with st.chat_message("assistant"):
+        with st.spinner("Analyzing your data..."):
+            analysis = st.session_state.llm.generate_analysis(
+                question=user_input,
+                schema_info=st.session_state.schema_info,
+                sample_rows=st.session_state.sample_rows,
+            )
+
+        explanation = analysis.get("explanation", "")
+        pandas_code = analysis.get("pandas_code", "")
+        viz_code = analysis.get("viz_code")
+        viz_type = analysis.get("viz_type", "table_only")
+
+        # Show explanation
+        st.markdown(explanation)
+
+        result_df = None
+        fig = None
+        error_msg = None
+
+        # Execute pandas code
+        if pandas_code:
+            result_df, exec_error = execute_pandas_code(pandas_code, st.session_state.df)
+            if exec_error:
+                error_msg = f"Data processing error: {exec_error}"
+                st.error(error_msg)
+            elif result_df is not None:
+                st.markdown("**Results Table**")
+                st.dataframe(result_df, use_container_width=True)
+
+                # Execute viz code
+                if viz_code and viz_type not in ("table_only", "null", None):
+                    fig, viz_error = execute_viz_code(viz_code, result_df)
+                    if viz_error:
+                        # Try fallback chart
+                        fig = make_fallback_chart(result_df, title=user_input[:60])
+                        if fig is None:
+                            st.warning(f"Could not render chart: {viz_error}")
+                    if fig is not None:
+                        st.plotly_chart(fig, use_container_width=True)
+
+        # Store message in history
+        assistant_entry = {
+            "role": "assistant",
+            "content": explanation,
+            "result_df": result_df,
+            "fig": fig,
+            "error": error_msg,
+        }
+        st.session_state.messages.append(assistant_entry)
+
+
+# Handle example query button clicks
+if "pending_query" in st.session_state:
+    pending = st.session_state.pop("pending_query")
+    run_query(pending)
+    st.rerun()
+
+# Chat input
+if user_input := st.chat_input("Ask a question about your data..."):
+    run_query(user_input)
+    st.rerun()

generate_sample_data.py

@@ -0,0 +1,120 @@
+"""Run this once to regenerate sample_data/employees.csv"""
+import pandas as pd
+import numpy as np
+import random
+from datetime import date, timedelta
+
+random.seed(42)
+np.random.seed(42)
+
+departments = {
+    "Engineering": ["Junior Software Engineer", "Software Engineer", "Senior Software Engineer",
+                    "Staff Engineer", "Principal Engineer", "Engineering Manager"],
+    "Data": ["Data Analyst", "Senior Data Analyst", "Data Scientist", "Senior Data Scientist",
+             "ML Engineer", "Head of Data"],
+    "Product": ["Product Manager", "Senior Product Manager", "Director of Product"],
+    "Marketing": ["Marketing Coordinator", "Marketing Manager", "Senior Marketing Manager",
+                  "VP of Marketing"],
+    "Sales": ["Sales Representative", "Account Executive", "Senior Account Executive",
+              "Sales Manager", "VP of Sales"],
+    "Finance": ["Financial Analyst", "Senior Financial Analyst", "Finance Manager", "CFO"],
+    "HR": ["HR Coordinator", "HR Manager", "Senior HR Manager", "VP of People"],
+    "Operations": ["Operations Analyst", "Operations Manager", "Director of Operations"],
+}
+
+base_salaries = {
+    "Junior Software Engineer": 72000,
+    "Software Engineer": 105000,
+    "Senior Software Engineer": 140000,
+    "Staff Engineer": 175000,
+    "Principal Engineer": 210000,
+    "Engineering Manager": 185000,
+    "Data Analyst": 75000,
+    "Senior Data Analyst": 100000,
+    "Data Scientist": 120000,
+    "Senior Data Scientist": 155000,
+    "ML Engineer": 145000,
+    "Head of Data": 190000,
+    "Product Manager": 115000,
+    "Senior Product Manager": 145000,
+    "Director of Product": 185000,
+    "Marketing Coordinator": 55000,
+    "Marketing Manager": 85000,
+    "Senior Marketing Manager": 110000,
+    "VP of Marketing": 170000,
+    "Sales Representative": 60000,
+    "Account Executive": 90000,
+    "Senior Account Executive": 115000,
+    "Sales Manager": 130000,
+    "VP of Sales": 180000,
+    "Financial Analyst": 78000,
+    "Senior Financial Analyst": 105000,
+    "Finance Manager": 130000,
+    "CFO": 250000,
+    "HR Coordinator": 52000,
+    "HR Manager": 80000,
+    "Senior HR Manager": 105000,
+    "VP of People": 160000,
+    "Operations Analyst": 70000,
+    "Operations Manager": 100000,
+    "Director of Operations": 150000,
+}
+
+locations = ["New York", "San Francisco", "Austin", "Chicago", "Remote", "Seattle", "Boston"]
+employment_types = ["Full-time", "Full-time", "Full-time", "Full-time", "Contract"]
+
+first_names = ["Alice", "Bob", "Carlos", "Diana", "Ethan", "Fiona", "George", "Hannah",
+               "Ivan", "Julia", "Kevin", "Laura", "Michael", "Nina", "Omar", "Priya",
+               "Quinn", "Rachel", "Sam", "Tina", "Uma", "Victor", "Wendy", "Xavier",
+               "Yara", "Zach", "Amelia", "Ben", "Clara", "David", "Elena", "Frank",
+               "Grace", "Henry", "Iris", "James", "Kate", "Leo", "Maya", "Noah",
+               "Olivia", "Paul", "Qian", "Rosa", "Steve", "Tara", "Uri", "Vera",
+               "Will", "Xena"]
+
+last_names = ["Smith", "Johnson", "Williams", "Brown", "Jones", "Garcia", "Miller", "Davis",
+              "Rodriguez", "Martinez", "Hernandez", "Lopez", "Gonzalez", "Wilson", "Anderson",
+              "Thomas", "Taylor", "Moore", "Jackson", "Martin", "Lee", "Perez", "Thompson",
+              "White", "Harris", "Sanchez", "Clark", "Ramirez", "Lewis", "Robinson",
+              "Walker", "Young", "Allen", "King", "Wright", "Scott", "Torres", "Nguyen",
+              "Hill", "Flores", "Green", "Adams", "Nelson", "Baker", "Hall", "Rivera",
+              "Campbell", "Mitchell", "Carter", "Roberts"]
+
+rows = []
+emp_id = 1001
+
+for dept, titles in departments.items():
+    for title in titles:
+        n_employees = random.randint(3, 8)
+        for _ in range(n_employees):
+            first = random.choice(first_names)
+            last = random.choice(last_names)
+            hire_year = random.randint(2018, 2022)
+            hire_date = date(hire_year, random.randint(1, 12), random.randint(1, 28))
+            location = random.choice(locations)
+            emp_type = random.choice(employment_types)
+            base = base_salaries[title]
+
+            for year in [2021, 2022, 2023, 2024]:
+                if year >= hire_year:
+                    annual_raise = random.uniform(0.03, 0.08)
+                    years_exp = year - hire_year
+                    salary = int(base * (1 + annual_raise) ** years_exp * random.uniform(0.92, 1.12))
+                    rows.append({
+                        "employee_id": emp_id,
+                        "first_name": first,
+                        "last_name": last,
+                        "full_name": f"{first} {last}",
+                        "department": dept,
+                        "job_title": title,
+                        "salary": salary,
+                        "year": year,
+                        "hire_date": hire_date.isoformat(),
+                        "location": location,
+                        "employment_type": emp_type,
+                    })
+            emp_id += 1
+
+df = pd.DataFrame(rows)
+df.to_csv("sample_data/employees.csv", index=False)
+print(f"Generated {len(df)} rows, {df['employee_id'].nunique()} unique employees")
+print(df.head())

requirements.txt

@@ -0,0 +1,7 @@
+anthropic>=0.40.0
+streamlit>=1.40.0
+pandas>=2.0.0
+numpy>=1.24.0
+plotly>=5.18.0
+openpyxl>=3.1.0
+python-dotenv>=1.0.0

sample_data/employees.csv

@@ -0,0 +1,810 @@
+employee_id,first_name,last_name,full_name,department,job_title,salary,year,hire_date,location,employment_type
+1001,Hannah,Johnson,Hannah Johnson,Engineering,Junior Software Engineer,84135,2021,2020-04-08,San Francisco,Full-time
+1001,Hannah,Johnson,Hannah Johnson,Engineering,Junior Software Engineer,77368,2022,2020-04-08,San Francisco,Full-time
+1001,Hannah,Johnson,Hannah Johnson,Engineering,Junior Software Engineer,76152,2023,2020-04-08,San Francisco,Full-time
+1001,Hannah,Johnson,Hannah Johnson,Engineering,Junior Software Engineer,82616,2024,2020-04-08,San Francisco,Full-time
+1002,Michael,Rivera,Michael Rivera,Engineering,Junior Software Engineer,78757,2022,2022-07-08,Chicago,Contract
+1002,Michael,Rivera,Michael Rivera,Engineering,Junior Software Engineer,73195,2023,2022-07-08,Chicago,Contract
+1002,Michael,Rivera,Michael Rivera,Engineering,Junior Software Engineer,77607,2024,2022-07-08,Chicago,Contract
+1003,Nina,Carter,Nina Carter,Engineering,Junior Software Engineer,74606,2021,2020-02-03,Chicago,Full-time
+1003,Nina,Carter,Nina Carter,Engineering,Junior Software Engineer,72771,2022,2020-02-03,Chicago,Full-time
+1003,Nina,Carter,Nina Carter,Engineering,Junior Software Engineer,79432,2023,2020-02-03,Chicago,Full-time
+1003,Nina,Carter,Nina Carter,Engineering,Junior Software Engineer,90350,2024,2020-02-03,Chicago,Full-time
+1004,Sam,Green,Sam Green,Engineering,Junior Software Engineer,69521,2022,2022-06-19,San Francisco,Full-time
+1004,Sam,Green,Sam Green,Engineering,Junior Software Engineer,70385,2023,2022-06-19,San Francisco,Full-time
+1004,Sam,Green,Sam Green,Engineering,Junior Software Engineer,73449,2024,2022-06-19,San Francisco,Full-time
+1005,Rachel,Robinson,Rachel Robinson,Engineering,Junior Software Engineer,81194,2021,2020-03-12,Austin,Full-time
+1005,Rachel,Robinson,Rachel Robinson,Engineering,Junior Software Engineer,76179,2022,2020-03-12,Austin,Full-time
+1005,Rachel,Robinson,Rachel Robinson,Engineering,Junior Software Engineer,88490,2023,2020-03-12,Austin,Full-time
+1005,Rachel,Robinson,Rachel Robinson,Engineering,Junior Software Engineer,86015,2024,2020-03-12,Austin,Full-time
+1006,Rachel,Green,Rachel Green,Engineering,Junior Software Engineer,66702,2022,2022-04-22,Austin,Full-time
+1006,Rachel,Green,Rachel Green,Engineering,Junior Software Engineer,73303,2023,2022-04-22,Austin,Full-time
+1006,Rachel,Green,Rachel Green,Engineering,Junior Software Engineer,86422,2024,2022-04-22,Austin,Full-time
+1007,Tara,Lee,Tara Lee,Engineering,Junior Software Engineer,73414,2021,2019-11-16,Chicago,Full-time
+1007,Tara,Lee,Tara Lee,Engineering,Junior Software Engineer,89957,2022,2019-11-16,Chicago,Full-time
+1007,Tara,Lee,Tara Lee,Engineering,Junior Software Engineer,93977,2023,2019-11-16,Chicago,Full-time
+1007,Tara,Lee,Tara Lee,Engineering,Junior Software Engineer,95249,2024,2019-11-16,Chicago,Full-time
+1008,Ivan,Allen,Ivan Allen,Engineering,Junior Software Engineer,68543,2021,2021-02-25,New York,Full-time
+1008,Ivan,Allen,Ivan Allen,Engineering,Junior Software Engineer,79619,2022,2021-02-25,New York,Full-time
+1008,Ivan,Allen,Ivan Allen,Engineering,Junior Software Engineer,82370,2023,2021-02-25,New York,Full-time
+1008,Ivan,Allen,Ivan Allen,Engineering,Junior Software Engineer,81660,2024,2021-02-25,New York,Full-time
+1009,Alice,Baker,Alice Baker,Engineering,Software Engineer,126531,2021,2018-11-18,Boston,Full-time
+1009,Alice,Baker,Alice Baker,Engineering,Software Engineer,119009,2022,2018-11-18,Boston,Full-time
+1009,Alice,Baker,Alice Baker,Engineering,Software Engineer,129667,2023,2018-11-18,Boston,Full-time
+1009,Alice,Baker,Alice Baker,Engineering,Software Engineer,171682,2024,2018-11-18,Boston,Full-time
+1010,Will,Lopez,Will Lopez,Engineering,Software Engineer,107260,2022,2022-02-28,Seattle,Full-time
+1010,Will,Lopez,Will Lopez,Engineering,Software Engineer,108624,2023,2022-02-28,Seattle,Full-time
+1010,Will,Lopez,Will Lopez,Engineering,Software Engineer,125674,2024,2022-02-28,Seattle,Full-time
+1011,Henry,Smith,Henry Smith,Engineering,Software Engineer,115053,2022,2022-06-16,New York,Full-time
+1011,Henry,Smith,Henry Smith,Engineering,Software Engineer,110435,2023,2022-06-16,New York,Full-time
+1011,Henry,Smith,Henry Smith,Engineering,Software Engineer,122731,2024,2022-06-16,New York,Full-time
+1012,Fiona,Garcia,Fiona Garcia,Engineering,Software Engineer,106580,2021,2021-02-25,Remote,Full-time
+1012,Fiona,Garcia,Fiona Garcia,Engineering,Software Engineer,108039,2022,2021-02-25,Remote,Full-time
+1012,Fiona,Garcia,Fiona Garcia,Engineering,Software Engineer,121589,2023,2021-02-25,Remote,Full-time
+1012,Fiona,Garcia,Fiona Garcia,Engineering,Software Engineer,121607,2024,2021-02-25,Remote,Full-time
+1013,Uri,Hall,Uri Hall,Engineering,Software Engineer,118914,2021,2019-12-10,Chicago,Full-time
+1013,Uri,Hall,Uri Hall,Engineering,Software Engineer,112676,2022,2019-12-10,Chicago,Full-time
+1013,Uri,Hall,Uri Hall,Engineering,Software Engineer,130879,2023,2019-12-10,Chicago,Full-time
+1013,Uri,Hall,Uri Hall,Engineering,Software Engineer,124049,2024,2019-12-10,Chicago,Full-time
+1014,Ethan,Rivera,Ethan Rivera,Engineering,Software Engineer,112168,2021,2018-04-03,New York,Full-time
+1014,Ethan,Rivera,Ethan Rivera,Engineering,Software Engineer,129304,2022,2018-04-03,New York,Full-time
+1014,Ethan,Rivera,Ethan Rivera,Engineering,Software Engineer,139144,2023,2018-04-03,New York,Full-time
+1014,Ethan,Rivera,Ethan Rivera,Engineering,Software Engineer,149875,2024,2018-04-03,New York,Full-time
+1015,Elena,Clark,Elena Clark,Engineering,Software Engineer,115515,2021,2019-02-04,Seattle,Full-time
+1015,Elena,Clark,Elena Clark,Engineering,Software Engineer,120807,2022,2019-02-04,Seattle,Full-time
+1015,Elena,Clark,Elena Clark,Engineering,Software Engineer,140494,2023,2019-02-04,Seattle,Full-time
+1015,Elena,Clark,Elena Clark,Engineering,Software Engineer,131633,2024,2019-02-04,Seattle,Full-time
+1016,Priya,Gonzalez,Priya Gonzalez,Engineering,Senior Software Engineer,153077,2021,2019-09-15,San Francisco,Full-time
+1016,Priya,Gonzalez,Priya Gonzalez,Engineering,Senior Software Engineer,162051,2022,2019-09-15,San Francisco,Full-time
+1016,Priya,Gonzalez,Priya Gonzalez,Engineering,Senior Software Engineer,200546,2023,2019-09-15,San Francisco,Full-time
+1016,Priya,Gonzalez,Priya Gonzalez,Engineering,Senior Software Engineer,174573,2024,2019-09-15,San Francisco,Full-time
+1017,Iris,Smith,Iris Smith,Engineering,Senior Software Engineer,179195,2021,2018-04-06,Chicago,Full-time
+1017,Iris,Smith,Iris Smith,Engineering,Senior Software Engineer,178245,2022,2018-04-06,Chicago,Full-time
+1017,Iris,Smith,Iris Smith,Engineering,Senior Software Engineer,162072,2023,2018-04-06,Chicago,Full-time
+1017,Iris,Smith,Iris Smith,Engineering,Senior Software Engineer,234432,2024,2018-04-06,Chicago,Full-time
+1018,Sam,Ramirez,Sam Ramirez,Engineering,Senior Software Engineer,134895,2022,2022-11-23,Chicago,Full-time
+1018,Sam,Ramirez,Sam Ramirez,Engineering,Senior Software Engineer,154319,2023,2022-11-23,Chicago,Full-time
+1018,Sam,Ramirez,Sam Ramirez,Engineering,Senior Software Engineer,146824,2024,2022-11-23,Chicago,Full-time
+1019,Leo,Walker,Leo Walker,Engineering,Staff Engineer,167503,2022,2022-09-06,New York,Contract
+1019,Leo,Walker,Leo Walker,Engineering,Staff Engineer,195664,2023,2022-09-06,New York,Contract
+1019,Leo,Walker,Leo Walker,Engineering,Staff Engineer,179281,2024,2022-09-06,New York,Contract
+1020,Kate,Thomas,Kate Thomas,Engineering,Staff Engineer,181428,2022,2022-10-02,Remote,Full-time
+1020,Kate,Thomas,Kate Thomas,Engineering,Staff Engineer,204589,2023,2022-10-02,Remote,Full-time
+1020,Kate,Thomas,Kate Thomas,Engineering,Staff Engineer,201332,2024,2022-10-02,Remote,Full-time
+1021,Priya,Taylor,Priya Taylor,Engineering,Staff Engineer,193515,2021,2021-03-22,Seattle,Full-time
+1021,Priya,Taylor,Priya Taylor,Engineering,Staff Engineer,173713,2022,2021-03-22,Seattle,Full-time
+1021,Priya,Taylor,Priya Taylor,Engineering,Staff Engineer,203445,2023,2021-03-22,Seattle,Full-time
+1021,Priya,Taylor,Priya Taylor,Engineering,Staff Engineer,199366,2024,2021-03-22,Seattle,Full-time
+1022,Quinn,Rodriguez,Quinn Rodriguez,Engineering,Principal Engineer,236863,2021,2020-02-08,Austin,Full-time
+1022,Quinn,Rodriguez,Quinn Rodriguez,Engineering,Principal Engineer,248353,2022,2020-02-08,Austin,Full-time
+1022,Quinn,Rodriguez,Quinn Rodriguez,Engineering,Principal Engineer,277484,2023,2020-02-08,Austin,Full-time
+1022,Quinn,Rodriguez,Quinn Rodriguez,Engineering,Principal Engineer,256463,2024,2020-02-08,Austin,Full-time
+1023,Tina,Nelson,Tina Nelson,Engineering,Principal Engineer,242706,2021,2018-03-09,New York,Full-time
+1023,Tina,Nelson,Tina Nelson,Engineering,Principal Engineer,240103,2022,2018-03-09,New York,Full-time
+1023,Tina,Nelson,Tina Nelson,Engineering,Principal Engineer,279596,2023,2018-03-09,New York,Full-time
+1023,Tina,Nelson,Tina Nelson,Engineering,Principal Engineer,326600,2024,2018-03-09,New York,Full-time
+1024,Quinn,Brown,Quinn Brown,Engineering,Principal Engineer,227880,2021,2018-11-14,Boston,Full-time
+1024,Quinn,Brown,Quinn Brown,Engineering,Principal Engineer,270528,2022,2018-11-14,Boston,Full-time
+1024,Quinn,Brown,Quinn Brown,Engineering,Principal Engineer,255264,2023,2018-11-14,Boston,Full-time
+1024,Quinn,Brown,Quinn Brown,Engineering,Principal Engineer,316786,2024,2018-11-14,Boston,Full-time
+1025,Hannah,Jones,Hannah Jones,Engineering,Principal Engineer,223698,2021,2019-09-02,Boston,Full-time
+1025,Hannah,Jones,Hannah Jones,Engineering,Principal Engineer,229469,2022,2019-09-02,Boston,Full-time
+1025,Hannah,Jones,Hannah Jones,Engineering,Principal Engineer,302609,2023,2019-09-02,Boston,Full-time
+1025,Hannah,Jones,Hannah Jones,Engineering,Principal Engineer,328546,2024,2019-09-02,Boston,Full-time
+1026,Nina,Baker,Nina Baker,Engineering,Principal Engineer,242632,2021,2019-11-04,Austin,Contract
+1026,Nina,Baker,Nina Baker,Engineering,Principal Engineer,238531,2022,2019-11-04,Austin,Contract
+1026,Nina,Baker,Nina Baker,Engineering,Principal Engineer,308215,2023,2019-11-04,Austin,Contract
+1026,Nina,Baker,Nina Baker,Engineering,Principal Engineer,332073,2024,2019-11-04,Austin,Contract
+1027,Amelia,Johnson,Amelia Johnson,Engineering,Principal Engineer,262798,2021,2019-12-11,Boston,Full-time
+1027,Amelia,Johnson,Amelia Johnson,Engineering,Principal Engineer,250783,2022,2019-12-11,Boston,Full-time
+1027,Amelia,Johnson,Amelia Johnson,Engineering,Principal Engineer,258585,2023,2019-12-11,Boston,Full-time
+1027,Amelia,Johnson,Amelia Johnson,Engineering,Principal Engineer,327008,2024,2019-12-11,Boston,Full-time
+1028,Omar,Gonzalez,Omar Gonzalez,Engineering,Principal Engineer,220921,2021,2021-06-10,Boston,Full-time
+1028,Omar,Gonzalez,Omar Gonzalez,Engineering,Principal Engineer,215130,2022,2021-06-10,Boston,Full-time
+1028,Omar,Gonzalez,Omar Gonzalez,Engineering,Principal Engineer,241040,2023,2021-06-10,Boston,Full-time
+1028,Omar,Gonzalez,Omar Gonzalez,Engineering,Principal Engineer,246690,2024,2021-06-10,Boston,Full-time
+1029,Iris,Perez,Iris Perez,Engineering,Engineering Manager,225598,2021,2018-02-09,San Francisco,Contract
+1029,Iris,Perez,Iris Perez,Engineering,Engineering Manager,214106,2022,2018-02-09,San Francisco,Contract
+1029,Iris,Perez,Iris Perez,Engineering,Engineering Manager,250763,2023,2018-02-09,San Francisco,Contract
+1029,Iris,Perez,Iris Perez,Engineering,Engineering Manager,268745,2024,2018-02-09,San Francisco,Contract
+1030,Yara,Torres,Yara Torres,Engineering,Engineering Manager,216932,2021,2019-05-02,Seattle,Full-time
+1030,Yara,Torres,Yara Torres,Engineering,Engineering Manager,232378,2022,2019-05-02,Seattle,Full-time
+1030,Yara,Torres,Yara Torres,Engineering,Engineering Manager,252860,2023,2019-05-02,Seattle,Full-time
+1030,Yara,Torres,Yara Torres,Engineering,Engineering Manager,218655,2024,2019-05-02,Seattle,Full-time
+1031,Qian,Perez,Qian Perez,Engineering,Engineering Manager,181311,2022,2022-06-22,Boston,Full-time
+1031,Qian,Perez,Qian Perez,Engineering,Engineering Manager,193735,2023,2022-06-22,Boston,Full-time
+1031,Qian,Perez,Qian Perez,Engineering,Engineering Manager,199751,2024,2022-06-22,Boston,Full-time
+1032,Ivan,Gonzalez,Ivan Gonzalez,Engineering,Engineering Manager,181335,2021,2021-11-13,Seattle,Full-time
+1032,Ivan,Gonzalez,Ivan Gonzalez,Engineering,Engineering Manager,179984,2022,2021-11-13,Seattle,Full-time
+1032,Ivan,Gonzalez,Ivan Gonzalez,Engineering,Engineering Manager,202977,2023,2021-11-13,Seattle,Full-time
+1032,Ivan,Gonzalez,Ivan Gonzalez,Engineering,Engineering Manager,230906,2024,2021-11-13,Seattle,Full-time
+1033,David,Lewis,David Lewis,Engineering,Engineering Manager,205713,2021,2021-11-07,Remote,Full-time
+1033,David,Lewis,David Lewis,Engineering,Engineering Manager,207574,2022,2021-11-07,Remote,Full-time
+1033,David,Lewis,David Lewis,Engineering,Engineering Manager,212355,2023,2021-11-07,Remote,Full-time
+1033,David,Lewis,David Lewis,Engineering,Engineering Manager,207390,2024,2021-11-07,Remote,Full-time
+1034,Will,Thomas,Will Thomas,Engineering,Engineering Manager,184855,2021,2020-04-26,San Francisco,Full-time
+1034,Will,Thomas,Will Thomas,Engineering,Engineering Manager,223902,2022,2020-04-26,San Francisco,Full-time
+1034,Will,Thomas,Will Thomas,Engineering,Engineering Manager,204896,2023,2020-04-26,San Francisco,Full-time
+1034,Will,Thomas,Will Thomas,Engineering,Engineering Manager,225216,2024,2020-04-26,San Francisco,Full-time
+1035,Steve,Harris,Steve Harris,Engineering,Engineering Manager,202036,2021,2021-07-08,San Francisco,Full-time
+1035,Steve,Harris,Steve Harris,Engineering,Engineering Manager,213782,2022,2021-07-08,San Francisco,Full-time
+1035,Steve,Harris,Steve Harris,Engineering,Engineering Manager,216660,2023,2021-07-08,San Francisco,Full-time
+1035,Steve,Harris,Steve Harris,Engineering,Engineering Manager,226225,2024,2021-07-08,San Francisco,Full-time
+1036,James,Thomas,James Thomas,Engineering,Engineering Manager,248607,2021,2018-08-05,Boston,Full-time
+1036,James,Thomas,James Thomas,Engineering,Engineering Manager,259029,2022,2018-08-05,Boston,Full-time
+1036,James,Thomas,James Thomas,Engineering,Engineering Manager,276335,2023,2018-08-05,Boston,Full-time
+1036,James,Thomas,James Thomas,Engineering,Engineering Manager,277097,2024,2018-08-05,Boston,Full-time
+1037,Clara,Hernandez,Clara Hernandez,Data,Data Analyst,73159,2021,2021-08-09,Boston,Full-time
+1037,Clara,Hernandez,Clara Hernandez,Data,Data Analyst,81522,2022,2021-08-09,Boston,Full-time
+1037,Clara,Hernandez,Clara Hernandez,Data,Data Analyst,82075,2023,2021-08-09,Boston,Full-time
+1037,Clara,Hernandez,Clara Hernandez,Data,Data Analyst,87764,2024,2021-08-09,Boston,Full-time
+1038,Victor,Lee,Victor Lee,Data,Data Analyst,71292,2022,2022-02-05,San Francisco,Full-time
+1038,Victor,Lee,Victor Lee,Data,Data Analyst,78284,2023,2022-02-05,San Francisco,Full-time
+1038,Victor,Lee,Victor Lee,Data,Data Analyst,83227,2024,2022-02-05,San Francisco,Full-time
+1039,Diana,Wilson,Diana Wilson,Data,Data Analyst,80483,2021,2021-07-25,Remote,Full-time
+1039,Diana,Wilson,Diana Wilson,Data,Data Analyst,72475,2022,2021-07-25,Remote,Full-time
+1039,Diana,Wilson,Diana Wilson,Data,Data Analyst,88126,2023,2021-07-25,Remote,Full-time
+1039,Diana,Wilson,Diana Wilson,Data,Data Analyst,102814,2024,2021-07-25,Remote,Full-time
+1040,Amelia,Wright,Amelia Wright,Data,Data Analyst,76284,2022,2022-10-08,Chicago,Full-time
+1040,Amelia,Wright,Amelia Wright,Data,Data Analyst,82940,2023,2022-10-08,Chicago,Full-time
+1040,Amelia,Wright,Amelia Wright,Data,Data Analyst,91418,2024,2022-10-08,Chicago,Full-time
+1041,David,Rodriguez,David Rodriguez,Data,Data Analyst,69406,2022,2022-09-01,Chicago,Contract
+1041,David,Rodriguez,David Rodriguez,Data,Data Analyst,75449,2023,2022-09-01,Chicago,Contract
+1041,David,Rodriguez,David Rodriguez,Data,Data Analyst,77356,2024,2022-09-01,Chicago,Contract
+1042,Yara,Lee,Yara Lee,Data,Data Analyst,90741,2021,2019-08-11,Austin,Full-time
+1042,Yara,Lee,Yara Lee,Data,Data Analyst,94664,2022,2019-08-11,Austin,Full-time
+1042,Yara,Lee,Yara Lee,Data,Data Analyst,98839,2023,2019-08-11,Austin,Full-time
+1042,Yara,Lee,Yara Lee,Data,Data Analyst,97769,2024,2019-08-11,Austin,Full-time
+1043,Omar,Adams,Omar Adams,Data,Data Analyst,90054,2021,2018-11-02,Boston,Full-time
+1043,Omar,Adams,Omar Adams,Data,Data Analyst,80550,2022,2018-11-02,Boston,Full-time
+1043,Omar,Adams,Omar Adams,Data,Data Analyst,94473,2023,2018-11-02,Boston,Full-time
+1043,Omar,Adams,Omar Adams,Data,Data Analyst,101474,2024,2018-11-02,Boston,Full-time
+1044,Quinn,Roberts,Quinn Roberts,Data,Senior Data Analyst,101838,2021,2020-03-20,Remote,Full-time
+1044,Quinn,Roberts,Quinn Roberts,Data,Senior Data Analyst,113224,2022,2020-03-20,Remote,Full-time
+1044,Quinn,Roberts,Quinn Roberts,Data,Senior Data Analyst,129116,2023,2020-03-20,Remote,Full-time
+1044,Quinn,Roberts,Quinn Roberts,Data,Senior Data Analyst,133085,2024,2020-03-20,Remote,Full-time
+1045,Tara,Gonzalez,Tara Gonzalez,Data,Senior Data Analyst,119164,2021,2018-10-23,Boston,Full-time
+1045,Tara,Gonzalez,Tara Gonzalez,Data,Senior Data Analyst,137619,2022,2018-10-23,Boston,Full-time
+1045,Tara,Gonzalez,Tara Gonzalez,Data,Senior Data Analyst,133313,2023,2018-10-23,Boston,Full-time
+1045,Tara,Gonzalez,Tara Gonzalez,Data,Senior Data Analyst,147766,2024,2018-10-23,Boston,Full-time
+1046,Ben,Nelson,Ben Nelson,Data,Senior Data Analyst,103476,2021,2020-02-17,Seattle,Full-time
+1046,Ben,Nelson,Ben Nelson,Data,Senior Data Analyst,111944,2022,2020-02-17,Seattle,Full-time
+1046,Ben,Nelson,Ben Nelson,Data,Senior Data Analyst,126458,2023,2020-02-17,Seattle,Full-time
+1046,Ben,Nelson,Ben Nelson,Data,Senior Data Analyst,116866,2024,2020-02-17,Seattle,Full-time
+1047,Laura,Campbell,Laura Campbell,Data,Senior Data Analyst,101297,2022,2022-11-09,Remote,Contract
+1047,Laura,Campbell,Laura Campbell,Data,Senior Data Analyst,111252,2023,2022-11-09,Remote,Contract
+1047,Laura,Campbell,Laura Campbell,Data,Senior Data Analyst,106054,2024,2022-11-09,Remote,Contract
+1048,Fiona,Moore,Fiona Moore,Data,Senior Data Analyst,99579,2021,2021-04-25,Chicago,Contract
+1048,Fiona,Moore,Fiona Moore,Data,Senior Data Analyst,112446,2022,2021-04-25,Chicago,Contract
+1048,Fiona,Moore,Fiona Moore,Data,Senior Data Analyst,103914,2023,2021-04-25,Chicago,Contract
+1048,Fiona,Moore,Fiona Moore,Data,Senior Data Analyst,121005,2024,2021-04-25,Chicago,Contract
+1049,Maya,Hall,Maya Hall,Data,Senior Data Analyst,110049,2021,2020-09-01,Remote,Full-time
+1049,Maya,Hall,Maya Hall,Data,Senior Data Analyst,119146,2022,2020-09-01,Remote,Full-time
+1049,Maya,Hall,Maya Hall,Data,Senior Data Analyst,126568,2023,2020-09-01,Remote,Full-time
+1049,Maya,Hall,Maya Hall,Data,Senior Data Analyst,133385,2024,2020-09-01,Remote,Full-time
+1050,Fiona,Jackson,Fiona Jackson,Data,Senior Data Analyst,112338,2021,2019-07-23,San Francisco,Full-time
+1050,Fiona,Jackson,Fiona Jackson,Data,Senior Data Analyst,116988,2022,2019-07-23,San Francisco,Full-time
+1050,Fiona,Jackson,Fiona Jackson,Data,Senior Data Analyst,140053,2023,2019-07-23,San Francisco,Full-time
+1050,Fiona,Jackson,Fiona Jackson,Data,Senior Data Analyst,127526,2024,2019-07-23,San Francisco,Full-time
+1051,Tina,Taylor,Tina Taylor,Data,Senior Data Analyst,110241,2021,2019-02-24,San Francisco,Full-time
+1051,Tina,Taylor,Tina Taylor,Data,Senior Data Analyst,116619,2022,2019-02-24,San Francisco,Full-time
+1051,Tina,Taylor,Tina Taylor,Data,Senior Data Analyst,119331,2023,2019-02-24,San Francisco,Full-time
+1051,Tina,Taylor,Tina Taylor,Data,Senior Data Analyst,153692,2024,2019-02-24,San Francisco,Full-time
+1052,Maya,Jackson,Maya Jackson,Data,Data Scientist,124197,2021,2018-04-10,San Francisco,Full-time
+1052,Maya,Jackson,Maya Jackson,Data,Data Scientist,145862,2022,2018-04-10,San Francisco,Full-time
+1052,Maya,Jackson,Maya Jackson,Data,Data Scientist,180648,2023,2018-04-10,San Francisco,Full-time
+1052,Maya,Jackson,Maya Jackson,Data,Data Scientist,165391,2024,2018-04-10,San Francisco,Full-time
+1053,Will,Young,Will Young,Data,Data Scientist,138816,2021,2018-01-19,Austin,Full-time
+1053,Will,Young,Will Young,Data,Data Scientist,157431,2022,2018-01-19,Austin,Full-time
+1053,Will,Young,Will Young,Data,Data Scientist,160983,2023,2018-01-19,Austin,Full-time
+1053,Will,Young,Will Young,Data,Data Scientist,148714,2024,2018-01-19,Austin,Full-time
+1054,Kate,Green,Kate Green,Data,Data Scientist,140648,2021,2018-03-05,Boston,Contract
+1054,Kate,Green,Kate Green,Data,Data Scientist,146167,2022,2018-03-05,Boston,Contract
+1054,Kate,Green,Kate Green,Data,Data Scientist,159775,2023,2018-03-05,Boston,Contract
+1054,Kate,Green,Kate Green,Data,Data Scientist,183968,2024,2018-03-05,Boston,Contract
+1055,Yara,Lewis,Yara Lewis,Data,Data Scientist,125304,2021,2021-05-28,Remote,Full-time
+1055,Yara,Lewis,Yara Lewis,Data,Data Scientist,135913,2022,2021-05-28,Remote,Full-time
+1055,Yara,Lewis,Yara Lewis,Data,Data Scientist,133934,2023,2021-05-28,Remote,Full-time
+1055,Yara,Lewis,Yara Lewis,Data,Data Scientist,142240,2024,2021-05-28,Remote,Full-time
+1056,Kevin,Thomas,Kevin Thomas,Data,Data Scientist,140070,2021,2019-09-03,San Francisco,Full-time
+1056,Kevin,Thomas,Kevin Thomas,Data,Data Scientist,129998,2022,2019-09-03,San Francisco,Full-time
+1056,Kevin,Thomas,Kevin Thomas,Data,Data Scientist,139427,2023,2019-09-03,San Francisco,Full-time
+1056,Kevin,Thomas,Kevin Thomas,Data,Data Scientist,159439,2024,2019-09-03,San Francisco,Full-time
+1057,Omar,Taylor,Omar Taylor,Data,Data Scientist,115795,2022,2022-11-26,San Francisco,Full-time
+1057,Omar,Taylor,Omar Taylor,Data,Data Scientist,121148,2023,2022-11-26,San Francisco,Full-time
+1057,Omar,Taylor,Omar Taylor,Data,Data Scientist,120285,2024,2022-11-26,San Francisco,Full-time
+1058,Tina,Hill,Tina Hill,Data,Data Scientist,127193,2022,2022-05-15,New York,Full-time
+1058,Tina,Hill,Tina Hill,Data,Data Scientist,131853,2023,2022-05-15,New York,Full-time
+1058,Tina,Hill,Tina Hill,Data,Data Scientist,124953,2024,2022-05-15,New York,Full-time
+1059,Ben,Mitchell,Ben Mitchell,Data,Senior Data Scientist,170279,2021,2020-10-09,New York,Full-time
+1059,Ben,Mitchell,Ben Mitchell,Data,Senior Data Scientist,185143,2022,2020-10-09,New York,Full-time
+1059,Ben,Mitchell,Ben Mitchell,Data,Senior Data Scientist,182278,2023,2020-10-09,New York,Full-time
+1059,Ben,Mitchell,Ben Mitchell,Data,Senior Data Scientist,211178,2024,2020-10-09,New York,Full-time
+1060,Will,Carter,Will Carter,Data,Senior Data Scientist,171550,2021,2019-08-17,Seattle,Full-time
+1060,Will,Carter,Will Carter,Data,Senior Data Scientist,192875,2022,2019-08-17,Seattle,Full-time
+1060,Will,Carter,Will Carter,Data,Senior Data Scientist,179878,2023,2019-08-17,Seattle,Full-time
+1060,Will,Carter,Will Carter,Data,Senior Data Scientist,192778,2024,2019-08-17,Seattle,Full-time
+1061,Qian,Miller,Qian Miller,Data,Senior Data Scientist,187508,2021,2019-06-14,Seattle,Full-time
+1061,Qian,Miller,Qian Miller,Data,Senior Data Scientist,195953,2022,2019-06-14,Seattle,Full-time
+1061,Qian,Miller,Qian Miller,Data,Senior Data Scientist,187123,2023,2019-06-14,Seattle,Full-time
+1061,Qian,Miller,Qian Miller,Data,Senior Data Scientist,216386,2024,2019-06-14,Seattle,Full-time
+1062,Grace,Smith,Grace Smith,Data,ML Engineer,151456,2022,2022-08-14,New York,Full-time
+1062,Grace,Smith,Grace Smith,Data,ML Engineer,154250,2023,2022-08-14,New York,Full-time
+1062,Grace,Smith,Grace Smith,Data,ML Engineer,150491,2024,2022-08-14,New York,Full-time
+1063,Ivan,Jackson,Ivan Jackson,Data,ML Engineer,151057,2021,2021-12-16,New York,Full-time
+1063,Ivan,Jackson,Ivan Jackson,Data,ML Engineer,143783,2022,2021-12-16,New York,Full-time
+1063,Ivan,Jackson,Ivan Jackson,Data,ML Engineer,167105,2023,2021-12-16,New York,Full-time
+1063,Ivan,Jackson,Ivan Jackson,Data,ML Engineer,179629,2024,2021-12-16,New York,Full-time
+1064,Hannah,Robinson,Hannah Robinson,Data,ML Engineer,177041,2021,2018-11-27,San Francisco,Full-time
+1064,Hannah,Robinson,Hannah Robinson,Data,ML Engineer,187305,2022,2018-11-27,San Francisco,Full-time
+1064,Hannah,Robinson,Hannah Robinson,Data,ML Engineer,191450,2023,2018-11-27,San Francisco,Full-time
+1064,Hannah,Robinson,Hannah Robinson,Data,ML Engineer,187401,2024,2018-11-27,San Francisco,Full-time
+1065,Michael,Hill,Michael Hill,Data,ML Engineer,156310,2022,2022-12-05,Boston,Full-time
+1065,Michael,Hill,Michael Hill,Data,ML Engineer,168637,2023,2022-12-05,Boston,Full-time
+1065,Michael,Hill,Michael Hill,Data,ML Engineer,175091,2024,2022-12-05,Boston,Full-time
+1066,Sam,Campbell,Sam Campbell,Data,ML Engineer,157071,2021,2020-10-19,Seattle,Full-time
+1066,Sam,Campbell,Sam Campbell,Data,ML Engineer,158971,2022,2020-10-19,Seattle,Full-time
+1066,Sam,Campbell,Sam Campbell,Data,ML Engineer,175902,2023,2020-10-19,Seattle,Full-time
+1066,Sam,Campbell,Sam Campbell,Data,ML Engineer,213127,2024,2020-10-19,Seattle,Full-time
+1067,Steve,Thomas,Steve Thomas,Data,ML Engineer,154996,2022,2022-07-08,Boston,Full-time
+1067,Steve,Thomas,Steve Thomas,Data,ML Engineer,167172,2023,2022-07-08,Boston,Full-time
+1067,Steve,Thomas,Steve Thomas,Data,ML Engineer,168070,2024,2022-07-08,Boston,Full-time
+1068,Julia,Young,Julia Young,Data,Head of Data,257330,2021,2018-03-17,Remote,Full-time
+1068,Julia,Young,Julia Young,Data,Head of Data,238586,2022,2018-03-17,Remote,Full-time
+1068,Julia,Young,Julia Young,Data,Head of Data,261649,2023,2018-03-17,Remote,Full-time
+1068,Julia,Young,Julia Young,Data,Head of Data,268356,2024,2018-03-17,Remote,Full-time
+1069,Julia,Jones,Julia Jones,Data,Head of Data,207167,2021,2021-05-11,Remote,Full-time
+1069,Julia,Jones,Julia Jones,Data,Head of Data,222519,2022,2021-05-11,Remote,Full-time
+1069,Julia,Jones,Julia Jones,Data,Head of Data,205591,2023,2021-05-11,Remote,Full-time
+1069,Julia,Jones,Julia Jones,Data,Head of Data,246656,2024,2021-05-11,Remote,Full-time
+1070,Iris,Williams,Iris Williams,Data,Head of Data,203177,2022,2022-02-08,Seattle,Full-time
+1070,Iris,Williams,Iris Williams,Data,Head of Data,187771,2023,2022-02-08,Seattle,Full-time
+1070,Iris,Williams,Iris Williams,Data,Head of Data,234406,2024,2022-02-08,Seattle,Full-time
+1071,Clara,Hernandez,Clara Hernandez,Data,Head of Data,197488,2021,2020-01-02,Austin,Full-time
+1071,Clara,Hernandez,Clara Hernandez,Data,Head of Data,209792,2022,2020-01-02,Austin,Full-time
+1071,Clara,Hernandez,Clara Hernandez,Data,Head of Data,242883,2023,2020-01-02,Austin,Full-time
+1071,Clara,Hernandez,Clara Hernandez,Data,Head of Data,206803,2024,2020-01-02,Austin,Full-time
+1072,Yara,Flores,Yara Flores,Data,Head of Data,204543,2021,2019-08-19,San Francisco,Full-time
+1072,Yara,Flores,Yara Flores,Data,Head of Data,198604,2022,2019-08-19,San Francisco,Full-time
+1072,Yara,Flores,Yara Flores,Data,Head of Data,274253,2023,2019-08-19,San Francisco,Full-time
+1072,Yara,Flores,Yara Flores,Data,Head of Data,246416,2024,2019-08-19,San Francisco,Full-time
+1073,Clara,Thompson,Clara Thompson,Data,Head of Data,186280,2022,2022-05-21,Chicago,Full-time
+1073,Clara,Thompson,Clara Thompson,Data,Head of Data,223798,2023,2022-05-21,Chicago,Full-time
+1073,Clara,Thompson,Clara Thompson,Data,Head of Data,202904,2024,2022-05-21,Chicago,Full-time
+1074,Wendy,Torres,Wendy Torres,Data,Head of Data,204888,2021,2020-12-10,New York,Full-time
+1074,Wendy,Torres,Wendy Torres,Data,Head of Data,230051,2022,2020-12-10,New York,Full-time
+1074,Wendy,Torres,Wendy Torres,Data,Head of Data,217736,2023,2020-12-10,New York,Full-time
+1074,Wendy,Torres,Wendy Torres,Data,Head of Data,258949,2024,2020-12-10,New York,Full-time
+1075,Sam,Roberts,Sam Roberts,Data,Head of Data,223686,2021,2019-10-26,Austin,Full-time
+1075,Sam,Roberts,Sam Roberts,Data,Head of Data,243477,2022,2019-10-26,Austin,Full-time
+1075,Sam,Roberts,Sam Roberts,Data,Head of Data,263824,2023,2019-10-26,Austin,Full-time
+1075,Sam,Roberts,Sam Roberts,Data,Head of Data,281731,2024,2019-10-26,Austin,Full-time
+1076,Carlos,Martin,Carlos Martin,Product,Product Manager,112587,2021,2021-01-19,Austin,Full-time
+1076,Carlos,Martin,Carlos Martin,Product,Product Manager,117240,2022,2021-01-19,Austin,Full-time
+1076,Carlos,Martin,Carlos Martin,Product,Product Manager,127019,2023,2021-01-19,Austin,Full-time
+1076,Carlos,Martin,Carlos Martin,Product,Product Manager,148070,2024,2021-01-19,Austin,Full-time
+1077,Rachel,Hernandez,Rachel Hernandez,Product,Product Manager,124756,2021,2020-08-26,Austin,Full-time
+1077,Rachel,Hernandez,Rachel Hernandez,Product,Product Manager,131601,2022,2020-08-26,Austin,Full-time
+1077,Rachel,Hernandez,Rachel Hernandez,Product,Product Manager,137013,2023,2020-08-26,Austin,Full-time
+1077,Rachel,Hernandez,Rachel Hernandez,Product,Product Manager,147157,2024,2020-08-26,Austin,Full-time
+1078,James,White,James White,Product,Product Manager,127135,2021,2018-07-01,Austin,Contract
+1078,James,White,James White,Product,Product Manager,145193,2022,2018-07-01,Austin,Contract
+1078,James,White,James White,Product,Product Manager,153081,2023,2018-07-01,Austin,Contract
+1078,James,White,James White,Product,Product Manager,161261,2024,2018-07-01,Austin,Contract
+1079,Elena,Johnson,Elena Johnson,Product,Product Manager,120414,2022,2022-09-11,Remote,Full-time
+1079,Elena,Johnson,Elena Johnson,Product,Product Manager,128412,2023,2022-09-11,Remote,Full-time
+1079,Elena,Johnson,Elena Johnson,Product,Product Manager,122458,2024,2022-09-11,Remote,Full-time
+1080,Carlos,Williams,Carlos Williams,Product,Product Manager,117019,2021,2020-08-04,New York,Full-time
+1080,Carlos,Williams,Carlos Williams,Product,Product Manager,134330,2022,2020-08-04,New York,Full-time
+1080,Carlos,Williams,Carlos Williams,Product,Product Manager,155021,2023,2020-08-04,New York,Full-time
+1080,Carlos,Williams,Carlos Williams,Product,Product Manager,149896,2024,2020-08-04,New York,Full-time
+1081,Julia,Clark,Julia Clark,Product,Product Manager,125519,2021,2018-08-20,Chicago,Full-time
+1081,Julia,Clark,Julia Clark,Product,Product Manager,156461,2022,2018-08-20,Chicago,Full-time
+1081,Julia,Clark,Julia Clark,Product,Product Manager,153569,2023,2018-08-20,Chicago,Full-time
+1081,Julia,Clark,Julia Clark,Product,Product Manager,171954,2024,2018-08-20,Chicago,Full-time
+1082,Paul,Thompson,Paul Thompson,Product,Product Manager,156046,2021,2018-07-09,San Francisco,Full-time
+1082,Paul,Thompson,Paul Thompson,Product,Product Manager,126801,2022,2018-07-09,San Francisco,Full-time
+1082,Paul,Thompson,Paul Thompson,Product,Product Manager,173076,2023,2018-07-09,San Francisco,Full-time
+1082,Paul,Thompson,Paul Thompson,Product,Product Manager,137498,2024,2018-07-09,San Francisco,Full-time
+1083,Ivan,Torres,Ivan Torres,Product,Product Manager,119887,2021,2019-02-27,Boston,Contract
+1083,Ivan,Torres,Ivan Torres,Product,Product Manager,140228,2022,2019-02-27,Boston,Contract
+1083,Ivan,Torres,Ivan Torres,Product,Product Manager,146514,2023,2019-02-27,Boston,Contract
+1083,Ivan,Torres,Ivan Torres,Product,Product Manager,145639,2024,2019-02-27,Boston,Contract
+1084,Ivan,Wright,Ivan Wright,Product,Senior Product Manager,149050,2021,2020-03-04,Seattle,Full-time
+1084,Ivan,Wright,Ivan Wright,Product,Senior Product Manager,172094,2022,2020-03-04,Seattle,Full-time
+1084,Ivan,Wright,Ivan Wright,Product,Senior Product Manager,154533,2023,2020-03-04,Seattle,Full-time
+1084,Ivan,Wright,Ivan Wright,Product,Senior Product Manager,167954,2024,2020-03-04,Seattle,Full-time
+1085,Hannah,Mitchell,Hannah Mitchell,Product,Senior Product Manager,160659,2021,2018-08-15,Boston,Full-time
+1085,Hannah,Mitchell,Hannah Mitchell,Product,Senior Product Manager,199369,2022,2018-08-15,Boston,Full-time
+1085,Hannah,Mitchell,Hannah Mitchell,Product,Senior Product Manager,182891,2023,2018-08-15,Boston,Full-time
+1085,Hannah,Mitchell,Hannah Mitchell,Product,Senior Product Manager,227110,2024,2018-08-15,Boston,Full-time
+1086,David,Adams,David Adams,Product,Senior Product Manager,158645,2021,2018-01-16,Boston,Full-time
+1086,David,Adams,David Adams,Product,Senior Product Manager,188601,2022,2018-01-16,Boston,Full-time
+1086,David,Adams,David Adams,Product,Senior Product Manager,204888,2023,2018-01-16,Boston,Full-time
+1086,David,Adams,David Adams,Product,Senior Product Manager,170855,2024,2018-01-16,Boston,Full-time
+1087,Noah,Green,Noah Green,Product,Senior Product Manager,148786,2022,2022-09-23,Austin,Full-time
+1087,Noah,Green,Noah Green,Product,Senior Product Manager,158910,2023,2022-09-23,Austin,Full-time
+1087,Noah,Green,Noah Green,Product,Senior Product Manager,164689,2024,2022-09-23,Austin,Full-time
+1088,Paul,Roberts,Paul Roberts,Product,Director of Product,178654,2022,2022-12-28,San Francisco,Full-time
+1088,Paul,Roberts,Paul Roberts,Product,Director of Product,195757,2023,2022-12-28,San Francisco,Full-time
+1088,Paul,Roberts,Paul Roberts,Product,Director of Product,191816,2024,2022-12-28,San Francisco,Full-time
+1089,Ben,Lee,Ben Lee,Product,Director of Product,207679,2021,2020-06-05,Seattle,Full-time
+1089,Ben,Lee,Ben Lee,Product,Director of Product,186028,2022,2020-06-05,Seattle,Full-time
+1089,Ben,Lee,Ben Lee,Product,Director of Product,243198,2023,2020-06-05,Seattle,Full-time
+1089,Ben,Lee,Ben Lee,Product,Director of Product,240280,2024,2020-06-05,Seattle,Full-time
+1090,James,Scott,James Scott,Product,Director of Product,220127,2021,2020-11-04,Chicago,Full-time
+1090,James,Scott,James Scott,Product,Director of Product,225496,2022,2020-11-04,Chicago,Full-time
+1090,James,Scott,James Scott,Product,Director of Product,199095,2023,2020-11-04,Chicago,Full-time
+1090,James,Scott,James Scott,Product,Director of Product,208032,2024,2020-11-04,Chicago,Full-time
+1091,Grace,Wilson,Grace Wilson,Product,Director of Product,209338,2021,2019-11-16,San Francisco,Full-time
+1091,Grace,Wilson,Grace Wilson,Product,Director of Product,200563,2022,2019-11-16,San Francisco,Full-time
+1091,Grace,Wilson,Grace Wilson,Product,Director of Product,218781,2023,2019-11-16,San Francisco,Full-time
+1091,Grace,Wilson,Grace Wilson,Product,Director of Product,263327,2024,2019-11-16,San Francisco,Full-time
+1092,Noah,Flores,Noah Flores,Product,Director of Product,180311,2022,2022-01-20,Seattle,Full-time
+1092,Noah,Flores,Noah Flores,Product,Director of Product,218213,2023,2022-01-20,Seattle,Full-time
+1092,Noah,Flores,Noah Flores,Product,Director of Product,194136,2024,2022-01-20,Seattle,Full-time
+1093,Julia,Torres,Julia Torres,Product,Director of Product,189827,2021,2021-02-05,Seattle,Full-time
+1093,Julia,Torres,Julia Torres,Product,Director of Product,196111,2022,2021-02-05,Seattle,Full-time
+1093,Julia,Torres,Julia Torres,Product,Director of Product,195755,2023,2021-02-05,Seattle,Full-time
+1093,Julia,Torres,Julia Torres,Product,Director of Product,234795,2024,2021-02-05,Seattle,Full-time
+1094,Maya,Garcia,Maya Garcia,Product,Director of Product,190655,2021,2018-03-06,Boston,Contract
+1094,Maya,Garcia,Maya Garcia,Product,Director of Product,227809,2022,2018-03-06,Boston,Contract
+1094,Maya,Garcia,Maya Garcia,Product,Director of Product,248688,2023,2018-03-06,Boston,Contract
+1094,Maya,Garcia,Maya Garcia,Product,Director of Product,240420,2024,2018-03-06,Boston,Contract
+1095,Wendy,Ramirez,Wendy Ramirez,Product,Director of Product,228406,2021,2018-05-22,Seattle,Contract
+1095,Wendy,Ramirez,Wendy Ramirez,Product,Director of Product,209862,2022,2018-05-22,Seattle,Contract
+1095,Wendy,Ramirez,Wendy Ramirez,Product,Director of Product,228110,2023,2018-05-22,Seattle,Contract
+1095,Wendy,Ramirez,Wendy Ramirez,Product,Director of Product,231917,2024,2018-05-22,Seattle,Contract
+1096,Will,Taylor,Will Taylor,Marketing,Marketing Coordinator,56070,2021,2020-06-04,New York,Full-time
+1096,Will,Taylor,Will Taylor,Marketing,Marketing Coordinator,64199,2022,2020-06-04,New York,Full-time
+1096,Will,Taylor,Will Taylor,Marketing,Marketing Coordinator,70183,2023,2020-06-04,New York,Full-time
+1096,Will,Taylor,Will Taylor,Marketing,Marketing Coordinator,67443,2024,2020-06-04,New York,Full-time
+1097,Vera,Williams,Vera Williams,Marketing,Marketing Coordinator,56907,2021,2021-01-15,New York,Full-time
+1097,Vera,Williams,Vera Williams,Marketing,Marketing Coordinator,58808,2022,2021-01-15,New York,Full-time
+1097,Vera,Williams,Vera Williams,Marketing,Marketing Coordinator,54529,2023,2021-01-15,New York,Full-time
+1097,Vera,Williams,Vera Williams,Marketing,Marketing Coordinator,68043,2024,2021-01-15,New York,Full-time
+1098,Noah,Robinson,Noah Robinson,Marketing,Marketing Coordinator,59484,2021,2020-02-14,Boston,Full-time
+1098,Noah,Robinson,Noah Robinson,Marketing,Marketing Coordinator,61303,2022,2020-02-14,Boston,Full-time
+1098,Noah,Robinson,Noah Robinson,Marketing,Marketing Coordinator,62096,2023,2020-02-14,Boston,Full-time
+1098,Noah,Robinson,Noah Robinson,Marketing,Marketing Coordinator,62943,2024,2020-02-14,Boston,Full-time
+1099,Grace,Green,Grace Green,Marketing,Marketing Coordinator,70284,2021,2018-09-17,San Francisco,Full-time
+1099,Grace,Green,Grace Green,Marketing,Marketing Coordinator,66499,2022,2018-09-17,San Francisco,Full-time
+1099,Grace,Green,Grace Green,Marketing,Marketing Coordinator,63484,2023,2018-09-17,San Francisco,Full-time
+1099,Grace,Green,Grace Green,Marketing,Marketing Coordinator,65648,2024,2018-09-17,San Francisco,Full-time
+1100,Ethan,Lopez,Ethan Lopez,Marketing,Marketing Manager,93910,2021,2021-08-25,Remote,Contract
+1100,Ethan,Lopez,Ethan Lopez,Marketing,Marketing Manager,94182,2022,2021-08-25,Remote,Contract
+1100,Ethan,Lopez,Ethan Lopez,Marketing,Marketing Manager,104615,2023,2021-08-25,Remote,Contract
+1100,Ethan,Lopez,Ethan Lopez,Marketing,Marketing Manager,96564,2024,2021-08-25,Remote,Contract
+1101,Ethan,Walker,Ethan Walker,Marketing,Marketing Manager,84183,2021,2021-11-10,Boston,Full-time
+1101,Ethan,Walker,Ethan Walker,Marketing,Marketing Manager,88950,2022,2021-11-10,Boston,Full-time
+1101,Ethan,Walker,Ethan Walker,Marketing,Marketing Manager,89940,2023,2021-11-10,Boston,Full-time
+1101,Ethan,Walker,Ethan Walker,Marketing,Marketing Manager,101556,2024,2021-11-10,Boston,Full-time
+1102,Fiona,Flores,Fiona Flores,Marketing,Marketing Manager,91660,2022,2022-09-13,Chicago,Contract
+1102,Fiona,Flores,Fiona Flores,Marketing,Marketing Manager,92266,2023,2022-09-13,Chicago,Contract
+1102,Fiona,Flores,Fiona Flores,Marketing,Marketing Manager,102311,2024,2022-09-13,Chicago,Contract
+1103,Uma,Hill,Uma Hill,Marketing,Marketing Manager,93485,2021,2021-09-05,New York,Full-time
+1103,Uma,Hill,Uma Hill,Marketing,Marketing Manager,94605,2022,2021-09-05,New York,Full-time
+1103,Uma,Hill,Uma Hill,Marketing,Marketing Manager,90342,2023,2021-09-05,New York,Full-time
+1103,Uma,Hill,Uma Hill,Marketing,Marketing Manager,97000,2024,2021-09-05,New York,Full-time
+1104,Clara,King,Clara King,Marketing,Marketing Manager,84786,2022,2022-10-06,Austin,Full-time
+1104,Clara,King,Clara King,Marketing,Marketing Manager,95908,2023,2022-10-06,Austin,Full-time
+1104,Clara,King,Clara King,Marketing,Marketing Manager,94820,2024,2022-10-06,Austin,Full-time
+1105,Victor,Jones,Victor Jones,Marketing,Marketing Manager,94504,2021,2020-02-18,Seattle,Full-time
+1105,Victor,Jones,Victor Jones,Marketing,Marketing Manager,105739,2022,2020-02-18,Seattle,Full-time
+1105,Victor,Jones,Victor Jones,Marketing,Marketing Manager,103799,2023,2020-02-18,Seattle,Full-time
+1105,Victor,Jones,Victor Jones,Marketing,Marketing Manager,101430,2024,2020-02-18,Seattle,Full-time
+1106,Wendy,Martin,Wendy Martin,Marketing,Marketing Manager,84603,2021,2021-03-20,Seattle,Full-time
+1106,Wendy,Martin,Wendy Martin,Marketing,Marketing Manager,98427,2022,2021-03-20,Seattle,Full-time
+1106,Wendy,Martin,Wendy Martin,Marketing,Marketing Manager,104386,2023,2021-03-20,Seattle,Full-time
+1106,Wendy,Martin,Wendy Martin,Marketing,Marketing Manager,109130,2024,2021-03-20,Seattle,Full-time
+1107,Henry,Garcia,Henry Garcia,Marketing,Marketing Manager,94369,2021,2021-09-12,New York,Full-time
+1107,Henry,Garcia,Henry Garcia,Marketing,Marketing Manager,95520,2022,2021-09-12,New York,Full-time
+1107,Henry,Garcia,Henry Garcia,Marketing,Marketing Manager,102888,2023,2021-09-12,New York,Full-time
+1107,Henry,Garcia,Henry Garcia,Marketing,Marketing Manager,93013,2024,2021-09-12,New York,Full-time
+1108,Grace,Roberts,Grace Roberts,Marketing,Senior Marketing Manager,114796,2022,2022-12-17,New York,Full-time
+1108,Grace,Roberts,Grace Roberts,Marketing,Senior Marketing Manager,110854,2023,2022-12-17,New York,Full-time
+1108,Grace,Roberts,Grace Roberts,Marketing,Senior Marketing Manager,125712,2024,2022-12-17,New York,Full-time
+1109,Noah,Hernandez,Noah Hernandez,Marketing,Senior Marketing Manager,114633,2021,2021-01-14,Austin,Full-time
+1109,Noah,Hernandez,Noah Hernandez,Marketing,Senior Marketing Manager,126452,2022,2021-01-14,Austin,Full-time
+1109,Noah,Hernandez,Noah Hernandez,Marketing,Senior Marketing Manager,115525,2023,2021-01-14,Austin,Full-time
+1109,Noah,Hernandez,Noah Hernandez,Marketing,Senior Marketing Manager,148508,2024,2021-01-14,Austin,Full-time
+1110,Michael,White,Michael White,Marketing,Senior Marketing Manager,112263,2022,2022-08-15,Boston,Full-time
+1110,Michael,White,Michael White,Marketing,Senior Marketing Manager,110101,2023,2022-08-15,Boston,Full-time
+1110,Michael,White,Michael White,Marketing,Senior Marketing Manager,123842,2024,2022-08-15,Boston,Full-time
+1111,Diana,Adams,Diana Adams,Marketing,VP of Marketing,166092,2021,2021-06-18,New York,Contract
+1111,Diana,Adams,Diana Adams,Marketing,VP of Marketing,176966,2022,2021-06-18,New York,Contract
+1111,Diana,Adams,Diana Adams,Marketing,VP of Marketing,186621,2023,2021-06-18,New York,Contract
+1111,Diana,Adams,Diana Adams,Marketing,VP of Marketing,219473,2024,2021-06-18,New York,Contract
+1112,Omar,Lewis,Omar Lewis,Marketing,VP of Marketing,173475,2021,2020-01-14,New York,Full-time
+1112,Omar,Lewis,Omar Lewis,Marketing,VP of Marketing,197193,2022,2020-01-14,New York,Full-time
+1112,Omar,Lewis,Omar Lewis,Marketing,VP of Marketing,206329,2023,2020-01-14,New York,Full-time
+1112,Omar,Lewis,Omar Lewis,Marketing,VP of Marketing,235693,2024,2020-01-14,New York,Full-time
+1113,Julia,Rodriguez,Julia Rodriguez,Marketing,VP of Marketing,209919,2021,2018-05-27,Chicago,Full-time
+1113,Julia,Rodriguez,Julia Rodriguez,Marketing,VP of Marketing,237019,2022,2018-05-27,Chicago,Full-time
+1113,Julia,Rodriguez,Julia Rodriguez,Marketing,VP of Marketing,190687,2023,2018-05-27,Chicago,Full-time
+1113,Julia,Rodriguez,Julia Rodriguez,Marketing,VP of Marketing,234895,2024,2018-05-27,Chicago,Full-time
+1114,Maya,King,Maya King,Marketing,VP of Marketing,158023,2021,2021-02-25,Austin,Full-time
+1114,Maya,King,Maya King,Marketing,VP of Marketing,192743,2022,2021-02-25,Austin,Full-time
+1114,Maya,King,Maya King,Marketing,VP of Marketing,177548,2023,2021-02-25,Austin,Full-time
+1114,Maya,King,Maya King,Marketing,VP of Marketing,219658,2024,2021-02-25,Austin,Full-time
+1115,Bob,Green,Bob Green,Marketing,VP of Marketing,156453,2022,2022-10-08,Seattle,Full-time
+1115,Bob,Green,Bob Green,Marketing,VP of Marketing,184177,2023,2022-10-08,Seattle,Full-time
+1115,Bob,Green,Bob Green,Marketing,VP of Marketing,193499,2024,2022-10-08,Seattle,Full-time
+1116,Xavier,Jones,Xavier Jones,Sales,Sales Representative,59885,2022,2022-09-17,Boston,Contract
+1116,Xavier,Jones,Xavier Jones,Sales,Sales Representative,66189,2023,2022-09-17,Boston,Contract
+1116,Xavier,Jones,Xavier Jones,Sales,Sales Representative,67816,2024,2022-09-17,Boston,Contract
+1117,Bob,Thompson,Bob Thompson,Sales,Sales Representative,78117,2021,2018-06-08,Seattle,Full-time
+1117,Bob,Thompson,Bob Thompson,Sales,Sales Representative,66876,2022,2018-06-08,Seattle,Full-time
+1117,Bob,Thompson,Bob Thompson,Sales,Sales Representative,85832,2023,2018-06-08,Seattle,Full-time
+1117,Bob,Thompson,Bob Thompson,Sales,Sales Representative,81090,2024,2018-06-08,Seattle,Full-time
+1118,David,Hall,David Hall,Sales,Sales Representative,64514,2021,2021-11-06,Boston,Full-time
+1118,David,Hall,David Hall,Sales,Sales Representative,61826,2022,2021-11-06,Boston,Full-time
+1118,David,Hall,David Hall,Sales,Sales Representative,61361,2023,2021-11-06,Boston,Full-time
+1118,David,Hall,David Hall,Sales,Sales Representative,73001,2024,2021-11-06,Boston,Full-time
+1119,Grace,Sanchez,Grace Sanchez,Sales,Sales Representative,65545,2022,2022-08-09,New York,Full-time
+1119,Grace,Sanchez,Grace Sanchez,Sales,Sales Representative,65111,2023,2022-08-09,New York,Full-time
+1119,Grace,Sanchez,Grace Sanchez,Sales,Sales Representative,70573,2024,2022-08-09,New York,Full-time
+1120,Ben,Sanchez,Ben Sanchez,Sales,Sales Representative,59608,2021,2021-07-11,San Francisco,Full-time
+1120,Ben,Sanchez,Ben Sanchez,Sales,Sales Representative,62480,2022,2021-07-11,San Francisco,Full-time
+1120,Ben,Sanchez,Ben Sanchez,Sales,Sales Representative,64479,2023,2021-07-11,San Francisco,Full-time
+1120,Ben,Sanchez,Ben Sanchez,Sales,Sales Representative,78064,2024,2021-07-11,San Francisco,Full-time
+1121,Laura,Wright,Laura Wright,Sales,Sales Representative,62589,2021,2020-06-04,New York,Full-time
+1121,Laura,Wright,Laura Wright,Sales,Sales Representative,67784,2022,2020-06-04,New York,Full-time
+1121,Laura,Wright,Laura Wright,Sales,Sales Representative,71671,2023,2020-06-04,New York,Full-time
+1121,Laura,Wright,Laura Wright,Sales,Sales Representative,74488,2024,2020-06-04,New York,Full-time
+1122,Wendy,Flores,Wendy Flores,Sales,Sales Representative,62850,2021,2021-05-21,Boston,Full-time
+1122,Wendy,Flores,Wendy Flores,Sales,Sales Representative,67934,2022,2021-05-21,Boston,Full-time
+1122,Wendy,Flores,Wendy Flores,Sales,Sales Representative,75431,2023,2021-05-21,Boston,Full-time
+1122,Wendy,Flores,Wendy Flores,Sales,Sales Representative,69715,2024,2021-05-21,Boston,Full-time
+1123,Carlos,Rodriguez,Carlos Rodriguez,Sales,Account Executive,115011,2021,2018-04-25,Seattle,Full-time
+1123,Carlos,Rodriguez,Carlos Rodriguez,Sales,Account Executive,96907,2022,2018-04-25,Seattle,Full-time
+1123,Carlos,Rodriguez,Carlos Rodriguez,Sales,Account Executive,115562,2023,2018-04-25,Seattle,Full-time
+1123,Carlos,Rodriguez,Carlos Rodriguez,Sales,Account Executive,114238,2024,2018-04-25,Seattle,Full-time
+1124,Ivan,King,Ivan King,Sales,Account Executive,88446,2021,2020-07-11,Seattle,Full-time
+1124,Ivan,King,Ivan King,Sales,Account Executive,104451,2022,2020-07-11,Seattle,Full-time
+1124,Ivan,King,Ivan King,Sales,Account Executive,107355,2023,2020-07-11,Seattle,Full-time
+1124,Ivan,King,Ivan King,Sales,Account Executive,103566,2024,2020-07-11,Seattle,Full-time
+1125,Clara,Wilson,Clara Wilson,Sales,Account Executive,98150,2022,2022-05-23,Chicago,Full-time
+1125,Clara,Wilson,Clara Wilson,Sales,Account Executive,104182,2023,2022-05-23,Chicago,Full-time
+1125,Clara,Wilson,Clara Wilson,Sales,Account Executive,93429,2024,2022-05-23,Chicago,Full-time
+1126,Rosa,Lee,Rosa Lee,Sales,Account Executive,92125,2021,2020-12-03,Remote,Contract
+1126,Rosa,Lee,Rosa Lee,Sales,Account Executive,102948,2022,2020-12-03,Remote,Contract
+1126,Rosa,Lee,Rosa Lee,Sales,Account Executive,103806,2023,2020-12-03,Remote,Contract
+1126,Rosa,Lee,Rosa Lee,Sales,Account Executive,104778,2024,2020-12-03,Remote,Contract
+1127,Michael,Rodriguez,Michael Rodriguez,Sales,Account Executive,102219,2021,2019-08-01,Austin,Contract
+1127,Michael,Rodriguez,Michael Rodriguez,Sales,Account Executive,106993,2022,2019-08-01,Austin,Contract
+1127,Michael,Rodriguez,Michael Rodriguez,Sales,Account Executive,111828,2023,2019-08-01,Austin,Contract
+1127,Michael,Rodriguez,Michael Rodriguez,Sales,Account Executive,122092,2024,2019-08-01,Austin,Contract
+1128,Elena,King,Elena King,Sales,Account Executive,88506,2021,2021-07-27,Remote,Full-time
+1128,Elena,King,Elena King,Sales,Account Executive,94258,2022,2021-07-27,Remote,Full-time
+1128,Elena,King,Elena King,Sales,Account Executive,94885,2023,2021-07-27,Remote,Full-time
+1128,Elena,King,Elena King,Sales,Account Executive,114053,2024,2021-07-27,Remote,Full-time
+1129,Laura,Roberts,Laura Roberts,Sales,Senior Account Executive,135169,2021,2019-07-17,Boston,Full-time
+1129,Laura,Roberts,Laura Roberts,Sales,Senior Account Executive,125060,2022,2019-07-17,Boston,Full-time
+1129,Laura,Roberts,Laura Roberts,Sales,Senior Account Executive,149178,2023,2019-07-17,Boston,Full-time
+1129,Laura,Roberts,Laura Roberts,Sales,Senior Account Executive,170898,2024,2019-07-17,Boston,Full-time
+1130,Sam,Garcia,Sam Garcia,Sales,Senior Account Executive,116853,2021,2020-04-21,Remote,Full-time
+1130,Sam,Garcia,Sam Garcia,Sales,Senior Account Executive,131038,2022,2020-04-21,Remote,Full-time
+1130,Sam,Garcia,Sam Garcia,Sales,Senior Account Executive,142724,2023,2020-04-21,Remote,Full-time
+1130,Sam,Garcia,Sam Garcia,Sales,Senior Account Executive,140253,2024,2020-04-21,Remote,Full-time
+1131,Uri,Hill,Uri Hill,Sales,Senior Account Executive,131963,2021,2020-10-02,Boston,Full-time
+1131,Uri,Hill,Uri Hill,Sales,Senior Account Executive,127752,2022,2020-10-02,Boston,Full-time
+1131,Uri,Hill,Uri Hill,Sales,Senior Account Executive,134021,2023,2020-10-02,Boston,Full-time
+1131,Uri,Hill,Uri Hill,Sales,Senior Account Executive,134909,2024,2020-10-02,Boston,Full-time
+1132,Olivia,Wright,Olivia Wright,Sales,Senior Account Executive,130092,2021,2020-11-10,Chicago,Full-time
+1132,Olivia,Wright,Olivia Wright,Sales,Senior Account Executive,117340,2022,2020-11-10,Chicago,Full-time
+1132,Olivia,Wright,Olivia Wright,Sales,Senior Account Executive,127767,2023,2020-11-10,Chicago,Full-time
+1132,Olivia,Wright,Olivia Wright,Sales,Senior Account Executive,136472,2024,2020-11-10,Chicago,Full-time
+1133,Maya,Martinez,Maya Martinez,Sales,Senior Account Executive,117378,2021,2020-12-11,Seattle,Full-time
+1133,Maya,Martinez,Maya Martinez,Sales,Senior Account Executive,130519,2022,2020-12-11,Seattle,Full-time
+1133,Maya,Martinez,Maya Martinez,Sales,Senior Account Executive,133344,2023,2020-12-11,Seattle,Full-time
+1133,Maya,Martinez,Maya Martinez,Sales,Senior Account Executive,132142,2024,2020-12-11,Seattle,Full-time
+1134,George,Brown,George Brown,Sales,Senior Account Executive,131033,2021,2020-07-28,Remote,Full-time
+1134,George,Brown,George Brown,Sales,Senior Account Executive,122104,2022,2020-07-28,Remote,Full-time
+1134,George,Brown,George Brown,Sales,Senior Account Executive,134151,2023,2020-07-28,Remote,Full-time
+1134,George,Brown,George Brown,Sales,Senior Account Executive,152647,2024,2020-07-28,Remote,Full-time
+1135,Grace,Robinson,Grace Robinson,Sales,Senior Account Executive,117425,2021,2021-05-16,New York,Full-time
+1135,Grace,Robinson,Grace Robinson,Sales,Senior Account Executive,119423,2022,2021-05-16,New York,Full-time
+1135,Grace,Robinson,Grace Robinson,Sales,Senior Account Executive,117397,2023,2021-05-16,New York,Full-time
+1135,Grace,Robinson,Grace Robinson,Sales,Senior Account Executive,147957,2024,2021-05-16,New York,Full-time
+1136,Rosa,Walker,Rosa Walker,Sales,Sales Manager,149891,2021,2020-09-01,Boston,Full-time
+1136,Rosa,Walker,Rosa Walker,Sales,Sales Manager,158588,2022,2020-09-01,Boston,Full-time
+1136,Rosa,Walker,Rosa Walker,Sales,Sales Manager,149777,2023,2020-09-01,Boston,Full-time
+1136,Rosa,Walker,Rosa Walker,Sales,Sales Manager,156501,2024,2020-09-01,Boston,Full-time
+1137,James,Jackson,James Jackson,Sales,Sales Manager,165347,2021,2018-07-17,Chicago,Contract
+1137,James,Jackson,James Jackson,Sales,Sales Manager,157255,2022,2018-07-17,Chicago,Contract
+1137,James,Jackson,James Jackson,Sales,Sales Manager,189681,2023,2018-07-17,Chicago,Contract
+1137,James,Jackson,James Jackson,Sales,Sales Manager,192442,2024,2018-07-17,Chicago,Contract
+1138,Xavier,Carter,Xavier Carter,Sales,Sales Manager,134429,2021,2019-04-20,Remote,Full-time
+1138,Xavier,Carter,Xavier Carter,Sales,Sales Manager,142967,2022,2019-04-20,Remote,Full-time
+1138,Xavier,Carter,Xavier Carter,Sales,Sales Manager,162073,2023,2019-04-20,Remote,Full-time
+1138,Xavier,Carter,Xavier Carter,Sales,Sales Manager,178251,2024,2019-04-20,Remote,Full-time
+1139,Uma,Flores,Uma Flores,Sales,Sales Manager,140715,2021,2020-03-13,Remote,Full-time
+1139,Uma,Flores,Uma Flores,Sales,Sales Manager,147428,2022,2020-03-13,Remote,Full-time
+1139,Uma,Flores,Uma Flores,Sales,Sales Manager,156328,2023,2020-03-13,Remote,Full-time
+1139,Uma,Flores,Uma Flores,Sales,Sales Manager,144770,2024,2020-03-13,Remote,Full-time
+1140,Hannah,Clark,Hannah Clark,Sales,Sales Manager,126503,2022,2022-05-26,Seattle,Full-time
+1140,Hannah,Clark,Hannah Clark,Sales,Sales Manager,153968,2023,2022-05-26,Seattle,Full-time
+1140,Hannah,Clark,Hannah Clark,Sales,Sales Manager,140743,2024,2022-05-26,Seattle,Full-time
+1141,Diana,Nguyen,Diana Nguyen,Sales,Sales Manager,129484,2021,2021-03-17,Seattle,Contract
+1141,Diana,Nguyen,Diana Nguyen,Sales,Sales Manager,134846,2022,2021-03-17,Seattle,Contract
+1141,Diana,Nguyen,Diana Nguyen,Sales,Sales Manager,154446,2023,2021-03-17,Seattle,Contract
+1141,Diana,Nguyen,Diana Nguyen,Sales,Sales Manager,147236,2024,2021-03-17,Seattle,Contract
+1142,Amelia,Martinez,Amelia Martinez,Sales,Sales Manager,143533,2021,2021-12-07,Chicago,Contract
+1142,Amelia,Martinez,Amelia Martinez,Sales,Sales Manager,148948,2022,2021-12-07,Chicago,Contract
+1142,Amelia,Martinez,Amelia Martinez,Sales,Sales Manager,131483,2023,2021-12-07,Chicago,Contract
+1142,Amelia,Martinez,Amelia Martinez,Sales,Sales Manager,144192,2024,2021-12-07,Chicago,Contract
+1143,Qian,Walker,Qian Walker,Sales,Sales Manager,128500,2022,2022-07-11,San Francisco,Full-time
+1143,Qian,Walker,Qian Walker,Sales,Sales Manager,146336,2023,2022-07-11,San Francisco,Full-time
+1143,Qian,Walker,Qian Walker,Sales,Sales Manager,154928,2024,2022-07-11,San Francisco,Full-time
+1144,Quinn,Flores,Quinn Flores,Sales,VP of Sales,199493,2021,2021-04-08,Austin,Contract
+1144,Quinn,Flores,Quinn Flores,Sales,VP of Sales,208659,2022,2021-04-08,Austin,Contract
+1144,Quinn,Flores,Quinn Flores,Sales,VP of Sales,216111,2023,2021-04-08,Austin,Contract
+1144,Quinn,Flores,Quinn Flores,Sales,VP of Sales,214401,2024,2021-04-08,Austin,Contract
+1145,James,Campbell,James Campbell,Sales,VP of Sales,210726,2021,2020-05-04,Remote,Contract
+1145,James,Campbell,James Campbell,Sales,VP of Sales,229334,2022,2020-05-04,Remote,Contract
+1145,James,Campbell,James Campbell,Sales,VP of Sales,215816,2023,2020-05-04,Remote,Contract
+1145,James,Campbell,James Campbell,Sales,VP of Sales,227600,2024,2020-05-04,Remote,Contract
+1146,Wendy,Lewis,Wendy Lewis,Sales,VP of Sales,187881,2021,2020-12-16,San Francisco,Full-time
+1146,Wendy,Lewis,Wendy Lewis,Sales,VP of Sales,196349,2022,2020-12-16,San Francisco,Full-time
+1146,Wendy,Lewis,Wendy Lewis,Sales,VP of Sales,213460,2023,2020-12-16,San Francisco,Full-time
+1146,Wendy,Lewis,Wendy Lewis,Sales,VP of Sales,197350,2024,2020-12-16,San Francisco,Full-time
+1147,Henry,Anderson,Henry Anderson,Sales,VP of Sales,192246,2021,2019-01-04,Chicago,Full-time
+1147,Henry,Anderson,Henry Anderson,Sales,VP of Sales,202264,2022,2019-01-04,Chicago,Full-time
+1147,Henry,Anderson,Henry Anderson,Sales,VP of Sales,248947,2023,2019-01-04,Chicago,Full-time
+1147,Henry,Anderson,Henry Anderson,Sales,VP of Sales,254731,2024,2019-01-04,Chicago,Full-time
+1148,Elena,Walker,Elena Walker,Sales,VP of Sales,195237,2021,2019-05-11,Austin,Full-time
+1148,Elena,Walker,Elena Walker,Sales,VP of Sales,219372,2022,2019-05-11,Austin,Full-time
+1148,Elena,Walker,Elena Walker,Sales,VP of Sales,257533,2023,2019-05-11,Austin,Full-time
+1148,Elena,Walker,Elena Walker,Sales,VP of Sales,247548,2024,2019-05-11,Austin,Full-time
+1149,Laura,Williams,Laura Williams,Sales,VP of Sales,165933,2021,2021-08-06,Seattle,Full-time
+1149,Laura,Williams,Laura Williams,Sales,VP of Sales,179359,2022,2021-08-06,Seattle,Full-time
+1149,Laura,Williams,Laura Williams,Sales,VP of Sales,204781,2023,2021-08-06,Seattle,Full-time
+1149,Laura,Williams,Laura Williams,Sales,VP of Sales,232893,2024,2021-08-06,Seattle,Full-time
+1150,Frank,Rodriguez,Frank Rodriguez,Sales,VP of Sales,191920,2022,2022-08-09,San Francisco,Full-time
+1150,Frank,Rodriguez,Frank Rodriguez,Sales,VP of Sales,203419,2023,2022-08-09,San Francisco,Full-time
+1150,Frank,Rodriguez,Frank Rodriguez,Sales,VP of Sales,188818,2024,2022-08-09,San Francisco,Full-time
+1151,Sam,Torres,Sam Torres,Sales,VP of Sales,211365,2021,2019-03-20,Boston,Full-time
+1151,Sam,Torres,Sam Torres,Sales,VP of Sales,209912,2022,2019-03-20,Boston,Full-time
+1151,Sam,Torres,Sam Torres,Sales,VP of Sales,199066,2023,2019-03-20,Boston,Full-time
+1151,Sam,Torres,Sam Torres,Sales,VP of Sales,218726,2024,2019-03-20,Boston,Full-time
+1152,Yara,Thomas,Yara Thomas,Finance,Financial Analyst,71938,2021,2021-05-11,Austin,Contract
+1152,Yara,Thomas,Yara Thomas,Finance,Financial Analyst,87742,2022,2021-05-11,Austin,Contract
+1152,Yara,Thomas,Yara Thomas,Finance,Financial Analyst,78558,2023,2021-05-11,Austin,Contract
+1152,Yara,Thomas,Yara Thomas,Finance,Financial Analyst,89194,2024,2021-05-11,Austin,Contract
+1153,Grace,Rivera,Grace Rivera,Finance,Financial Analyst,78843,2021,2020-12-04,Seattle,Full-time
+1153,Grace,Rivera,Grace Rivera,Finance,Financial Analyst,92037,2022,2020-12-04,Seattle,Full-time
+1153,Grace,Rivera,Grace Rivera,Finance,Financial Analyst,101723,2023,2020-12-04,Seattle,Full-time
+1153,Grace,Rivera,Grace Rivera,Finance,Financial Analyst,100030,2024,2020-12-04,Seattle,Full-time
+1154,Elena,Carter,Elena Carter,Finance,Financial Analyst,81054,2022,2022-11-27,San Francisco,Full-time
+1154,Elena,Carter,Elena Carter,Finance,Financial Analyst,85504,2023,2022-11-27,San Francisco,Full-time
+1154,Elena,Carter,Elena Carter,Finance,Financial Analyst,86382,2024,2022-11-27,San Francisco,Full-time
+1155,Kate,Davis,Kate Davis,Finance,Financial Analyst,87733,2021,2018-09-17,San Francisco,Contract
+1155,Kate,Davis,Kate Davis,Finance,Financial Analyst,104151,2022,2018-09-17,San Francisco,Contract
+1155,Kate,Davis,Kate Davis,Finance,Financial Analyst,113115,2023,2018-09-17,San Francisco,Contract
+1155,Kate,Davis,Kate Davis,Finance,Financial Analyst,117905,2024,2018-09-17,San Francisco,Contract
+1156,Clara,Brown,Clara Brown,Finance,Financial Analyst,80477,2021,2021-03-17,Chicago,Full-time
+1156,Clara,Brown,Clara Brown,Finance,Financial Analyst,81440,2022,2021-03-17,Chicago,Full-time
+1156,Clara,Brown,Clara Brown,Finance,Financial Analyst,80511,2023,2021-03-17,Chicago,Full-time
+1156,Clara,Brown,Clara Brown,Finance,Financial Analyst,82164,2024,2021-03-17,Chicago,Full-time
+1157,Carlos,Ramirez,Carlos Ramirez,Finance,Senior Financial Analyst,105572,2021,2020-12-03,Remote,Full-time
+1157,Carlos,Ramirez,Carlos Ramirez,Finance,Senior Financial Analyst,112756,2022,2020-12-03,Remote,Full-time
+1157,Carlos,Ramirez,Carlos Ramirez,Finance,Senior Financial Analyst,130685,2023,2020-12-03,Remote,Full-time
+1157,Carlos,Ramirez,Carlos Ramirez,Finance,Senior Financial Analyst,152574,2024,2020-12-03,Remote,Full-time
+1158,Paul,Clark,Paul Clark,Finance,Senior Financial Analyst,116349,2021,2020-07-15,Boston,Full-time
+1158,Paul,Clark,Paul Clark,Finance,Senior Financial Analyst,121972,2022,2020-07-15,Boston,Full-time
+1158,Paul,Clark,Paul Clark,Finance,Senior Financial Analyst,124690,2023,2020-07-15,Boston,Full-time
+1158,Paul,Clark,Paul Clark,Finance,Senior Financial Analyst,125685,2024,2020-07-15,Boston,Full-time
+1159,Henry,Rodriguez,Henry Rodriguez,Finance,Senior Financial Analyst,123890,2021,2019-01-25,New York,Full-time
+1159,Henry,Rodriguez,Henry Rodriguez,Finance,Senior Financial Analyst,121464,2022,2019-01-25,New York,Full-time
+1159,Henry,Rodriguez,Henry Rodriguez,Finance,Senior Financial Analyst,125035,2023,2019-01-25,New York,Full-time
+1159,Henry,Rodriguez,Henry Rodriguez,Finance,Senior Financial Analyst,121030,2024,2019-01-25,New York,Full-time
+1160,Will,Davis,Will Davis,Finance,Finance Manager,137303,2021,2018-11-14,Remote,Full-time
+1160,Will,Davis,Will Davis,Finance,Finance Manager,165457,2022,2018-11-14,Remote,Full-time
+1160,Will,Davis,Will Davis,Finance,Finance Manager,193655,2023,2018-11-14,Remote,Full-time
+1160,Will,Davis,Will Davis,Finance,Finance Manager,154769,2024,2018-11-14,Remote,Full-time
+1161,Clara,Anderson,Clara Anderson,Finance,Finance Manager,145430,2022,2022-04-25,Boston,Full-time
+1161,Clara,Anderson,Clara Anderson,Finance,Finance Manager,149408,2023,2022-04-25,Boston,Full-time
+1161,Clara,Anderson,Clara Anderson,Finance,Finance Manager,150911,2024,2022-04-25,Boston,Full-time
+1162,Xena,Baker,Xena Baker,Finance,Finance Manager,132643,2021,2020-04-10,San Francisco,Contract
+1162,Xena,Baker,Xena Baker,Finance,Finance Manager,153954,2022,2020-04-10,San Francisco,Contract
+1162,Xena,Baker,Xena Baker,Finance,Finance Manager,177518,2023,2020-04-10,San Francisco,Contract
+1162,Xena,Baker,Xena Baker,Finance,Finance Manager,165825,2024,2020-04-10,San Francisco,Contract
+1163,Frank,Brown,Frank Brown,Finance,Finance Manager,136415,2021,2020-11-22,Chicago,Contract
+1163,Frank,Brown,Frank Brown,Finance,Finance Manager,139263,2022,2020-11-22,Chicago,Contract
+1163,Frank,Brown,Frank Brown,Finance,Finance Manager,160566,2023,2020-11-22,Chicago,Contract
+1163,Frank,Brown,Frank Brown,Finance,Finance Manager,168566,2024,2020-11-22,Chicago,Contract
+1164,Tara,Martinez,Tara Martinez,Finance,Finance Manager,123086,2021,2021-01-18,Chicago,Full-time
+1164,Tara,Martinez,Tara Martinez,Finance,Finance Manager,130149,2022,2021-01-18,Chicago,Full-time
+1164,Tara,Martinez,Tara Martinez,Finance,Finance Manager,162035,2023,2021-01-18,Chicago,Full-time
+1164,Tara,Martinez,Tara Martinez,Finance,Finance Manager,150449,2024,2021-01-18,Chicago,Full-time
+1165,Uri,Gonzalez,Uri Gonzalez,Finance,Finance Manager,169568,2021,2018-05-13,Seattle,Contract
+1165,Uri,Gonzalez,Uri Gonzalez,Finance,Finance Manager,162712,2022,2018-05-13,Seattle,Contract
+1165,Uri,Gonzalez,Uri Gonzalez,Finance,Finance Manager,184820,2023,2018-05-13,Seattle,Contract
+1165,Uri,Gonzalez,Uri Gonzalez,Finance,Finance Manager,194934,2024,2018-05-13,Seattle,Contract
+1166,Victor,Martin,Victor Martin,Finance,Finance Manager,169274,2021,2018-04-07,Seattle,Full-time
+1166,Victor,Martin,Victor Martin,Finance,Finance Manager,184370,2022,2018-04-07,Seattle,Full-time
+1166,Victor,Martin,Victor Martin,Finance,Finance Manager,178148,2023,2018-04-07,Seattle,Full-time
+1166,Victor,Martin,Victor Martin,Finance,Finance Manager,163758,2024,2018-04-07,Seattle,Full-time
+1167,Sam,Harris,Sam Harris,Finance,Finance Manager,132933,2021,2021-09-21,Austin,Full-time
+1167,Sam,Harris,Sam Harris,Finance,Finance Manager,128866,2022,2021-09-21,Austin,Full-time
+1167,Sam,Harris,Sam Harris,Finance,Finance Manager,153473,2023,2021-09-21,Austin,Full-time
+1167,Sam,Harris,Sam Harris,Finance,Finance Manager,176617,2024,2021-09-21,Austin,Full-time
+1168,Uma,Clark,Uma Clark,Finance,CFO,282223,2021,2018-10-28,San Francisco,Full-time
+1168,Uma,Clark,Uma Clark,Finance,CFO,334808,2022,2018-10-28,San Francisco,Full-time
+1168,Uma,Clark,Uma Clark,Finance,CFO,298502,2023,2018-10-28,San Francisco,Full-time
+1168,Uma,Clark,Uma Clark,Finance,CFO,329914,2024,2018-10-28,San Francisco,Full-time
+1169,Priya,Young,Priya Young,Finance,CFO,254431,2022,2022-11-22,Austin,Full-time
+1169,Priya,Young,Priya Young,Finance,CFO,284647,2023,2022-11-22,Austin,Full-time
+1169,Priya,Young,Priya Young,Finance,CFO,295674,2024,2022-11-22,Austin,Full-time
+1170,Wendy,Hernandez,Wendy Hernandez,Finance,CFO,297586,2021,2019-12-18,Chicago,Full-time
+1170,Wendy,Hernandez,Wendy Hernandez,Finance,CFO,279075,2022,2019-12-18,Chicago,Full-time
+1170,Wendy,Hernandez,Wendy Hernandez,Finance,CFO,308533,2023,2019-12-18,Chicago,Full-time
+1170,Wendy,Hernandez,Wendy Hernandez,Finance,CFO,382151,2024,2019-12-18,Chicago,Full-time
+1171,Will,Smith,Will Smith,Finance,CFO,237551,2021,2021-03-27,Seattle,Full-time
+1171,Will,Smith,Will Smith,Finance,CFO,263149,2022,2021-03-27,Seattle,Full-time
+1171,Will,Smith,Will Smith,Finance,CFO,279468,2023,2021-03-27,Seattle,Full-time
+1171,Will,Smith,Will Smith,Finance,CFO,344046,2024,2021-03-27,Seattle,Full-time
+1172,Qian,Young,Qian Young,Finance,CFO,280736,2021,2018-01-18,Remote,Full-time
+1172,Qian,Young,Qian Young,Finance,CFO,330957,2022,2018-01-18,Remote,Full-time
+1172,Qian,Young,Qian Young,Finance,CFO,315074,2023,2018-01-18,Remote,Full-time
+1172,Qian,Young,Qian Young,Finance,CFO,391542,2024,2018-01-18,Remote,Full-time
+1173,George,Miller,George Miller,HR,HR Coordinator,56318,2022,2022-03-08,San Francisco,Contract
+1173,George,Miller,George Miller,HR,HR Coordinator,54221,2023,2022-03-08,San Francisco,Contract
+1173,George,Miller,George Miller,HR,HR Coordinator,57251,2024,2022-03-08,San Francisco,Contract
+1174,Kate,Thomas,Kate Thomas,HR,HR Coordinator,64105,2021,2019-05-22,Boston,Full-time
+1174,Kate,Thomas,Kate Thomas,HR,HR Coordinator,59459,2022,2019-05-22,Boston,Full-time
+1174,Kate,Thomas,Kate Thomas,HR,HR Coordinator,64879,2023,2019-05-22,Boston,Full-time
+1174,Kate,Thomas,Kate Thomas,HR,HR Coordinator,56334,2024,2019-05-22,Boston,Full-time
+1175,Kevin,Garcia,Kevin Garcia,HR,HR Coordinator,56762,2021,2021-07-21,Boston,Full-time
+1175,Kevin,Garcia,Kevin Garcia,HR,HR Coordinator,55187,2022,2021-07-21,Boston,Full-time
+1175,Kevin,Garcia,Kevin Garcia,HR,HR Coordinator,53305,2023,2021-07-21,Boston,Full-time
+1175,Kevin,Garcia,Kevin Garcia,HR,HR Coordinator,70583,2024,2021-07-21,Boston,Full-time
+1176,Elena,Moore,Elena Moore,HR,HR Coordinator,57089,2021,2018-02-22,Austin,Contract
+1176,Elena,Moore,Elena Moore,HR,HR Coordinator,68622,2022,2018-02-22,Austin,Contract
+1176,Elena,Moore,Elena Moore,HR,HR Coordinator,78558,2023,2018-02-22,Austin,Contract
+1176,Elena,Moore,Elena Moore,HR,HR Coordinator,81814,2024,2018-02-22,Austin,Contract
+1177,Ethan,Martin,Ethan Martin,HR,HR Manager,93087,2021,2019-10-08,Remote,Full-time
+1177,Ethan,Martin,Ethan Martin,HR,HR Manager,98674,2022,2019-10-08,Remote,Full-time
+1177,Ethan,Martin,Ethan Martin,HR,HR Manager,110734,2023,2019-10-08,Remote,Full-time
+1177,Ethan,Martin,Ethan Martin,HR,HR Manager,101051,2024,2019-10-08,Remote,Full-time
+1178,Wendy,Brown,Wendy Brown,HR,HR Manager,98603,2021,2018-07-08,Boston,Full-time
+1178,Wendy,Brown,Wendy Brown,HR,HR Manager,107860,2022,2018-07-08,Boston,Full-time
+1178,Wendy,Brown,Wendy Brown,HR,HR Manager,103252,2023,2018-07-08,Boston,Full-time
+1178,Wendy,Brown,Wendy Brown,HR,HR Manager,115638,2024,2018-07-08,Boston,Full-time
+1179,Frank,Anderson,Frank Anderson,HR,HR Manager,89556,2021,2020-09-13,Chicago,Full-time
+1179,Frank,Anderson,Frank Anderson,HR,HR Manager,89321,2022,2020-09-13,Chicago,Full-time
+1179,Frank,Anderson,Frank Anderson,HR,HR Manager,104112,2023,2020-09-13,Chicago,Full-time
+1179,Frank,Anderson,Frank Anderson,HR,HR Manager,86986,2024,2020-09-13,Chicago,Full-time
+1180,Tara,Green,Tara Green,HR,HR Manager,78981,2021,2019-12-13,Austin,Full-time
+1180,Tara,Green,Tara Green,HR,HR Manager,90668,2022,2019-12-13,Austin,Full-time
+1180,Tara,Green,Tara Green,HR,HR Manager,89776,2023,2019-12-13,Austin,Full-time
+1180,Tara,Green,Tara Green,HR,HR Manager,97985,2024,2019-12-13,Austin,Full-time
+1181,James,Allen,James Allen,HR,HR Manager,83150,2021,2021-02-01,New York,Full-time
+1181,James,Allen,James Allen,HR,HR Manager,93470,2022,2021-02-01,New York,Full-time
+1181,James,Allen,James Allen,HR,HR Manager,85208,2023,2021-02-01,New York,Full-time
+1181,James,Allen,James Allen,HR,HR Manager,104066,2024,2021-02-01,New York,Full-time
+1182,James,Thomas,James Thomas,HR,HR Manager,77902,2022,2022-09-06,Seattle,Full-time
+1182,James,Thomas,James Thomas,HR,HR Manager,79232,2023,2022-09-06,Seattle,Full-time
+1182,James,Thomas,James Thomas,HR,HR Manager,84115,2024,2022-09-06,Seattle,Full-time
+1183,Elena,Jones,Elena Jones,HR,Senior HR Manager,106717,2021,2020-05-08,Seattle,Full-time
+1183,Elena,Jones,Elena Jones,HR,Senior HR Manager,110408,2022,2020-05-08,Seattle,Full-time
+1183,Elena,Jones,Elena Jones,HR,Senior HR Manager,129551,2023,2020-05-08,Seattle,Full-time
+1183,Elena,Jones,Elena Jones,HR,Senior HR Manager,143819,2024,2020-05-08,Seattle,Full-time
+1184,Victor,Lewis,Victor Lewis,HR,Senior HR Manager,107137,2021,2020-07-27,Boston,Contract
+1184,Victor,Lewis,Victor Lewis,HR,Senior HR Manager,117020,2022,2020-07-27,Boston,Contract
+1184,Victor,Lewis,Victor Lewis,HR,Senior HR Manager,133623,2023,2020-07-27,Boston,Contract
+1184,Victor,Lewis,Victor Lewis,HR,Senior HR Manager,138942,2024,2020-07-27,Boston,Contract
+1185,Steve,Green,Steve Green,HR,Senior HR Manager,113746,2021,2021-10-26,San Francisco,Full-time
+1185,Steve,Green,Steve Green,HR,Senior HR Manager,103906,2022,2021-10-26,San Francisco,Full-time
+1185,Steve,Green,Steve Green,HR,Senior HR Manager,122096,2023,2021-10-26,San Francisco,Full-time
+1185,Steve,Green,Steve Green,HR,Senior HR Manager,131088,2024,2021-10-26,San Francisco,Full-time
+1186,James,Johnson,James Johnson,HR,Senior HR Manager,98052,2021,2021-12-07,Chicago,Full-time
+1186,James,Johnson,James Johnson,HR,Senior HR Manager,121497,2022,2021-12-07,Chicago,Full-time
+1186,James,Johnson,James Johnson,HR,Senior HR Manager,112594,2023,2021-12-07,Chicago,Full-time
+1186,James,Johnson,James Johnson,HR,Senior HR Manager,116339,2024,2021-12-07,Chicago,Full-time
+1187,Julia,Rivera,Julia Rivera,HR,Senior HR Manager,105016,2021,2021-07-03,Chicago,Contract
+1187,Julia,Rivera,Julia Rivera,HR,Senior HR Manager,122342,2022,2021-07-03,Chicago,Contract
+1187,Julia,Rivera,Julia Rivera,HR,Senior HR Manager,122419,2023,2021-07-03,Chicago,Contract
+1187,Julia,Rivera,Julia Rivera,HR,Senior HR Manager,127422,2024,2021-07-03,Chicago,Contract
+1188,Maya,Green,Maya Green,HR,VP of People,186724,2021,2018-02-25,San Francisco,Full-time
+1188,Maya,Green,Maya Green,HR,VP of People,210428,2022,2018-02-25,San Francisco,Full-time
+1188,Maya,Green,Maya Green,HR,VP of People,241028,2023,2018-02-25,San Francisco,Full-time
+1188,Maya,Green,Maya Green,HR,VP of People,226921,2024,2018-02-25,San Francisco,Full-time
+1189,George,Smith,George Smith,HR,VP of People,200330,2021,2018-05-08,Remote,Contract
+1189,George,Smith,George Smith,HR,VP of People,186962,2022,2018-05-08,Remote,Contract
+1189,George,Smith,George Smith,HR,VP of People,218879,2023,2018-05-08,Remote,Contract
+1189,George,Smith,George Smith,HR,VP of People,221227,2024,2018-05-08,Remote,Contract
+1190,Bob,Walker,Bob Walker,HR,VP of People,209867,2021,2018-05-14,New York,Full-time
+1190,Bob,Walker,Bob Walker,HR,VP of People,190381,2022,2018-05-14,New York,Full-time
+1190,Bob,Walker,Bob Walker,HR,VP of People,229000,2023,2018-05-14,New York,Full-time
+1190,Bob,Walker,Bob Walker,HR,VP of People,198491,2024,2018-05-14,New York,Full-time
+1191,Uri,Hall,Uri Hall,HR,VP of People,150882,2021,2021-06-03,Austin,Full-time
+1191,Uri,Hall,Uri Hall,HR,VP of People,180103,2022,2021-06-03,Austin,Full-time
+1191,Uri,Hall,Uri Hall,HR,VP of People,172552,2023,2021-06-03,Austin,Full-time
+1191,Uri,Hall,Uri Hall,HR,VP of People,194825,2024,2021-06-03,Austin,Full-time
+1192,Laura,Scott,Laura Scott,HR,VP of People,173761,2021,2019-06-18,Chicago,Full-time
+1192,Laura,Scott,Laura Scott,HR,VP of People,188211,2022,2019-06-18,Chicago,Full-time
+1192,Laura,Scott,Laura Scott,HR,VP of People,181162,2023,2019-06-18,Chicago,Full-time
+1192,Laura,Scott,Laura Scott,HR,VP of People,206121,2024,2019-06-18,Chicago,Full-time
+1193,Leo,Ramirez,Leo Ramirez,HR,VP of People,169720,2021,2021-01-23,San Francisco,Full-time
+1193,Leo,Ramirez,Leo Ramirez,HR,VP of People,177239,2022,2021-01-23,San Francisco,Full-time
+1193,Leo,Ramirez,Leo Ramirez,HR,VP of People,188190,2023,2021-01-23,San Francisco,Full-time
+1193,Leo,Ramirez,Leo Ramirez,HR,VP of People,176835,2024,2021-01-23,San Francisco,Full-time
+1194,Hannah,Taylor,Hannah Taylor,HR,VP of People,159761,2021,2021-09-21,Austin,Contract
+1194,Hannah,Taylor,Hannah Taylor,HR,VP of People,164122,2022,2021-09-21,Austin,Contract
+1194,Hannah,Taylor,Hannah Taylor,HR,VP of People,169303,2023,2021-09-21,Austin,Contract
+1194,Hannah,Taylor,Hannah Taylor,HR,VP of People,207981,2024,2021-09-21,Austin,Contract
+1195,Leo,Garcia,Leo Garcia,Operations,Operations Analyst,74707,2021,2019-06-04,San Francisco,Full-time
+1195,Leo,Garcia,Leo Garcia,Operations,Operations Analyst,77896,2022,2019-06-04,San Francisco,Full-time
+1195,Leo,Garcia,Leo Garcia,Operations,Operations Analyst,91401,2023,2019-06-04,San Francisco,Full-time
+1195,Leo,Garcia,Leo Garcia,Operations,Operations Analyst,91387,2024,2019-06-04,San Francisco,Full-time
+1196,Iris,Hall,Iris Hall,Operations,Operations Analyst,73991,2021,2019-09-06,Chicago,Full-time
+1196,Iris,Hall,Iris Hall,Operations,Operations Analyst,75970,2022,2019-09-06,Chicago,Full-time
+1196,Iris,Hall,Iris Hall,Operations,Operations Analyst,77831,2023,2019-09-06,Chicago,Full-time
+1196,Iris,Hall,Iris Hall,Operations,Operations Analyst,90839,2024,2019-09-06,Chicago,Full-time
+1197,James,Allen,James Allen,Operations,Operations Analyst,70613,2021,2021-07-22,Chicago,Full-time
+1197,James,Allen,James Allen,Operations,Operations Analyst,75089,2022,2021-07-22,Chicago,Full-time
+1197,James,Allen,James Allen,Operations,Operations Analyst,77236,2023,2021-07-22,Chicago,Full-time
+1197,James,Allen,James Allen,Operations,Operations Analyst,74163,2024,2021-07-22,Chicago,Full-time
+1198,Sam,Hernandez,Sam Hernandez,Operations,Operations Analyst,65984,2021,2021-10-24,Boston,Full-time
+1198,Sam,Hernandez,Sam Hernandez,Operations,Operations Analyst,77938,2022,2021-10-24,Boston,Full-time
+1198,Sam,Hernandez,Sam Hernandez,Operations,Operations Analyst,79785,2023,2021-10-24,Boston,Full-time
+1198,Sam,Hernandez,Sam Hernandez,Operations,Operations Analyst,79859,2024,2021-10-24,Boston,Full-time
+1199,Uri,Lewis,Uri Lewis,Operations,Operations Analyst,78390,2022,2022-04-14,New York,Full-time
+1199,Uri,Lewis,Uri Lewis,Operations,Operations Analyst,72916,2023,2022-04-14,New York,Full-time
+1199,Uri,Lewis,Uri Lewis,Operations,Operations Analyst,80895,2024,2022-04-14,New York,Full-time
+1200,Hannah,Roberts,Hannah Roberts,Operations,Operations Analyst,86628,2021,2019-04-26,Seattle,Contract
+1200,Hannah,Roberts,Hannah Roberts,Operations,Operations Analyst,83962,2022,2019-04-26,Seattle,Contract
+1200,Hannah,Roberts,Hannah Roberts,Operations,Operations Analyst,95465,2023,2019-04-26,Seattle,Contract
+1200,Hannah,Roberts,Hannah Roberts,Operations,Operations Analyst,106475,2024,2019-04-26,Seattle,Contract
+1201,Kate,Thompson,Kate Thompson,Operations,Operations Analyst,74256,2022,2022-05-20,Remote,Full-time
+1201,Kate,Thompson,Kate Thompson,Operations,Operations Analyst,71172,2023,2022-05-20,Remote,Full-time
+1201,Kate,Thompson,Kate Thompson,Operations,Operations Analyst,90013,2024,2022-05-20,Remote,Full-time
+1202,George,Rodriguez,George Rodriguez,Operations,Operations Manager,94653,2021,2021-01-09,Boston,Full-time
+1202,George,Rodriguez,George Rodriguez,Operations,Operations Manager,102115,2022,2021-01-09,Boston,Full-time
+1202,George,Rodriguez,George Rodriguez,Operations,Operations Manager,118294,2023,2021-01-09,Boston,Full-time
+1202,George,Rodriguez,George Rodriguez,Operations,Operations Manager,109678,2024,2021-01-09,Boston,Full-time
+1203,Olivia,Moore,Olivia Moore,Operations,Operations Manager,106996,2021,2021-07-15,New York,Full-time
+1203,Olivia,Moore,Olivia Moore,Operations,Operations Manager,116637,2022,2021-07-15,New York,Full-time
+1203,Olivia,Moore,Olivia Moore,Operations,Operations Manager,112776,2023,2021-07-15,New York,Full-time
+1203,Olivia,Moore,Olivia Moore,Operations,Operations Manager,129938,2024,2021-07-15,New York,Full-time
+1204,Uri,Garcia,Uri Garcia,Operations,Operations Manager,107913,2021,2021-11-22,Seattle,Full-time
+1204,Uri,Garcia,Uri Garcia,Operations,Operations Manager,116917,2022,2021-11-22,Seattle,Full-time
+1204,Uri,Garcia,Uri Garcia,Operations,Operations Manager,116929,2023,2021-11-22,Seattle,Full-time
+1204,Uri,Garcia,Uri Garcia,Operations,Operations Manager,111826,2024,2021-11-22,Seattle,Full-time
+1205,James,Torres,James Torres,Operations,Operations Manager,123867,2021,2019-10-28,Chicago,Full-time
+1205,James,Torres,James Torres,Operations,Operations Manager,114981,2022,2019-10-28,Chicago,Full-time
+1205,James,Torres,James Torres,Operations,Operations Manager,121852,2023,2019-10-28,Chicago,Full-time
+1205,James,Torres,James Torres,Operations,Operations Manager,137551,2024,2019-10-28,Chicago,Full-time
+1206,David,Smith,David Smith,Operations,Operations Manager,110654,2021,2021-04-23,San Francisco,Full-time
+1206,David,Smith,David Smith,Operations,Operations Manager,109684,2022,2021-04-23,San Francisco,Full-time
+1206,David,Smith,David Smith,Operations,Operations Manager,108072,2023,2021-04-23,San Francisco,Full-time
+1206,David,Smith,David Smith,Operations,Operations Manager,118466,2024,2021-04-23,San Francisco,Full-time
+1207,Zach,Green,Zach Green,Operations,Operations Manager,98652,2021,2020-12-23,Boston,Full-time
+1207,Zach,Green,Zach Green,Operations,Operations Manager,103077,2022,2020-12-23,Boston,Full-time
+1207,Zach,Green,Zach Green,Operations,Operations Manager,114798,2023,2020-12-23,Boston,Full-time
+1207,Zach,Green,Zach Green,Operations,Operations Manager,125460,2024,2020-12-23,Boston,Full-time
+1208,Alice,Hall,Alice Hall,Operations,Operations Manager,101783,2021,2020-02-28,Chicago,Full-time
+1208,Alice,Hall,Alice Hall,Operations,Operations Manager,115700,2022,2020-02-28,Chicago,Full-time
+1208,Alice,Hall,Alice Hall,Operations,Operations Manager,110203,2023,2020-02-28,Chicago,Full-time
+1208,Alice,Hall,Alice Hall,Operations,Operations Manager,118822,2024,2020-02-28,Chicago,Full-time
+1209,Will,Rodriguez,Will Rodriguez,Operations,Operations Manager,107163,2021,2019-02-17,Remote,Full-time
+1209,Will,Rodriguez,Will Rodriguez,Operations,Operations Manager,110659,2022,2019-02-17,Remote,Full-time
+1209,Will,Rodriguez,Will Rodriguez,Operations,Operations Manager,143314,2023,2019-02-17,Remote,Full-time
+1209,Will,Rodriguez,Will Rodriguez,Operations,Operations Manager,135469,2024,2019-02-17,Remote,Full-time
+1210,Fiona,Miller,Fiona Miller,Operations,Director of Operations,165580,2021,2019-02-19,Seattle,Full-time
+1210,Fiona,Miller,Fiona Miller,Operations,Director of Operations,177939,2022,2019-02-19,Seattle,Full-time
+1210,Fiona,Miller,Fiona Miller,Operations,Director of Operations,185171,2023,2019-02-19,Seattle,Full-time
+1210,Fiona,Miller,Fiona Miller,Operations,Director of Operations,213678,2024,2019-02-19,Seattle,Full-time
+1211,Sam,Roberts,Sam Roberts,Operations,Director of Operations,171268,2021,2018-11-10,San Francisco,Contract
+1211,Sam,Roberts,Sam Roberts,Operations,Director of Operations,191002,2022,2018-11-10,San Francisco,Contract
+1211,Sam,Roberts,Sam Roberts,Operations,Director of Operations,226093,2023,2018-11-10,San Francisco,Contract
+1211,Sam,Roberts,Sam Roberts,Operations,Director of Operations,191420,2024,2018-11-10,San Francisco,Contract
+1212,Priya,Young,Priya Young,Operations,Director of Operations,141959,2022,2022-02-17,New York,Full-time
+1212,Priya,Young,Priya Young,Operations,Director of Operations,166376,2023,2022-02-17,New York,Full-time
+1212,Priya,Young,Priya Young,Operations,Director of Operations,174158,2024,2022-02-17,New York,Full-time
+1213,Will,Walker,Will Walker,Operations,Director of Operations,157983,2021,2018-01-19,New York,Full-time
+1213,Will,Walker,Will Walker,Operations,Director of Operations,184116,2022,2018-01-19,New York,Full-time
+1213,Will,Walker,Will Walker,Operations,Director of Operations,205327,2023,2018-01-19,New York,Full-time
+1213,Will,Walker,Will Walker,Operations,Director of Operations,207526,2024,2018-01-19,New York,Full-time

utils/data_handler.py

@@ -0,0 +1,97 @@
+"""Data loading, schema extraction, and safe code execution."""
+import io
+import traceback
+import numpy as np
+import pandas as pd
+
+
+def load_dataframe(uploaded_file) -> tuple[pd.DataFrame, str]:
+    """Load a CSV or Excel file into a DataFrame. Returns (df, error_message)."""
+    try:
+        filename = uploaded_file.name.lower()
+        if filename.endswith(".csv"):
+            df = pd.read_csv(uploaded_file)
+        elif filename.endswith((".xlsx", ".xls")):
+            df = pd.read_excel(uploaded_file)
+        else:
+            return None, f"Unsupported file type: {uploaded_file.name}. Use CSV or Excel."
+        return df, None
+    except Exception as e:
+        return None, f"Failed to load file: {e}"
+
+
+def get_schema_info(df: pd.DataFrame) -> str:
+    """Return a concise schema description for the LLM prompt."""
+    lines = [f"Shape: {df.shape[0]} rows × {df.shape[1]} columns", "", "Columns:"]
+    for col in df.columns:
+        dtype = str(df[col].dtype)
+        n_unique = df[col].nunique()
+        n_null = df[col].isnull().sum()
+        if df[col].dtype in [np.int64, np.float64, "int64", "float64"]:
+            stats = f"min={df[col].min():.0f}, max={df[col].max():.0f}, mean={df[col].mean():.0f}"
+        elif n_unique <= 20:
+            sample_vals = df[col].dropna().unique()[:8].tolist()
+            stats = f"values: {sample_vals}"
+        else:
+            sample_vals = df[col].dropna().unique()[:5].tolist()
+            stats = f"sample: {sample_vals}"
+        null_info = f", {n_null} nulls" if n_null > 0 else ""
+        lines.append(f"  - {col} ({dtype}, {n_unique} unique{null_info}): {stats}")
+    return "\n".join(lines)
+
+
+def get_sample_rows(df: pd.DataFrame, n: int = 5) -> str:
+    """Return a string representation of the first n rows."""
+    return df.head(n).to_string(index=False)
+
+
+def _strip_imports(code: str) -> str:
+    """Remove import statements — pd and np are already in the namespace."""
+    lines = [
+        line for line in code.splitlines()
+        if not line.strip().startswith(("import ", "from "))
+    ]
+    return "\n".join(lines)
+
+
+def execute_pandas_code(code: str, df: pd.DataFrame) -> tuple[pd.DataFrame, str]:
+    """
+    Execute pandas code in a restricted namespace.
+    Returns (result_df, error_message).
+    """
+    code = _strip_imports(code)
+    namespace = {
+        "df": df.copy(),
+        "pd": pd,
+        "np": np,
+        "__builtins__": {
+            "len": len,
+            "range": range,
+            "list": list,
+            "dict": dict,
+            "str": str,
+            "int": int,
+            "float": float,
+            "bool": bool,
+            "print": print,
+            "sorted": sorted,
+            "zip": zip,
+            "enumerate": enumerate,
+            "min": min,
+            "max": max,
+            "sum": sum,
+            "abs": abs,
+            "round": round,
+            "isinstance": isinstance,
+        },
+    }
+    try:
+        exec(code, namespace)  # noqa: S102
+        result_df = namespace.get("result_df")
+        if result_df is None:
+            return None, "Code did not create 'result_df'. Make sure your code assigns a DataFrame to 'result_df'."
+        if not isinstance(result_df, pd.DataFrame):
+            return None, f"'result_df' must be a pandas DataFrame, got {type(result_df).__name__}."
+        return result_df, None
+    except Exception:
+        return None, f"Code execution error:\n{traceback.format_exc()}"

utils/llm_handler.py

@@ -0,0 +1,126 @@
+"""Claude API integration for natural language → data analysis code generation."""
+import json
+import re
+import anthropic
+
+SYSTEM_PROMPT = """You are an expert data analyst AI assistant. Users ask questions about their dataset and you generate executable Python code to answer those questions with pandas and plotly visualizations.
+
+CRITICAL: Respond with ONLY a valid JSON object — no markdown fences, no text before or after the JSON.
+
+Response format:
+{
+  "explanation": "Clear, concise explanation of what you analyzed and the key findings",
+  "pandas_code": "Python code using pandas. Variable 'df' is the input DataFrame. You MUST create 'result_df' as the output DataFrame.",
+  "viz_code": "Python plotly code that uses 'result_df' to create a variable called 'fig'. Use null if no chart is needed.",
+  "viz_type": "bar | line | pie | scatter | heatmap | table_only | null"
+}
+
+PANDAS CODE RULES:
+- Input: df (pandas DataFrame with the user's data)
+- Output: result_df (a pandas DataFrame — always required)
+- Available imports: pandas as pd, numpy as np
+- Use actual column names from the schema provided
+- Handle missing values with .fillna() or .dropna() where needed
+- For year-over-year comparisons: filter df['year'] == X
+- For rankings: use .nlargest() or .sort_values().head()
+- Keep result_df focused and readable (avoid too many columns)
+
+VIZ CODE RULES:
+- DO NOT include any import statements — px, go, pd, np are already available
+- Input: result_df (the DataFrame produced by pandas_code)
+- Output: fig (a plotly Figure)
+- Always set a descriptive title
+- Use color parameters for grouped charts
+- For grouped bar charts comparing years: use px.bar with barmode='group'
+- For time series: use px.line
+- Make axis labels human-readable
+- Set appropriate figure height (600-700px)
+
+CHART SELECTION GUIDE:
+- Comparing values across categories → bar chart
+- Year-over-year comparison → grouped bar chart
+- Trends over time → line chart
+- Parts of a whole → pie chart
+- Correlation between two numeric values → scatter chart
+- Ranking / top N → horizontal bar chart
+
+EXAMPLE for "top 5 highest paid employees in 2023":
+pandas_code: "result_df = df[df['year'] == 2023].nlargest(5, 'salary')[['full_name', 'job_title', 'department', 'salary']].reset_index(drop=True)"
+viz_code: "fig = px.bar(result_df, x='full_name', y='salary', color='department', title='Top 5 Highest Paid Employees (2023)', labels={'salary': 'Annual Salary ($)', 'full_name': 'Employee'}, height=500); fig.update_layout(xaxis_tickangle=-30)"
+"""
+
+
+class LLMHandler:
+    def __init__(self):
+        self.client = anthropic.Anthropic()
+        self.conversation_history = []
+
+    def reset_conversation(self):
+        self.conversation_history = []
+
+    def generate_analysis(self, question: str, schema_info: str, sample_rows: str) -> dict:
+        user_message = f"""Dataset Schema:
+{schema_info}
+
+Sample data (first 5 rows):
+{sample_rows}
+
+User question: {question}
+
+Generate the pandas + plotly code to answer this question. Remember: respond with ONLY the JSON object."""
+
+        self.conversation_history.append({"role": "user", "content": user_message})
+
+        response = self.client.messages.create(
+            model="claude-opus-4-6",
+            max_tokens=4096,
+            thinking={"type": "adaptive"},
+            system=SYSTEM_PROMPT,
+            messages=self.conversation_history,
+        )
+
+        raw_text = next(
+            (block.text for block in response.content if block.type == "text"), ""
+        )
+
+        self.conversation_history.append({"role": "assistant", "content": raw_text})
+
+        return self._parse_response(raw_text)
+
+    def _parse_response(self, raw_text: str) -> dict:
+        text = raw_text.strip()
+
+        # Strip markdown code fences if present
+        text = re.sub(r"^```(?:json)?\s*", "", text)
+        text = re.sub(r"\s*```$", "", text)
+        text = text.strip()
+
+        try:
+            result = json.loads(text)
+        except json.JSONDecodeError:
+            # Try to extract JSON object from the text
+            match = re.search(r"\{[\s\S]*\}", text)
+            if match:
+                try:
+                    result = json.loads(match.group())
+                except json.JSONDecodeError:
+                    result = {
+                        "explanation": "Could not parse LLM response. Please try rephrasing your question.",
+                        "pandas_code": "result_df = df.head(10)",
+                        "viz_code": None,
+                        "viz_type": "table_only",
+                    }
+            else:
+                result = {
+                    "explanation": raw_text,
+                    "pandas_code": "result_df = df.head(10)",
+                    "viz_code": None,
+                    "viz_type": "table_only",
+                }
+
+        return {
+            "explanation": result.get("explanation", ""),
+            "pandas_code": result.get("pandas_code", "result_df = df.head(10)"),
+            "viz_code": result.get("viz_code"),
+            "viz_type": result.get("viz_type", "table_only"),
+        }

utils/viz_handler.py

@@ -0,0 +1,79 @@
+"""Safe execution of LLM-generated Plotly visualization code."""
+import traceback
+import numpy as np
+import pandas as pd
+import plotly.express as px
+import plotly.graph_objects as go
+
+
+def _strip_imports(code: str) -> str:
+    """Remove import statements — px, go, pd, np are already in the namespace."""
+    lines = [
+        line for line in code.splitlines()
+        if not line.strip().startswith(("import ", "from "))
+    ]
+    return "\n".join(lines)
+
+
+def execute_viz_code(code: str, result_df: pd.DataFrame):
+    """
+    Execute plotly visualization code in a restricted namespace.
+    Returns (fig, error_message).
+    """
+    if not code or code.strip().lower() in ("null", "none", ""):
+        return None, None
+
+    code = _strip_imports(code)
+
+    namespace = {
+        "result_df": result_df.copy(),
+        "pd": pd,
+        "np": np,
+        "px": px,
+        "go": go,
+        "__builtins__": {
+            "len": len,
+            "range": range,
+            "list": list,
+            "dict": dict,
+            "str": str,
+            "int": int,
+            "float": float,
+            "bool": bool,
+            "print": print,
+            "sorted": sorted,
+            "zip": zip,
+            "enumerate": enumerate,
+            "min": min,
+            "max": max,
+            "sum": sum,
+            "abs": abs,
+            "round": round,
+            "isinstance": isinstance,
+        },
+    }
+    try:
+        exec(code, namespace)  # noqa: S102
+        fig = namespace.get("fig")
+        if fig is None:
+            return None, "Visualization code did not create 'fig'. Make sure your code assigns a Plotly figure to 'fig'."
+        return fig, None
+    except Exception:
+        return None, f"Visualization error:\n{traceback.format_exc()}"
+
+
+def make_fallback_chart(result_df: pd.DataFrame, title: str = "Data Overview"):
+    """Generate a simple bar chart when LLM viz code fails."""
+    numeric_cols = result_df.select_dtypes(include=[np.number]).columns.tolist()
+    text_cols = result_df.select_dtypes(include=["object", "category"]).columns.tolist()
+
+    if numeric_cols and text_cols:
+        fig = px.bar(
+            result_df,
+            x=text_cols[0],
+            y=numeric_cols[0],
+            title=title,
+            height=500,
+        )
+        return fig
+    return None