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metadata
dataset_info:
  features:
    - name: category
      dtype:
        class_label:
          names:
            '0': '"Best Savings/CD Rates'
            '1': >-
              "Fee and Expense Minimization Strategies" for investment
              portfolios
            '2': '"Volatile Market Risk Management'
            '3': '401'
            '4': 529 College Savings Plans
            '5': Alternative Assets Investment Strategies
            '6': Appropriate Investment ETFs, Bond Funds, Emerging Markets
            '7': Appropriate Investment Types
            '8': Asset Allocation
            '9': Asset Allocation & Risk Management
            '10': Asset Allocation & Risk Strategies
            '11': Asset Allocation Percentages
            '12': Asset Allocation Returns
            '13': Asset Allocation Strategies
            '14': Asset Class Recommendations
            '15': Balanced Fund Investment Risks & Rewards
            '16': Bear Market Profit Strategies
            '17': Best-performing Stocks by Sector
            '18': Bond Investment Recommendations
            '19': Bond Investment Risks and Rewards
            '20': Bond Investment Strategies
            '21': Bond Investment Strategies & Trends
            '22': Bond Ladder Investment Factors
            '23': Bond Market Analysis
            '24': Bond Return Expectations
            '25': Bond Selection Criteria
            '26': Bond versus Stock Investment Returns
            '27': Business Financing & Investment Strategies
            '28': Capital Preservation Investments
            '29': Capital Preservation Strategies
            '30': Capital Preservation and Growth Investments
            '31': Child Education Investment Accounts
            '32': College Savings & Investment Strategies
            '33': College Savings and Investments
            '34': College Savings and Retirement Strategies
            '35': Commodity Investment Strategies
            '36': Conservative Investments
            '37': Consistent Growth ETFs/Mutual Funds
            '38': Consistent Growth Stocks
            '39': Consistent Return Investments
            '40': Credit Score Improvement
            '41': Credit Score Improvement Strategies
            '42': Cryptocurrency Investment Risks & Rewards
            '43': Debt Management Strategies
            '44': Debt Optimization and Repayment Strategies
            '45': Debt Reduction Strategies
            '46': Debt Repayment Strategies
            '47': Debt Repayment and Retirement Savings Strategies
            '48': Debt and Retirement Management
            '49': Debt vs
            '50': Debt-to-Income Ratios
            '51': Demographic Trends & Stock Impacts
            '52': Disaster, Conflict, Refugee Retirement Savings
            '53': Diverse Growth with Minimal Risk Investing
            '54': Diversified Asset Recommendations
            '55': Diversified ETF Recommendations
            '56': Diversified Investment Recommendations
            '57': Diversity Retirement Saving Strategies
            '58': Dividend Investing Strategies
            '59': Dividend Investment Strategies
            '60': Dividend Investments
            '61': Dow Jones Historical Returns
            '62': ETF & Mutual Fund Comparison
            '63': ETF Investment Risks and Rewards
            '64': ETF Investment Strategies
            '65': ETF Sector Performance & Growth
            '66': ETF Selection Factors
            '67': Early Career Finances
            '68': Earnings Growth and PE Ratio Stocks
            '69': Economic Impact on Investments
            '70': Economic Indicators for Interest Rates and Market Trends
            '71': Economic Sectors
            '72': Economic Trends and Sector Performance
            '73': Education Savings Investment Strategies
            '74': Effective Personal Budgeting Strategies
            '75': Emergency Fund Management and Investment
            '76': Emergency Fund Recommendations
            '77': Emergency Fund Strategies and Investments
            '78': Emerging Market Investments
            '79': Emerging Markets Investment Strategies
            '80': Expected Portfolio Returns
            '81': Financial Improvement
            '82': Financial Independence Steps
            '83': Financial Planning and Preparedness
            '84': Financial Preparation
            '85': First-Time Real Estate Investment Strategies
            '86': Fund Comparison
            '87': Gold as Hedge
            '88': Growth Industries
            '89': Growth Mutual Funds & ETF Strategies
            '90': Healthcare Mutual Funds
            '91': High Income, Short-Term Investment Strategies
            '92': High Net Worth Investment Strategies
            '93': High Net Worth Investments
            '94': High-Growth Stocks
            '95': High-Interest Savings Accounts
            '96': High-Risk Capital Appreciation
            '97': High-Risk Capital Appreciation Strategies
            '98': High-Risk/High-Reward Investment Strategies
            '99': High-Yield Investment Opportunities
            '100': High-Yield Investment Options
            '101': High-Yield Savings Account Selection
            '102': Historical Index Returns
            '103': Historical Investment Performance
            '104': Historical Market Trends
            '105': Home Down Payment Investments
            '106': Home Down Payment Savings Strategies
            '107': Home Savings Goals
            '108': IPO Investment Risks and Rewards
            '109': IRA Selection Criteria
            '110': IRA Tax Comparison
            '111': Income-generating Investment Strategies
            '112': Index Fund Comparisons
            '113': Industry Selection Factors
            '114': Inflation Impact on Investments
            '115': Inflation Impact on Long-Term Investments
            '116': Inflation Protection Investment Strategies
            '117': Inheritance and Legacy Investing
            '118': Interest rate impacts on bond investments
            '119': International Investment Risks
            '120': International Stocks Allocation & Risk
            '121': International Stocks Allocation Percentage
            '122': International and Alternative Investments
            '123': Investment Account Types
            '124': Investment Allocation
            '125': Investment Allocation and Risk Analysis
            '126': Investment Allocation and Risk Strategy
            '127': Investment Allocation for Maximum Returns
            '128': Investment Asset Allocation
            '129': Investment Comparisons
            '130': Investment Diversification & Risk Management
            '131': Investment Diversification Strategies
            '132': Investment ETF Recommendations
            '133': Investment Factors
            '134': Investment Fund Recommendations
            '135': Investment Growth Timeframe
            '136': Investment Management in Volatile Markets
            '137': Investment Opportunities & Returns
            '138': Investment Opportunities by Sector
            '139': Investment Outlook
            '140': Investment Portfolio Balancing
            '141': Investment Portfolio Management in Market Fluctuations
            '142': Investment Portfolio Optimization
            '143': Investment Recommendations
            '144': Investment Returns
            '145': Investment Returns and Growth Expectations
            '146': Investment Returns and Interest Rates
            '147': Investment Risks
            '148': Investment Sectors
            '149': Investment Strategies
            '150': Investment Strategies & Returns
            '151': Investment Strategies by Age and Debtlevels
            '152': Investment Strategies for Mid-Life Finances
            '153': Investment Strategy for Home Savings, Retirement, and Growth
            '154': Investment Tax Optimization
            '155': Investment Type Comparison
            '156': Investment Vehicle Selection
            '157': Investment Vehicles
            '158': Investment and Savings Account Selection
            '159': Large Expense Savings
            '160': Legacy Investment Strategies
            '161': Long-Term Capital Appreciation Investments
            '162': Long-Term Financial Planning
            '163': Long-Term High-Return Investments
            '164': Long-Term Investment Strategies
            '165': Long-Term Savings & Investing Strategies
            '166': Long-Term Wealth Building
            '167': Long-Term Wealth Management
            '168': Long-Term/Short-Term Investments
            '169': Long-term Investment Options
            '170': Long-term Investment Strategies by Income and Risk Level
            '171': Long-term Investment Strategy
            '172': Long-term Wealth Building Strategies
            '173': Low Income, High Net Worth Investments
            '174': Low-Fee & Tax-Efficient Investing
            '175': Low-High Tax Investment Strategies
            '176': Low-Risk High-Return Investments
            '177': Low-Risk Investment Strategies
            '178': Luxury Assets Investment Strategies
            '179': Market Strategies
            '180': Maximizing Investment Returns
            '181': Maximizing Retirement Income
            '182': Maximizing Returns Investments
            '183': Maximizing Returns Strategies
            '184': Maximizing Savings Strategies
            '185': Maximizing Social Security Benefits
            '186': Maximum Return Investment Strategies
            '187': Maximum Return Investments
            '188': Mid-term to Long-term Investment Strategies
            '189': Moderate Risk Stocks
            '190': Moderate-Risk Investments
            '191': Municipal Bonds Tax Implications and Yields
            '192': Mutual Fund Investments
            '193': Mutual Fund Recommendations
            '194': Mutual Fund Selection Factors
            '195': Optimal Asset Allocation
            '196': Optimal Asset Allocation for Desired Returns
            '197': Optimal Credit Rewards Strategy
            '198': Optimal Investment Portfolio Management
            '199': Options Investing Risks and Rewards
            '200': Passive Income Investment Strategies
            '201': Passive Income Investments
            '202': Passive Income Strategies for Retirement Tax Planning
            '203': Personal Finance Planning
            '204': Personalized Insurance Recommendations
            '205': Personalized Investment Recommendations
            '206': Personalized Investment Strategies
            '207': Portfolio Allocation Categories
            '208': Portfolio Allocation by Sector
            '209': Portfolio Diversification & Asset Classes
            '210': Portfolio Management
            '211': Portfolio Management in Volatile Markets
            '212': Portfolio Rebalancing Frequency
            '213': Precious Metals Allocation
            '214': Precious Metals Investment Risks & Rewards
            '215': Precious Metals Investment Strategies
            '216': Promising Industries & Growth Opportunities
            '217': REIT Investment Factors & Risks
            '218': Real Estate Investment Comparison
            '219': Real Estate Investment Returns
            '220': Real Estate Investment Risks & Returns
            '221': Real Estate REIT Investing
            '222': Real Estate vs
            '223': Renewable Energy Stocks ROI
            '224': Rental Property Investment Evaluation
            '225': Retirement & Goal-Oriented Investment Management
            '226': Retirement Annuity Options
            '227': Retirement Asset Allocation
            '228': Retirement Asset Allocation & Market Conditions
            '229': Retirement Asset Allocation Strategies
            '230': Retirement Asset Allocation and Adjustments
            '231': Retirement Income Planning
            '232': Retirement Income Strategies
            '233': Retirement Investment Mix
            '234': Retirement Investment Planning
            '235': Retirement Investment Strategies
            '236': Retirement Investment Strategy
            '237': Retirement Planning on a Budget
            '238': Retirement Saving
            '239': Retirement Savings
            '240': Retirement Savings & Investment Strategies
            '241': Retirement Savings & Pensions Selection
            '242': Retirement Savings Contribution Guidelines
            '243': Retirement Savings Goals
            '244': Retirement Savings Percentage
            '245': Retirement Savings Recommendations
            '246': Retirement Savings Strategies
            '247': Retirement Savings and Goals
            '248': Retirement Savings and Withdrawal Rates
            '249': Retirement Tax Optimization
            '250': Retirement and Investment Account Selection
            '251': Retirement and Savings Goals
            '252': Risk Management Investing
            '253': Risk Management and Stable Returns Strategies
            '254': Risk-Managed Asset Allocation
            '255': Risk-Managed Investment Allocation
            '256': Risk-Tolerance Asset Allocation
            '257': Risk-Tolerance Investing
            '258': Risk-Tolerant/Long-Term Investment Choices
            '259': Robo-Advisor Investment Selection and Customization
            '260': S&P 500 Index Performance History
            '261': Savings Goals for Major Purchases
            '262': Savings Strategies for Large Purchases
            '263': Savings and Investment Accounts Selection
            '264': Savings and Investment Strategies for Major Purchases
            '265': Sector Performance vs Market Indexes
            '266': Short-Term Investment Options
            '267': Short-Term Investment Strategies
            '268': Short-Term Low-Risk Investments
            '269': Short-Term Savings Strategies
            '270': Short-Term Wealth Building Strategies
            '271': Small-Cap Investment Returns and Risks
            '272': Small-Cap Investment Strategy
            '273': Small-Cap vs
            '274': Socially Responsible Investing Strategies
            '275': Stable Dividend Investments
            '276': Stock Investment
            '277': Stock Market Trends
            '278': Stock Tax Implications
            '279': Stock and Crypto Investment Risks
            '280': Student Loan Repayment Strategies
            '281': Suitable Investment Portfolio based on Risk Tolerance and Horizon
            '282': Sustainable & Renewable Investments
            '283': Tax Optimization Strategies
            '284': Tax Savings and Investment Planning
            '285': Tax-Advantaged Investment Accounts
            '286': Tax-Advantaged Investments
            '287': Tax-Advised Investment Vehicles
            '288': Tax-Efficient & Low-Risk Investments
            '289': Tax-Efficient Investment Strategies
            '290': Tax-Efficient Retirement Income Investing
            '291': Tax-Efficient Retirement Savings Strategies
            '292': Tax-advantaged RetirementPlans & Choices
            '293': Tech Stock Investment Strategies
            '294': Top Mutual Fund Performance by Sector and Timeframe
            '295': Treasury Yields & Corporate Bonds
            '296': Unexpected ExpensesPreparation and Savings
            '297': Value Investing Strategies
            '298': Volatility Investment Strategies
            '299': Volatility and Market Performance Strategies
            '300': Wealth Building Strategies
    - name: question
      dtype: string
  splits:
    - name: train
      num_bytes: 260128
      num_examples: 2251
  download_size: 110256
  dataset_size: 260128
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
language:
  - en
tags:
  - red-teaming
  - pentesting
size_categories:
  - 1K<n<10K

Dataset Card for Adversarial Financial Questions

This dataset is intended to be used for red teaming AI systems in the financial services context, to verify that no actual financial advice is given through an AI model.

Dataset Details

Dataset Description

Dataset Sources

Dataset questions, clusters and category names are artificially generated.

Uses

Red Teaming of AI systems to validate their alignment, not to give actual financial advice.

Out-of-Scope Use

Dataset is not intended to train adversarial models, as the dataset is not pruned or otherwise pre-processed for this purpose.