|
--- |
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dataset_info: |
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features: |
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- name: category |
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dtype: |
|
class_label: |
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names: |
|
'0': '"Best Savings/CD Rates' |
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'1': '"Fee and Expense Minimization Strategies" for investment portfolios' |
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'2': '"Volatile Market Risk Management' |
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'3': '401' |
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'4': 529 College Savings Plans |
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'5': Alternative Assets Investment Strategies |
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'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 |
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'38': Consistent Growth Stocks |
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'39': Consistent Return Investments |
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'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 |
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'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 |
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'54': Diversified Asset Recommendations |
|
'55': Diversified ETF Recommendations |
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'56': Diversified Investment Recommendations |
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'57': Diversity Retirement Saving Strategies |
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'58': Dividend Investing Strategies |
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'59': Dividend Investment Strategies |
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'60': Dividend Investments |
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'61': Dow Jones Historical Returns |
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'62': ETF & Mutual Fund Comparison |
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'63': ETF Investment Risks and Rewards |
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'64': ETF Investment Strategies |
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'65': ETF Sector Performance & Growth |
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'66': ETF Selection Factors |
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'67': Early Career Finances |
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'68': Earnings Growth and PE Ratio Stocks |
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'69': Economic Impact on Investments |
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'70': Economic Indicators for Interest Rates and Market Trends |
|
'71': Economic Sectors |
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'72': Economic Trends and Sector Performance |
|
'73': Education Savings Investment Strategies |
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'74': Effective Personal Budgeting Strategies |
|
'75': Emergency Fund Management and Investment |
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'76': Emergency Fund Recommendations |
|
'77': Emergency Fund Strategies and Investments |
|
'78': Emerging Market Investments |
|
'79': Emerging Markets Investment Strategies |
|
'80': Expected Portfolio Returns |
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'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 |
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'88': Growth Industries |
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'89': Growth Mutual Funds & ETF Strategies |
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'90': Healthcare Mutual Funds |
|
'91': High Income, Short-Term Investment Strategies |
|
'92': High Net Worth Investment Strategies |
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'93': High Net Worth Investments |
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'94': High-Growth Stocks |
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'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 |
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'101': High-Yield Savings Account Selection |
|
'102': Historical Index Returns |
|
'103': Historical Investment Performance |
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'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 |
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'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 |
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'132': Investment ETF Recommendations |
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'133': Investment Factors |
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'134': Investment Fund Recommendations |
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'135': Investment Growth Timeframe |
|
'136': Investment Management in Volatile Markets |
|
'137': Investment Opportunities & Returns |
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'138': Investment Opportunities by Sector |
|
'139': Investment Outlook |
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'140': Investment Portfolio Balancing |
|
'141': Investment Portfolio Management in Market Fluctuations |
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'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 |
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'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 |
|
|
|
<!-- Provide a quick summary of the dataset. --> |
|
|
|
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 |
|
|
|
<!-- Provide a longer summary of what this dataset is. --> |
|
|
|
- **Curated by:** [Markus, Hupfauer](mailto:[email protected]) |
|
- **Language(s) (NLP):** English |
|
|
|
### 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. |