Example tasks?

For each of these six companies — MSFT, META, JPM, GOOGL, PANW, NVDA — answer the same question: "By what percentage did the company's full-year revenue grow from fiscal year 2023 to fiscal year 2025? Answer as a decimal ratio (e.g. 0.082 for 8.2%)." Then rank the six tickers by that value, highest first (all six have the required filings). Return the six tickers in order; order is graded. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value.

For each of these ten companies — MSFT, META, JPM, GOOGL, PANW, NVDA, TSLA, AAPL, AMZN, COST — answer the same question: "What was the compound annual growth rate (CAGR) of the company's full-year revenue from fiscal year 2022 to fiscal year 2024 (2-year span)? Answer as a decimal ratio." Then rank the ten tickers by that value, highest first (all ten have the required filings). Return the ten tickers in order; order is graded. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value.

For each of these six companies — TSLA, AAPL, AMZN, COST, AMD, CRWD — answer the same question: "By what percentage did the company's full-year DILUTED earnings per share grow from fiscal year 2024 to fiscal year 2025? Use diluted EPS as reported in the annual filing (not basic EPS). Answer as a decimal ratio." Then rank the six tickers by that value, highest first (all six have the required filings). Return the six tickers in order; order is graded. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Per-share policy: when per-share figures (EPS, dividends per share, book value per share) from different fiscal years are compared, take every value from the SAME filing — the latest filing at or before the cutoff that reports all of the requested periods — so that a stock split does not mix share bases. A single-year per-share figure follows the filing-version policy alone.

What was AMD's free cash flow for fiscal year 2023, defined as operating cash flow minus capital expenditures (FCF definition v1)? Answer in absolute USD. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value.

Rank NVDA, AMD, CRWD, PANW, TSLA, META from highest to lowest full-year revenue growth from fiscal year 2024 to fiscal year 2025. Answer with the tickers in order, best first. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value.

What was PANW's trailing-twelve-month revenue as of Q2 FY2026 — the sum of the four single fiscal quarters ending with that quarter (Q3 FY2025, Q4 FY2025, Q1 FY2026, Q2 FY2026)? Use SINGLE-quarter values (Q4 = the fiscal-year value minus the first three quarters, as served by get_equity_financials with period 'Q'); for each quarter take the copy from the latest filing at or before the data cutoff. Answer in absolute USD. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value.

A token's aggregate DEX liquidity is the sum of pool liquidity over every pool in the universe (same network) whose base token is that token; every pool of a qualifying token matches. Find DEX liquidity pools in the top-200-by-24h-volume universe of each supported network with base token's aggregate DEX liquidity greater than $50M, network equal to base. Scope: only entities with a known value for token dex liquidity usd, network in the snapshot; entities lacking any of them are out of scope and must not be returned. Entity ids are pool ids of the form network:pooladdress exactly as listed in the snapshot. EVM pool addresses (0x…) are lowercase hex and case-insensitive; Solana and other base58 addresses are CASE-SENSITIVE and must be returned exactly as shown. Across ALL entities that match the conditions above, what is the median Base token DEX liquidity (USD) (Sum of pool_liquidity_usd over every fetched pool on the same network whose base token has the same contract address (the token's aggregate liquidity within the supported pool universe).)? Median = the middle value, or the mean of the two middle values for an even count. Answer in absolute USD. Clarification: in "network equal to base", base is the network id of the Base L2 chain (the value of the network field), not the pool's base token; the condition keeps only pools whose network field equals "base".

Buy/sell transaction ratio = number of buy swaps divided by number of sell swaps over 24h (transaction COUNTS, not volume — v0.1 proxy for the PRD's buy/sell volume imbalance). Find DEX liquidity pools in the top-200-by-24h-volume universe of each supported network with buy/sell transaction ratio greater than 3, pool liquidity greater than $1M. Scope: only entities with a known value for buy sell txn ratio in the snapshot; entities lacking any of them are out of scope and must not be returned. Entity ids are pool ids of the form network:pooladdress exactly as listed in the snapshot. EVM pool addresses (0x…) are lowercase hex and case-insensitive; Solana and other base58 addresses are CASE-SENSITIVE and must be returned exactly as shown. How many entities match ALL of the conditions above? Answer with the integer count (0 if none).

Unique buyers / unique sellers = distinct buying addresses divided by distinct selling addresses over 24h. Find DEX liquidity pools in the top-200-by-24h-volume universe of each supported network with unique buyers / unique sellers greater than 2, 24h unique buyers at least 100, pool liquidity greater than $1M. Scope: only entities with a known value for buyer seller ratio, buyers 24h in the snapshot; entities lacking any of them are out of scope and must not be returned. Entity ids are pool ids of the form network:pooladdress exactly as listed in the snapshot. EVM pool addresses (0x…) are lowercase hex and case-insensitive; Solana and other base58 addresses are CASE-SENSITIVE and must be returned exactly as shown. For the set of ALL entities that match the conditions above, report three numbers: count = how many match; mean = the arithmetic mean of Unique buyers / unique sellers (Distinct buyers divided by distinct sellers over 24h (breadth of demand).) across them; median = its median (middle value, or the mean of the two middle values for an even count). Give mean and median as a decimal ratio (0.25 for 25%). Every matching entity's value must be rebuilt exactly — one wrong value moves the mean.

Perpetual technicals use COMPLETED UTC daily bars only (Hyperliquid 1d candles). "The session" below means the last closed UTC session — its date is the row attribute last_closed_bar — never the bar still forming at snapshot time. trend alignment = the session's close > EMA20 > EMA50 (EMAs of daily closes); 30-day return = the session's close / the close 30 sessions earlier − 1. Open interest (USD) is taken at snapshot time, not at the session close. Find Hyperliquid perpetual markets with open interest greater than $5M, perp trend alignment, perp return 30d greater than 0%, perp atr pct 14 greater than 3%. Scope: only entities with a known value for perp trend alignment, perp return 30d, perp atr pct 14 in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Perpetual technicals use COMPLETED UTC daily bars only (Hyperliquid 1d candles). "The session" below means the last closed UTC session — its date is the row attribute last_closed_bar — never the bar still forming at snapshot time. RSI = 14-day Wilder RSI on daily closes, as of the session; trend alignment = the session's close > EMA20 > EMA50 (EMAs of daily closes). Open interest (USD) is taken at snapshot time, not at the session close. Find Hyperliquid perpetual markets with open interest greater than $20M, perp rsi 14 between 55 and 70, perp trend alignment. Scope: only entities with a known value for perp rsi 14, perp trend alignment in the snapshot; entities lacking any of them are out of scope and must not be returned. For the set of ALL entities that match the conditions above, report three numbers: count = how many match; mean = the arithmetic mean of Perp RSI14 (14-day Wilder RSI on daily closes.) across them; median = its median (middle value, or the mean of the two middle values for an even count). Give mean and median as a plain number in the metric's unit (index). Every matching entity's value must be rebuilt exactly — one wrong value moves the mean. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Perpetual technicals use COMPLETED UTC daily bars only (Hyperliquid 1d candles). "The session" below means the last closed UTC session — its date is the row attribute last_closed_bar — never the bar still forming at snapshot time. ATR% = 14-day Wilder ATR divided by the session's close. Open interest (USD) is taken at snapshot time, not at the session close. Find Hyperliquid perpetual markets with open interest greater than $20M, perp atr pct 14 greater than 5%. Scope: only entities with a known value for perp atr pct 14 in the snapshot; entities lacking any of them are out of scope and must not be returned. How many entities match ALL of the conditions above? Answer with the integer count (0 if none). Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap between $2B and $200B, 20-day average dollar volume greater than $500M, 60-day return greater than 0%, fcf margin latest fy greater than 10%. Scope: only entities with a known value for 20-day average dollar volume, 60-day return, fcf margin latest fy in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. 20-day average dollar volume = mean of close × volume over the 20 complete sessions before today. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with 20-day average dollar volume greater than $500M, market cap between $2B and $50B, P/E (market cap / trailing-twelve-month net income from the filings) less than 40, 60-day return greater than 0%. Scope: only entities with a known value for 20-day average dollar volume, P/E (market cap / trailing-twelve-month net income from the filings), 60-day return in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. Today's session volume relative to the trailing 20 complete sessions: Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $2B, 20-day average dollar volume greater than $50M, sector equal to Technology, relative volume (today / 20-day average) at least 2, fcf margin latest fy greater than 10%, turnover ratio greater than 0.002%. Scope: only entities with a known value for 20-day average dollar volume, sector, relative volume (today / 20-day average), fcf margin latest fy, turnover ratio in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

A first breakout means today's close is above the highest high of the previous 20 complete sessions AND yesterday's close was not above its own previous 20-session high (split-adjusted). Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $50M, the first close above the previous 20-day high (yesterday was not), relative volume (today / 20-day average) greater than 1.5, net margin (latest fiscal year) greater than 10%. Scope: only entities with a known value for 20-day average dollar volume, the first close above the previous 20-day high (yesterday was not), relative volume (today / 20-day average), net margin (latest fiscal year) in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. A breakout means today's close is above the highest high of the previous 20 complete sessions (split-adjusted). Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $2B, 20-day average dollar volume greater than $100M, a close above the previous 20-day high, relative volume (today / 20-day average) greater than 1.5, fcf margin latest fy greater than 10%, turnover ratio greater than 0.002%. Scope: only entities with a known value for 20-day average dollar volume, a close above the previous 20-day high, relative volume (today / 20-day average), fcf margin latest fy, turnover ratio in the snapshot; entities lacking any of them are out of scope and must not be returned. How many entities match ALL of the conditions above? Answer with the integer count (0 if none). Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. A breakdown means today's close is below the lowest low of the previous 60 complete sessions (split-adjusted). Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $50M, sector equal to Real Estate, a close below the previous 60-day low, net margin (latest fiscal year) greater than 10%, turnover ratio greater than 0.002%. Scope: only entities with a known value for 20-day average dollar volume, sector, a close below the previous 60-day low, net margin (latest fiscal year), turnover ratio in the snapshot; entities lacking any of them are out of scope and must not be returned. How many entities match ALL of the conditions above? Answer with the integer count (0 if none). Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

A cross means EMA20 > EMA50 today while EMA20 <= EMA50 on the previous session (EMAs on split-adjusted closes, SMA-seeded). Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $1B, 20-day average dollar volume greater than $20M, EMA20 crossing above EMA50 today, 60-day return greater than 0%. Scope: only entities with a known value for 20-day average dollar volume, EMA20 crossing above EMA50 today, 60-day return in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. Uptrend means EMA50 > EMA200; the pullback is 1 − close / (highest high of the last 5 sessions, today included), split-adjusted. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $300M, sector equal to Consumer Discretionary, EMA50 above EMA200, pullback from the 5-session high between 5% and 12%, P/E (market cap / trailing-twelve-month net income from the filings) less than 40, turnover ratio greater than 0.002%. Scope: only entities with a known value for 20-day average dollar volume, sector, EMA50 above EMA200, pullback from the 5-session high, P/E (market cap / trailing-twelve-month net income from the filings), turnover ratio in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

RSI is the 14-session Wilder RSI on split-adjusted closes. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $300M, sector equal to Energy, RSI(14) between 60 and 65. Scope: only entities with a known value for 20-day average dollar volume, sector, RSI(14) in the snapshot; entities lacking any of them are out of scope and must not be returned. For the set of ALL entities that match the conditions above, report three numbers: count = how many match; mean = the arithmetic mean of RSI 14 (Wilder relative strength index over 14 sessions (SMA seed, then Wilder smoothing).) across them; median = its median (middle value, or the mean of the two middle values for an even count). Give mean and median as a plain number in the metric's unit (index). Every matching entity's value must be rebuilt exactly — one wrong value moves the mean. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. RSI is the 14-session Wilder RSI on split-adjusted closes. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $100M, RSI(14) greater than 70, P/E (market cap / trailing-twelve-month net income from the filings) less than 40, turnover ratio greater than 0.002%. Scope: only entities with a known value for 20-day average dollar volume, RSI(14), P/E (market cap / trailing-twelve-month net income from the filings), turnover ratio in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. ATR(14) is the Wilder average true range over 14 sessions, expressed as a fraction of the current close. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $100M, ATR(14) as a fraction of price greater than 5%, turnover ratio greater than 0.002%, net margin (latest fiscal year) greater than 10%. Scope: only entities with a known value for 20-day average dollar volume, ATR(14) as a fraction of price, turnover ratio, net margin (latest fiscal year) in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Gap = today's open relative to yesterday's close, as a fraction. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $1B, opening gap greater than 3%. Scope: only entities with a known value for opening gap in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Gap = today's open / yesterday's close − 1; relative volume = today's volume / 20-day average volume. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $1B, opening gap greater than 3%, relative volume (today / 20-day average) greater than 2. Scope: only entities with a known value for opening gap, relative volume (today / 20-day average) in the snapshot; entities lacking any of them are out of scope and must not be returned. Across ALL entities that match the conditions above, what is the median Opening gap (Current session open relative to the previous close, minus one.)? Median = the middle value, or the mean of the two middle values for an even count. Answer as a decimal ratio (0.25 for 25%). Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Relative strength is the ticker's split-adjusted return over the last N sessions minus the S&P 500 (SPX) return over the same sessions, as pre-computed in the snapshot. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $50B, 20-day average dollar volume greater than $300M, sector equal to Consumer Staples, return 60d vs spx greater than 10%, EMA50 above EMA200, turnover ratio greater than 0.002%. Scope: only entities with a known value for 20-day average dollar volume, sector, return 60d vs spx, EMA50 above EMA200, turnover ratio in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

120-session return = adjusted close today / adjusted close 120 sessions ago − 1; max drawdown = largest peak-to-trough decline of the adjusted close over the same 120 sessions. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $2B, 20-day average dollar volume greater than $50M, sector equal to Health Care, 120-day return greater than 20%, 120-day max drawdown less than 10%. Scope: only entities with a known value for 20-day average dollar volume, sector, 120-day return, 120-day max drawdown in the snapshot; entities lacking any of them are out of scope and must not be returned. For the set of ALL entities that match the conditions above, report three numbers: count = how many match; mean = the arithmetic mean of 120-session return (Split-adjusted close now divided by the close 120 trading sessions ago, minus one.) across them; median = its median (middle value, or the mean of the two middle values for an even count). Give mean and median as a decimal ratio (0.25 for 25%). Every matching entity's value must be rebuilt exactly — one wrong value moves the mean. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $300M, sector equal to Utilities, latest-quarter revenue growth (YoY) greater than 20%, turnover ratio greater than 0.002%, RSI(14) less than 70. Scope: only entities with a known value for 20-day average dollar volume, sector, latest-quarter revenue growth (YoY), turnover ratio, RSI(14) in the snapshot; entities lacking any of them are out of scope and must not be returned. How many entities match ALL of the conditions above? Answer with the integer count (0 if none). Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. Diluted EPS growth is null (excluded) when the year-earlier EPS was zero or negative. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $100M, latest-quarter diluted EPS growth (YoY) greater than 20%, RSI(14) less than 70, turnover ratio greater than 0.002%. Scope: only entities with a known value for 20-day average dollar volume, latest-quarter diluted EPS growth (YoY), RSI(14), turnover ratio in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Per-share policy: when per-share figures (EPS, dividends per share, book value per share) from different fiscal years are compared, take every value from the SAME filing — the latest filing at or before the cutoff that reports all of the requested periods — so that a stock split does not mix share bases. A single-year per-share figure follows the filing-version policy alone. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. Acceleration means the latest quarter's revenue YoY growth is higher than the previous quarter's. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $1B, sector equal to Basic Materials, revenue growth accelerating (latest-quarter YoY above the prior quarter's), P/E (market cap / trailing-twelve-month net income from the filings) less than 40, EMA50 above EMA200. Scope: only entities with a known value for 20-day average dollar volume, sector, revenue growth accelerating (latest-quarter YoY above the prior quarter's), P/E (market cap / trailing-twelve-month net income from the filings), EMA50 above EMA200 in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. Gross margin and operating margin are for the latest reported fiscal year (SEC filings). Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $300M, gross margin (latest fiscal year) greater than 60%, operating margin (latest fiscal year) greater than 30%. Scope: only entities with a known value for 20-day average dollar volume, gross margin (latest fiscal year), operating margin (latest fiscal year) in the snapshot; entities lacking any of them are out of scope and must not be returned. For the set of ALL entities that match the conditions above, report three numbers: count = how many match; mean = the arithmetic mean of Gross margin (latest FY) (gross_profit / revenue for the latest fiscal year that reports revenue (fiscal_period FY; latest filing copy per period).) across them; median = its median (middle value, or the mean of the two middle values for an even count). Give mean and median as a decimal ratio (0.25 for 25%). Every matching entity's value must be rebuilt exactly — one wrong value moves the mean. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. Quality here is defined as return on equity and operating margin, both for the latest reported fiscal year (v0.1 substitutes for ROIC and Net Debt / EBITDA, which are not yet in the snapshot). Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $50B, 20-day average dollar volume greater than $300M, sector equal to Basic Materials, return on equity (latest fiscal year) greater than 25%, operating margin (latest fiscal year) greater than 15%, 60-day return greater than 0%, turnover ratio greater than 0.002%. Scope: only entities with a known value for 20-day average dollar volume, sector, return on equity (latest fiscal year), operating margin (latest fiscal year), 60-day return, turnover ratio in the snapshot; entities lacking any of them are out of scope and must not be returned. How many entities match ALL of the conditions above? Answer with the integer count (0 if none). Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. P/E here is market cap divided by trailing-twelve-month net income — the sum of the four latest single fiscal quarters of net_income from the filings (latest filing copy per quarter, consecutive quarters); names whose TTM net income is not positive have no P/E and are excluded. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $300M, P/E (market cap / trailing-twelve-month net income from the filings) between 10 and 20. Scope: only entities with a known value for 20-day average dollar volume, P/E (market cap / trailing-twelve-month net income from the filings) in the snapshot; entities lacking any of them are out of scope and must not be returned. For the set of ALL entities that match the conditions above, report three numbers: count = how many match; mean = the arithmetic mean of P/E (TTM, from filings) (market_cap_usd divided by trailing-twelve-month net income = the sum of the four latest single-quarter net_income facts (consecutive quarters by period_end, latest filing copy per period); null when fewer than four quarters exist or TTM net income ≤ 0.) across them; median = its median (middle value, or the mean of the two middle values for an even count). Give mean and median as a decimal ratio (0.25 for 25%). Every matching entity's value must be rebuilt exactly — one wrong value moves the mean. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions. Clarification: a fiscal Q4 that the filings do not state as a single quarter is derived as the fiscal-year value minus Q1, Q2 and Q3 of the same fiscal year, and counts as a reported single quarter for TTM sums, latest-quarter growth and quarter sequences.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. P/E here is market cap divided by trailing-twelve-month net income — the sum of the four latest single fiscal quarters of net_income from the filings (latest filing copy per quarter, consecutive quarters); names whose TTM net income is not positive have no P/E and are excluded. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $100M, sector equal to Energy, latest-quarter revenue growth (YoY) greater than 20%, P/E (market cap / trailing-twelve-month net income from the filings) less than 20. Scope: only entities with a known value for 20-day average dollar volume, sector, latest-quarter revenue growth (YoY), P/E (market cap / trailing-twelve-month net income from the filings) in the snapshot; entities lacking any of them are out of scope and must not be returned. For the set of ALL entities that match the conditions above, report three numbers: count = how many match; mean = the arithmetic mean of Revenue YoY (latest quarter) (Single-quarter revenue of the latest reported quarter divided by the same fiscal quarter one year earlier, minus one. Facts: metric=revenue, fiscal_period Q1–Q4 (Q4 = fiscal-year value minus the first three quarters, as served); for each (fiscal_year, fiscal_period) use the copy from the latest filing; latest quarter = the one with the latest period_end.) across them; median = its median (middle value, or the mean of the two middle values for an even count). Give mean and median as a decimal ratio (0.25 for 25%). Every matching entity's value must be rebuilt exactly — one wrong value moves the mean. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. P/E here is market cap divided by trailing-twelve-month net income — the sum of the four latest single fiscal quarters of net_income from the filings (latest filing copy per quarter, consecutive quarters); names whose TTM net income is not positive have no P/E and are excluded. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $100M, latest-quarter revenue growth (YoY) greater than 20%, P/E (market cap / trailing-twelve-month net income from the filings) less than 30, 60-day return greater than 0%, turnover ratio greater than 0.002%. Scope: only entities with a known value for 20-day average dollar volume, latest-quarter revenue growth (YoY), P/E (market cap / trailing-twelve-month net income from the filings), 60-day return, turnover ratio in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. Free-cash-flow margin = (operating cash flow − capital expenditures) / revenue for the latest fiscal year, from SEC filings; FCF must be positive. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $50B, 20-day average dollar volume greater than $300M, fcf margin latest fy greater than 15%, fcf margin latest fy greater than 0%. Scope: only entities with a known value for 20-day average dollar volume, fcf margin latest fy in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. A breakout means today's close is above the highest high of the previous 60 complete sessions; 5-session return = adjusted close today / adjusted close 5 sessions ago − 1. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $10B, 20-day average dollar volume greater than $100M, a close above the previous 60-day high, turnover ratio greater than 0.002%, net margin (latest fiscal year) greater than 10% excluding those with 5-day return greater than 10%. Scope: only entities with a known value for 20-day average dollar volume, a close above the previous 60-day high, turnover ratio, net margin (latest fiscal year), 5-day return in the snapshot; entities lacking any of them are out of scope and must not be returned. Return every matching ticker; order does not matter. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Buckets: SMALL < $2B, MID $2B–$10B, LARGE > $10B by market cap at the cutoff (row attribute `market_cap_bucket`); return over 20 sessions = adjusted close today / adjusted close 20 sessions ago − 1. Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with 20-day average dollar volume greater than $100M; within each market-cap bucket (SMALL < $2B, MID $2B–$10B, LARGE > $10B) take the top 5 by 20-day return descending. Scope: only entities with a known value for 20-day average dollar volume, 20-day return, market-cap bucket (SMALL < $2B, MID $2B–$10B, LARGE > $10B) in the snapshot; entities lacking any of them are out of scope and must not be returned. Return the picks grouped by the group value exactly as it appears in the data, each group's list in the requested order (best first); group membership and order are graded. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope. The condition must hold in EACH of the last three reported quarters (i.e. the minimum YoY growth across them exceeds the threshold). Find US-listed common equities (instruments without a reported market cap — warrants, units, rights, preferred series, notes — are not in the universe) with market cap greater than $2B, 20-day average dollar volume greater than $100M, minimum revenue growth (YoY) across the last 3 quarters greater than 15%. Scope: only entities with a known value for 20-day average dollar volume, minimum revenue growth (YoY) across the last 3 quarters in the snapshot; entities lacking any of them are out of scope and must not be returned. How many entities match ALL of the conditions above? Answer with the integer count (0 if none). Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.

Work in stages, narrowing the candidate pool at each step: Stage 1 (liquidity): keep US-listed equities with market cap greater than $2B and 20-day average dollar volume greater than $100M, sector equal to Energy. Stage 2 (growth): keep names whose latest-quarter revenue growth (YoY) is greater than 20% (Fundamental ratios are not served as fields: rebuild each one from the raw SEC facts (get_equity_financials) exactly as defined in list_metrics.compute_yourself, using the latest filing at or before the data cutoff; a company whose filings lack the needed facts is out of scope.). Stage 3 (momentum): keep names whose 60-session return (adjusted close today / adjusted close 60 sessions ago − 1) is greater than 0%. Finally rank the survivors by 60-session return descending and return the top 5 tickers in order; order is graded. Scope: only entities with a known value for 20-day average dollar volume, sector, latest-quarter revenue growth (YoY), 60-day return in the snapshot; entities lacking any of them are out of scope and must not be returned. Filing-version policy: every financial value is taken from the LATEST filing accepted by the SEC at or before the data cutoff that reports the requested period. If a later filing (before the cutoff) restates an earlier period, the restated value is the answer; the original filing's value is not. A fiscal-year value is taken only from an annual report (10-K / 20-F / 40-F, including amendments) — a quarterly report never supplies an annual value. Rebuild policy: metrics that are not served as fields (fundamental ratios, growth rates, valuation, technical signals) must be recomputed by you from the raw facts and daily bars the tools serve, following the definitions in list_metrics.compute_yourself to the letter (period selection, latest-filing copy, quarter arithmetic); do the arithmetic with run_calculation over the fetched data. The reference answer was computed from the same facts by the same definitions.