ADR/H-share/A-share cross-listing premium analysis — track pricing gaps between US-listed ADRs, HK-listed H-shares, and A-shares for arbitrage signals, dual-listing valuation, and delisting risk assessment.
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Token unlock schedule analysis and project treasury tracking — vesting cliffs, linear unlocks, team/investor/ecosystem token releases, treasury diversification, and sell pressure forecasting.
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Track token vesting schedules, upcoming unlock events, and project treasury holdings to forecast sell pressure and assess project sustainability. Token unlocks are one of the most predictable and high-impact supply-side events in crypto — large unlocks consistently create short-term selling pressure.
Standard allocation categories:
| Category | Typical % | Lock Period | Vesting | Sell Pressure Risk |
|---|---|---|---|---|
| Team / Founders | 15-25% | 12-24 months cliff | 2-4 year linear | High (sell to fund lifestyle / diversify) |
| Investors (Seed) | 5-15% | 6-12 months cliff | 1-2 year linear | Very high (VC fund lifecycle: must return capital) |
| Investors (Series A+) | 10-20% | 6-12 months cliff | 1-2 year linear | Very high |
| Ecosystem / Community | 20-40% | Variable | Ongoing emissions | Medium (depends on incentive design) |
| Treasury / Foundation | 10-20% | None (discretionary) | DAO-governed | Low-medium (depends on governance) |
| Public Sale / Airdrop | 5-15% | None | Immediately liquid | Initial dump, then stabilizes |
| Advisors | 2-5% | 6-12 months cliff | 1-2 year linear | Medium |
Cliff unlock:
Linear / continuous unlock:
Milestone-based unlock:
def assess_unlock_impact(unlock_amount, circulating_supply, daily_volume, recipient_type):
"""
Assess the market impact of an upcoming token unlock.
"""
# Unlock as % of circulating supply
supply_pct = unlock_amount / circulating_supply * 100
# Unlock as multiple of daily volume
volume_multiple = unlock_amount / daily_volume
# Base impact score
if supply_pct > 10:
base_impact = "critical" # >10% of supply = very high impact
elif supply_pct > 5:
base_impact = "high"
elif supply_pct > 2:
base_impact = "medium"
elif supply_pct > 0.5:
base_impact = "low"
else:
base_impact = "negligible"
# Adjust for recipient type (who receives the tokens)
recipient_multiplier = {
"team": 0.7, # Team sells ~70% within 6 months historically
"investor_seed": 0.8, # VCs must return capital, sell aggressively
"investor_later": 0.6,
"ecosystem": 0.3, # Ecosystem tokens often re-staked or used
"treasury": 0.2, # Treasury rarely dumps (governance constraints)
"community": 0.5, # Mixed behavior
}
effective_sell_pressure = supply_pct * recipient_multiplier.get(recipient_type, 0.5)
# Volume absorption capacity
if volume_multiple > 5:
absorption = "illiquid" # Market cannot absorb easily
elif volume_multiple > 2:
absorption = "difficult"
elif volume_multiple > 0.5:
absorption = "manageable"
else:
absorption = "easily_absorbed"
return {
"supply_impact_pct": supply_pct,
"base_impact": base_impact,
"effective_sell_pct": effective_sell_pressure,
"volume_absorption": absorption,
}
Empirical observations (2021-2025 data):
| Unlock Size (% of circ.) | Pre-unlock (7d) | Post-unlock (7d) | Post-unlock (30d) |
|---|---|---|---|
| >10% | -8 to -15% | -5 to -20% | -10 to -30% (often no recovery) |
| 5-10% | -3 to -8% | -3 to -10% | Mixed (depends on market regime) |
| 2-5% | -1 to -5% | -2 to -5% | Usually recovers within 30d |
| <2% | Minimal | -1 to -3% | Negligible long-term impact |
Key patterns:
Treasury assessment framework:
treasury_health = {
"total_value_usd": 500_000_000, # Total treasury value
"runway_months": 36, # Treasury / monthly burn
"diversification": {
"native_token_pct": 60, # % held in own token (risky)
"stablecoins_pct": 25, # USDC/USDT/DAI (safe)
"eth_btc_pct": 10, # Blue-chip crypto
"other_pct": 5, # Other assets
},
"monthly_burn_usd": 5_000_000, # Operating expenses per month
"revenue_coverage": 0.6, # Revenue / burn ratio
}
def treasury_signal(health):
# Runway assessment
if health["runway_months"] < 12:
runway_signal = "critical" # Less than 1 year of funding
elif health["runway_months"] < 24:
runway_signal = "concerning"
else:
runway_signal = "healthy"
# Diversification assessment
native_pct = health["diversification"]["native_token_pct"]
if native_pct > 80:
diversity_signal = "concentrated_risk" # Treasury value crashes with token price
elif native_pct > 50:
diversity_signal = "moderate_risk"
else:
diversity_signal = "diversified" # Healthy treasury management
# Revenue sustainability
if health["revenue_coverage"] > 1.0:
revenue_signal = "self_sustaining" # Revenue covers all expenses
elif health["revenue_coverage"] > 0.5:
revenue_signal = "partially_funded"
else:
revenue_signal = "treasury_dependent" # Fully reliant on treasury
return runway_signal, diversity_signal, revenue_signal
Red flags in treasury management:
def emission_analysis(token):
"""Analyze ongoing token emission sustainability."""
# Monthly emission rate
monthly_new_tokens = token.monthly_unlock + token.staking_rewards + token.mining_rewards
monthly_emission_pct = monthly_new_tokens / token.circulating_supply * 100
# Inflation-adjusted real yield
staking_yield_nominal = token.staking_apy
inflation_rate = monthly_emission_pct * 12 # Annualized
real_yield = staking_yield_nominal - inflation_rate
# Assessment
if monthly_emission_pct > 5:
emission_verdict = "hyperinflation" # Unsustainable
elif monthly_emission_pct > 2:
emission_verdict = "high_inflation" # Significant dilution
elif monthly_emission_pct > 0.5:
emission_verdict = "moderate" # Manageable
else:
emission_verdict = "low_emission" # Minimal dilution
if real_yield < 0:
yield_verdict = "negative_real_yield" # Staking rewards < inflation = value destruction
else:
yield_verdict = "positive_real_yield"
return emission_verdict, yield_verdict, real_yield
Tier 1 protocols to track:
| Protocol | Token | Key Unlock Events | Data Source |
|---|---|---|---|
| Solana | SOL | Foundation + early investor unlocks | Token Unlocks |
| Aptos | APT | Monthly investor/team unlocks | Token Unlocks |
| Arbitrum | ARB | Massive team + investor cliff (Mar 2025) | Token Unlocks |
| Sui | SUI | Investor and contributor unlocks | Token Unlocks |
| Celestia | TIA | Investor cliff unlock | Token Unlocks |
| Starknet | STRK | Large early investor vesting | Token Unlocks |
| Optimism | OP | Ongoing core contributor vesting | Token Unlocks |
| dYdX | DYDX | Trading rewards + team vesting | Token Unlocks |
Data sources:
## Token Unlock & Treasury Analysis — [Protocol/Token]
### Tokenomics Overview
- **Total supply**: X,XXX,XXX,XXX
- **Circulating supply**: X,XXX,XXX,XXX (X% of total)
- **Fully diluted valuation (FDV)**: $X.XB
- **Market cap / FDV ratio**: X.X% (lower = more future dilution)
### Upcoming Unlocks (next 90 days)
| Date | Amount | % of Circ. | Recipient | Impact |
|------|--------|-----------|-----------|--------|
| YYYY-MM-DD | X,XXX,XXX | X.X% | Team | High |
| YYYY-MM-DD | X,XXX,XXX | X.X% | Investor | Medium |
### Emission Rate
- **Monthly new supply**: X.X% of circulating
- **Annualized inflation**: X.X%
- **Staking nominal yield**: X.X%
- **Real yield (yield - inflation)**: X.X%
- **Verdict**: [hyperinflation / high / moderate / low]
### Treasury Health
- **Total value**: $XXX M
- **Composition**: X% native token, X% stablecoins, X% ETH/BTC
- **Monthly burn**: $X.X M
- **Runway**: XX months
- **Revenue coverage**: X.X%
- **Diversification risk**: [concentrated / moderate / diversified]
### Sell Pressure Forecast
- **Next 30 days**: [X tokens unlocking → $X.XM at current price → X days of volume]
- **Next 90 days**: [summary]
- **Absorption capacity**: [easily / manageable / difficult / illiquid]
### Signal
- **Short-term (pre-unlock)**: [avoid / reduce / hold / accumulate]
- **Medium-term (post-unlock)**: [recovery expected / persistent pressure / unclear]
- **Long-term (tokenomics health)**: [sustainable / concerning / unsustainable]
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概要と使いどころ
ADR/H-share/A-share cross-listing premium analysis — track pricing gaps between US-listed ADRs, HK-listed H-shares, and A-shares for arbitrage signals, dual-listing valuation, and delisting risk assessment.
日本語の概要は準備中です。原文の説明を表示しています。
AKShare financial data aggregator (18k+ stars). Free, no API key. Covers A-shares, US, HK, futures, macro, forex. Primary fallback for tushare and yfinance.
日本語の概要は準備中です。原文の説明を表示しています。
Browse and bench the bundled alpha zoos — prebuilt cross-sectional factor libraries (Kakushadze 101, GTJA 191, Qlib 158, Fama-French / Carhart). Use when the user asks "which alphas exist", wants metadata on a named alpha, or wants to run IC/IR on a whole zoo over a universe.
日本語の概要は準備中です。原文の説明を表示しています。
A 股 ST/*ST 风险预测框架 — 基于最新中报/三季报或业绩预告/快报,预测下一财年是否会因营收、利润、净资产、分红不达标而被风险警示,并将新浪监管处罚记录作为独立证据面纳入风险等级。仅适用于 A 股,不预测财务造假。
日本語の概要は準備中です。原文の説明を表示しています。
Asset allocation theory and optimizer usage — MPT / Black-Litterman / risk budgeting / all-weather strategy, including guides for 5 optimizers and rebalancing rules.
日本語の概要は準備中です。原文の説明を表示しています。
Diagnose failed or underperforming backtests, locate the root cause, and fix the issue
日本語の概要は準備中です。原文の説明を表示しています。