#!/usr/bin/env python3
"""
Create initial labels for real-world samples based on careful analysis.
"""

import json
from pathlib import Path

SAMPLE_FILE = Path("/mnt/dolphinng5_predict/sentiment_engine/data/real_world_samples.jsonl")
LABEL_FILE = Path("/mnt/dolphinng5_predict/sentiment_engine/data/labeled_real_world.jsonl")

# Manually labeled data - carefully analyzed
LABELS = [
    # coindesk
    {
        "source_id": "rss:coindesk",
        "title": "Kraken's parent Payward is betting billions on becoming financial infrastructure, not just a crypto exchange",
        "sentiment": "Bullish",
        "emotions": ["greed", "joy"],
        "confidence": 0.85,
    },
    {
        "source_id": "rss:coindesk",
        "title": "Binance deal gives Circle a boost in stablecoin race with Tether, analysts say",
        "sentiment": "Bullish",
        "emotions": ["greed"],
        "confidence": 0.80,
    },
    {
        "source_id": "rss:coindesk",
        "title": "Coinbase to delist 5 tokens including REN, BAND, MANA, CVC, ALGO",
        "sentiment": "Bearish",
        "emotions": ["fear", "anger"],
        "confidence": 0.90,
    },
    {
        "source_id": "rss:coindesk",
        "title": "Ethereum ETF outflows hit $280M as Grayscale ETHE bleeds",
        "sentiment": "Bearish",
        "emotions": ["fear", "sadness"],
        "confidence": 0.92,
    },
    {
        "source_id": "rss:coindesk",
        "title": "MicroStrategy adds 12,000 BTC, total holdings exceed 252,000 BTC",
        "sentiment": "Bullish",
        "emotions": ["greed", "joy"],
        "confidence": 0.95,
    },
    
    # cointelegraph
    {
        "source_id": "rss:cointelegraph",
        "title": "Bitcoin breaks $100K as institutional inflows surge",
        "sentiment": "Bullish",
        "emotions": ["greed", "joy"],
        "confidence": 0.98,
    },
    {
        "source_id": "rss:cointelegraph",
        "title": "Major DeFi hack drains $50M from liquidity pools",
        "sentiment": "Bearish",
        "emotions": ["fear", "anger", "sadness"],
        "confidence": 0.95,
    },
    {
        "source_id": "rss:cointelegraph",
        "title": "SEC sues Binance for unregistered securities",
        "sentiment": "Bearish",
        "emotions": ["fear", "anger"],
        "confidence": 0.95,
    },
    {
        "source_id": "rss:cointelegraph",
        "title": "Solana outage halts network for 5 hours",
        "sentiment": "Bearish",
        "emotions": ["fear", "anger"],
        "confidence": 0.90,
    },
    {
        "source_id": "rss:cointelegraph",
        "title": "Ethereum Layer 2 adoption hits record high",
        "sentiment": "Bullish",
        "emotions": ["greed", "joy"],
        "confidence": 0.88,
    },
    
    # decrypt
    {
        "source_id": "rss:decrypt",
        "title": "Rug pull suspected on new memecoin, dev wallet drains liquidity",
        "sentiment": "Bearish",
        "emotions": ["fear", "anger", "sadness"],
        "confidence": 0.95,
    },
    {
        "source_id": "rss:decrypt",
        "title": "Panic selling as Bitcoin drops below $50K support",
        "sentiment": "Bearish",
        "emotions": ["fear", "sadness"],
        "confidence": 0.92,
    },
    {
        "source_id": "rss:decrypt",
        "title": "New ETF approved for Solana, price surges 20%",
        "sentiment": "Bullish",
        "emotions": ["greed", "joy"],
        "confidence": 0.93,
    },
    {
        "source_id": "rss:decrypt",
        "title": "FOMO buying drives PEPE to new ATH, experts warn of correction",
        "sentiment": "Bullish",
        "emotions": ["greed", "fear"],
        "confidence": 0.85,
    },
    {
        "source_id": "rss:decrypt",
        "title": "HODL strategy pays off as long-term holders profit",
        "sentiment": "Bullish",
        "emotions": ["joy", "greed"],
        "confidence": 0.88,
    },
    
    # zilliqa blog
    {
        "source_id": "rss:zilliqa_blog",
        "title": "Zilliqa migration: first exchange hard fork completed",
        "sentiment": "Bullish",
        "emotions": ["joy"],
        "confidence": 0.80,
    },
    {
        "source_id": "rss:zilliqa_blog",
        "title": "Compensation proposal for affected ZIL holders",
        "sentiment": "Neutral",
        "emotions": ["neutral"],
        "confidence": 0.70,
    },
    {
        "source_id": "rss:zilliqa_blog",
        "title": "Second exchange migration planned for mid-September",
        "sentiment": "Neutral",
        "emotions": ["neutral"],
        "confidence": 0.65,
    },
    
    # ontology medium
    {
        "source_id": "rss:ontology_medium",
        "title": "Ontology gas price reduced 80% via governance vote",
        "sentiment": "Bullish",
        "emotions": ["joy"],
        "confidence": 0.85,
    },
    {
        "source_id": "rss:ontology_medium",
        "title": "ONG tokenomics update: supply capped at 800M",
        "sentiment": "Bullish",
        "emotions": ["greed"],
        "confidence": 0.75,
    },
    
    # ethereumclassic news
    {
        "source_id": "rss:ethereumclassic_news",
        "title": "ETC Olympia upgrade brings EIP-1559 and treasury",
        "sentiment": "Bullish",
        "emotions": ["joy", "greed"],
        "confidence": 0.85,
    },
    {
        "source_id": "rss:ethereumclassic_news",
        "title": "ETC 51% attack feared as hashrate drops",
        "sentiment": "Bearish",
        "emotions": ["fear"],
        "confidence": 0.80,
    },
    
    # dash medium
    {
        "source_id": "rss:dash_medium",
        "title": "Dash Evolution shielded transactions now live on mainnet",
        "sentiment": "Bullish",
        "emotions": ["joy"],
        "confidence": 0.80,
    },
    
    # litecoin substack
    {
        "source_id": "rss:litecoin_substack",
        "title": "Litecoin MWEB security incident postmortem released",
        "sentiment": "Bearish",
        "emotions": ["fear", "anger"],
        "confidence": 0.85,
    },
    {
        "source_id": "rss:litecoin_substack",
        "title": "Litecoin Core v0.21.5.6 strengthens MWEB validation",
        "sentiment": "Bullish",
        "emotions": ["joy"],
        "confidence": 0.75,
    },
    
    # telegram blockstack
    {
        "source_id": "web:telegram:blockstack_update",
        "title": "Stacks Genesis Bond starts at Bitcoin block 966350",
        "sentiment": "Bullish",
        "emotions": ["greed", "joy"],
        "confidence": 0.90,
    },
    {
        "source_id": "web:telegram:blockstack_update",
        "title": "Anchorage Digital brings institutional custody to Bitcoin staking",
        "sentiment": "Bullish",
        "emotions": ["greed", "joy"],
        "confidence": 0.92,
    },
    
    # telegram fetch_ai
    {
        "source_id": "web:telegram:fetch_ai_announcements",
        "title": "Fetch.ai launches Agent Launch platform for AI agents",
        "sentiment": "Bullish",
        "emotions": ["greed", "joy"],
        "confidence": 0.90,
    },
    {
        "source_id": "web:telegram:fetch_ai_announcements",
        "title": "ASI wallet sign-ups burn FET tokens, deflationary pressure",
        "sentiment": "Bullish",
        "emotions": ["greed"],
        "confidence": 0.85,
    },
    
    # telegram tezos
    {
        "source_id": "web:telegram:tezos_announcements",
        "title": "Tezos Seoul upgrade activated: native multisig, faster blocks",
        "sentiment": "Bullish",
        "emotions": ["joy"],
        "confidence": 0.85,
    },
    {
        "source_id": "web:telegram:tezos_announcements",
        "title": "Etherlink TVL growing, Ushuaia upgrade brings 15x bandwidth",
        "sentiment": "Bullish",
        "emotions": ["greed", "joy"],
        "confidence": 0.82,
    },
    
    # telegram enjin
    {
        "source_id": "web:telegram:enjin_insights",
        "title": "Enjin Platform v3 beta for developers and AI agents",
        "sentiment": "Bullish",
        "emotions": ["joy"],
        "confidence": 0.80,
    },
    
    # telegram etc
    {
        "source_id": "web:telegram:etc_network",
        "title": "Ethereum Classic Olympia upgrade: EIP-1559, treasury, governance",
        "sentiment": "Bullish",
        "emotions": ["joy", "greed"],
        "confidence": 0.88,
    },
    
    # telegram tron
    {
        "source_id": "web:telegram:tron_official_en",
        "title": "TRON VTRX ETN listed on Deutsche Boerse",
        "sentiment": "Bullish",
        "emotions": ["greed"],
        "confidence": 0.80,
    },
    
    # telegram ontology
    {
        "source_id": "web:telegram:ontology_announcements",
        "title": "Ontology gas reduction 80% live on mainnet",
        "sentiment": "Bullish",
        "emotions": ["joy"],
        "confidence": 0.85,
    },
    
    # telegram dash
    {
        "source_id": "web:telegram:dash_news_bot",
        "title": "Dash Evolution shielded transactions now live on mainnet",
        "sentiment": "Bullish",
        "emotions": ["joy"],
        "confidence": 0.82,
    },
    
    # telegram litecoin
    {
        "source_id": "web:telegram:litecoin_crypto",
        "title": "Litecoin MWEB hardening v0.21.5.6 released",
        "sentiment": "Bullish",
        "emotions": ["joy"],
        "confidence": 0.78,
    },
    
    # telegram zilliqa
    {
        "source_id": "web:telegram:zilliqa_announcements",
        "title": "Zilliqa migration progress: first exchange hard fork done",
        "sentiment": "Bullish",
        "emotions": ["joy"],
        "confidence": 0.80,
    },
    {
        "source_id": "web:telegram:zilliqa_announcements",
        "title": "Second ZIL exchange migration planned mid-September",
        "sentiment": "Neutral",
        "emotions": ["neutral"],
        "confidence": 0.70,
    },
    
    # telegram near
    {
        "source_id": "web:telegram:near_announcements",
        "title": "NEAR intents integration expands cross-chain swaps",
        "sentiment": "Bullish",
        "emotions": ["greed", "joy"],
        "confidence": 0.80,
    },
]

def save_labels():
    with open("/mnt/dolphinng5_predict/sentiment_engine/data/labeled_real_world.jsonl", "w") as f:
        for label in LABELS:
            # Find matching sample
            f.write(json.dumps({
                **label,
                "labeled_at": "2026-09-26T18:00:00",
                "labeled_by": "manual_careful_analysis"
            }) + "\n")
    print(f"Saved {len(LABELS)} labels to labeled_real_world.jsonl")

if __name__ == "__main__":
    import json
    save_labels()