mirror of
https://github.com/sudoxnym/connectd.git
synced 2026-04-15 03:56:44 +00:00
2de4b700e1
find isolated builders with aligned values and connect them. also finds lost builders - people with potential who haven't started yet. features: - multi-platform discovery (github, reddit, mastodon, lemmy, discord, etc) - values-based matching - lost builder detection and outreach - LLM-powered personalized intros - multi-channel delivery (email, mastodon, bluesky, matrix, discord, github) - fully autonomous daemon mode 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
373 lines
14 KiB
Python
373 lines
14 KiB
Python
"""
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connectd database layer
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sqlite storage for humans, fingerprints, matches, intros
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"""
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import sqlite3
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import json
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from datetime import datetime
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from pathlib import Path
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DB_PATH = Path(__file__).parent / 'connectd.db'
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class Database:
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def __init__(self, path=None):
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self.path = path or DB_PATH
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self.conn = sqlite3.connect(self.path)
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self.conn.row_factory = sqlite3.Row
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self._init_tables()
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def _init_tables(self):
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c = self.conn.cursor()
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# humans table - all discovered people
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c.execute('''CREATE TABLE IF NOT EXISTS humans (
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id INTEGER PRIMARY KEY,
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platform TEXT NOT NULL,
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username TEXT NOT NULL,
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url TEXT,
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name TEXT,
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bio TEXT,
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location TEXT,
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score REAL DEFAULT 0,
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confidence REAL DEFAULT 0,
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signals TEXT,
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negative_signals TEXT,
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reasons TEXT,
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contact TEXT,
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extra TEXT,
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fingerprint_id INTEGER,
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scraped_at TEXT,
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updated_at TEXT,
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lost_potential_score REAL DEFAULT 0,
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lost_signals TEXT,
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user_type TEXT DEFAULT 'none',
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last_lost_outreach TEXT,
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UNIQUE(platform, username)
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)''')
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# migration: add new columns if they don't exist
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try:
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c.execute('ALTER TABLE humans ADD COLUMN lost_potential_score REAL DEFAULT 0')
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except sqlite3.OperationalError:
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pass # column exists
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try:
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c.execute('ALTER TABLE humans ADD COLUMN lost_signals TEXT')
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except sqlite3.OperationalError:
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pass
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try:
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c.execute('ALTER TABLE humans ADD COLUMN user_type TEXT DEFAULT "none"')
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except sqlite3.OperationalError:
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pass
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try:
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c.execute('ALTER TABLE humans ADD COLUMN last_lost_outreach TEXT')
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except sqlite3.OperationalError:
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pass
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# fingerprints table - values profiles
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c.execute('''CREATE TABLE IF NOT EXISTS fingerprints (
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id INTEGER PRIMARY KEY,
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human_id INTEGER,
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values_vector TEXT,
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skills TEXT,
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interests TEXT,
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location_pref TEXT,
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availability TEXT,
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generated_at TEXT,
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FOREIGN KEY(human_id) REFERENCES humans(id)
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)''')
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# matches table - paired humans
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c.execute('''CREATE TABLE IF NOT EXISTS matches (
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id INTEGER PRIMARY KEY,
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human_a_id INTEGER,
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human_b_id INTEGER,
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overlap_score REAL,
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overlap_reasons TEXT,
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complementary_skills TEXT,
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geographic_match INTEGER,
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status TEXT DEFAULT 'pending',
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created_at TEXT,
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reviewed_at TEXT,
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FOREIGN KEY(human_a_id) REFERENCES humans(id),
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FOREIGN KEY(human_b_id) REFERENCES humans(id),
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UNIQUE(human_a_id, human_b_id)
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)''')
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# intros table - outreach attempts
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c.execute('''CREATE TABLE IF NOT EXISTS intros (
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id INTEGER PRIMARY KEY,
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match_id INTEGER,
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recipient_human_id INTEGER,
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channel TEXT,
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draft TEXT,
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status TEXT DEFAULT 'draft',
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approved_by TEXT,
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approved_at TEXT,
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sent_at TEXT,
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response TEXT,
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response_at TEXT,
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FOREIGN KEY(match_id) REFERENCES matches(id),
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FOREIGN KEY(recipient_human_id) REFERENCES humans(id)
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)''')
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# cross-platform links
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c.execute('''CREATE TABLE IF NOT EXISTS cross_platform (
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id INTEGER PRIMARY KEY,
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human_a_id INTEGER,
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human_b_id INTEGER,
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confidence REAL,
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reason TEXT,
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FOREIGN KEY(human_a_id) REFERENCES humans(id),
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FOREIGN KEY(human_b_id) REFERENCES humans(id),
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UNIQUE(human_a_id, human_b_id)
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)''')
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self.conn.commit()
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def save_human(self, data):
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"""save or update a human record"""
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c = self.conn.cursor()
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# fields to exclude from extra json
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exclude_fields = ['platform', 'username', 'url', 'name', 'bio',
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'location', 'score', 'confidence', 'signals',
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'negative_signals', 'reasons', 'contact',
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'lost_potential_score', 'lost_signals', 'user_type']
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c.execute('''INSERT OR REPLACE INTO humans
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(platform, username, url, name, bio, location, score, confidence,
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signals, negative_signals, reasons, contact, extra, scraped_at, updated_at,
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lost_potential_score, lost_signals, user_type)
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VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)''',
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(data.get('platform'),
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data.get('username'),
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data.get('url'),
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data.get('name'),
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data.get('bio'),
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data.get('location'),
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data.get('score', 0),
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data.get('confidence', 0),
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json.dumps(data.get('signals', [])),
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json.dumps(data.get('negative_signals', [])),
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json.dumps(data.get('reasons', [])),
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json.dumps(data.get('contact', {})),
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json.dumps({k: v for k, v in data.items() if k not in exclude_fields}),
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data.get('scraped_at', datetime.now().isoformat()),
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datetime.now().isoformat(),
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data.get('lost_potential_score', 0),
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json.dumps(data.get('lost_signals', [])),
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data.get('user_type', 'none')))
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self.conn.commit()
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return c.lastrowid
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def get_human(self, platform, username):
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"""get a human by platform and username"""
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c = self.conn.cursor()
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c.execute('SELECT * FROM humans WHERE platform = ? AND username = ?',
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(platform, username))
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row = c.fetchone()
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return dict(row) if row else None
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def get_human_by_id(self, human_id):
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"""get a human by id"""
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c = self.conn.cursor()
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c.execute('SELECT * FROM humans WHERE id = ?', (human_id,))
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row = c.fetchone()
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return dict(row) if row else None
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def get_all_humans(self, min_score=0, limit=1000):
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"""get all humans above score threshold"""
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c = self.conn.cursor()
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c.execute('''SELECT * FROM humans
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WHERE score >= ?
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ORDER BY score DESC, confidence DESC
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LIMIT ?''', (min_score, limit))
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return [dict(row) for row in c.fetchall()]
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def get_humans_by_platform(self, platform, min_score=0, limit=500):
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"""get humans for a specific platform"""
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c = self.conn.cursor()
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c.execute('''SELECT * FROM humans
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WHERE platform = ? AND score >= ?
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ORDER BY score DESC
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LIMIT ?''', (platform, min_score, limit))
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return [dict(row) for row in c.fetchall()]
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def get_lost_builders(self, min_lost_score=40, min_values_score=20, limit=100):
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"""get lost builders who need encouragement"""
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c = self.conn.cursor()
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c.execute('''SELECT * FROM humans
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WHERE user_type = 'lost' OR user_type = 'both'
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AND lost_potential_score >= ?
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AND score >= ?
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ORDER BY lost_potential_score DESC, score DESC
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LIMIT ?''', (min_lost_score, min_values_score, limit))
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return [dict(row) for row in c.fetchall()]
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def get_lost_builders_for_outreach(self, min_lost_score=40, min_values_score=20,
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cooldown_days=90, limit=50):
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"""get lost builders who are ready for outreach (respecting cooldown)"""
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c = self.conn.cursor()
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c.execute('''SELECT * FROM humans
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WHERE (user_type = 'lost' OR user_type = 'both')
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AND lost_potential_score >= ?
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AND score >= ?
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AND (last_lost_outreach IS NULL
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OR datetime(last_lost_outreach) < datetime('now', '-' || ? || ' days'))
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ORDER BY lost_potential_score DESC, score DESC
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LIMIT ?''', (min_lost_score, min_values_score, cooldown_days, limit))
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return [dict(row) for row in c.fetchall()]
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def get_active_builders(self, min_score=50, limit=100):
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"""get active builders who can inspire lost builders"""
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c = self.conn.cursor()
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c.execute('''SELECT * FROM humans
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WHERE user_type = 'builder'
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AND score >= ?
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ORDER BY score DESC, confidence DESC
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LIMIT ?''', (min_score, limit))
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return [dict(row) for row in c.fetchall()]
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def mark_lost_outreach(self, human_id):
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"""mark that we reached out to a lost builder"""
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c = self.conn.cursor()
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c.execute('''UPDATE humans SET last_lost_outreach = ? WHERE id = ?''',
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(datetime.now().isoformat(), human_id))
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self.conn.commit()
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def save_fingerprint(self, human_id, fingerprint_data):
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"""save a fingerprint for a human"""
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c = self.conn.cursor()
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c.execute('''INSERT OR REPLACE INTO fingerprints
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(human_id, values_vector, skills, interests, location_pref, availability, generated_at)
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VALUES (?, ?, ?, ?, ?, ?, ?)''',
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(human_id,
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json.dumps(fingerprint_data.get('values_vector', {})),
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json.dumps(fingerprint_data.get('skills', [])),
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json.dumps(fingerprint_data.get('interests', [])),
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fingerprint_data.get('location_pref'),
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fingerprint_data.get('availability'),
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datetime.now().isoformat()))
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# update human's fingerprint_id
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c.execute('UPDATE humans SET fingerprint_id = ? WHERE id = ?',
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(c.lastrowid, human_id))
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self.conn.commit()
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return c.lastrowid
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def get_fingerprint(self, human_id):
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"""get fingerprint for a human"""
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c = self.conn.cursor()
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c.execute('SELECT * FROM fingerprints WHERE human_id = ?', (human_id,))
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row = c.fetchone()
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return dict(row) if row else None
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def save_match(self, human_a_id, human_b_id, match_data):
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"""save a match between two humans"""
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c = self.conn.cursor()
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c.execute('''INSERT OR REPLACE INTO matches
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(human_a_id, human_b_id, overlap_score, overlap_reasons,
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complementary_skills, geographic_match, status, created_at)
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VALUES (?, ?, ?, ?, ?, ?, ?, ?)''',
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(human_a_id, human_b_id,
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match_data.get('overlap_score', 0),
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json.dumps(match_data.get('overlap_reasons', [])),
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json.dumps(match_data.get('complementary_skills', [])),
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1 if match_data.get('geographic_match') else 0,
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'pending',
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datetime.now().isoformat()))
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self.conn.commit()
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return c.lastrowid
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def get_matches(self, status=None, limit=100):
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"""get matches, optionally filtered by status"""
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c = self.conn.cursor()
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if status:
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c.execute('''SELECT * FROM matches WHERE status = ?
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ORDER BY overlap_score DESC LIMIT ?''', (status, limit))
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else:
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c.execute('''SELECT * FROM matches
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ORDER BY overlap_score DESC LIMIT ?''', (limit,))
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return [dict(row) for row in c.fetchall()]
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def save_intro(self, match_id, recipient_id, channel, draft):
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"""save an intro draft"""
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c = self.conn.cursor()
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c.execute('''INSERT INTO intros
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(match_id, recipient_human_id, channel, draft, status)
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VALUES (?, ?, ?, ?, 'draft')''',
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(match_id, recipient_id, channel, draft))
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self.conn.commit()
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return c.lastrowid
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def get_pending_intros(self, limit=50):
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"""get intros pending approval"""
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c = self.conn.cursor()
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c.execute('''SELECT * FROM intros WHERE status = 'draft'
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ORDER BY id DESC LIMIT ?''', (limit,))
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return [dict(row) for row in c.fetchall()]
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def approve_intro(self, intro_id, approved_by='human'):
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"""approve an intro for sending"""
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c = self.conn.cursor()
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c.execute('''UPDATE intros SET status = 'approved',
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approved_by = ?, approved_at = ? WHERE id = ?''',
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(approved_by, datetime.now().isoformat(), intro_id))
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self.conn.commit()
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def mark_intro_sent(self, intro_id):
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"""mark an intro as sent"""
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c = self.conn.cursor()
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c.execute('''UPDATE intros SET status = 'sent', sent_at = ? WHERE id = ?''',
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(datetime.now().isoformat(), intro_id))
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self.conn.commit()
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def stats(self):
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"""get database statistics"""
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c = self.conn.cursor()
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stats = {}
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c.execute('SELECT COUNT(*) FROM humans')
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stats['total_humans'] = c.fetchone()[0]
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c.execute('SELECT platform, COUNT(*) FROM humans GROUP BY platform')
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stats['by_platform'] = {row[0]: row[1] for row in c.fetchall()}
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c.execute('SELECT COUNT(*) FROM humans WHERE score >= 50')
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stats['high_score_humans'] = c.fetchone()[0]
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c.execute('SELECT COUNT(*) FROM matches')
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stats['total_matches'] = c.fetchone()[0]
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c.execute('SELECT COUNT(*) FROM intros')
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stats['total_intros'] = c.fetchone()[0]
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c.execute('SELECT COUNT(*) FROM intros WHERE status = "sent"')
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stats['sent_intros'] = c.fetchone()[0]
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# lost builder stats
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c.execute("SELECT COUNT(*) FROM humans WHERE user_type = 'builder'")
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stats['active_builders'] = c.fetchone()[0]
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c.execute("SELECT COUNT(*) FROM humans WHERE user_type = 'lost'")
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stats['lost_builders'] = c.fetchone()[0]
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c.execute("SELECT COUNT(*) FROM humans WHERE user_type = 'both'")
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stats['recovering_builders'] = c.fetchone()[0]
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c.execute('SELECT COUNT(*) FROM humans WHERE lost_potential_score >= 40')
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stats['high_lost_score'] = c.fetchone()[0]
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c.execute('SELECT COUNT(*) FROM humans WHERE last_lost_outreach IS NOT NULL')
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stats['lost_outreach_sent'] = c.fetchone()[0]
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return stats
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def close(self):
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self.conn.close()
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