rckrdmrd
c1b5081208
ML Engine Updates: - Updated BTCUSD with Polygon API data (2024-2025): 215,699 new records - Re-trained all ML models: Attention (R²: 0.223), Base, Metamodel (87.3% confidence) - Backtest results: +176.71R profit with aggressive_filter strategy Documentation Consolidation: - Created docs/99-analisis/_MAP.md index with 13 new analysis documents - Consolidated inventories: removed duplicates from orchestration/inventarios/ - Updated ML_INVENTORY.yml with BTCUSD metrics and training results - Added execution reports: FASE11-BTCUSD, correction issues, alignment validation Architecture & Integration: - Updated all module documentation with NEXUS v3.4 frontmatter - Fixed _MAP.md indexes across all folders - Updated orchestration plans and traces Files: 229 changed, 5064 insertions(+), 1872 deletions(-) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
288 lines
9.8 KiB
Markdown
288 lines
9.8 KiB
Markdown
---
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id: "README"
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title: "Trading PlatformIA - Documentacion del Proyecto"
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type: "Documentation"
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project: "trading-platform"
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version: "1.0.0"
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updated_date: "2026-01-04"
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---
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# Trading PlatformIA - Documentacion del Proyecto
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**Ultima actualizacion:** 2025-12-05
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**Version:** 1.0.0
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**Estado:** En Desarrollo Activo
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**Tipo:** SaaS Trading Platform con IA
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---
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## Proposito
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Este directorio contiene la documentacion completa del proyecto **Trading PlatformIA**, una plataforma SaaS de trading e inversion que integra:
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- **Predicciones ML** - XGBoost para prediccion de max/min de precios
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- **Plataforma Educativa** - Cursos de trading con sistema de niveles
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- **Trading Dashboard** - Charts en tiempo real con predicciones
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- **Sistema de Pagos** - Integracion completa con Stripe
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---
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## Estado Actual del Desarrollo
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### Componentes Implementados
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| Componente | Estado | Descripcion |
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|------------|--------|-------------|
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| Backend NestJS | ✅ Completo | API REST con TypeORM y PostgreSQL |
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| Frontend React | ✅ Completo | Vite + TailwindCSS + React Router |
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| ML Services | ✅ Completo | FastAPI + XGBoost predictor |
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| Base de Datos | ✅ Completo | PostgreSQL con 5 schemas, 44 tablas |
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| Autenticacion | ✅ Completo | JWT + Refresh Tokens |
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| Modulo Cursos | ✅ Completo | CRUD completo con categorias |
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| Pagos Stripe | ✅ Completo | Suscripciones + Webhooks |
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### Endpoints Disponibles
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**Backend (NestJS - Puerto 3000):**
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- `POST /auth/login` - Autenticacion
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- `POST /auth/register` - Registro
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- `GET /courses` - Listar cursos
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- `POST /payments/create-payment-intent` - Crear pago
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- `POST /payments/subscriptions` - Crear suscripcion
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**ML Services (FastAPI - Puerto 8000):**
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- `GET /api/predict/{symbol}` - Predicciones de precio
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- `POST /api/train/{symbol}` - Entrenar modelo
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- `GET /api/training/status` - Estado del entrenamiento
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- `GET /health` - Health check
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---
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## Mapa de Navegacion
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```
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docs/
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├── 00-vision-general/ # Vision, alcance, arquitectura
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│ ├── VISION-PRODUCTO.md
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│ ├── ARQUITECTURA-GENERAL.md
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│ └── STACK-TECNOLOGICO.md
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│
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├── 01-fase-mvp/ # FASE 1: MVP (6 epicas)
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│ ├── OQI-001-fundamentos-auth/
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│ ├── OQI-002-education/
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│ ├── OQI-003-trading-charts/
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│ ├── OQI-004-investment-accounts/
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│ ├── OQI-005-payments-stripe/
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│ └── OQI-006-ml-signals/
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│
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├── 02-fase-growth/ # FASE 2: Crecimiento
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│
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├── 03-fase-enterprise/ # FASE 3: Enterprise
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│
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├── 90-transversal/ # Cross-cutting concerns
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│ ├── sprints/
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│ ├── roadmap/
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│ └── inventarios/
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│
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├── 95-guias-desarrollo/ # Guias tecnicas
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│ ├── backend/
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│ ├── frontend/
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│ ├── ml-engine/
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│ └── database/
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│
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├── 96-quick-reference/ # Referencias rapidas
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│
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├── 97-adr/ # Architecture Decision Records
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│
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└── 98-standards/ # Estandares del proyecto
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```
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---
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## Stack Tecnologico Actual
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| Capa | Tecnologia | Version | Estado |
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|------|------------|---------|--------|
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| **Frontend** | React + Vite + TypeScript | 19.x / 6.x / 5.x | ✅ |
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| **UI Framework** | TailwindCSS + shadcn/ui | 3.x | ✅ |
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| **State Management** | Zustand | 5.x | ✅ |
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| **Backend API** | NestJS + TypeScript | 11.x / 5.x | ✅ |
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| **ORM** | TypeORM | 0.3.x | ✅ |
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| **ML Engine** | Python + FastAPI | 3.11 / 0.115 | ✅ |
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| **ML Models** | XGBoost + scikit-learn | 2.x / 1.x | ✅ |
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| **Base de Datos** | PostgreSQL | 16.x | ✅ |
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| **Pagos** | Stripe | 20.x | ✅ |
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| **Auth** | JWT + Passport | - | ✅ |
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---
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## Arquitectura del Sistema
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```
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┌─────────────────────────────────────────────────────────────────┐
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│ FRONTEND (React 19) │
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│ Vite + TailwindCSS + Zustand │
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│ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ │
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│ │ Login │ │Dashboard │ │ Courses │ │Predictions│ │
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│ └──────────┘ └──────────┘ └──────────┘ └──────────┘ │
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│ Puerto 5173 │
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└─────────────────────────────────────────────────────────────────┘
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│
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▼
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┌─────────────────────────────────────────────────────────────────┐
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│ BACKEND API (NestJS 11) │
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│ TypeORM + PostgreSQL │
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│ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ │
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│ │ Auth │ │ Users │ │ Courses │ │ Payments │ │
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│ └──────────┘ └──────────┘ └──────────┘ └──────────┘ │
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│ Puerto 3000 │
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└─────────────────────────────────────────────────────────────────┘
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│ │
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▼ ▼
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┌─────────────────┐ ┌─────────────────────────────────────┐
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│ PostgreSQL │ │ ML SERVICES (FastAPI) │
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│ Puerto 5433 │ │ Puerto 8000 │
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│ │ │ ┌──────────┐ ┌──────────┐ │
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│ - public │ │ │ XGBoost │ │ Feature │ │
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│ - auth │ │ │ Predictor│ │Engineering│ │
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│ - education │ │ └──────────┘ └──────────┘ │
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│ - trading │ │ ┌──────────┐ ┌──────────┐ │
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│ - billing │ │ │ Market │ │ Training │ │
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│ │ │ │ Data │ │ Pipeline │ │
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└─────────────────┘ │ └──────────┘ └──────────┘ │
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└─────────────────────────────────────┘
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```
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---
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## Configuracion de Stripe
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### Productos Configurados
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| Plan | Producto ID | Price ID | Precio |
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|------|-------------|----------|--------|
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| Basic | `prod_TYA4rxBGz3ZEl1` | `price_1Sb3k64dPtEGmLmpeAdxvmIu` | $19/mes |
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| Pro | `prod_TYA4ZpGaV1eMai` | `price_1Sb3k64dPtEGmLmpm5n5bbJH` | $49/mes |
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| Premium | `prod_TYA4MrWX4h8CSF` | `price_1Sb3k74dPtEGmLmpHfLpUkvQ` | $99/mes |
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### Webhook Endpoint
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```
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URL: https://[tu-dominio]/payments/webhook
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Eventos:
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- payment_intent.succeeded
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- payment_intent.payment_failed
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- customer.subscription.updated
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- customer.subscription.deleted
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```
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---
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## Modelo ML - XGBoost Predictor
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### Caracteristicas (30+ features)
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- **Volatilidad**: volatility_5, volatility_10, volatility_20, ATR
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- **Momentum**: momentum_5, momentum_10, momentum_20, ROC
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- **Medias Moviles**: SMA, EMA, ratios de precio
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- **Indicadores**: RSI, MACD, Bollinger Bands
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- **Volumen**: volume_ratio, volume_sma
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### Metricas de Entrenamiento
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| Metrica | Valor |
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|---------|-------|
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| MAE High | 0.099% |
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| MAE Low | 0.17% |
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| Samples | 500 candles |
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| Horizonte | 30 min (6 candles) |
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---
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## Variables de Entorno
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### Backend (.env)
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```env
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# Database
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DB_HOST=localhost
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DB_PORT=5433
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DB_DATABASE=trading_platform
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DB_USERNAME=trading
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DB_PASSWORD=***
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# JWT
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JWT_SECRET=***
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JWT_EXPIRES_IN=1d
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# ML Service
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ML_SERVICE_URL=http://localhost:8000
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# Stripe
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STRIPE_SECRET_KEY=sk_test_***
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STRIPE_WEBHOOK_SECRET=whsec_***
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# App
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PORT=3000
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FRONTEND_URL=http://localhost:5173
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```
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---
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## Comandos Utiles
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### Desarrollo
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```bash
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# Backend
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cd apps/backend && npm run start:dev
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# Frontend
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cd apps/frontend && npm run dev
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# ML Services
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cd apps/ml-services && conda activate trading-ml && uvicorn src.api.server:app --reload --port 8000
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# Base de datos
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PGPASSWORD=*** psql -h localhost -p 5433 -U trading -d trading_platform
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```
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### Build
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```bash
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# Backend
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cd apps/backend && npm run build
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# Frontend
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cd apps/frontend && npm run build
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```
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---
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## Proximos Pasos
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1. [x] Conectar Backend con PostgreSQL
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2. [x] Implementar modulo de cursos
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3. [x] Conectar Frontend con Backend
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4. [x] Integrar modelos ML reales
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5. [x] Implementar pagos Stripe
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6. [ ] Crear pagina de Predictions en Frontend
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7. [ ] Implementar WebSocket para precios en tiempo real
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8. [ ] Agregar mas instrumentos (ETH, XAU, EUR)
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9. [ ] Implementar sistema de notificaciones
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10. [ ] Deploy a produccion
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---
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## Referencias
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- [NestJS Documentation](https://docs.nestjs.com)
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- [FastAPI Documentation](https://fastapi.tiangolo.com)
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- [Stripe API Reference](https://stripe.com/docs/api)
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- [XGBoost Documentation](https://xgboost.readthedocs.io)
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- [React Documentation](https://react.dev)
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---
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*Documentacion actualizada: 2025-12-05*
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