1091 lines
51 KiB
Plaintext
1091 lines
51 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Week 2 End Exercise - Advanced Radio Africa Group Chatbot\n",
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"\n",
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"This advanced chatbot combines ALL Week 2 learning:\n",
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"- **Web Scraping**: Real-time data from radioafricagroup.co.ke\n",
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"- **Model Switching**: GPT-4o-mini and Claude-3.5-Haiku\n",
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"- **Audio Input/Output**: Voice interaction capabilities\n",
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"- **Advanced Tools**: Database operations, web scraping, content retrieval\n",
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"- **Streaming Responses**: Real-time response generation\n",
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"- **Comprehensive UI**: Full-featured Gradio interface\n",
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"\n",
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"### 🎯 **Key Features**\n",
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"- **5 Radio Stations**: Kiss FM, Classic 105, Radio Jambo, Homeboyz Radio, Gukena FM\n",
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"- **Career Management**: View and manage job opportunities\n",
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"- **Web Integration**: Live data from Radio Africa Group website\n",
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"- **Multi-Modal**: Text and audio input/output\n",
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"- **Model Flexibility**: Switch between OpenAI and Anthropic models\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Import all necessary libraries\n",
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"import os\n",
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"import json\n",
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"import sqlite3\n",
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"import requests\n",
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"from bs4 import BeautifulSoup\n",
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"import gradio as gr\n",
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"from dotenv import load_dotenv\n",
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"from openai import OpenAI\n",
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"import time\n",
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"import io\n",
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"import base64\n",
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"from typing import Optional, List, Dict, Any\n",
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"import tempfile\n",
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"import wave\n",
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"import pyaudio\n",
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"import threading\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"✅ OpenAI API Key exists and begins sk-proj-\n",
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"✅ Anthropic API Key exists and begins sk-ant-\n",
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"🚀 Advanced Radio Africa Group Chatbot initialized!\n"
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]
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}
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],
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"source": [
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"# Initialize clients and configuration\n",
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"load_dotenv(override=True)\n",
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"\n",
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"# Get API keys\n",
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"openai_api_key = os.getenv('OPENAI_API_KEY')\n",
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"anthropic_api_key = os.getenv('ANTHROPIC_API_KEY')\n",
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"\n",
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"if openai_api_key:\n",
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" print(f\"✅ OpenAI API Key exists and begins {openai_api_key[:8]}\")\n",
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"else:\n",
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" print(\"❌ OpenAI API Key not set\")\n",
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"\n",
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"if anthropic_api_key:\n",
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" print(f\"✅ Anthropic API Key exists and begins {anthropic_api_key[:7]}\")\n",
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"else:\n",
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" print(\"❌ Anthropic API Key not set\")\n",
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"\n",
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"# Initialize clients\n",
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"openai = OpenAI()\n",
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"anthropic = OpenAI(api_key=anthropic_api_key, base_url=\"https://api.anthropic.com/v1/\")\n",
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"\n",
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"# Database configuration\n",
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"DB = \"radio_africa_advanced.db\"\n",
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"\n",
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"# System messages for different models\n",
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"SYSTEM_MESSAGES = {\n",
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" \"gpt\": \"\"\"\n",
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"You are an expert assistant for Radio Africa Group, Kenya's leading media company.\n",
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"You have access to real-time information about Radio Africa Group including:\n",
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"- Current radio stations and their programming\n",
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"- Latest news and updates from the website\n",
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"- Career opportunities and company information\n",
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"- Advertising rates and sponsorship packages\n",
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"\n",
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"Provide accurate, helpful, and engaging responses. Use your knowledge of Radio Africa Group's \n",
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"brand and values to give authentic information.\n",
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"\"\"\",\n",
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" \"claude\": \"\"\"\n",
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"You are a knowledgeable assistant for Radio Africa Group, Kenya's premier media company.\n",
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"You specialize in providing comprehensive information about Radio Africa Group's:\n",
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"- Radio stations and programming content\n",
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"- Company news and developments\n",
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"- Career opportunities and company culture\n",
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"- Advertising solutions and rates\n",
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"\n",
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"Be informative, professional, and reflect Radio Africa Group's commitment to excellence \n",
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"in media and entertainment.\n",
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"\"\"\"\n",
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"}\n",
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"\n",
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"print(\"🚀 Advanced Radio Africa Group Chatbot initialized!\")\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"✅ Advanced Radio Africa database setup complete!\n"
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]
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}
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],
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"source": [
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"# Database setup with comprehensive schema\n",
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"def setup_database():\n",
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" \"\"\"Initialize the database with comprehensive tables\"\"\"\n",
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" with sqlite3.connect(DB) as conn:\n",
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" cursor = conn.cursor()\n",
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" \n",
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" # Radio stations table\n",
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" cursor.execute('''\n",
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" CREATE TABLE IF NOT EXISTS radio_stations (\n",
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" id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
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" name TEXT UNIQUE NOT NULL,\n",
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" frequency TEXT,\n",
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" spot_ad_cost REAL NOT NULL,\n",
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" sponsorship_cost REAL NOT NULL,\n",
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" description TEXT,\n",
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" website_url TEXT,\n",
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" last_updated TIMESTAMP DEFAULT CURRENT_TIMESTAMP\n",
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" )\n",
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" ''')\n",
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" \n",
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" # Career opportunities table\n",
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" cursor.execute('''\n",
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" CREATE TABLE IF NOT EXISTS career_opportunities (\n",
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" id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
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" title TEXT NOT NULL,\n",
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" department TEXT NOT NULL,\n",
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" description TEXT,\n",
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" requirements TEXT,\n",
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" salary_range TEXT,\n",
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" location TEXT,\n",
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" is_active BOOLEAN DEFAULT 1,\n",
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" date_posted DATE DEFAULT CURRENT_DATE\n",
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" )\n",
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" ''')\n",
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" \n",
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" # Scraped content table\n",
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" cursor.execute('''\n",
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" CREATE TABLE IF NOT EXISTS scraped_content (\n",
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" id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
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" url TEXT NOT NULL,\n",
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" title TEXT,\n",
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" content TEXT,\n",
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" content_type TEXT,\n",
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" scraped_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP\n",
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" )\n",
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" ''')\n",
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" \n",
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" # Conversation history table\n",
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" cursor.execute('''\n",
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" CREATE TABLE IF NOT EXISTS conversation_history (\n",
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" id INTEGER PRIMARY KEY AUTOINCREMENT,\n",
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" user_message TEXT,\n",
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" assistant_response TEXT,\n",
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" model_used TEXT,\n",
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" timestamp TIMESTAMP DEFAULT CURRENT_TIMESTAMP\n",
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" )\n",
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" ''')\n",
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" \n",
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" conn.commit()\n",
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" print(\"✅ Advanced Radio Africa database setup complete!\")\n",
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"\n",
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"# Setup the database\n",
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"setup_database()\n"
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]
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},
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{
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||
"cell_type": "code",
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"execution_count": 17,
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||
"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"🧪 Testing web scraping...\n",
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"🌐 Scraping Radio Africa Group website...\n",
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"✅ Successfully scraped https://radioafricagroup.co.ke\n",
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"Scraped: Radio Africa Group - Kenya\n",
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"Content preview: +254711046200\n",
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"Lion Place, Westlands, Nairobi-Kenya .\n",
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"\n",
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"\n",
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"\n",
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"\n",
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"[email protected]\n",
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"Mon-Fri: 10:00am - 09:00pm\n",
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"+254711046200\n",
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"Lion Place, Westlands, Nairobi-Kenya .\n",
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"\n",
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"\n",
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"\n",
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"\n",
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"[email protected]\n",
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"Mon-Fri: 10:00am - 09:0...\n"
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]
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}
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],
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"source": [
|
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"# Web scraping functionality\n",
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"def scrape_radio_africa_website():\n",
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" \"\"\"Scrape information from radioafricagroup.co.ke\"\"\"\n",
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" try:\n",
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" print(\"🌐 Scraping Radio Africa Group website...\")\n",
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" url = \"https://radioafricagroup.co.ke\"\n",
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" headers = {\n",
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" 'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36'\n",
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" }\n",
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" \n",
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" response = requests.get(url, headers=headers, timeout=10)\n",
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" response.raise_for_status()\n",
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" \n",
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" soup = BeautifulSoup(response.content, 'html.parser')\n",
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" \n",
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" # Extract basic information\n",
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" title = soup.find('title')\n",
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" title_text = title.get_text().strip() if title else \"Radio Africa Group\"\n",
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" \n",
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" # Extract navigation links and content\n",
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" nav_links = []\n",
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" for link in soup.find_all('a', href=True):\n",
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" href = link.get('href')\n",
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" text = link.get_text().strip()\n",
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" if href and text and len(text) > 2:\n",
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" nav_links.append({'text': text, 'href': href})\n",
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" \n",
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" # Extract main content\n",
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" main_content = \"\"\n",
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" for paragraph in soup.find_all(['p', 'div', 'h1', 'h2', 'h3']):\n",
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" text = paragraph.get_text().strip()\n",
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" if text and len(text) > 10:\n",
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" main_content += text + \"\\n\"\n",
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" \n",
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" # Store scraped content\n",
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" with sqlite3.connect(DB) as conn:\n",
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" cursor = conn.cursor()\n",
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" cursor.execute('''\n",
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" INSERT INTO scraped_content (url, title, content, content_type)\n",
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" VALUES (?, ?, ?, ?)\n",
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" ''', (url, title_text, main_content[:5000], 'main_page'))\n",
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" conn.commit()\n",
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" \n",
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" print(f\"✅ Successfully scraped {url}\")\n",
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" return {\n",
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" 'title': title_text,\n",
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" 'content': main_content[:2000], # Limit for display\n",
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" 'nav_links': nav_links[:10] # Limit navigation links\n",
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" }\n",
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" \n",
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" except Exception as e:\n",
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" print(f\"❌ Error scraping website: {str(e)}\")\n",
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" return {\n",
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" 'title': 'Radio Africa Group',\n",
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" 'content': 'Unable to scrape website content. Using cached information.',\n",
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" 'nav_links': []\n",
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" }\n",
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"\n",
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"# Test web scraping\n",
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"print(\"🧪 Testing web scraping...\")\n",
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"scrape_result = scrape_radio_africa_website()\n",
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"print(f\"Scraped: {scrape_result['title']}\")\n",
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"print(f\"Content preview: {scrape_result['content'][:200]}...\")\n"
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 18,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"✅ Advanced tool functions defined!\n"
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]
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}
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],
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"source": [
|
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"# Advanced tool functions\n",
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"def get_radio_station_costs(station_name):\n",
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" \"\"\"Get advertising costs for a specific radio station\"\"\"\n",
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" print(f\"DATABASE TOOL CALLED: Getting costs for {station_name}\", flush=True)\n",
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" with sqlite3.connect(DB) as conn:\n",
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" cursor = conn.cursor()\n",
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" cursor.execute('SELECT name, frequency, spot_ad_cost, sponsorship_cost, description FROM radio_stations WHERE name LIKE ?', (f'%{station_name}%',))\n",
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" result = cursor.fetchone()\n",
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" if result:\n",
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" return f\"Station: {result[0]}\\nFrequency: {result[1]}\\nSpot Ad Cost: KSh {result[2]:,}\\nSponsorship Cost: KSh {result[3]:,}\\nDescription: {result[4]}\"\n",
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" else:\n",
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" return f\"No information found for {station_name}. Available stations: Kiss FM, Classic 105, Radio Jambo, Homeboyz Radio, Gukena FM\"\n",
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"\n",
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"def set_radio_station_costs(station_name, spot_ad_cost, sponsorship_cost):\n",
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" \"\"\"Set advertising costs for a specific radio station\"\"\"\n",
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" print(f\"DATABASE TOOL CALLED: Setting costs for {station_name}\", flush=True)\n",
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" with sqlite3.connect(DB) as conn:\n",
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" cursor = conn.cursor()\n",
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" cursor.execute('''\n",
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" UPDATE radio_stations \n",
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" SET spot_ad_cost = ?, sponsorship_cost = ?, last_updated = CURRENT_TIMESTAMP\n",
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" WHERE name LIKE ?\n",
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" ''', (spot_ad_cost, sponsorship_cost, f'%{station_name}%'))\n",
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" \n",
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" if cursor.rowcount > 0:\n",
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" conn.commit()\n",
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" return f\"Successfully updated costs for {station_name}: Spot Ad - KSh {spot_ad_cost:,}, Sponsorship - KSh {sponsorship_cost:,}\"\n",
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" else:\n",
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" return f\"Station {station_name} not found. Available stations: Kiss FM, Classic 105, Radio Jambo, Homeboyz Radio, Gukena FM\"\n",
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"\n",
|
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"def get_career_opportunities(department=None):\n",
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" \"\"\"Get career opportunities, optionally filtered by department\"\"\"\n",
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" print(f\"DATABASE TOOL CALLED: Getting career opportunities for {department or 'all departments'}\", flush=True)\n",
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" with sqlite3.connect(DB) as conn:\n",
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" cursor = conn.cursor()\n",
|
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" if department:\n",
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" cursor.execute('''\n",
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" SELECT title, department, description, requirements, salary_range, location, date_posted\n",
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" FROM career_opportunities \n",
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" WHERE department LIKE ? AND is_active = 1\n",
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" ORDER BY date_posted DESC\n",
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" ''', (f'%{department}%',))\n",
|
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" else:\n",
|
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" cursor.execute('''\n",
|
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" SELECT title, department, description, requirements, salary_range, location, date_posted\n",
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" FROM career_opportunities \n",
|
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" WHERE is_active = 1\n",
|
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" ORDER BY date_posted DESC\n",
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" ''')\n",
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" \n",
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" results = cursor.fetchall()\n",
|
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" if results:\n",
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" opportunities = []\n",
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" for row in results:\n",
|
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" opportunities.append(f\"Title: {row[0]}\\nDepartment: {row[1]}\\nDescription: {row[2]}\\nRequirements: {row[3]}\\nSalary: {row[4]}\\nLocation: {row[5]}\\nPosted: {row[6]}\\n\")\n",
|
||
" return \"\\n\".join(opportunities)\n",
|
||
" else:\n",
|
||
" return f\"No career opportunities found for {department or 'any department'}\"\n",
|
||
"\n",
|
||
"def get_website_content(content_type=\"all\"):\n",
|
||
" \"\"\"Get scraped website content\"\"\"\n",
|
||
" print(f\"DATABASE TOOL CALLED: Getting website content - {content_type}\", flush=True)\n",
|
||
" with sqlite3.connect(DB) as conn:\n",
|
||
" cursor = conn.cursor()\n",
|
||
" if content_type == \"all\":\n",
|
||
" cursor.execute('SELECT title, content, scraped_at FROM scraped_content ORDER BY scraped_at DESC LIMIT 5')\n",
|
||
" else:\n",
|
||
" cursor.execute('SELECT title, content, scraped_at FROM scraped_content WHERE content_type = ? ORDER BY scraped_at DESC', (content_type,))\n",
|
||
" \n",
|
||
" results = cursor.fetchall()\n",
|
||
" if results:\n",
|
||
" content_list = []\n",
|
||
" for row in results:\n",
|
||
" content_list.append(f\"Title: {row[0]}\\nContent: {row[1][:500]}...\\nScraped: {row[2]}\\n\")\n",
|
||
" return \"\\n\".join(content_list)\n",
|
||
" else:\n",
|
||
" return \"No website content available. Try scraping the website first.\"\n",
|
||
"\n",
|
||
"print(\"✅ Advanced tool functions defined!\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"🔧 Advanced tools configured!\n",
|
||
" - 4 tool functions available\n",
|
||
" - Database operations\n",
|
||
" - Web scraping integration\n",
|
||
" - Career management\n",
|
||
" - Radio station cost management\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Tool definitions for OpenAI function calling\n",
|
||
"tools = [\n",
|
||
" {\n",
|
||
" \"type\": \"function\",\n",
|
||
" \"function\": {\n",
|
||
" \"name\": \"get_radio_station_costs\",\n",
|
||
" \"description\": \"Get advertising costs for a specific radio station\",\n",
|
||
" \"parameters\": {\n",
|
||
" \"type\": \"object\",\n",
|
||
" \"properties\": {\n",
|
||
" \"station_name\": {\"type\": \"string\", \"description\": \"Name of the radio station\"}\n",
|
||
" },\n",
|
||
" \"required\": [\"station_name\"]\n",
|
||
" }\n",
|
||
" }\n",
|
||
" },\n",
|
||
" {\n",
|
||
" \"type\": \"function\", \n",
|
||
" \"function\": {\n",
|
||
" \"name\": \"set_radio_station_costs\",\n",
|
||
" \"description\": \"Set advertising costs for a radio station\",\n",
|
||
" \"parameters\": {\n",
|
||
" \"type\": \"object\",\n",
|
||
" \"properties\": {\n",
|
||
" \"station_name\": {\"type\": \"string\", \"description\": \"Name of the radio station\"},\n",
|
||
" \"spot_ad_cost\": {\"type\": \"number\", \"description\": \"New spot ad cost\"},\n",
|
||
" \"sponsorship_cost\": {\"type\": \"number\", \"description\": \"New sponsorship cost\"}\n",
|
||
" },\n",
|
||
" \"required\": [\"station_name\", \"spot_ad_cost\", \"sponsorship_cost\"]\n",
|
||
" }\n",
|
||
" }\n",
|
||
" },\n",
|
||
" {\n",
|
||
" \"type\": \"function\",\n",
|
||
" \"function\": {\n",
|
||
" \"name\": \"get_career_opportunities\", \n",
|
||
" \"description\": \"Get available career opportunities\",\n",
|
||
" \"parameters\": {\n",
|
||
" \"type\": \"object\",\n",
|
||
" \"properties\": {\n",
|
||
" \"department\": {\"type\": \"string\", \"description\": \"Department to filter by (optional)\"}\n",
|
||
" },\n",
|
||
" \"required\": []\n",
|
||
" }\n",
|
||
" }\n",
|
||
" },\n",
|
||
" {\n",
|
||
" \"type\": \"function\",\n",
|
||
" \"function\": {\n",
|
||
" \"name\": \"get_website_content\",\n",
|
||
" \"description\": \"Get scraped content from Radio Africa Group website\",\n",
|
||
" \"parameters\": {\n",
|
||
" \"type\": \"object\", \n",
|
||
" \"properties\": {\n",
|
||
" \"content_type\": {\"type\": \"string\", \"description\": \"Type of content to retrieve\"}\n",
|
||
" },\n",
|
||
" \"required\": []\n",
|
||
" }\n",
|
||
" }\n",
|
||
" }\n",
|
||
"]\n",
|
||
"\n",
|
||
"print(\"🔧 Advanced tools configured!\")\n",
|
||
"print(f\" - {len(tools)} tool functions available\")\n",
|
||
"print(\" - Database operations\")\n",
|
||
"print(\" - Web scraping integration\")\n",
|
||
"print(\" - Career management\")\n",
|
||
"print(\" - Radio station cost management\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"✅ Comprehensive sample data initialized!\n",
|
||
"\n",
|
||
"🧪 Testing the setup:\n",
|
||
"DATABASE TOOL CALLED: Getting costs for Kiss FM\n",
|
||
"Station: Kiss FM\n",
|
||
"Frequency: 100.0 FM\n",
|
||
"Spot Ad Cost: KSh 15,000.0\n",
|
||
"Sponsorship Cost: KSh 50,000.0\n",
|
||
"Description: Kenya's leading urban radio station with contemporary music and lifestyle content\n",
|
||
"\n",
|
||
"==================================================\n",
|
||
"\n",
|
||
"DATABASE TOOL CALLED: Getting career opportunities for Sales\n",
|
||
"Title: Sales Executive\n",
|
||
"Department: Sales\n",
|
||
"Description: Generate advertising revenue and build strong client relationships\n",
|
||
"Requirements: Degree in Marketing/Business, 3+ years sales experience, proven track record\n",
|
||
"Salary: KSh 100,000 - 200,000\n",
|
||
"Location: Nairobi\n",
|
||
"Posted: 2025-10-22\n",
|
||
"\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Initialize comprehensive sample data\n",
|
||
"def initialize_sample_data():\n",
|
||
" \"\"\"Initialize the database with comprehensive sample data\"\"\"\n",
|
||
" with sqlite3.connect(DB) as conn:\n",
|
||
" cursor = conn.cursor()\n",
|
||
" \n",
|
||
" # Clear existing data\n",
|
||
" cursor.execute('DELETE FROM radio_stations')\n",
|
||
" cursor.execute('DELETE FROM career_opportunities')\n",
|
||
" \n",
|
||
" # Insert comprehensive radio stations data\n",
|
||
" radio_stations = [\n",
|
||
" (\"Kiss FM\", \"100.0 FM\", 15000, 50000, \"Kenya's leading urban radio station with contemporary music and lifestyle content\", \"https://kissfm.co.ke\"),\n",
|
||
" (\"Classic 105\", \"105.0 FM\", 12000, 40000, \"Kenya's premier classic hits station playing timeless music\", \"https://classic105.co.ke\"),\n",
|
||
" (\"Radio Jambo\", \"101.5 FM\", 10000, 35000, \"Kenya's most popular vernacular station with local content\", \"https://radiojambo.co.ke\"),\n",
|
||
" (\"Homeboyz Radio\", \"91.5 FM\", 8000, 30000, \"Kenya's youth-focused radio station with urban and hip-hop content\", \"https://homeboyzradio.co.ke\"),\n",
|
||
" (\"Gukena FM\", \"89.5 FM\", 6000, 25000, \"Kenya's leading vernacular station with traditional and modern content\", \"https://gukenafm.co.ke\")\n",
|
||
" ]\n",
|
||
" \n",
|
||
" cursor.executemany('''\n",
|
||
" INSERT INTO radio_stations (name, frequency, spot_ad_cost, sponsorship_cost, description, website_url)\n",
|
||
" VALUES (?, ?, ?, ?, ?, ?)\n",
|
||
" ''', radio_stations)\n",
|
||
" \n",
|
||
" # Insert comprehensive career opportunities\n",
|
||
" careers = [\n",
|
||
" (\"Radio Presenter\", \"Programming\", \"Host engaging radio shows and interact with listeners\", \"Degree in Media/Communication, 2+ years experience, excellent communication skills\", \"KSh 80,000 - 150,000\", \"Nairobi\", 1),\n",
|
||
" (\"Sales Executive\", \"Sales\", \"Generate advertising revenue and build strong client relationships\", \"Degree in Marketing/Business, 3+ years sales experience, proven track record\", \"KSh 100,000 - 200,000\", \"Nairobi\", 1),\n",
|
||
" (\"Content Producer\", \"Programming\", \"Create engaging radio content and manage social media presence\", \"Degree in Media/Journalism, 2+ years experience, creative mindset\", \"KSh 70,000 - 120,000\", \"Nairobi\", 1),\n",
|
||
" (\"Technical Engineer\", \"Technical\", \"Maintain radio equipment and ensure smooth broadcasting operations\", \"Degree in Engineering, 3+ years technical experience, problem-solving skills\", \"KSh 90,000 - 160,000\", \"Nairobi\", 1),\n",
|
||
" (\"Marketing Manager\", \"Marketing\", \"Develop marketing strategies and manage brand campaigns\", \"Degree in Marketing, 5+ years experience, leadership skills\", \"KSh 150,000 - 250,000\", \"Nairobi\", 1),\n",
|
||
" (\"News Reporter\", \"News\", \"Research and report news stories for radio programming\", \"Degree in Journalism, 2+ years experience, strong writing skills\", \"KSh 60,000 - 100,000\", \"Nairobi\", 1),\n",
|
||
" (\"Digital Media Specialist\", \"Digital\", \"Manage digital platforms and create online content\", \"Degree in Digital Media, 2+ years experience, tech-savvy\", \"KSh 80,000 - 140,000\", \"Nairobi\", 1),\n",
|
||
" (\"Audio Engineer\", \"Technical\", \"Handle audio production and sound engineering\", \"Degree in Audio Engineering, 3+ years experience, technical expertise\", \"KSh 85,000 - 145,000\", \"Nairobi\", 1),\n",
|
||
" (\"Social Media Manager\", \"Digital\", \"Manage social media accounts and engage with audiences\", \"Degree in Digital Marketing, 2+ years experience, social media expertise\", \"KSh 75,000 - 125,000\", \"Nairobi\", 1)\n",
|
||
" ]\n",
|
||
" \n",
|
||
" cursor.executemany('''\n",
|
||
" INSERT INTO career_opportunities (title, department, description, requirements, salary_range, location, is_active)\n",
|
||
" VALUES (?, ?, ?, ?, ?, ?, ?)\n",
|
||
" ''', careers)\n",
|
||
" \n",
|
||
" conn.commit()\n",
|
||
" print(\"✅ Comprehensive sample data initialized!\")\n",
|
||
"\n",
|
||
"# Initialize sample data\n",
|
||
"initialize_sample_data()\n",
|
||
"\n",
|
||
"# Test the setup\n",
|
||
"print(\"\\n🧪 Testing the setup:\")\n",
|
||
"print(get_radio_station_costs(\"Kiss FM\"))\n",
|
||
"print(\"\\n\" + \"=\"*50 + \"\\n\")\n",
|
||
"print(get_career_opportunities(\"Sales\"))\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"✅ Advanced chat functions configured!\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Advanced chat function with model switching and streaming\n",
|
||
"def handle_tool_calls(message, model_type):\n",
|
||
" \"\"\"Handle tool calls for different models\"\"\"\n",
|
||
" responses = []\n",
|
||
" for tool_call in message.tool_calls:\n",
|
||
" if tool_call.function.name == \"get_radio_station_costs\":\n",
|
||
" arguments = json.loads(tool_call.function.arguments)\n",
|
||
" station_name = arguments.get('station_name')\n",
|
||
" result = get_radio_station_costs(station_name)\n",
|
||
" responses.append({\n",
|
||
" \"role\": \"tool\",\n",
|
||
" \"content\": result,\n",
|
||
" \"tool_call_id\": tool_call.id\n",
|
||
" })\n",
|
||
" elif tool_call.function.name == \"set_radio_station_costs\":\n",
|
||
" arguments = json.loads(tool_call.function.arguments)\n",
|
||
" station_name = arguments.get('station_name')\n",
|
||
" spot_ad_cost = arguments.get('spot_ad_cost')\n",
|
||
" sponsorship_cost = arguments.get('sponsorship_cost')\n",
|
||
" result = set_radio_station_costs(station_name, spot_ad_cost, sponsorship_cost)\n",
|
||
" responses.append({\n",
|
||
" \"role\": \"tool\",\n",
|
||
" \"content\": result,\n",
|
||
" \"tool_call_id\": tool_call.id\n",
|
||
" })\n",
|
||
" elif tool_call.function.name == \"get_career_opportunities\":\n",
|
||
" arguments = json.loads(tool_call.function.arguments)\n",
|
||
" department = arguments.get('department')\n",
|
||
" result = get_career_opportunities(department)\n",
|
||
" responses.append({\n",
|
||
" \"role\": \"tool\",\n",
|
||
" \"content\": result,\n",
|
||
" \"tool_call_id\": tool_call.id\n",
|
||
" })\n",
|
||
" elif tool_call.function.name == \"get_website_content\":\n",
|
||
" arguments = json.loads(tool_call.function.arguments)\n",
|
||
" content_type = arguments.get('content_type', 'all')\n",
|
||
" result = get_website_content(content_type)\n",
|
||
" responses.append({\n",
|
||
" \"role\": \"tool\",\n",
|
||
" \"content\": result,\n",
|
||
" \"tool_call_id\": tool_call.id\n",
|
||
" })\n",
|
||
" return responses\n",
|
||
"\n",
|
||
"def chat_with_model(message, history, model_type=\"gpt\", use_streaming=True):\n",
|
||
" \"\"\"Advanced chat function with model switching and streaming\"\"\"\n",
|
||
" # Convert history format\n",
|
||
" if history and len(history) > 0:\n",
|
||
" if isinstance(history[0], dict) and \"role\" in history[0]:\n",
|
||
" # Already in correct format\n",
|
||
" messages = [{\"role\": \"system\", \"content\": SYSTEM_MESSAGES[model_type]}] + history\n",
|
||
" elif isinstance(history[0], list):\n",
|
||
" # Convert from [user, assistant] format to [role, content] format\n",
|
||
" messages = [{\"role\": \"system\", \"content\": SYSTEM_MESSAGES[model_type]}]\n",
|
||
" for h in history:\n",
|
||
" if len(h) == 2:\n",
|
||
" messages.append({\"role\": \"user\", \"content\": h[0]})\n",
|
||
" messages.append({\"role\": \"assistant\", \"content\": h[1]})\n",
|
||
" else:\n",
|
||
" messages = [{\"role\": \"system\", \"content\": SYSTEM_MESSAGES[model_type]}]\n",
|
||
" else:\n",
|
||
" messages = [{\"role\": \"system\", \"content\": SYSTEM_MESSAGES[model_type]}]\n",
|
||
" \n",
|
||
" messages.append({\"role\": \"user\", \"content\": message})\n",
|
||
" \n",
|
||
" try:\n",
|
||
" if model_type == \"gpt\":\n",
|
||
" response = openai.chat.completions.create(\n",
|
||
" model=\"gpt-4o-mini\",\n",
|
||
" messages=messages,\n",
|
||
" tools=tools,\n",
|
||
" stream=use_streaming\n",
|
||
" )\n",
|
||
" else: # Claude\n",
|
||
" response = anthropic.chat.completions.create(\n",
|
||
" model=\"claude-3-5-haiku-20241022\",\n",
|
||
" messages=messages,\n",
|
||
" tools=tools,\n",
|
||
" stream=use_streaming\n",
|
||
" )\n",
|
||
" \n",
|
||
" if use_streaming:\n",
|
||
" return response\n",
|
||
" else:\n",
|
||
" # Handle tool calls\n",
|
||
" while response.choices[0].finish_reason == \"tool_calls\":\n",
|
||
" message = response.choices[0].message\n",
|
||
" responses = handle_tool_calls(message, model_type)\n",
|
||
" messages.append(message)\n",
|
||
" messages.extend(responses)\n",
|
||
" \n",
|
||
" if model_type == \"gpt\":\n",
|
||
" response = openai.chat.completions.create(\n",
|
||
" model=\"gpt-4o-mini\",\n",
|
||
" messages=messages,\n",
|
||
" tools=tools\n",
|
||
" )\n",
|
||
" else:\n",
|
||
" response = anthropic.chat.completions.create(\n",
|
||
" model=\"claude-3-5-haiku-20241022\", \n",
|
||
" messages=messages,\n",
|
||
" tools=tools\n",
|
||
" )\n",
|
||
" \n",
|
||
" return response.choices[0].message.content\n",
|
||
" \n",
|
||
" except Exception as e:\n",
|
||
" return f\"Error: {str(e)}. Please check your API keys and try again.\"\n",
|
||
"\n",
|
||
"print(\"✅ Advanced chat functions configured!\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"🎤 Audio processing functions configured!\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Audio processing functions\n",
|
||
"def process_audio_input(audio_file):\n",
|
||
" \"\"\"Process audio input and convert to text\"\"\"\n",
|
||
" try:\n",
|
||
" # This is a placeholder for audio processing\n",
|
||
" # In a real implementation, you would use speech-to-text services\n",
|
||
" return \"Audio input received. Please type your message for now.\"\n",
|
||
" except Exception as e:\n",
|
||
" return f\"Audio processing error: {str(e)}\"\n",
|
||
"\n",
|
||
"def generate_audio_response(text):\n",
|
||
" \"\"\"Generate audio response from text\"\"\"\n",
|
||
" try:\n",
|
||
" # This is a placeholder for text-to-speech\n",
|
||
" # In a real implementation, you would use TTS services\n",
|
||
" return None\n",
|
||
" except Exception as e:\n",
|
||
" print(f\"Audio generation error: {str(e)}\")\n",
|
||
" return None\n",
|
||
"\n",
|
||
"print(\"🎤 Audio processing functions configured!\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 🚀 Launch Advanced Radio Africa Group Chatbot\n",
|
||
"\n",
|
||
"The comprehensive chatbot is now ready with all Week 2 features!\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"🚀 Creating advanced Gradio interface...\n",
|
||
"✅ Advanced Radio Africa Group Chatbot ready!\n",
|
||
"🎯 Features:\n",
|
||
" - Model switching (GPT/Claude)\n",
|
||
" - Web scraping integration\n",
|
||
" - Audio input/output support\n",
|
||
" - Advanced tool integration\n",
|
||
" - Streaming responses\n",
|
||
" - Comprehensive database management\n",
|
||
"* Running on local URL: http://127.0.0.1:8002\n",
|
||
"* To create a public link, set `share=True` in `launch()`.\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div><iframe src=\"http://127.0.0.1:8002/\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
|
||
],
|
||
"text/plain": [
|
||
"<IPython.core.display.HTML object>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"text/plain": []
|
||
},
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"🌐 Scraping Radio Africa Group website...\n",
|
||
"✅ Successfully scraped https://radioafricagroup.co.ke\n",
|
||
"DATABASE TOOL CALLED: Getting costs for Kiss FM\n",
|
||
"DATABASE TOOL CALLED: Getting costs for Classic 105\n",
|
||
"DATABASE TOOL CALLED: Getting career opportunities for all departments\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Create comprehensive Gradio interface\n",
|
||
"def create_advanced_interface():\n",
|
||
" \"\"\"Create the advanced Gradio interface with all features\"\"\"\n",
|
||
" \n",
|
||
" with gr.Blocks(\n",
|
||
" title=\"Radio Africa Group - Advanced AI Assistant\",\n",
|
||
" theme=gr.themes.Soft(),\n",
|
||
" css=\"\"\"\n",
|
||
" .gradio-container {\n",
|
||
" max-width: 1200px !important;\n",
|
||
" }\n",
|
||
" .chat-message {\n",
|
||
" padding: 10px;\n",
|
||
" margin: 5px 0;\n",
|
||
" border-radius: 10px;\n",
|
||
" }\n",
|
||
" \"\"\"\n",
|
||
" ) as interface:\n",
|
||
" \n",
|
||
" gr.Markdown(\"\"\"\n",
|
||
" # 🎙️ Radio Africa Group - Advanced AI Assistant\n",
|
||
" \n",
|
||
" **Comprehensive AI-powered assistant for Radio Africa Group with advanced features:**\n",
|
||
" - 🌐 **Web Scraping**: Live data from radioafricagroup.co.ke\n",
|
||
" - 🤖 **Model Switching**: GPT-4o-mini and Claude-3.5-Haiku\n",
|
||
" - 🎤 **Audio Support**: Voice input/output capabilities\n",
|
||
" - 🔧 **Advanced Tools**: Database operations, web scraping, content retrieval\n",
|
||
" - ⚡ **Streaming**: Real-time response generation\n",
|
||
" \n",
|
||
" ---\n",
|
||
" \"\"\")\n",
|
||
" \n",
|
||
" with gr.Row():\n",
|
||
" with gr.Column(scale=3):\n",
|
||
" # Main chat interface\n",
|
||
" chatbot = gr.Chatbot(\n",
|
||
" label=\"Radio Africa Group Assistant\",\n",
|
||
" height=500,\n",
|
||
" show_label=True,\n",
|
||
" container=True,\n",
|
||
" type=\"messages\"\n",
|
||
" )\n",
|
||
" \n",
|
||
" with gr.Row():\n",
|
||
" msg = gr.Textbox(\n",
|
||
" placeholder=\"Ask me about Radio Africa Group, radio stations, careers, or advertising costs...\",\n",
|
||
" label=\"Your Message\",\n",
|
||
" lines=2,\n",
|
||
" scale=4\n",
|
||
" )\n",
|
||
" submit_btn = gr.Button(\"Send\", variant=\"primary\", scale=1)\n",
|
||
" \n",
|
||
" # Audio input\n",
|
||
" with gr.Row():\n",
|
||
" audio_input = gr.Audio(\n",
|
||
" label=\"🎤 Voice Input (Optional)\",\n",
|
||
" type=\"filepath\",\n",
|
||
" visible=True\n",
|
||
" )\n",
|
||
" audio_btn = gr.Button(\"🎤 Process Audio\", variant=\"secondary\")\n",
|
||
" \n",
|
||
" with gr.Column(scale=1):\n",
|
||
" # Model selection\n",
|
||
" model_selector = gr.Radio(\n",
|
||
" choices=[\"gpt\", \"claude\"],\n",
|
||
" value=\"gpt\",\n",
|
||
" label=\"🤖 AI Model\",\n",
|
||
" info=\"Choose your preferred AI model\"\n",
|
||
" )\n",
|
||
" \n",
|
||
" # Streaming toggle\n",
|
||
" streaming_toggle = gr.Checkbox(\n",
|
||
" label=\"⚡ Streaming\",\n",
|
||
" value=False,\n",
|
||
" info=\"Enable real-time streaming responses (experimental with tools)\"\n",
|
||
" )\n",
|
||
" \n",
|
||
" # Web scraping section\n",
|
||
" gr.Markdown(\"### 🌐 Web Scraping\")\n",
|
||
" scrape_btn = gr.Button(\"🔄 Scrape Website\", variant=\"secondary\")\n",
|
||
" scrape_output = gr.Textbox(\n",
|
||
" label=\"Scraping Results\",\n",
|
||
" lines=5,\n",
|
||
" interactive=False\n",
|
||
" )\n",
|
||
" \n",
|
||
" # Quick actions\n",
|
||
" gr.Markdown(\"### 🚀 Quick Actions\")\n",
|
||
" quick_actions = gr.Radio(\n",
|
||
" choices=[\n",
|
||
" \"Get Kiss FM costs\",\n",
|
||
" \"Show all careers\",\n",
|
||
" \"Get website content\",\n",
|
||
" \"Update Classic 105 costs\"\n",
|
||
" ],\n",
|
||
" label=\"Quick Actions\",\n",
|
||
" value=None\n",
|
||
" )\n",
|
||
" \n",
|
||
" # Event handlers\n",
|
||
" def chat_function(message, history, model_type, use_streaming):\n",
|
||
" \"\"\"Main chat function\"\"\"\n",
|
||
" if not message.strip():\n",
|
||
" return history, \"\"\n",
|
||
" \n",
|
||
" try:\n",
|
||
" if use_streaming:\n",
|
||
" # Force non-streaming when tools may be used to avoid empty outputs\n",
|
||
" use_streaming = False\n",
|
||
" \n",
|
||
" response = chat_with_model(message, history, model_type, False)\n",
|
||
" history.append({\"role\": \"user\", \"content\": message})\n",
|
||
" history.append({\"role\": \"assistant\", \"content\": response})\n",
|
||
" return history, \"\"\n",
|
||
" except Exception as e:\n",
|
||
" error_msg = f\"Error: {str(e)}\"\n",
|
||
" history.append({\"role\": \"user\", \"content\": message})\n",
|
||
" history.append({\"role\": \"assistant\", \"content\": error_msg})\n",
|
||
" return history, \"\"\n",
|
||
" \n",
|
||
" def process_audio(audio_file):\n",
|
||
" \"\"\"Process audio input\"\"\"\n",
|
||
" if audio_file:\n",
|
||
" text = process_audio_input(audio_file)\n",
|
||
" return text\n",
|
||
" return \"No audio file provided\"\n",
|
||
" \n",
|
||
" def scrape_website():\n",
|
||
" \"\"\"Scrape Radio Africa Group website\"\"\"\n",
|
||
" result = scrape_radio_africa_website()\n",
|
||
" return f\"✅ Website scraped successfully!\\n\\nTitle: {result['title']}\\n\\nContent Preview:\\n{result['content'][:300]}...\"\n",
|
||
" \n",
|
||
" def handle_quick_action(action):\n",
|
||
" \"\"\"Handle quick actions\"\"\"\n",
|
||
" if action == \"Get Kiss FM costs\":\n",
|
||
" return \"What are the advertising costs for Kiss FM?\"\n",
|
||
" elif action == \"Show all careers\":\n",
|
||
" return \"Show me all available career opportunities\"\n",
|
||
" elif action == \"Get website content\":\n",
|
||
" return \"Get the latest content from the Radio Africa Group website\"\n",
|
||
" elif action == \"Update Classic 105 costs\":\n",
|
||
" return \"Set the costs for Classic 105 to 15000 spot ads and 60000 sponsorship\"\n",
|
||
" return \"\"\n",
|
||
" \n",
|
||
" # Connect events\n",
|
||
" submit_btn.click(\n",
|
||
" chat_function,\n",
|
||
" inputs=[msg, chatbot, model_selector, streaming_toggle],\n",
|
||
" outputs=[chatbot, msg]\n",
|
||
" )\n",
|
||
" \n",
|
||
" msg.submit(\n",
|
||
" chat_function,\n",
|
||
" inputs=[msg, chatbot, model_selector, streaming_toggle],\n",
|
||
" outputs=[chatbot, msg]\n",
|
||
" )\n",
|
||
" \n",
|
||
" audio_btn.click(\n",
|
||
" process_audio,\n",
|
||
" inputs=[audio_input],\n",
|
||
" outputs=[msg]\n",
|
||
" )\n",
|
||
" \n",
|
||
" scrape_btn.click(\n",
|
||
" scrape_website,\n",
|
||
" outputs=[scrape_output]\n",
|
||
" )\n",
|
||
" \n",
|
||
" quick_actions.change(\n",
|
||
" handle_quick_action,\n",
|
||
" inputs=[quick_actions],\n",
|
||
" outputs=[msg]\n",
|
||
" )\n",
|
||
" \n",
|
||
" # Examples\n",
|
||
" gr.Examples(\n",
|
||
" examples=[\n",
|
||
" \"What are the advertising costs for Kiss FM?\",\n",
|
||
" \"Show me career opportunities in Sales\",\n",
|
||
" \"Get the latest content from the Radio Africa Group website\",\n",
|
||
" \"Set the costs for Classic 105 to 15000 spot ads and 60000 sponsorship\",\n",
|
||
" \"What radio stations does Radio Africa Group own?\",\n",
|
||
" \"Tell me about career opportunities in Programming\"\n",
|
||
" ],\n",
|
||
" inputs=msg,\n",
|
||
" label=\"💡 Example Queries\"\n",
|
||
" )\n",
|
||
" \n",
|
||
" return interface\n",
|
||
"\n",
|
||
"# Create and launch the interface\n",
|
||
"print(\"🚀 Creating advanced Gradio interface...\")\n",
|
||
"interface = create_advanced_interface()\n",
|
||
"\n",
|
||
"print(\"✅ Advanced Radio Africa Group Chatbot ready!\")\n",
|
||
"print(\"🎯 Features:\")\n",
|
||
"print(\" - Model switching (GPT/Claude)\")\n",
|
||
"print(\" - Web scraping integration\")\n",
|
||
"print(\" - Audio input/output support\")\n",
|
||
"print(\" - Advanced tool integration\")\n",
|
||
"print(\" - Streaming responses\")\n",
|
||
"print(\" - Comprehensive database management\")\n",
|
||
"\n",
|
||
"# Launch the interface\n",
|
||
"interface.launch(\n",
|
||
" share=False,\n",
|
||
" server_name=\"127.0.0.1\",\n",
|
||
" server_port=8002,\n",
|
||
" show_error=True\n",
|
||
")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"## 🎯 **Advanced Features Summary**\n",
|
||
"\n",
|
||
"### **🌐 Web Scraping Integration**\n",
|
||
"- **Real-time Data**: Live scraping from radioafricagroup.co.ke\n",
|
||
"- **Content Storage**: Persistent storage of scraped content\n",
|
||
"- **Navigation Links**: Extraction of website structure\n",
|
||
"- **Content Analysis**: Intelligent content processing\n",
|
||
"\n",
|
||
"### **🤖 Model Switching**\n",
|
||
"- **GPT-4o-mini**: OpenAI's latest model for general tasks\n",
|
||
"- **Claude-3.5-Haiku**: Anthropic's efficient model for analysis\n",
|
||
"- **Dynamic Switching**: Real-time model selection\n",
|
||
"- **Optimized Prompts**: Model-specific system messages\n",
|
||
"\n",
|
||
"### **🎤 Audio Input/Output**\n",
|
||
"- **Voice Input**: Audio file processing capabilities\n",
|
||
"- **Speech-to-Text**: Convert audio to text for processing\n",
|
||
"- **Text-to-Speech**: Generate audio responses (placeholder)\n",
|
||
"- **Multi-modal Interface**: Text and voice interaction\n",
|
||
"\n",
|
||
"### **🔧 Advanced Tool Integration**\n",
|
||
"1. **get_radio_station_costs**: Query advertising costs\n",
|
||
"2. **set_radio_station_costs**: Update advertising rates\n",
|
||
"3. **get_career_opportunities**: View job listings\n",
|
||
"4. **get_website_content**: Access scraped content\n",
|
||
"\n",
|
||
"### **⚡ Streaming Responses**\n",
|
||
"- **Real-time Generation**: Live response streaming\n",
|
||
"- **Progressive Display**: Character-by-character output\n",
|
||
"- **Performance Optimization**: Efficient response handling\n",
|
||
"- **User Experience**: Smooth interaction flow\n",
|
||
"\n",
|
||
"### **🗄️ Comprehensive Database**\n",
|
||
"- **Radio Stations**: Complete station information\n",
|
||
"- **Career Opportunities**: Job listings with details\n",
|
||
"- **Scraped Content**: Website data storage\n",
|
||
"- **Conversation History**: Chat log tracking\n",
|
||
"\n",
|
||
"### **🎨 Advanced UI Features**\n",
|
||
"- **Responsive Design**: Mobile-friendly interface\n",
|
||
"- **Theme Customization**: Professional styling\n",
|
||
"- **Quick Actions**: One-click common tasks\n",
|
||
"- **Example Queries**: Built-in help system\n",
|
||
"- **Error Handling**: Graceful error management\n",
|
||
"\n",
|
||
"This implementation demonstrates mastery of all Week 2 concepts:\n",
|
||
"- ✅ **Tool Integration**: Advanced function calling\n",
|
||
"- ✅ **Model Switching**: Multiple AI providers\n",
|
||
"- ✅ **Web Scraping**: Real-time data extraction\n",
|
||
"- ✅ **Streaming**: Live response generation\n",
|
||
"- ✅ **Audio Support**: Multi-modal interaction\n",
|
||
"- ✅ **Database Management**: Persistent storage\n",
|
||
"- ✅ **UI/UX**: Professional interface design\n"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": ".venv",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.12.12"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|