d

app.py

@@ -0,0 +1,117 @@
+import os
+from dotenv import load_dotenv
+import streamlit as st  # Streamlit frontend
+
+# ─── 1. Load environment variables ─────────────────────────────────────────
+load_dotenv()
+COHERE_API_KEY = os.getenv("COHERE_API_KEY")
+GEMINI_API_KEY = os.getenv("GEMINI_API_KEY")
+if not COHERE_API_KEY or not GEMINI_API_KEY:
+    st.error("❗️ Missing COHERE_API_KEY or GEMINI_API_KEY in environment")
+    st.stop()
+
+# ─── 2. Initialize vector store and embedder clients ───────────────────────
+import cohere
+import chromadb
+from google import genai
+from google.genai import types
+
+# Cohere client for embeddings
+co = cohere.Client(COHERE_API_KEY)
+
+# Gemini client for generation
+# Initialize with API key; will also respect GOOGLE_API_KEY env var
+genai_client = genai.Client(api_key=GEMINI_API_KEY)
+
+# Chroma vector store client
+client = chromadb.Client()
+# Create or get existing collection
+collection = client.get_or_create_collection(name="inha-well", embedding_function=None)
+
+# ─── 3. Ingestion & Embedding (run only once) ──────────────────────────────
+# Check if collection is empty to avoid re-ingesting on each run
+total_docs = collection.count() if hasattr(collection, 'count') else len(collection.get()['documents'])
+if total_docs == 0:
+    content_chunks = []
+    for i in range(1, 4):
+        # Build the absolute path to each docs folder
+        folder_path = f"docs/p0000{i}"
+        for filename in os.listdir(folder_path):
+            if filename.endswith(".txt"):
+                with open(os.path.join(folder_path, filename), "r") as f:
+                    content = f.read()
+                content_chunks.append(f"search_document: {content}")
+
+    response = co.embed(
+        texts=content_chunks,
+        model="embed-english-v3.0",
+        input_type="search_document"
+    )
+    embeddings = response.embeddings
+
+    collection.add(
+        ids=[str(i) for i in range(len(content_chunks))],
+        documents=content_chunks,
+        embeddings=embeddings
+    )
+
+# ─── 4. Retrieval & Prompt Utilities & Prompt Utilities ────────────────────────────────────────
+def retrieve_context(question, collection, top_k=2):
+    qr = co.embed(
+        texts=[question],
+        model="embed-english-v3.0",
+        input_type="search_query"
+    )
+    emb = qr.embeddings[0]
+    results = collection.query(query_embeddings=[emb], n_results=top_k)
+    return "\n".join(results["documents"][0])
+
+
+def get_prompt_plain(context: str, question: str) -> str:
+    return f"""
+<<START>>
+You are a responsible person for answering Inha University (South Korea) information. Using the context below, answer within 300 tokens.
+Provide concise, well-structured, answer-oriented responses. Do not repeat the prompt text in your output.
+
+Context:
+""{context}""
+
+Question: {question}
+Answer:
+<<END>>"""
+
+
+def generate_agent_answer(context: str, question: str) -> str:
+    prompt = get_prompt_plain(context, question)
+    response = genai_client.models.generate_content(
+        model="gemini-2.0-flash",
+        contents=prompt,
+        config=types.GenerateContentConfig(
+            temperature=0.01,
+            top_p=0.8,
+            stop_sequences=["<<END>>", "<<START>>"]
+        )
+    )
+    return response.text.strip()
+
+
+def rag_answer(question: str, collection) -> str:
+    context = retrieve_context(question, collection, top_k=1)
+    return generate_agent_answer(context, question)
+
+# ─── 5. Streamlit Frontend ───────────────────────────────────────────────────
+st.set_page_config(
+    page_title="Inha University Info Assistant",
+    page_icon="📚",
+    layout="centered"
+)
+st.title("Inha University Info Assistant")
+question = st.text_input(
+    "Ask me anything about Inha University…", 
+    placeholder="e.g. What clubs are available in the 4th semester?"
+)
+if st.button("🔍 Get Answer"):
+    with st.spinner("Retrieving answer…"):
+        answer = rag_answer(question, collection)
+    st.subheader("📌 Answer")
+    st.write(answer)

curriculum_scrapping_formatting.ipynb

@@ -0,0 +1,1081 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "2a4a3f73",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✅ Text extracted successfully.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import requests\n",
+    "from bs4 import BeautifulSoup\n",
+    "\n",
+    "def extract_text_from_url(url):\n",
+    "    # Send HTTP request\n",
+    "    response = requests.get(url)\n",
+    "    response.raise_for_status()\n",
+    "\n",
+    "    # Parse HTML\n",
+    "    soup = BeautifulSoup(response.text, 'html.parser')\n",
+    "\n",
+    "    # Remove scripts and styles\n",
+    "    for tag in soup(['script', 'style', 'noscript']):\n",
+    "        tag.decompose()\n",
+    "\n",
+    "    # Extract visible text\n",
+    "    text = soup.get_text(separator='\\n')\n",
+    "    clean_text = '\\n'.join(line.strip() for line in text.splitlines() if line.strip())\n",
+    "\n",
+    "    return clean_text\n",
+    "\n",
+    "# Example usage\n",
+    "url = 'https://docs.docker.com'  # Replace with your URL\n",
+    "page_text = extract_text_from_url(url)\n",
+    "\n",
+    "# Save to file (optional)\n",
+    "with open('extracted_text.txt', 'w', encoding='utf-8') as f:\n",
+    "    f.write(page_text)\n",
+    "\n",
+    "print(\"✅ Text extracted successfully.\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "1c9e088f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "✅ Text extracted and saved to ise_curric.txt\n"
+     ]
+    }
+   ],
+   "source": [
+    "from bs4 import BeautifulSoup\n",
+    "\n",
+    "def extract_text_from_html_file(html_path):\n",
+    "    # Load the HTML file\n",
+    "    with open(html_path, \"r\", encoding=\"utf-8\") as file:\n",
+    "        soup = BeautifulSoup(file, \"html.parser\")\n",
+    "\n",
+    "    # Remove non-visible elements\n",
+    "    for tag in soup([\"script\", \"style\", \"noscript\"]):\n",
+    "        tag.decompose()\n",
+    "\n",
+    "    # Extract visible text\n",
+    "    text = soup.get_text(separator=\"\\n\")\n",
+    "    clean_text = \"\\n\".join(line.strip() for line in text.splitlines() if line.strip())\n",
+    "\n",
+    "    return clean_text\n",
+    "\n",
+    "# Example usage\n",
+    "html_file_path = \"ISE.html\"  # e.g., \"./IBT.html\"\n",
+    "output_file_path = \"ise_curric.txt\"\n",
+    "\n",
+    "text = extract_text_from_html_file(html_file_path)\n",
+    "\n",
+    "# Save to file\n",
+    "with open(output_file_path, \"w\", encoding=\"utf-8\") as f:\n",
+    "    f.write(text)\n",
+    "\n",
+    "print(f\"✅ Text extracted and saved to {output_file_path}\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "950214e2",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "['This content covers courses that students normally should take from 1st Year, 1st Semester and 1st Year, 2nd Semester.\\n\\nCourses included:\\n\\n- Basic Korean (GEE3003) - 3 credits - Basic General Education\\n- English Communication: Advanced (GEB1109) - 3 credits - Basic General Education\\n- Introductory Engineering Mathematics (IGS1130) - 3 credits - Major Related General Education\\n- Phronesis Seminar (GEB1116) - 2 credits - Basic General Education\\n- Software Programming (IGS1131) - 3 credits - Major Related General Education\\n- Understanding of Economics (GEE2005) - 3 credits - Core General Education\\n- Business Context and Cultural Communication (IGS1204) - 3 credits - Major Related General Education\\n- Intermidiate Korean (GEE3004) - 3 credits - Basic General Education\\n- Marketing Software application (IGS1102) - 3 credits - Major Related General Education\\n- Principles of Business Administration (CBA1102) - 3 credits - Major Related General Education\\n- Reading Seminar: Humans, Value, Coexistence (GED1007) - 3 credits - Core General Education\\n\\n', 'This content covers courses that students normally should take from 1st Year, 2nd Semester and 2nd Year, 1st Semester, or 3rd semester.\\n\\nCourses included:\\n\\n- Business Context and Cultural Communication (IGS1204) - 3 credits - Major Related General Education\\n- Intermidiate Korean (GEE3004) - 3 credits - Basic General Education\\n- Marketing Software application (IGS1102) - 3 credits - Major Related General Education\\n- Principles of Business Administration (CBA1102) - 3 credits - Major Related General Education\\n- Reading Seminar: Humans, Value, Coexistence (GED1007) - 3 credits - Core General Education\\n- Academic Korean for Foreigners Ⅰ (GEF1105) - 3 credits - Basic General Education\\n- Business English (IBT2101) - 3 credits - Major elective\\n- Business Statistics (IGS2107) - 3 credits - Major Related General Education\\n- Global Economy (IBT2107) - 3 credits - Major elective\\n- International Event Management (IBT2104) - 3 credits - Major elective\\n- International Human Resources Management (IBT2108) - 3 credits - Major elective\\n- International Trade (IBT2106) - 3 credits - Major elective\\n- Introduction to Accounting (IBT1201) - 3 credits - Major Required\\n- Korean Society and Politics (GEE2003) - 3 credits - Core General Education\\n- Organizational Behavior (IBT3112) - 3 credits - Major RequiredThis period transitions from foundational studies to more specialized major-related general education and initial major electives. Students expand their understanding of business contexts, cultural communication, and various aspects of international business.\\n\\n', 'This content covers courses that students normally should take from 2nd Year, 1st Semester, or 3rd semester and 2nd Year, 2nd Semester, or 4th Semester.\\n\\nCourses included:\\n\\n- Academic Korean for Foreigners Ⅰ (GEF1105) - 3 credits - Basic General Education\\n- Business English (IBT2101) - 3 credits - Major elective\\n- Business Statistics (IGS2107) - 3 credits - Major Related General Education\\n- Global Economy (IBT2107) - 3 credits - Major elective\\n- International Event Management (IBT2104) - 3 credits - Major elective\\n- International Human Resources Management (IBT2108) - 3 credits - Major elective\\n- International Trade (IBT2106) - 3 credits - Major elective\\n- Introduction to Accounting (IBT1201) - 3 credits - Major Required\\n- Korean Society and Politics (GEE2003) - 3 credits - Core General Education\\n- Organizational Behavior (IBT3112) - 3 credits - Major Required\\n- Academic Korean for Foreigners Ⅱ (GEF1106) - 3 credits - Core General Education\\n- Advertising (IBT2203) - 3 credits - Major elective\\n- Global Operation (IBT2202) - 3 credits - Major elective\\n- Global Retail Management (IBT2206) - 3 credits - Major elective\\n- International Business Strategy (IBT2102) - 3 credits - Major Required\\n- International Finance and Banking (IBT2201) - 3 credits - Major electiveDuring these semesters, students delve deeper into their major, focusing on required courses and a wide array of electives. Key areas include business statistics, global economics, international trade, accounting, and strategic aspects of international business.\\n\\n', 'This content covers courses that students normally should take from 2nd Year, 2nd Semester, or 4th Semester and 3rd Year, 1st Semester, or 5th Semester.\\n\\nCourses included:\\n\\n- Academic Korean for Foreigners Ⅱ (GEF1106) - 3 credits - Core General Education\\n- Advertising (IBT2203) - 3 credits - Major elective\\n- Global Operation (IBT2202) - 3 credits - Major elective\\n- Global Retail Management (IBT2206) - 3 credits - Major elective\\n- International Business Strategy (IBT2102) - 3 credits - Major Required\\n- International Finance and Banking (IBT2201) - 3 credits - Major elective\\n- Basic programing & practice (IBT3107) - 3 credits - Major elective\\n- Case Studies in International Business (IBT3105) - 3 credits - Major elective\\n- E-Business Management (IBT3102) - 3 credits - Major elective\\n- Global Consumer Behavior (IBT3110) - 3 credits - Major elective\\n- Global Supply Management (IBT3106) - 3 credits - Major elective\\n- International Service Management (IBT3113) - 3 credits - Major Required\\n- Marketing Research (IBT3108) - 3 credits - Major electiveThis phase marks a significant progression into advanced major-specific topics, blending required courses with specialized electives. Students explore global operations, strategic management, fundamental programming, and diverse aspects of international business case studies and marketing.\\n\\n', 'This content covers courses that students normally should take from 3rd Year, 1st Semester, or 5th Semester and 3rd Year, 2nd Semester, or 6th Semester.\\n\\nCourses included:\\n\\n- Basic programing & practice (IBT3107) - 3 credits - Major elective\\n- Case Studies in International Business (IBT3105) - 3 credits - Major elective\\n- E-Business Management (IBT3102) - 3 credits - Major elective\\n- Global Consumer Behavior (IBT3110) - 3 credits - Major elective\\n- Global Supply Management (IBT3106) - 3 credits - Major elective\\n- International Service Management (IBT3113) - 3 credits - Major Required\\n- Marketing Research (IBT3108) - 3 credits - Major elective\\n- CSR Strategy and Cases (IBT3204) - 3 credits - Major elective\\n- DBMS 활용 (IBT3205) - 3 credits - Major elective\\n- Digital Marketing (IBT3206) - 3 credits - Major elective\\n- International Marketing (IBT3201) - 3 credits - Major Required\\n- Logistics Management (IBT3202) - 3 credits - Major RequiredThese semesters concentrate on core major requirements and a variety of specialized electives in international business. Emphasis is placed on practical applications, digital strategies, and critical management areas like marketing, logistics, and database utilization.\\n\\n', 'This content covers courses that students normally should take from 3rd Year, 2nd Semester, or 6th Semester and 4th Year, 1st Semester, or 7th Semester.\\n\\nCourses included:\\n\\n- CSR Strategy and Cases (IBT3204) - 3 credits - Major elective\\n- DBMS 활용 (IBT3205) - 3 credits - Major elective\\n- Digital Marketing (IBT3206) - 3 credits - Major elective\\n- International Marketing (IBT3201) - 3 credits - Major Required\\n- Logistics Management (IBT3202) - 3 credits - Major Required\\n- Advanced Business Statistics: Business Data Analytics using R Programming (IBT4109) - 3 credits - Major elective\\n- Advanced International Business Communication (IBT4110) - 3 credits - Major elective\\n- Big data analysis (IBT4105) - 3 credits - Major elective\\n- Design Thinking (IBT4111) - 3 credits - Major elective\\n- IT and Patent (IBT4103) - 3 credits - Major elective\\n- International Business & Trade Issues (IBT4101) - 3 credits - Major elective\\n- Marketing Communications Campaign (IBT4106) - 3 credits - Major elective\\n- Technology Innovation & Enterprenueship (IBT4108) - 3 credits - Major electiveThis period shifts towards advanced analytical and strategic skills, including data analytics, communication, and innovation. Students engage with complex topics like digital marketing, international trade issues, big data, and entrepreneurial thinking.\\n\\n', 'This content covers courses that students normally should take from 4th Year, 1st Semester, or 7th Semester and 4th Year, 2nd Semester, or 8th Semester.\\n\\nCourses included:\\n\\n- Advanced Business Statistics: Business Data Analytics using R Programming (IBT4109) - 3 credits - Major elective\\n- Advanced International Business Communication (IBT4110) - 3 credits - Major elective\\n- Big data analysis (IBT4105) - 3 credits - Major elective\\n- Design Thinking (IBT4111) - 3 credits - Major elective\\n- IT and Patent (IBT4103) - 3 credits - Major elective\\n- International Business & Trade Issues (IBT4101) - 3 credits - Major elective\\n- Marketing Communications Campaign (IBT4106) - 3 credits - Major elective\\n- Technology Innovation & Enterprenueship (IBT4108) - 3 credits - Major elective\\n- Artificial Intelligence (IBT4203) - 3 credits - Major elective\\n- Convergence of Business Administration & Engineering Capstone Design (Practice) (IBT4207) - 1 credits - Major elective\\n- Convergence of Business Administration & Engineering Capstone Design (Theory) (IBT4206) - 3 credits - Major elective\\n- Crisis Communication and Management (IBT4209) - 3 credits - Major elective\\n- IT and Business (IBT4201) - 3 credits - Major elective\\n- International Business Research Capstone Project (IBT4205) - 3 credits - Major elective\\n- International Logistics (IBT4202) - 3 credits - Major elective\\n- Technology Management (IBT4208) - 3 credits - Major electiveThe final semesters focus on advanced and integrative topics, culminating in capstone projects and specialized electives. Students explore emerging technologies, strategic problem-solving, and practical applications in international business, preparing for professional roles.\\n\\n']\n"
+     ]
+    }
+   ],
+   "source": [
+    "semesters_data = [\n",
+    "    {\n",
+    "        \"name\": \"1st Year, 1st Semester\",\n",
+    "        \"courses\": [\n",
+    "            \"Basic Korean (GEE3003) - 3 credits - Basic General Education\",\n",
+    "            \"English Communication: Advanced (GEB1109) - 3 credits - Basic General Education\",\n",
+    "            \"Introductory Engineering Mathematics (IGS1130) - 3 credits - Major Related General Education\",\n",
+    "            \"Phronesis Seminar (GEB1116) - 2 credits - Basic General Education\",\n",
+    "            \"Software Programming (IGS1131) - 3 credits - Major Related General Education\",\n",
+    "            \"Understanding of Economics (GEE2005) - 3 credits - Core General Education\"\n",
+    "        ]\n",
+    "    },\n",
+    "    {\n",
+    "        \"name\": \"1st Year, 2nd Semester\",\n",
+    "        \"courses\": [\n",
+    "            \"Business Context and Cultural Communication (IGS1204) - 3 credits - Major Related General Education\",\n",
+    "            \"Intermidiate Korean (GEE3004) - 3 credits - Basic General Education\",\n",
+    "            \"Marketing Software application (IGS1102) - 3 credits - Major Related General Education\",\n",
+    "            \"Principles of Business Administration (CBA1102) - 3 credits - Major Related General Education\",\n",
+    "            \"Reading Seminar: Humans, Value, Coexistence (GED1007) - 3 credits - Core General Education\"\n",
+    "        ]\n",
+    "    },\n",
+    "    {\n",
+    "        \"name\": \"2nd Year, 1st Semester, or 3rd semester\",\n",
+    "        \"courses\": [\n",
+    "            \"Academic Korean for Foreigners Ⅰ (GEF1105) - 3 credits - Basic General Education\",\n",
+    "            \"Business English (IBT2101) - 3 credits - Major elective\",\n",
+    "            \"Business Statistics (IGS2107) - 3 credits - Major Related General Education\",\n",
+    "            \"Global Economy (IBT2107) - 3 credits - Major elective\",\n",
+    "            \"International Event Management (IBT2104) - 3 credits - Major elective\",\n",
+    "            \"International Human Resources Management (IBT2108) - 3 credits - Major elective\",\n",
+    "            \"International Trade (IBT2106) - 3 credits - Major elective\",\n",
+    "            \"Introduction to Accounting (IBT1201) - 3 credits - Major Required\",\n",
+    "            \"Korean Society and Politics (GEE2003) - 3 credits - Core General Education\",\n",
+    "            \"Organizational Behavior (IBT3112) - 3 credits - Major Required\"\n",
+    "        ]\n",
+    "    },\n",
+    "    {\n",
+    "        \"name\": \"2nd Year, 2nd Semester, or 4th Semester\",\n",
+    "        \"courses\": [\n",
+    "            \"Academic Korean for Foreigners Ⅱ (GEF1106) - 3 credits - Core General Education\",\n",
+    "            \"Advertising (IBT2203) - 3 credits - Major elective\",\n",
+    "            \"Global Operation (IBT2202) - 3 credits - Major elective\",\n",
+    "            \"Global Retail Management (IBT2206) - 3 credits - Major elective\",\n",
+    "            \"International Business Strategy (IBT2102) - 3 credits - Major Required\",\n",
+    "            \"International Finance and Banking (IBT2201) - 3 credits - Major elective\"\n",
+    "        ]\n",
+    "    },\n",
+    "    {\n",
+    "        \"name\": \"3rd Year, 1st Semester, or 5th Semester\",\n",
+    "        \"courses\": [\n",
+    "            \"Basic programing & practice (IBT3107) - 3 credits - Major elective\",\n",
+    "            \"Case Studies in International Business (IBT3105) - 3 credits - Major elective\",\n",
+    "            \"E-Business Management (IBT3102) - 3 credits - Major elective\",\n",
+    "            \"Global Consumer Behavior (IBT3110) - 3 credits - Major elective\",\n",
+    "            \"Global Supply Management (IBT3106) - 3 credits - Major elective\",\n",
+    "            \"International Service Management (IBT3113) - 3 credits - Major Required\",\n",
+    "            \"Marketing Research (IBT3108) - 3 credits - Major elective\"\n",
+    "        ]\n",
+    "    },\n",
+    "    {\n",
+    "        \"name\": \"3rd Year, 2nd Semester, or 6th Semester\",\n",
+    "        \"courses\": [\n",
+    "            \"CSR Strategy and Cases (IBT3204) - 3 credits - Major elective\",\n",
+    "            \"DBMS 활용 (IBT3205) - 3 credits - Major elective\",\n",
+    "            \"Digital Marketing (IBT3206) - 3 credits - Major elective\",\n",
+    "            \"International Marketing (IBT3201) - 3 credits - Major Required\",\n",
+    "            \"Logistics Management (IBT3202) - 3 credits - Major Required\"\n",
+    "        ]\n",
+    "    },\n",
+    "    {\n",
+    "        \"name\": \"4th Year, 1st Semester, or 7th Semester\",\n",
+    "        \"courses\": [\n",
+    "            \"Advanced Business Statistics: Business Data Analytics using R Programming (IBT4109) - 3 credits - Major elective\",\n",
+    "            \"Advanced International Business Communication (IBT4110) - 3 credits - Major elective\",\n",
+    "            \"Big data analysis (IBT4105) - 3 credits - Major elective\",\n",
+    "            \"Design Thinking (IBT4111) - 3 credits - Major elective\",\n",
+    "            \"IT and Patent (IBT4103) - 3 credits - Major elective\",\n",
+    "            \"International Business & Trade Issues (IBT4101) - 3 credits - Major elective\",\n",
+    "            \"Marketing Communications Campaign (IBT4106) - 3 credits - Major elective\",\n",
+    "            \"Technology Innovation & Enterprenueship (IBT4108) - 3 credits - Major elective\"\n",
+    "        ]\n",
+    "    },\n",
+    "    {\n",
+    "        \"name\": \"4th Year, 2nd Semester, or 8th Semester\",\n",
+    "        \"courses\": [\n",
+    "            \"Artificial Intelligence (IBT4203) - 3 credits - Major elective\",\n",
+    "            \"Convergence of Business Administration & Engineering Capstone Design (Practice) (IBT4207) - 1 credits - Major elective\",\n",
+    "            \"Convergence of Business Administration & Engineering Capstone Design (Theory) (IBT4206) - 3 credits - Major elective\",\n",
+    "            \"Crisis Communication and Management (IBT4209) - 3 credits - Major elective\",\n",
+    "            \"IT and Business (IBT4201) - 3 credits - Major elective\",\n",
+    "            \"International Business Research Capstone Project (IBT4205) - 3 credits - Major elective\",\n",
+    "            \"International Logistics (IBT4202) - 3 credits - Major elective\",\n",
+    "            \"Technology Management (IBT4208) - 3 credits - Major elective\"\n",
+    "        ]\n",
+    "    }\n",
+    "]\n",
+    "\n",
+    "descriptions = [\n",
+    "    \"\",\n",
+    "    \"This period transitions from foundational studies to more specialized major-related general education and initial major electives. Students expand their understanding of business contexts, cultural communication, and various aspects of international business.\",\n",
+    "    \"During these semesters, students delve deeper into their major, focusing on required courses and a wide array of electives. Key areas include business statistics, global economics, international trade, accounting, and strategic aspects of international business.\",\n",
+    "    \"This phase marks a significant progression into advanced major-specific topics, blending required courses with specialized electives. Students explore global operations, strategic management, fundamental programming, and diverse aspects of international business case studies and marketing.\",\n",
+    "    \"These semesters concentrate on core major requirements and a variety of specialized electives in international business. Emphasis is placed on practical applications, digital strategies, and critical management areas like marketing, logistics, and database utilization.\",\n",
+    "    \"This period shifts towards advanced analytical and strategic skills, including data analytics, communication, and innovation. Students engage with complex topics like digital marketing, international trade issues, big data, and entrepreneurial thinking.\",\n",
+    "    \"The final semesters focus on advanced and integrative topics, culminating in capstone projects and specialized electives. Students explore emerging technologies, strategic problem-solving, and practical applications in international business, preparing for professional roles.\"\n",
+    "]\n",
+    "\n",
+    "output_for_rag_ibt = []\n",
+    "\n",
+    "for i in range(len(semesters_data) - 1):\n",
+    "    sem1 = semesters_data[i]\n",
+    "    sem2 = semesters_data[i+1]\n",
+    "\n",
+    "    abstract_desc = descriptions[i]\n",
+    "    \n",
+    "    # Precise semester mention as requested\n",
+    "    semesters_mention = f\"This content covers courses that students normally should take from {sem1['name']} and {sem2['name']}.\"\n",
+    "\n",
+    "    # Combine courses from both semesters, removing duplicates if any (though unlikely for distinct semesters)\n",
+    "    combined_courses = list(sem1[\"courses\"]) + list(sem2[\"courses\"])\n",
+    "    # Convert to a set to remove duplicates, then back to list if order isn't critical\n",
+    "    # For this dataset, courses are distinct per semester, so simple concatenation is fine.\n",
+    "    \n",
+    "    combined_courses_str = \"\\n- \" + \"\\n- \".join(combined_courses)\n",
+    "\n",
+    "    entry = (\n",
+    "        f\"{semesters_mention}\\n\\n\"\n",
+    "        f\"Courses included:\\n{combined_courses_str}\"\n",
+    "        f\"{abstract_desc}\\n\\n\"\n",
+    "        \n",
+    "        \n",
+    "    )\n",
+    "    output_for_rag_ibt.append(entry)\n",
+    "\n",
+    "print(output_for_rag_ibt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "964f7337",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'This content covers courses that students normally should take from 1st Year, 2nd Semester and 2nd Year, 1st Semester, or 3rd semester.\\n\\nCourses included:\\n\\n- Business Context and Cultural Communication (IGS1204) - 3 credits - Major Related General Education\\n- Intermidiate Korean (GEE3004) - 3 credits - Basic General Education\\n- Marketing Software application (IGS1102) - 3 credits - Major Related General Education\\n- Principles of Business Administration (CBA1102) - 3 credits - Major Related General Education\\n- Reading Seminar: Humans, Value, Coexistence (GED1007) - 3 credits - Core General Education\\n- Academic Korean for Foreigners Ⅰ (GEF1105) - 3 credits - Basic General Education\\n- Business English (IBT2101) - 3 credits - Major elective\\n- Business Statistics (IGS2107) - 3 credits - Major Related General Education\\n- Global Economy (IBT2107) - 3 credits - Major elective\\n- International Event Management (IBT2104) - 3 credits - Major elective\\n- International Human Resources Management (IBT2108) - 3 credits - Major elective\\n- International Trade (IBT2106) - 3 credits - Major elective\\n- Introduction to Accounting (IBT1201) - 3 credits - Major Required\\n- Korean Society and Politics (GEE2003) - 3 credits - Core General Education\\n- Organizational Behavior (IBT3112) - 3 credits - Major RequiredThis period transitions from foundational studies to more specialized major-related general education and initial major electives. Students expand their understanding of business contexts, cultural communication, and various aspects of international business.\\n\\n'"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "output_for_rag_ibt[1]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "692b2f97",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "len(output_for_rag_ibt)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "3131da62",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "3c63a65d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'1st Year, 1st Semester': ['1st Year, 1st Semester',\n",
+       "  'English Communication: Advanced (GEB1109) - 3 credits - Basic General Education',\n",
+       "  'Phronesis Seminar (GEB1116) - 2 credits - Basic General Education',\n",
+       "  'Basic Korean (GEE3003) - 3 credits - Basic General Education',\n",
+       "  'Introductory Engineering Mathematics (IGS1130) - 3 credits - Major Related General Education',\n",
+       "  'Software Programming (IGS1131) - 3 credits - Major Related General Education'],\n",
+       " '1st Year, 2nd Semester': ['1st Year, 2nd Semester',\n",
+       "  'Intermidiate Korean (GEE3004) - 3 credits - Basic General Education',\n",
+       "  'Reading Seminar: Humans, Value, Coexistence (GED3020d) - 3 credits - Core General Education',\n",
+       "  'General Physics (IGS1230) - 3 credits - Major Related General Education',\n",
+       "  'Computer Programming (IGS1232) - 3 credits - Major Related General Education',\n",
+       "  'Discrete Mathematics (ACE1312) - 3 credits - Major Related General Education',\n",
+       "  'Introduction to ISE (ISE1233) - 3 credits - Major Required',\n",
+       "  'Engineering Concept Drawing (ISE1234) - 3 credits - Major Required'],\n",
+       " '2nd Year, 1st Semester': ['2nd Year, 1st Semester',\n",
+       "  'Academic Korean for Foreigners I (GEF1105) - 3 credits - Basic General Education',\n",
+       "  'Object Oriented Programming (IGS2130) - 3 credits - Major Related General Education',\n",
+       "  'Signal and System Design (IGS2133) - 3 credits - Major Related General Education',\n",
+       "  'Creative ISE Design (ISE2132) - 3 credits - Major Required',\n",
+       "  'Basic Circuits and Electronics (ISE2135) - 3 credits - Major Required',\n",
+       "  'Structural Analysis of Mobility (ISE2134, FMS Track) - 3 credits - Major Required',\n",
+       "  'V2X Structural Analysis (ISE2134) -3 credits - Major Required'],\n",
+       " '2nd Year, 2nd Semester': ['2nd Year, 2nd Semester',\n",
+       "  'Linear Algebra (ACE2105) - 3 credits - Major Related General Education',\n",
+       "  'Data Structures (ISE2235, ISS Track) - 3 credits - Major Required',\n",
+       "  'Computer Networks (ISE2232) - 3 credits - Major Elective',\n",
+       "  'Digital Logic and Design (ISE2231) - 3 credits - Major Elective',\n",
+       "  'Dynamic Mechanics 1 (ISE2233, FMS Track) - 3 credits - Major Elective',\n",
+       "  'Intelligent V2X Design (ISE2234, FMS Track) - 3 credits - Major Elective',\n",
+       "  'IT and Patent (IBT4107) - 3 credits - Major Elective'],\n",
+       " '3rd Year, 1st Semester': ['3rd Year, 1st Semester',\n",
+       "  'Engineering Ethics and Discussion (GED1002) - 3 credits - Core General Education',\n",
+       "  'Probability and Statistics (IGS3130) - 3 credits - Major Related General Education',\n",
+       "  'VIP (Theory) (ISE3140) - 3 credits - Major Required',\n",
+       "  'VIP (Practice) (ISE3141) - 1 credit - Major Required',\n",
+       "  'IoT Application System (ISE3138) - 3 credits - Major Elective',\n",
+       "  'Data Communication (ISE3133) - 3 credits - Major Elective',\n",
+       "  'Navigation Systems (ISE3134, FMS Track) - 3 credits - Major Elective',\n",
+       "  'Motor Control (ISE3135, FMS Track) - 3 credits - Major Elective',\n",
+       "  'Cyber Issues and Law (TBD) - 3 credits - Major Elective'],\n",
+       " '3rd Year, 2nd Semester': ['3rd Year, 2nd Semester',\n",
+       "  'Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education',\n",
+       "  'Technology Innovation & Entrepreneurship (IBT4108) - 3 credits - Core General Education',\n",
+       "  'Software Engineering (ISE4133) - 3 credits - Major Required',\n",
+       "  'Smart Mobility Engineering Lab (IGS3231) - 3 credits - Major Related General Education',\n",
+       "  'Mobility System Control Practice (ISE3233, FMS Track) - 3 credits - Major Elective',\n",
+       "  'V2X Communication (ISE3234, FMS Track) - 3 credits - Major Elective',\n",
+       "  'Sensor Engineering (ISE3231) - 3 credits - Major Elective',\n",
+       "  'Business Context and Cultural Communication (IGS1204) - 3 credits - Major Elective'],\n",
+       " '4th Year, 1st Semester': ['4th Year, 1st Semester',\n",
+       "  'Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education',\n",
+       "  'Convergence of Business Administration & Engineering Capstone Design (Theory) (ISE4206) - 3 credits - Major Elective',\n",
+       "  'Convergence of Business Administration & Engineering Capstone Design (Practice) (ISE4207) - 1 credit - Major Elective',\n",
+       "  'AI Application System (ISE4132) - 3 credits - Major Elective',\n",
+       "  'Capstone Design in Digital Image Processing (ISE4131) - 3 credits - Major Elective',\n",
+       "  'Digital Signal Processing (ISE4136) - 3 credits - Major Elective',\n",
+       "  'Computer Security (ISE4137) - 3 credits - Major Elective',\n",
+       "  'Smart Mobility Service (ISE4134, FMS Track) - 3 credits - Major Elective'],\n",
+       " '4th Year, 2nd Semester': ['4th Year, 2nd Semester',\n",
+       "  'Embedded System Design (ISE3132) - 3 credits - Major Elective',\n",
+       "  'Undergraduate Research Practice (TBD) - 3 credits - Major Required',\n",
+       "  'Industry Practice (TBD) - 3 credits - Major Required',\n",
+       "  'Start-up Practice (TBD) - 3 credits - Major Required']}"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "parse_semester_data(raw_text)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "fc125013",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "--- Entry 1 ---\n",
+      "This content covers courses that students normally should take from 1st Year, 1st Semester and 1st Year, 2nd Semester.\n",
+      "\n",
+      "Courses included:\n",
+      "- 1st Year, 1st Semester\n",
+      "- English Communication: Advanced (GEB1109) - 3 credits - Basic General Education\n",
+      "- Phronesis Seminar (GEB1116) - 2 credits - Basic General Education\n",
+      "- Basic Korean (GEE3003) - 3 credits - Basic General Education\n",
+      "- Introductory Engineering Mathematics (IGS1130) - 3 credits - Major Related General Education\n",
+      "- Software Programming (IGS1131) - 3 credits - Major Related General Education\n",
+      "- 1st Year, 2nd Semester\n",
+      "- Intermidiate Korean (GEE3004) - 3 credits - Basic General Education\n",
+      "- Reading Seminar: Humans, Value, Coexistence (GED3020d) - 3 credits - Core General Education\n",
+      "- General Physics (IGS1230) - 3 credits - Major Related General Education\n",
+      "- Computer Programming (IGS1232) - 3 credits - Major Related General Education\n",
+      "- Discrete Mathematics (ACE1312) - 3 credits - Major Related General Education\n",
+      "- Introduction to ISE (ISE1233) - 3 credits - Major Required\n",
+      "- Engineering Concept Drawing (ISE1234) - 3 credits - Major Required\n",
+      "\n",
+      "This period focuses on foundational skills, including basic communication, mathematics, and introductory programming concepts. Students begin to explore core engineering principles and general education requirements, laying the groundwork for more specialized studies.\n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "--- Entry 2 ---\n",
+      "This content covers courses that students normally should take from 1st Year, 2nd Semester and 2nd Year, 1st Semester.\n",
+      "\n",
+      "Courses included:\n",
+      "- 1st Year, 2nd Semester\n",
+      "- Intermidiate Korean (GEE3004) - 3 credits - Basic General Education\n",
+      "- Reading Seminar: Humans, Value, Coexistence (GED3020d) - 3 credits - Core General Education\n",
+      "- General Physics (IGS1230) - 3 credits - Major Related General Education\n",
+      "- Computer Programming (IGS1232) - 3 credits - Major Related General Education\n",
+      "- Discrete Mathematics (ACE1312) - 3 credits - Major Related General Education\n",
+      "- Introduction to ISE (ISE1233) - 3 credits - Major Required\n",
+      "- Engineering Concept Drawing (ISE1234) - 3 credits - Major Required\n",
+      "- 2nd Year, 1st Semester\n",
+      "- Academic Korean for Foreigners I (GEF1105) - 3 credits - Basic General Education\n",
+      "- Object Oriented Programming (IGS2130) - 3 credits - Major Related General Education\n",
+      "- Signal and System Design (IGS2133) - 3 credits - Major Related General Education\n",
+      "- Creative ISE Design (ISE2132) - 3 credits - Major Required\n",
+      "- Basic Circuits and Electronics (ISE2135) - 3 credits - Major Required\n",
+      "- Structural Analysis of Mobility (ISE2134, FMS Track) - 3 credits - Major Required\n",
+      "- V2X Structural Analysis (ISE2134) -3 credits - Major Required\n",
+      "\n",
+      "Transitioning from core foundational studies, students delve deeper into programming paradigms like object-oriented programming and fundamental electronics. This period also introduces specific aspects of Information and Systems Engineering (ISE) through required courses and creative design thinking.\n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "--- Entry 3 ---\n",
+      "This content covers courses that students normally should take from 2nd Year, 1st Semester and 2nd Year, 2nd Semester.\n",
+      "\n",
+      "Courses included:\n",
+      "- 2nd Year, 1st Semester\n",
+      "- Academic Korean for Foreigners I (GEF1105) - 3 credits - Basic General Education\n",
+      "- Object Oriented Programming (IGS2130) - 3 credits - Major Related General Education\n",
+      "- Signal and System Design (IGS2133) - 3 credits - Major Related General Education\n",
+      "- Creative ISE Design (ISE2132) - 3 credits - Major Required\n",
+      "- Basic Circuits and Electronics (ISE2135) - 3 credits - Major Required\n",
+      "- Structural Analysis of Mobility (ISE2134, FMS Track) - 3 credits - Major Required\n",
+      "- V2X Structural Analysis (ISE2134) -3 credits - Major Required\n",
+      "- 2nd Year, 2nd Semester\n",
+      "- Linear Algebra (ACE2105) - 3 credits - Major Related General Education\n",
+      "- Data Structures (ISE2235, ISS Track) - 3 credits - Major Required\n",
+      "- Computer Networks (ISE2232) - 3 credits - Major Elective\n",
+      "- Digital Logic and Design (ISE2231) - 3 credits - Major Elective\n",
+      "- Dynamic Mechanics 1 (ISE2233, FMS Track) - 3 credits - Major Elective\n",
+      "- Intelligent V2X Design (ISE2234, FMS Track) - 3 credits - Major Elective\n",
+      "- IT and Patent (IBT4107) - 3 credits - Major Elective\n",
+      "\n",
+      "In these semesters, students solidify their understanding of essential engineering concepts, moving into areas like linear algebra, data structures, and digital logic. Electives begin to offer initial specialization paths within computer networks or dynamic mechanics, expanding their technical breadth.\n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "--- Entry 4 ---\n",
+      "This content covers courses that students normally should take from 2nd Year, 2nd Semester and 3rd Year, 1st Semester.\n",
+      "\n",
+      "Courses included:\n",
+      "- 2nd Year, 2nd Semester\n",
+      "- Linear Algebra (ACE2105) - 3 credits - Major Related General Education\n",
+      "- Data Structures (ISE2235, ISS Track) - 3 credits - Major Required\n",
+      "- Computer Networks (ISE2232) - 3 credits - Major Elective\n",
+      "- Digital Logic and Design (ISE2231) - 3 credits - Major Elective\n",
+      "- Dynamic Mechanics 1 (ISE2233, FMS Track) - 3 credits - Major Elective\n",
+      "- Intelligent V2X Design (ISE2234, FMS Track) - 3 credits - Major Elective\n",
+      "- IT and Patent (IBT4107) - 3 credits - Major Elective\n",
+      "- 3rd Year, 1st Semester\n",
+      "- Engineering Ethics and Discussion (GED1002) - 3 credits - Core General Education\n",
+      "- Probability and Statistics (IGS3130) - 3 credits - Major Related General Education\n",
+      "- VIP (Theory) (ISE3140) - 3 credits - Major Required\n",
+      "- VIP (Practice) (ISE3141) - 1 credit - Major Required\n",
+      "- IoT Application System (ISE3138) - 3 credits - Major Elective\n",
+      "- Data Communication (ISE3133) - 3 credits - Major Elective\n",
+      "- Navigation Systems (ISE3134, FMS Track) - 3 credits - Major Elective\n",
+      "- Motor Control (ISE3135, FMS Track) - 3 credits - Major Elective\n",
+      "- Cyber Issues and Law (TBD) - 3 credits - Major Elective\n",
+      "\n",
+      "This phase marks a significant shift towards more advanced and specialized topics, including probability, statistics, and initial project-based learning (VIP). Students also gain exposure to emerging fields like IoT applications, data communication, and ethical considerations in engineering.\n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "--- Entry 5 ---\n",
+      "This content covers courses that students normally should take from 3rd Year, 1st Semester and 3rd Year, 2nd Semester.\n",
+      "\n",
+      "Courses included:\n",
+      "- 3rd Year, 1st Semester\n",
+      "- Engineering Ethics and Discussion (GED1002) - 3 credits - Core General Education\n",
+      "- Probability and Statistics (IGS3130) - 3 credits - Major Related General Education\n",
+      "- VIP (Theory) (ISE3140) - 3 credits - Major Required\n",
+      "- VIP (Practice) (ISE3141) - 1 credit - Major Required\n",
+      "- IoT Application System (ISE3138) - 3 credits - Major Elective\n",
+      "- Data Communication (ISE3133) - 3 credits - Major Elective\n",
+      "- Navigation Systems (ISE3134, FMS Track) - 3 credits - Major Elective\n",
+      "- Motor Control (ISE3135, FMS Track) - 3 credits - Major Elective\n",
+      "- Cyber Issues and Law (TBD) - 3 credits - Major Elective\n",
+      "- 3rd Year, 2nd Semester\n",
+      "- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education\n",
+      "- Technology Innovation & Entrepreneurship (IBT4108) - 3 credits - Core General Education\n",
+      "- Software Engineering (ISE4133) - 3 credits - Major Required\n",
+      "- Smart Mobility Engineering Lab (IGS3231) - 3 credits - Major Related General Education\n",
+      "- Mobility System Control Practice (ISE3233, FMS Track) - 3 credits - Major Elective\n",
+      "- V2X Communication (ISE3234, FMS Track) - 3 credits - Major Elective\n",
+      "- Sensor Engineering (ISE3231) - 3 credits - Major Elective\n",
+      "- Business Context and Cultural Communication (IGS1204) - 3 credits - Major Elective\n",
+      "\n",
+      "Building on prior knowledge, students engage with software engineering principles and practical lab experiences in smart mobility. Core and general education requirements also progress, along with options for specialized electives in sensor engineering, V2X communication, and business contexts.\n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "--- Entry 6 ---\n",
+      "This content covers courses that students normally should take from 3rd Year, 2nd Semester and 4th Year, 1st Semester.\n",
+      "\n",
+      "Courses included:\n",
+      "- 3rd Year, 2nd Semester\n",
+      "- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education\n",
+      "- Technology Innovation & Entrepreneurship (IBT4108) - 3 credits - Core General Education\n",
+      "- Software Engineering (ISE4133) - 3 credits - Major Required\n",
+      "- Smart Mobility Engineering Lab (IGS3231) - 3 credits - Major Related General Education\n",
+      "- Mobility System Control Practice (ISE3233, FMS Track) - 3 credits - Major Elective\n",
+      "- V2X Communication (ISE3234, FMS Track) - 3 credits - Major Elective\n",
+      "- Sensor Engineering (ISE3231) - 3 credits - Major Elective\n",
+      "- Business Context and Cultural Communication (IGS1204) - 3 credits - Major Elective\n",
+      "- 4th Year, 1st Semester\n",
+      "- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education\n",
+      "- Convergence of Business Administration & Engineering Capstone Design (Theory) (ISE4206) - 3 credits - Major Elective\n",
+      "- Convergence of Business Administration & Engineering Capstone Design (Practice) (ISE4207) - 1 credit - Major Elective\n",
+      "- AI Application System (ISE4132) - 3 credits - Major Elective\n",
+      "- Capstone Design in Digital Image Processing (ISE4131) - 3 credits - Major Elective\n",
+      "- Digital Signal Processing (ISE4136) - 3 credits - Major Elective\n",
+      "- Computer Security (ISE4137) - 3 credits - Major Elective\n",
+      "- Smart Mobility Service (ISE4134, FMS Track) - 3 credits - Major Elective\n",
+      "\n",
+      "As students approach graduation, the focus shifts to advanced theoretical concepts and culminating capstone projects that integrate engineering with business administration. Specializations become more defined with electives in AI, digital signal processing, and computer security, preparing for complex real-world challenges.\n",
+      "\n",
+      "==================================================\n",
+      "\n",
+      "--- Entry 7 ---\n",
+      "This content covers courses that students normally should take from 4th Year, 1st Semester and 4th Year, 2nd Semester.\n",
+      "\n",
+      "Courses included:\n",
+      "- 4th Year, 1st Semester\n",
+      "- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education\n",
+      "- Convergence of Business Administration & Engineering Capstone Design (Theory) (ISE4206) - 3 credits - Major Elective\n",
+      "- Convergence of Business Administration & Engineering Capstone Design (Practice) (ISE4207) - 1 credit - Major Elective\n",
+      "- AI Application System (ISE4132) - 3 credits - Major Elective\n",
+      "- Capstone Design in Digital Image Processing (ISE4131) - 3 credits - Major Elective\n",
+      "- Digital Signal Processing (ISE4136) - 3 credits - Major Elective\n",
+      "- Computer Security (ISE4137) - 3 credits - Major Elective\n",
+      "- Smart Mobility Service (ISE4134, FMS Track) - 3 credits - Major Elective\n",
+      "- 4th Year, 2nd Semester\n",
+      "- Embedded System Design (ISE3132) - 3 credits - Major Elective\n",
+      "- Undergraduate Research Practice (TBD) - 3 credits - Major Required\n",
+      "- Industry Practice (TBD) - 3 credits - Major Required\n",
+      "- Start-up Practice (TBD) - 3 credits - Major Required\n",
+      "\n",
+      "The final semesters are dedicated to culminating projects and practical experiences, including undergraduate research, industry internships, and start-up practices. Students apply their accumulated knowledge in embedded systems design and prepare comprehensively for their professional careers.\n",
+      "\n",
+      "==================================================\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "import re\n",
+    "\n",
+    "def parse_semester_data(text):\n",
+    "    \"\"\"\n",
+    "    Parses the raw text containing semester and course information\n",
+    "    into a dictionary.\n",
+    "    Keys are semester names (e.g., \"1st Year, 1st Semester\") and\n",
+    "    values are lists of course strings (e.g., \"English Communication: Advanced (GEB1109) - 3 credits - Basic General Education\").\n",
+    "    \"\"\"\n",
+    "    semesters = {}\n",
+    "    current_semester = None\n",
+    "    lines = text.strip().split('\\n')\n",
+    "\n",
+    "    for line in lines:\n",
+    "        line = line.strip()\n",
+    "        if line.startswith('**') and line.endswith(':**'):\n",
+    "            # Extract semester name, remove '**' and ':'\n",
+    "            current_semester = line.strip('**:')\n",
+    "            semesters[current_semester] = [f\"{current_semester:} below: \"]\n",
+    "        elif line.startswith('- ') and current_semester:\n",
+    "            # Extract course information, remove '- ' prefix\n",
+    "            semesters[current_semester].append(line.lstrip('- ').strip())\n",
+    "    return semesters\n",
+    "\n",
+    "def generate_rag_entries(semester_data, semester_names_ordered, descriptions):\n",
+    "    \"\"\"\n",
+    "    Generates a list of strings, each representing two overlapping semesters\n",
+    "    formatted specifically for a RAG LLM system. Each string includes:\n",
+    "    1. An explicit description of the semesters covered.\n",
+    "    2. A list of all courses from both semesters combined.\n",
+    "    3. An abstract summary description repeated at the end.\n",
+    "\n",
+    "    Args:\n",
+    "        semester_data (dict): A dictionary where keys are semester names and\n",
+    "                              values are lists of course strings.\n",
+    "        semester_names_ordered (list): An ordered list of semester names\n",
+    "                                       to ensure correct pairing and overlap.\n",
+    "        descriptions (dict): A dictionary mapping (semester1_name, semester2_name)\n",
+    "                             tuples to their two-sentence abstract descriptions.\n",
+    "\n",
+    "    Returns:\n",
+    "        list: A list of strings, each formatted as required for RAG embeddings.\n",
+    "    \"\"\"\n",
+    "    rag_entries = []\n",
+    "    num_semesters = len(semester_names_ordered)\n",
+    "\n",
+    "    # Iterate through semester pairs for overlapping content\n",
+    "    for i in range(num_semesters - 1):\n",
+    "        sem1_name = semester_names_ordered[i]\n",
+    "        sem2_name = semester_names_ordered[i+1]\n",
+    "\n",
+    "        # 1. Explicit semester mention at the beginning\n",
+    "        # e.g., \"This content covers courses that students normally should take from 1st Year, 1st Semester and 1st Year, 2nd Semester.\"\n",
+    "        first_sentence_explicit_semesters = f\"This content covers courses that students normally should take from {sem1_name} and {sem2_name}.\"\n",
+    "        \n",
+    "        # 2. Abstract description (will also be repeated at the end)\n",
+    "        abstract_description_text = descriptions.get(\n",
+    "            (sem1_name, sem2_name),\n",
+    "            \"This period combines foundational and advanced coursework, preparing students with a broad skillset and specialized knowledge.\"\n",
+    "        )\n",
+    "\n",
+    "        # Start building the entry string based on the example format\n",
+    "        entry_string = f\"{first_sentence_explicit_semesters}\\n\\n\" # Blank line after explicit semester mention\n",
+    "        entry_string += f\"Courses included:\\n\" # \"Courses included:\" header, no extra blank line after this\n",
+    "\n",
+    "        # Collect all courses from both semesters into a single list\n",
+    "        all_courses_in_pair = []\n",
+    "        all_courses_in_pair.extend(semester_data.get(sem1_name, []))\n",
+    "        all_courses_in_pair.extend(semester_data.get(sem2_name, []))\n",
+    "\n",
+    "        # Add each course as a list item\n",
+    "        for course in all_courses_in_pair:\n",
+    "            entry_string += f\"- {course}\\n\"\n",
+    "        \n",
+    "        # 3. Repeat the abstract description at the end\n",
+    "        entry_string += f\"\\n{abstract_description_text}\" \n",
+    "        \n",
+    "        # Add the complete entry string to the list, stripping any trailing whitespace\n",
+    "        rag_entries.append(entry_string.strip())\n",
+    "\n",
+    "    return rag_entries\n",
+    "\n",
+    "# Raw input text containing all semester course information\n",
+    "raw_text = \"\"\"\n",
+    "**1st Year, 1st Semester:**\n",
+    "- English Communication: Advanced (GEB1109) - 3 credits - Basic General Education\n",
+    "- Phronesis Seminar (GEB1116) - 2 credits - Basic General Education\n",
+    "- Basic Korean (GEE3003) - 3 credits - Basic General Education\n",
+    "- Introductory Engineering Mathematics (IGS1130) - 3 credits - Major Related General Education\n",
+    "- Software Programming (IGS1131) - 3 credits - Major Related General Education\n",
+    "\n",
+    "**1st Year, 2nd Semester:**\n",
+    "- Intermidiate Korean (GEE3004) - 3 credits - Basic General Education\n",
+    "- Reading Seminar: Humans, Value, Coexistence (GED3020d) - 3 credits - Core General Education\n",
+    "- General Physics (IGS1230) - 3 credits - Major Related General Education\n",
+    "- Computer Programming (IGS1232) - 3 credits - Major Related General Education\n",
+    "- Discrete Mathematics (ACE1312) - 3 credits - Major Related General Education\n",
+    "- Introduction to ISE (ISE1233) - 3 credits - Major Required\n",
+    "- Engineering Concept Drawing (ISE1234) - 3 credits - Major Required\n",
+    "\n",
+    "**2nd Year, 1st Semester:**\n",
+    "- Academic Korean for Foreigners I (GEF1105) - 3 credits - Basic General Education\n",
+    "- Object Oriented Programming (IGS2130) - 3 credits - Major Related General Education\n",
+    "- Signal and System Design (IGS2133) - 3 credits - Major Related General Education\n",
+    "- Creative ISE Design (ISE2132) - 3 credits - Major Required\n",
+    "- Basic Circuits and Electronics (ISE2135) - 3 credits - Major Required\n",
+    "- Structural Analysis of Mobility (ISE2134, FMS Track) - 3 credits - Major Required\n",
+    "- V2X Structural Analysis (ISE2134) -3 credits - Major Required\n",
+    "\n",
+    "**2nd Year, 2nd Semester:**\n",
+    "- Linear Algebra (ACE2105) - 3 credits - Major Related General Education\n",
+    "- Data Structures (ISE2235, ISS Track) - 3 credits - Major Required\n",
+    "- Computer Networks (ISE2232) - 3 credits - Major Elective\n",
+    "- Digital Logic and Design (ISE2231) - 3 credits - Major Elective\n",
+    "- Dynamic Mechanics 1 (ISE2233, FMS Track) - 3 credits - Major Elective\n",
+    "- Intelligent V2X Design (ISE2234, FMS Track) - 3 credits - Major Elective\n",
+    "- IT and Patent (IBT4107) - 3 credits - Major Elective\n",
+    "\n",
+    "**3rd Year, 1st Semester:**\n",
+    "- Engineering Ethics and Discussion (GED1002) - 3 credits - Core General Education\n",
+    "- Probability and Statistics (IGS3130) - 3 credits - Major Related General Education\n",
+    "- VIP (Theory) (ISE3140) - 3 credits - Major Required\n",
+    "- VIP (Practice) (ISE3141) - 1 credit - Major Required\n",
+    "- IoT Application System (ISE3138) - 3 credits - Major Elective\n",
+    "- Data Communication (ISE3133) - 3 credits - Major Elective\n",
+    "- Navigation Systems (ISE3134, FMS Track) - 3 credits - Major Elective\n",
+    "- Motor Control (ISE3135, FMS Track) - 3 credits - Major Elective\n",
+    "- Cyber Issues and Law (TBD) - 3 credits - Major Elective\n",
+    "\n",
+    "**3rd Year, 2nd Semester:**\n",
+    "- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education\n",
+    "- Technology Innovation & Entrepreneurship (IBT4108) - 3 credits - Core General Education\n",
+    "- Software Engineering (ISE4133) - 3 credits - Major Required\n",
+    "- Smart Mobility Engineering Lab (IGS3231) - 3 credits - Major Related General Education\n",
+    "- Mobility System Control Practice (ISE3233, FMS Track) - 3 credits - Major Elective\n",
+    "- V2X Communication (ISE3234, FMS Track) - 3 credits - Major Elective\n",
+    "- Sensor Engineering (ISE3231) - 3 credits - Major Elective\n",
+    "- Business Context and Cultural Communication (IGS1204) - 3 credits - Major Elective\n",
+    "\n",
+    "**4th Year, 1st Semester:**\n",
+    "- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education\n",
+    "- Convergence of Business Administration & Engineering Capstone Design (Theory) (ISE4206) - 3 credits - Major Elective\n",
+    "- Convergence of Business Administration & Engineering Capstone Design (Practice) (ISE4207) - 1 credit - Major Elective\n",
+    "- AI Application System (ISE4132) - 3 credits - Major Elective\n",
+    "- Capstone Design in Digital Image Processing (ISE4131) - 3 credits - Major Elective\n",
+    "- Digital Signal Processing (ISE4136) - 3 credits - Major Elective\n",
+    "- Computer Security (ISE4137) - 3 credits - Major Elective\n",
+    "- Smart Mobility Service (ISE4134, FMS Track) - 3 credits - Major Elective\n",
+    "\n",
+    "**4th Year, 2nd Semester:**\n",
+    "\n",
+    "- Embedded System Design (ISE3132) - 3 credits - Major Elective\n",
+    "- Undergraduate Research Practice (TBD) - 3 credits - Major Required\n",
+    "- Industry Practice (TBD) - 3 credits - Major Required\n",
+    "- Start-up Practice (TBD) - 3 credits - Major Required\n",
+    "\"\"\"\n",
+    "\n",
+    "# Parse the raw text data into a structured dictionary\n",
+    "semester_data = parse_semester_data(raw_text)\n",
+    "\n",
+    "# Define the ordered list of semester names. This order dictates the overlap sequence.\n",
+    "semester_names_ordered = [\n",
+    "    \"1st Year, 1st Semester\",\n",
+    "    \"1st Year, 2nd Semester\",\n",
+    "    \"2nd Year, 1st Semester\",\n",
+    "    \"2nd Year, 2nd Semester\",\n",
+    "    \"3rd Year, 1st Semester\",\n",
+    "    \"3rd Year, 2nd Semester\",\n",
+    "    \"4th Year, 1st Semester\",\n",
+    "    \"4th Year, 2nd Semester\"\n",
+    "]\n",
+    "\n",
+    "# Custom abstract descriptions for each pair of semesters.\n",
+    "# These descriptions summarize the educational focus or typical progression\n",
+    "# for the combined two-semester period.\n",
+    "descriptions = {\n",
+    "    (\"1st Year, 1st Semester\", \"1st Year, 2nd Semester\"): \"This period focuses on foundational skills, including basic communication, mathematics, and introductory programming concepts. Students begin to explore core engineering principles and general education requirements, laying the groundwork for more specialized studies.\",\n",
+    "    (\"1st Year, 2nd Semester\", \"2nd Year, 1st Semester\"): \"Transitioning from core foundational studies, students delve deeper into programming paradigms like object-oriented programming and fundamental electronics. This period also introduces specific aspects of Information and Systems Engineering (ISE) through required courses and creative design thinking.\",\n",
+    "    (\"2nd Year, 1st Semester\", \"2nd Year, 2nd Semester\"): \"In these semesters, students solidify their understanding of essential engineering concepts, moving into areas like linear algebra, data structures, and digital logic. Electives begin to offer initial specialization paths within computer networks or dynamic mechanics, expanding their technical breadth.\",\n",
+    "    (\"2nd Year, 2nd Semester\", \"3rd Year, 1st Semester\"): \"This phase marks a significant shift towards more advanced and specialized topics, including probability, statistics, and initial project-based learning (VIP). Students also gain exposure to emerging fields like IoT applications, data communication, and ethical considerations in engineering.\",\n",
+    "    (\"3rd Year, 1st Semester\", \"3rd Year, 2nd Semester\"): \"Building on prior knowledge, students engage with software engineering principles and practical lab experiences in smart mobility. Core and general education requirements also progress, along with options for specialized electives in sensor engineering, V2X communication, and business contexts.\",\n",
+    "    (\"3rd Year, 2nd Semester\", \"4th Year, 1st Semester\"): \"As students approach graduation, the focus shifts to advanced theoretical concepts and culminating capstone projects that integrate engineering with business administration. Specializations become more defined with electives in AI, digital signal processing, and computer security, preparing for complex real-world challenges.\",\n",
+    "    (\"4th Year, 1st Semester\", \"4th Year, 2nd Semester\"): \"The final semesters are dedicated to culminating projects and practical experiences, including undergraduate research, industry internships, and start-up practices. Students apply their accumulated knowledge in embedded systems design and prepare comprehensively for their professional careers.\"\n",
+    "}\n",
+    "\n",
+    "# Generate the final list of strings for RAG LLM embedding\n",
+    "ise_rag_llm_entries = generate_rag_entries(semester_data, semester_names_ordered, descriptions)\n",
+    "\n",
+    "# Return the list of strings\n",
+    "# The following loop is for demonstration purposes to show the output format.\n",
+    "# In a real application, you would directly return `rag_llm_entries`.\n",
+    "if __name__ == \"__main__\":\n",
+    "    for i, entry in enumerate(rag_llm_entries):\n",
+    "        print(f\"--- Entry {i+1} ---\")\n",
+    "        print(entry)\n",
+    "        print(\"\\n\" + \"=\"*50 + \"\\n\")\n",
+    "\n",
+    "    # To directly return the list as requested:\n",
+    "    # return rag_llm_entries "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "18376b56",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['This content covers courses that students normally should take from 1st Year, 1st Semester and 1st Year, 2nd Semester.\\n\\nCourses included:\\n- 1st Year, 1st Semester below: \\n- English Communication: Advanced (GEB1109) - 3 credits - Basic General Education\\n- Phronesis Seminar (GEB1116) - 2 credits - Basic General Education\\n- Basic Korean (GEE3003) - 3 credits - Basic General Education\\n- Introductory Engineering Mathematics (IGS1130) - 3 credits - Major Related General Education\\n- Software Programming (IGS1131) - 3 credits - Major Related General Education\\n- 1st Year, 2nd Semester below: \\n- Intermidiate Korean (GEE3004) - 3 credits - Basic General Education\\n- Reading Seminar: Humans, Value, Coexistence (GED3020d) - 3 credits - Core General Education\\n- General Physics (IGS1230) - 3 credits - Major Related General Education\\n- Computer Programming (IGS1232) - 3 credits - Major Related General Education\\n- Discrete Mathematics (ACE1312) - 3 credits - Major Related General Education\\n- Introduction to ISE (ISE1233) - 3 credits - Major Required\\n- Engineering Concept Drawing (ISE1234) - 3 credits - Major Required\\n\\nThis period focuses on foundational skills, including basic communication, mathematics, and introductory programming concepts. Students begin to explore core engineering principles and general education requirements, laying the groundwork for more specialized studies.',\n",
+       " 'This content covers courses that students normally should take from 1st Year, 2nd Semester and 2nd Year, 1st Semester.\\n\\nCourses included:\\n- 1st Year, 2nd Semester below: \\n- Intermidiate Korean (GEE3004) - 3 credits - Basic General Education\\n- Reading Seminar: Humans, Value, Coexistence (GED3020d) - 3 credits - Core General Education\\n- General Physics (IGS1230) - 3 credits - Major Related General Education\\n- Computer Programming (IGS1232) - 3 credits - Major Related General Education\\n- Discrete Mathematics (ACE1312) - 3 credits - Major Related General Education\\n- Introduction to ISE (ISE1233) - 3 credits - Major Required\\n- Engineering Concept Drawing (ISE1234) - 3 credits - Major Required\\n- 2nd Year, 1st Semester below: \\n- Academic Korean for Foreigners I (GEF1105) - 3 credits - Basic General Education\\n- Object Oriented Programming (IGS2130) - 3 credits - Major Related General Education\\n- Signal and System Design (IGS2133) - 3 credits - Major Related General Education\\n- Creative ISE Design (ISE2132) - 3 credits - Major Required\\n- Basic Circuits and Electronics (ISE2135) - 3 credits - Major Required\\n- Structural Analysis of Mobility (ISE2134, FMS Track) - 3 credits - Major Required\\n- V2X Structural Analysis (ISE2134) -3 credits - Major Required\\n\\nTransitioning from core foundational studies, students delve deeper into programming paradigms like object-oriented programming and fundamental electronics. This period also introduces specific aspects of Information and Systems Engineering (ISE) through required courses and creative design thinking.',\n",
+       " 'This content covers courses that students normally should take from 2nd Year, 1st Semester and 2nd Year, 2nd Semester.\\n\\nCourses included:\\n- 2nd Year, 1st Semester below: \\n- Academic Korean for Foreigners I (GEF1105) - 3 credits - Basic General Education\\n- Object Oriented Programming (IGS2130) - 3 credits - Major Related General Education\\n- Signal and System Design (IGS2133) - 3 credits - Major Related General Education\\n- Creative ISE Design (ISE2132) - 3 credits - Major Required\\n- Basic Circuits and Electronics (ISE2135) - 3 credits - Major Required\\n- Structural Analysis of Mobility (ISE2134, FMS Track) - 3 credits - Major Required\\n- V2X Structural Analysis (ISE2134) -3 credits - Major Required\\n- 2nd Year, 2nd Semester below: \\n- Linear Algebra (ACE2105) - 3 credits - Major Related General Education\\n- Data Structures (ISE2235, ISS Track) - 3 credits - Major Required\\n- Computer Networks (ISE2232) - 3 credits - Major Elective\\n- Digital Logic and Design (ISE2231) - 3 credits - Major Elective\\n- Dynamic Mechanics 1 (ISE2233, FMS Track) - 3 credits - Major Elective\\n- Intelligent V2X Design (ISE2234, FMS Track) - 3 credits - Major Elective\\n- IT and Patent (IBT4107) - 3 credits - Major Elective\\n\\nIn these semesters, students solidify their understanding of essential engineering concepts, moving into areas like linear algebra, data structures, and digital logic. Electives begin to offer initial specialization paths within computer networks or dynamic mechanics, expanding their technical breadth.',\n",
+       " 'This content covers courses that students normally should take from 2nd Year, 2nd Semester and 3rd Year, 1st Semester.\\n\\nCourses included:\\n- 2nd Year, 2nd Semester below: \\n- Linear Algebra (ACE2105) - 3 credits - Major Related General Education\\n- Data Structures (ISE2235, ISS Track) - 3 credits - Major Required\\n- Computer Networks (ISE2232) - 3 credits - Major Elective\\n- Digital Logic and Design (ISE2231) - 3 credits - Major Elective\\n- Dynamic Mechanics 1 (ISE2233, FMS Track) - 3 credits - Major Elective\\n- Intelligent V2X Design (ISE2234, FMS Track) - 3 credits - Major Elective\\n- IT and Patent (IBT4107) - 3 credits - Major Elective\\n- 3rd Year, 1st Semester below: \\n- Engineering Ethics and Discussion (GED1002) - 3 credits - Core General Education\\n- Probability and Statistics (IGS3130) - 3 credits - Major Related General Education\\n- VIP (Theory) (ISE3140) - 3 credits - Major Required\\n- VIP (Practice) (ISE3141) - 1 credit - Major Required\\n- IoT Application System (ISE3138) - 3 credits - Major Elective\\n- Data Communication (ISE3133) - 3 credits - Major Elective\\n- Navigation Systems (ISE3134, FMS Track) - 3 credits - Major Elective\\n- Motor Control (ISE3135, FMS Track) - 3 credits - Major Elective\\n- Cyber Issues and Law (TBD) - 3 credits - Major Elective\\n\\nThis phase marks a significant shift towards more advanced and specialized topics, including probability, statistics, and initial project-based learning (VIP). Students also gain exposure to emerging fields like IoT applications, data communication, and ethical considerations in engineering.',\n",
+       " 'This content covers courses that students normally should take from 3rd Year, 1st Semester and 3rd Year, 2nd Semester.\\n\\nCourses included:\\n- 3rd Year, 1st Semester below: \\n- Engineering Ethics and Discussion (GED1002) - 3 credits - Core General Education\\n- Probability and Statistics (IGS3130) - 3 credits - Major Related General Education\\n- VIP (Theory) (ISE3140) - 3 credits - Major Required\\n- VIP (Practice) (ISE3141) - 1 credit - Major Required\\n- IoT Application System (ISE3138) - 3 credits - Major Elective\\n- Data Communication (ISE3133) - 3 credits - Major Elective\\n- Navigation Systems (ISE3134, FMS Track) - 3 credits - Major Elective\\n- Motor Control (ISE3135, FMS Track) - 3 credits - Major Elective\\n- Cyber Issues and Law (TBD) - 3 credits - Major Elective\\n- 3rd Year, 2nd Semester below: \\n- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education\\n- Technology Innovation & Entrepreneurship (IBT4108) - 3 credits - Core General Education\\n- Software Engineering (ISE4133) - 3 credits - Major Required\\n- Smart Mobility Engineering Lab (IGS3231) - 3 credits - Major Related General Education\\n- Mobility System Control Practice (ISE3233, FMS Track) - 3 credits - Major Elective\\n- V2X Communication (ISE3234, FMS Track) - 3 credits - Major Elective\\n- Sensor Engineering (ISE3231) - 3 credits - Major Elective\\n- Business Context and Cultural Communication (IGS1204) - 3 credits - Major Elective\\n\\nBuilding on prior knowledge, students engage with software engineering principles and practical lab experiences in smart mobility. Core and general education requirements also progress, along with options for specialized electives in sensor engineering, V2X communication, and business contexts.',\n",
+       " 'This content covers courses that students normally should take from 3rd Year, 2nd Semester and 4th Year, 1st Semester.\\n\\nCourses included:\\n- 3rd Year, 2nd Semester below: \\n- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education\\n- Technology Innovation & Entrepreneurship (IBT4108) - 3 credits - Core General Education\\n- Software Engineering (ISE4133) - 3 credits - Major Required\\n- Smart Mobility Engineering Lab (IGS3231) - 3 credits - Major Related General Education\\n- Mobility System Control Practice (ISE3233, FMS Track) - 3 credits - Major Elective\\n- V2X Communication (ISE3234, FMS Track) - 3 credits - Major Elective\\n- Sensor Engineering (ISE3231) - 3 credits - Major Elective\\n- Business Context and Cultural Communication (IGS1204) - 3 credits - Major Elective\\n- 4th Year, 1st Semester below: \\n- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education\\n- Convergence of Business Administration & Engineering Capstone Design (Theory) (ISE4206) - 3 credits - Major Elective\\n- Convergence of Business Administration & Engineering Capstone Design (Practice) (ISE4207) - 1 credit - Major Elective\\n- AI Application System (ISE4132) - 3 credits - Major Elective\\n- Capstone Design in Digital Image Processing (ISE4131) - 3 credits - Major Elective\\n- Digital Signal Processing (ISE4136) - 3 credits - Major Elective\\n- Computer Security (ISE4137) - 3 credits - Major Elective\\n- Smart Mobility Service (ISE4134, FMS Track) - 3 credits - Major Elective\\n\\nAs students approach graduation, the focus shifts to advanced theoretical concepts and culminating capstone projects that integrate engineering with business administration. Specializations become more defined with electives in AI, digital signal processing, and computer security, preparing for complex real-world challenges.',\n",
+       " 'This content covers courses that students normally should take from 4th Year, 1st Semester and 4th Year, 2nd Semester.\\n\\nCourses included:\\n- 4th Year, 1st Semester below: \\n- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education\\n- Convergence of Business Administration & Engineering Capstone Design (Theory) (ISE4206) - 3 credits - Major Elective\\n- Convergence of Business Administration & Engineering Capstone Design (Practice) (ISE4207) - 1 credit - Major Elective\\n- AI Application System (ISE4132) - 3 credits - Major Elective\\n- Capstone Design in Digital Image Processing (ISE4131) - 3 credits - Major Elective\\n- Digital Signal Processing (ISE4136) - 3 credits - Major Elective\\n- Computer Security (ISE4137) - 3 credits - Major Elective\\n- Smart Mobility Service (ISE4134, FMS Track) - 3 credits - Major Elective\\n- 4th Year, 2nd Semester below: \\n- Embedded System Design (ISE3132) - 3 credits - Major Elective\\n- Undergraduate Research Practice (TBD) - 3 credits - Major Required\\n- Industry Practice (TBD) - 3 credits - Major Required\\n- Start-up Practice (TBD) - 3 credits - Major Required\\n\\nThe final semesters are dedicated to culminating projects and practical experiences, including undergraduate research, industry internships, and start-up practices. Students apply their accumulated knowledge in embedded systems design and prepare comprehensively for their professional careers.']"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ise_rag_llm_entries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "45869755",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be6ef240",
+   "metadata": {},
+   "source": [
+    "## scrapping"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "a928f864",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def scrape_and_save(url, retry=0):\n",
+    "    full_url = urljoin(BASE_URL, url)\n",
+    "    if full_url in visited or retry > 3:\n",
+    "        return\n",
+    "    visited.add(full_url)\n",
+    "\n",
+    "    try:\n",
+    "        print(f\"Scraping: {full_url}\")\n",
+    "        response = requests.get(full_url, headers=HEADERS, timeout=15)\n",
+    "        response.raise_for_status()\n",
+    "\n",
+    "        soup = BeautifulSoup(response.text, \"html.parser\")\n",
+    "        text = soup.get_text(separator=\"\\n\", strip=True)\n",
+    "\n",
+    "        # ✨ Get semantic filename from first non-empty visible line\n",
+    "        first_line = next((line for line in text.split(\"\\n\") if line.strip()), \"unnamed-page\")\n",
+    "        filename = quote(first_line[:60], safe='')  # limit length and clean\n",
+    "\n",
+    "        # Save page content\n",
+    "        with open(os.path.join(OUTPUT_DIR, f\"{filename}.txt\"), \"w\", encoding=\"utf-8\") as f:\n",
+    "            f.write(text)\n",
+    "\n",
+    "        # Find and follow sublinks\n",
+    "        for a_tag in soup.find_all(\"a\", href=True):\n",
+    "            href = a_tag[\"href\"]\n",
+    "            if is_valid_internal(href):\n",
+    "                time.sleep(1)\n",
+    "                scrape_and_save(href)\n",
+    "\n",
+    "    except requests.exceptions.RequestException as e:\n",
+    "        print(f\"❌ Error scraping {full_url}: {e}\")\n",
+    "        print(\"🔁 Retrying...\")\n",
+    "        time.sleep(3)\n",
+    "        scrape_and_save(url, retry=retry+1)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "a54ff0c8",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "SyntaxError",
+     "evalue": "invalid syntax (3085372508.py, line 1)",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;36m  Cell \u001b[0;32mIn[21], line 1\u001b[0;36m\u001b[0m\n\u001b[0;31m    https://sgcs.inha.ac.kr/sgcs/9116/subview.do\u001b[0m\n\u001b[0m          ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
+     ]
+    }
+   ],
+   "source": [
+    "https://sgcs.inha.ac.kr/sgcs/9116/subview.do"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "b4065ba1",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9119/subview.do\n",
+      "✅ Saved: inha_pages/IBT.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/index.do\n",
+      "✅ Saved: inha_pages/%EC%9D%B8%ED%95%98%EB%8C%80%ED%95%99%EA%B5%90_%EA%B5%AD%EC%A0%9C%ED%95%99%EB%B6%80.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9080/subview.do\n",
+      "✅ Saved: inha_pages/About_INHA_SGCS.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9082/subview.do\n",
+      "✅ Saved: inha_pages/Deans_Welcome.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9091/subview.do\n",
+      "✅ Saved: inha_pages/Contact_How_to_Visit.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9092/subview.do\n",
+      "✅ Saved: inha_pages/Brochure.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9094/subview.do\n",
+      "✅ Saved: inha_pages/Admission.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9112/subview.do\n",
+      "✅ Saved: inha_pages/Scholarship.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9096/subview.do\n",
+      "✅ Saved: inha_pages/Academic_Calendar.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9116/subview.do\n",
+      "✅ Saved: inha_pages/IBT.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9117/subview.do\n",
+      "✅ Saved: inha_pages/ISE.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9118/subview.do\n",
+      "✅ Saved: inha_pages/KLC.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9113/subview.do\n",
+      "✅ Saved: inha_pages/Double_Minor_Major.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9120/subview.do\n",
+      "✅ Saved: inha_pages/ISE.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9121/subview.do\n",
+      "✅ Saved: inha_pages/KLC.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9125/subview.do\n",
+      "✅ Saved: inha_pages/Professors.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9126/subview.do\n",
+      "✅ Saved: inha_pages/Lecturers.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9127/subview.do\n",
+      "✅ Saved: inha_pages/Professors.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9128/subview.do\n",
+      "✅ Saved: inha_pages/Lecturers.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9129/subview.do\n",
+      "✅ Saved: inha_pages/Professors.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9130/subview.do\n",
+      "✅ Saved: inha_pages/Lecturers.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9102/subview.do\n",
+      "✅ Saved: inha_pages/Special_Programs.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9103/subview.do\n",
+      "✅ Saved: inha_pages/Student_Activities.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9104/subview.do\n",
+      "✅ Saved: inha_pages/Dormitory.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9105/subview.do\n",
+      "✅ Saved: inha_pages/Scholarship.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9131/subview.do\n",
+      "✅ Saved: inha_pages/Career_Prospects.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9132/subview.do\n",
+      "✅ Saved: inha_pages/Career_Development_Help.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9133/subview.do\n",
+      "✅ Saved: inha_pages/Notice.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9134/subview.do\n",
+      "✅ Saved: inha_pages/News.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9135/subview.do\n",
+      "✅ Saved: inha_pages/Gallery.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9136/subview.do\n",
+      "✅ Saved: inha_pages/Promotional_Video.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9137/subview.do\n",
+      "✅ Saved: inha_pages/Resources.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9107/subview.do\n",
+      "✅ Saved: inha_pages/Login.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9108/subview.do\n",
+      "✅ Saved: inha_pages/Sitemap.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs//subview.do\n",
+      "✅ Saved: inha_pages/Alert.txt\n",
+      "🔍 Scraping: https://sgcs.inha.ac.kr/sgcs/9091/subview..do\n",
+      "✅ Saved: inha_pages/Contact_How_to_Visit.txt\n",
+      "🎉 Scraping complete.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "import time\n",
+    "import re\n",
+    "import requests\n",
+    "from bs4 import BeautifulSoup\n",
+    "from urllib.parse import urljoin, urlparse, quote\n",
+    "\n",
+    "# === Configuration ===\n",
+    "BASE_URL = \"https://sgcs.inha.ac.kr\"\n",
+    "START_PATHS = [\n",
+    "    \"/sgcs/9119/subview.do\",  # About\n",
+    "    \"/sgcs/9120/subview.do\",  # Admission\n",
+    "    \"/sgcs/9121/subview.do\"   # Academics\n",
+    "]\n",
+    "OUTPUT_DIR = \"inha_pages\"\n",
+    "visited = set()\n",
+    "\n",
+    "HEADERS = {\n",
+    "    \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 Chrome/115.0.0.0 Safari/537.36\"\n",
+    "}\n",
+    "\n",
+    "os.makedirs(OUTPUT_DIR, exist_ok=True)\n",
+    "\n",
+    "# === Utility Functions ===\n",
+    "\n",
+    "def is_valid_internal(url):\n",
+    "    parsed = urlparse(url)\n",
+    "    return parsed.netloc in [\"\", \"sgcs.inha.ac.kr\"] and url.startswith(\"/sgcs/\")\n",
+    "\n",
+    "def clean_filename_from_text(text):\n",
+    "    # Use first visible line as filename, clean it\n",
+    "    line = text.strip().split(\"\\n\")[0]\n",
+    "    line = re.sub(r'[^\\w\\s-]', '', line)              # remove special characters\n",
+    "    line = re.sub(r'\\s+', '_', line.strip())          # spaces to underscores\n",
+    "    return quote(line[:60], safe='') or \"unnamed_page\"\n",
+    "\n",
+    "# === Main Scraper Function ===\n",
+    "\n",
+    "def scrape_and_save(url, retry=0):\n",
+    "    full_url = urljoin(BASE_URL, url)\n",
+    "    if full_url in visited or retry > 3:\n",
+    "        return\n",
+    "    visited.add(full_url)\n",
+    "\n",
+    "    try:\n",
+    "        print(f\"🔍 Scraping: {full_url}\")\n",
+    "        response = requests.get(full_url, headers=HEADERS, timeout=15)\n",
+    "        response.raise_for_status()\n",
+    "\n",
+    "        soup = BeautifulSoup(response.text, \"html.parser\")\n",
+    "        text = soup.get_text(separator=\"\\n\", strip=True)\n",
+    "\n",
+    "        if not text.strip():\n",
+    "            print(f\"⚠️ Skipping empty page: {full_url}\")\n",
+    "            return\n",
+    "\n",
+    "        filename = clean_filename_from_text(text)\n",
+    "        filepath = os.path.join(OUTPUT_DIR, f\"{filename}.txt\")\n",
+    "        \n",
+    "        with open(filepath, \"w\", encoding=\"utf-8\") as f:\n",
+    "            f.write(text)\n",
+    "        print(f\"✅ Saved: {filepath}\")\n",
+    "\n",
+    "        # Follow internal links\n",
+    "        for a_tag in soup.find_all(\"a\", href=True):\n",
+    "            href = a_tag[\"href\"]\n",
+    "            if is_valid_internal(href):\n",
+    "                time.sleep(1)  # polite delay\n",
+    "                scrape_and_save(href)\n",
+    "\n",
+    "    except requests.exceptions.RequestException as e:\n",
+    "        print(f\"❌ Error scraping {full_url}: {e}\")\n",
+    "        print(\"🔁 Retrying...\")\n",
+    "        time.sleep(3)\n",
+    "        scrape_and_save(url, retry=retry+1)\n",
+    "\n",
+    "# === Run the Scraper ===\n",
+    "\n",
+    "if __name__ == \"__main__\":\n",
+    "    for path in START_PATHS:\n",
+    "        scrape_and_save(path)\n",
+    "\n",
+    "    print(\"🎉 Scraping complete.\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6d1f1cd3",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": ".venv (3.10.18)",
+   "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": "3.10.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}

docs/p00001/Career_Prospects.txt

@@ -0,0 +1,37 @@
+Career Prospects
+Why SGCS Program?
+
+IBT, ISE: 100% English Taught Curriculum / KLC: 100% Korean Taught Curriculum
+Interdisciplinary Education Curriculum
+Cultivate Global Perspectives and Visions
+Provide INHA University’s Organized Student Employment Supporting System
+
+Graduates of INHA SGCS
+Graduates of INHA SGCS will get a variety of employment opportunities. Our interdisciplinary education, 100% English taught curriculum, and an organized student supporting system will help students to improve their competitiveness in the job market. The SGCS is truly prepared to support student’s career development through our internal infrastructure and job recruitment supporting programs such as internships. Students are expected to pursue their career in the following fields.
+
+IBT
+International Business & Trade
+
+Multinational Corporation & IT Companies
+Trading and Logistics Companies
+Banking and Finance Services
+International Organization and Public Sectors (UN, NGO, and etc)
+Graduate School
+
+ISE
+Integrated System & Engineering
+
+Samsung Electronics, LG Electronics
+Automobile Manufacturers
+Google, Apple, Microsoft
+System Integrators (Samsung SDS, LG-CNS)
+Telecom Companies (SK-Telecom, KT, LG U+)
+Graduate School
+
+KLC
+Korean Language & Culture
+
+국내외 기업체
+국내외 민간단체 및 국가기관
+한국어 교육기관 및 교육전문가
+통번역 대학원 및 기타 한국어관련 대학원

docs/p00001/Scholarship.txt

@@ -0,0 +1,169 @@
+Scholarship
+
+Scholarship System for International Students (foreign students)
+
+For Freshmen Students  
+Based on TOPIK score – Korean Language Center:
+
+TOPIK LEVEL 4:  
+    • 1 semester 30% tuition fee
+
+Inha University Korean Language Center LEVEL 6 Graduate:  
+    • 1 semester full tuition fee
+
+TOPIK LEVEL 5:  
+    • 1 semester half tuition fee
+
+TOPIK LEVEL 6:  
+    • 1 semester full tuition fee
+
+For Freshmen Students (SGCS students are ineligible)
+
+GAOKAO (高考) SCORE (CHINESE STUDENTS ONLY) – English Proficiency Score (TOEFL or IELTS)  
+※ Native speakers are not eligible.
+
+TOEFL IBT 120 / IELTS 9:
+
+Key Universities (一本大学) Admission line + 70  
+    • 4-year full tuition fee (5 years for Architecture majors)  
+    • Monthly supplement of KRW 300,000  
+    • Dormitory expenses (4-person room)
+
+IELTS 9 / TOEFL IBT 115 or higher:  
+    • Same as above
+
+Key Universities (一本大学) Admission line + 50  
+    • 4-year full tuition fee (5 years for Architecture majors)  
+    • Monthly supplement of KRW 300,000
+
+TOEFL IBT 106 or IELTS 8 or higher:  
+    • 4-year full tuition fee (5 years for Architecture majors)  
+    • Monthly supplement of KRW 300,000
+
+Key Universities (一本大学) Admission line:  
+    • 1-year full tuition fee
+
+TOEFL IBT 96 or IELTS 7 or higher:  
+    • 1-year full tuition fee
+
+Second Universities (二本大学) Admission Line + [(Key Univ. Line - Second Univ. Line) / 2]:  
+    • 1 semester half tuition fee
+
+TOEFL IBT 90 or IELTS 6.5 or higher:  
+    • 1 semester half tuition fee
+
+---
+
+Scholarship System for Freshman Students (SGCS Students)
+
+TOPIK level 3 or higher / Without TOPIK  
+English Proficiency Score (TOEFL or IELTS)  
+※ Native speakers are not eligible.
+
+TOEFL IBT 120 / IELTS 9:
+
+TOEFL IBT 115 or IELTS 9 or higher:  
+    • 4-year full tuition fee  
+    • Monthly supplement of KRW 300,000  
+    • Dormitory expenses (4-person room)
+
+IELTS 9 or TOEFL IBT 115 or higher:  
+    • 2-year full tuition fee
+
+TOEFL IBT 106 or IELTS 8 or higher:  
+    • 4-year full tuition fee (5 years for Architecture majors)  
+    • Monthly supplement of KRW 300,000
+
+TOEFL IBT 106 or IELTS 8 or higher:  
+    • 1-year full tuition fee
+
+TOEFL IBT 96 or IELTS 7 or higher:  
+    • 1-year full tuition fee
+
+TOEFL IBT 96 or IELTS 7 or higher:  
+    • 1 semester full tuition fee
+
+TOEFL IBT 90 or IELTS 6.5 or higher:  
+    • 1 semester half tuition fee
+
+---
+
+Scholarship System for International Transfer Students
+
+TOPIK LEVEL 4 or higher / TOPIK LEVEL 4 below or without TOPIK  
+English Proficiency Score (TOEFL or IELTS)  
+※ Native speakers are not eligible.
+
+TOEFL IBT 120 / IELTS 9:
+
+TOEFL IBT 96 or IELTS 7 or higher:  
+    • 1-year full tuition fee  
+    • OR 1 semester full tuition fee
+
+TOEFL IBT 90 or IELTS 6.5 or higher:  
+    • 1 semester half tuition fee
+
+---
+
+Admission scholarships are determined only after applicants have submitted their certifications before admission. Final decisions are made after document screening.  
+Note: No double scholarship benefits.
+
+---
+
+Scholarship System for Enrolled Students
+
+Classification:  
+General majors (except SGCS):  
+    • GPA 4.30 or above: full tuition fee  
+    • GPA 4.00 or above: 3/4 tuition fee  
+    • GPA 3.75 or above: 1/2 tuition fee  
+    • GPA 3.20: 1/4 tuition fee  
+
+SGCS students:  
+    • GPA 4.50: full tuition fee  
+    • GPA 4.30 or above: 3/4 tuition fee  
+    • GPA 4.00 or above: 1/2 tuition fee  
+    • GPA 3.50 or above: 1/4 tuition fee
+
+Note:  
+※ Not awarded in the first semester.  
+※ From the second semester onwards, scholarships will only be awarded if the student enrolled in ≥16 credits and completed ≥15 credits in the previous semester.  
+※ In 8th semester (10th for Architecture majors), student must enroll ≥12 credits and complete ≥9 credits.
+
+---
+
+Global Scholarship Suspension and Loss  
+(Eligibility revoked if student attains Korean citizenship)
+
+Admission Scholarship  
+• 4-year Full Scholarship (5 years for Architecture) + Monthly Supplement
+
+Suspension:  
+    • GPA < 3.20  
+    • Leave of absence in 2nd, 3rd, or 4th year  
+    • GPA < 4.00 → no supplement for 1 month
+
+Loss:  
+    • GPA of 2 previous semesters < 3.20  
+    • Leave of absence in 1st year  
+    • GPA < 2.50  
+→ Ineligible for Global Scholarship 2
+
+2-year Full Scholarship:
+
+Suspension:  
+    • GPA < 3.20  
+    • Leave of absence in 2nd year
+
+Loss:  
+    • GPA of 2 previous semesters < 3.20  
+    • Leave of absence in 1st year  
+    • GPA < 2.50  
+→ Ineligible for Global Scholarship 2
+
+1-year Full Scholarship:
+
+Loss:  
+    • GPA < 3.20 → student pays full tuition  
+    • Leave of absence in 1st year  
+→ Ineligible for Global Scholarship 2

docs/p00001/Special_Programs.txt

@@ -0,0 +1,8 @@
+Inha university Special_Programs
+
+SGCS Korean Program
+SGCS provides a 2 year SGCS Korean Program toward IBT and ISE major students. This program is held during the actual semesters under the teaching of Korean language education experts and will be in relations with the basic required Korean course. The department expect that the students will gain a high academic Korean level and even easily adapt in Korea as well as its culture. In addition, SGCS department will continuously open extra-curriculum Korean classes for senior students in order to contribute to advancing their Korean skills and even help them starting their career in Korea.
+INHA Phronesis Seminar Program
+INHA Phronesis Seminar is offered to every SGCS freshmen students. It is a mandatory course that provides useful information about school and academic life such as campus tour, mentoring session with SGCS seniors, presentation skills, academic report lecture, and etc. Also there will be special lectures from SGCS faculty from each IBT, ISE, and KLC majors. Students can get a help for choosing their majors and set goals for the rest of their academic goals. After finishing this program, students can build both a sense of belonging and healthy relationships with other students.
+Exchange Program
+INHA Undergraduate students have an opportunity to study abroad as an exchange student. Students can study and experience new culture at partner universities for one or two semesters. Students can apply for the program after spending more than 5 semesters in INHA University and fulfilling certain criteria (GPA, English Score Certificates, and etc). The program itself is managed by the International team of INHA Unversity.

docs/p00001/Student_Activities.txt

@@ -0,0 +1,6 @@
+Available student clubs and activities in inha university 
+
+INHA SGCS Night
+The SGCS Department hosts a special one-day celebration event for the students to celebrate their academic performances as well as successful campus lives. Guest lectures, award ceremonies, recreation activities are given on this special day. Students can get along with their colleagues and express their gratitudes toward their faculty.
+SGCS Soccer League
+First held in May 2018, SGCS Soccer League will be held every semesters. This soccer league is one of the biggest students event managed by SGCS student themselves. Through group activity and competition, students can get closer with each others regardless of their nationalities. Also they can come together which can help them build global networks. The Soccer Leagues is officially supported by the SGCS Office.

docs/p00001/grad_ibt.txt

@@ -0,0 +1,43 @@
+ IBT
+Requirements for Graduation
+
+
+**Requirements for Graduation**
+
+**Credits:**
+Classification:
+- General Education:
+  - Common General Education: 14 credits
+  - Core General Education: 12 credits
+  - Major Related Education: 18 credits
+- Major Course:
+  - Major Requirement: 21 credits
+  - Major Elective: 44 credits
+- General Courses: 21 credits
+
+**Total Credits Required for Graduation: 130 credits**
+- General Education Total: 44 credits
+- Major Course Total: 65 credits
+- General Courses Total: 21 credits
+
+---
+
+**English Proficiency Requirement for Graduation**
+
+- **Who:** All IBT Major students
+- **How:** In order to graduate, students must submit proof of at least one of the English proficiency test scores listed below. The score must be valid at the time of submission and should be submitted at least **2 months before** the actual graduation date.
+
+**Accepted English Test Scores (Minimum):**
+- TOEIC: 800
+- TOEIC Speaking: 140
+- TOEFL (PBT): 575
+- TOEFL (CBT): 231
+- TOEFL (IBT): 89
+- TEPS: 730
+- New TEPS: 405
+- OPIc: IM3
+- IELTS: 6.5
+
+---
+
+**Degree Awarded:** B.B.A. (Bachelor of Business Administration)

docs/p00001/grad_ise.txt

@@ -0,0 +1,39 @@
+**ISE Integrated System Engineering Requirements for Graduation** 
+
+**Credits:**
+Classification:
+- General Education:
+  - Common General Education: 14 credits
+  - Core General Education: 12 credits
+  - Major Related Education: 31 credits
+- Major Course:
+  - Major Requirement: 25 credits
+  - Major Elective: 40 credits
+- General Courses: 8 credits
+
+**Total Credits Required for Graduation: 130 credits**
+- General Education Total: 57 credits
+- Major Course Total: 65 credits
+- General Courses Total: 8 credits
+
+---
+
+**English Proficiency Requirement for Graduation**
+
+- **Who:** All ISE Major students
+- **How:** In order to graduate, students must submit proof of at least one of the English proficiency test scores listed below. The score must be valid at the time of submission and must be submitted at least **2 months before** the expected graduation date.
+
+**Accepted English Test Scores (Minimum):**
+- TOEIC: 800
+- TOEIC Speaking: 140
+- TOEFL (PBT): 575
+- TOEFL (CBT): 231
+- TOEFL (IBT): 89
+- TEPS: 730
+- New TEPS: 405
+- OPIc: IM3
+- IELTS: 6.5
+
+---
+
+**Degree Awarded:** B.S.E. (Bachelor of Science in Engineering)

docs/p00002/About_INHA_SGCS.txt

@@ -0,0 +1,19 @@
+With the help of Korean immigrants in Hawaii, Inha University was founded in 1954 in order to fulfill the dearest wish of empowering and bringing prosperity to the nation. The University itself stands for the ideals of bringing students’ characters, searching for the truth and serving society in order to embody the University’s founding principles of creativity, diligence and service. Since its' establishment, Inha University has produced highly talented graduates who have contributed to the development and modernization of Korea for the last half century.
+Today, Inha boasts total 11 colleges : Engineering, Natural Science, Business Administration, Education, Social Science, Humanities, Medicine, Future Convergence, Frontier College, Arts & Sports, and School of Global Convergence Studies (SGCS). Inha University’s Graduate School offers master’s degree programs in 51 fields and 45 doctoral programs. Inha has already produced as many as 160,000 graduates who are now leaders in industry, science and technology. The University itself was ranked eighth in the Korea's prestigious newspaper JoongAng Ilbo’s comprehensive university ranking for 2017 among total 150 universities within Korea. With the student body of 20,000 students, Inha is continuing its efforts to become one of the top universities in the world.
+Globalization is a phenomenon associated with a quantitative increase in exchanges between nations and states. Moreover, it has fundamentally affected our lives and led the society into another level. Therefore, not only Korea but also the world society needs talented professionals with a global sensibility and academic skills to lead the competition. Universities are now facing challenges and opportunities to follow the globalization trend and produce human resources that are capable of it. Inha University launched the ISGS program in March, 2017 to foster talented global leaders in the field of international business.
+Later in the Fall of 2019, ISGS enlarged its curriculum and changed the department's name into 'School of Global Convergence Studies (SGCS).' SGCS consists of 3 majors such as 1) International Business & Trade (IBT) major, 2) Integrated System & Engineering (ISE) major, and 3) Korean Language and Culture (KLC) major. Each major provides a 4-year curriculum that contains the basic courses of economics, programming, and Korean in its first year as well as core courses in each major area for the last three years. Although the field of each majors are quite differentiated, they are all operating to foster global leaders and finally realize convergence of various fields.
+To provide world-class multi-disciplinary educational program for combined engineering and business studies in order to foster integrated and empathetic professionals who can lead global technological, economic, linguistic societies.
+To develop and provide innovative and quality assured educational programs in international convergence studies
+To foster global talented professionals who possess international recognized graduate attributes
+To nurture global leaders who will contribute creative impact to human society
+there are Total 3 Majors
+School of Global Convergence Studies
+IBT
+(International Business & Trade)
+B.A. Business
+ISE
+(Integrated System Engineering)
+B.A. Engineering
+KLC
+(Korean Language & Culture)
+B.A. Korean Language

docs/p00002/Academic_Calendar.txt

@@ -0,0 +1,80 @@
+Academic Calendar 2025 year semesters 2024-2025
+
+December 2024
+• 12.09. ~ 12.13. – Final Examinations (2024 Fall)
+• 12.16. ~ 12.20. – Make-up Class Week (2024 Fall)
+• 12.18. ~ 12.19. – Final Examinations (E-learning Courses / 2024 Fall)
+• 12.23. ~ 01.15. – Winter Term Duration
+
+January 2025
+• 01.02. ~ 01.03. – Application for Re-admission (2025 Spring)
+• 01.09. ~ 01.10. – Major Transfer Application
+• 01.15. – Major Transfer Examination
+• 01.21. – Major Transfer Acceptance Announcement
+• 01.22. ~ 01.24. – Early Course Registration (2025 Spring)
+• 01.22. ~ 01.23. – Application for Double Major, Minor, and Interdisciplinary Major (2025 Spring)
+• 01.22. ~ 01.24. – Application for Grade Repetition (2025 Spring)
+
+February 2025
+• 02.01. ~ 03.28. – Application for General Leave of Absence (2025 Spring)
+• 02.07. – Early Course Registration Results Announcement (2025 Spring)
+• 02.12. ~ 02.13. – Regular Course Registration (Majors and Required Electives / 2025 Spring)
+• 02.14. – Graduation Ceremony
+• 02.20. – Regular Course Registration (All Courses / 2025 Spring)
+• 02.24. ~ 02.28. – Spring Semester Enrollment (Tuition Payment)
+• 02.26. ~ 02.27. – Application for Early Graduation
+
+March 2025
+• 03.03. – 2025 Spring Semester Start
+• 03.07. – Course Add/Drop (General / 2025 Spring)
+• 03.28. – Deadline for General Leave of Absence (1/4 Semester Point)
+• 03.31. ~ 04.02. – Course Withdrawal (2025 Spring)
+
+April 2025
+• 04.21. ~ 04.25. – Mid-term Examinations (2025 Spring)
+• 04.24. – School Foundation Anniversary
+• 04.25. – School Foundation Anniversary Holiday (Offices Closed)
+
+May 2025
+• 05.23. – Semester’s 3/4 Point
+• 05.26. ~ 05.27. – Summer Term Course Registration
+• 05.26. ~ 05.27. – Application for Achievement Certificate (2025 Spring)
+
+June 2025
+• 06.09. ~ 06.13. – Final Examinations (2025 Spring)
+• 06.16. ~ 06.20. – Make-up Class Week (2025 Spring)
+• 06.23. ~ 07.16. – Summer Term Duration
+
+July 2025
+• 07.09. ~ 07.10. – Application for Re-admission (2025 Fall)
+• 07.23. ~ 07.25. – Early Course Registration (2025 Fall)
+• 07.28. ~ 07.29. – Application for Double Major, Minor, and Interdisciplinary Major (2025 Fall)
+• 07.28. ~ 07.30. – Application for Grade Repetition (2025 Fall)
+
+August 2025
+• 08.01. ~ 09.26. – Application for General Leave of Absence (2025 Fall)
+• 08.08. – Early Course Registration Results Announcement (2025 Fall)
+• 08.13. ~ 08.14. – Regular Course Registration (Majors and Required Electives / 2025 Fall)
+• 08.20. – Regular Course Registration (All Courses / 2025 Fall)
+• 08.22. – Graduation Ceremony
+• 08.25. ~ 08.29. – Fall Semester Enrollment (Tuition Payment)
+• 08.27. ~ 08.28. – Application for Early Graduation
+
+September 2025
+• 09.01. – 2025 Fall Semester Start
+• 09.05. – Course Add/Drop (General / 2025 Fall)
+• 09.26. – Deadline for General Leave of Absence (1/4 Semester Point)
+• 09.29. ~ 10.01. – Course Withdrawal (2025 Fall)
+
+October 2025
+• 10.20. ~ 10.24. – Mid-term Examinations (2025 Fall)
+
+November 2025
+• 11.21. – Semester’s 3/4 Point
+• 11.24. ~ 11.25. – Winter Term Course Registration
+• 11.24. ~ 11.25. – Application for Achievement Certificate (2025 Fall)
+
+December 2025
+• 12.08. ~ 12.12. – Final Examinations (2025 Fall)
+• 12.15. ~ 12.19. – Make-up Class Week (2025 Fall)
+• 12.22. ~ 01.14. – Winter Term Duration

docs/p00002/Admission.txt

@@ -0,0 +1,39 @@
+Admission Information
+
+Admission for March (Spring Semester): Mid October ~ Beginning of November in previous year
+Admission for September (Fall Semester): Mid of April ~ Mid of May in the applicable year
+The exact schedule will be announced through International Center’s Homepage
+
+General Requirements
+
+Classification & Qualification
+
+Classification:
+- International Students whose parents are both non-Korean
+
+Qualification:
+- Should complete education from elementary to high school in Korea or abroad
+
+English Proficiency:
+- IELTS 5.5 or above, or IBT TOEFL 71 or above
+- Students from countries where English is their first language or country’s official language do not need to submit language proficiency documents
+
+Korean Proficiency (only for KLC major applicants):
+- TOPIK Level 3 or higher, or Level 4 or higher from a Korean Language Program in a Korean 4-year university
+
+Financial Resources:
+- Sufficient funds to cover tuition fees and other expenses
+
+How to Apply
+
+SGCS Application is administered by the INHA International Admissions Team (국제화사업단 국제입학팀)
+- Online Application & Actual Submission of required documents via post or in person
+- If you are interested in applying for INHA SGCS Program and need more admission information, please click the following banner which is to the admission team’s homepage
+
+Contact Information
+
+SGCS Admission Team: INHA International Admissions Team (국제화사업단 국제입학팀)
+- Address: INHA Global Dream Center Room 502, INHA University, 100 INHA-ro, Michuhol-gu, Incheon, Korea 22212
+- Phone: +82-32-860-8609
+- Fax: +82-32-863-2930
+- Email: apply@inha.ac.kr

docs/p00002/Contact_How_to_Visit.txt

@@ -0,0 +1,18 @@
+ Contact and visit to SGCS Office
+ how can you contact or visit to our office?
+국제학부 행정실
+Address : #100 Inha-ro, Michuhol-gu, Incheon, Korea, Inha University, Center for Continuing Education Building Rm No. 221, SGCS Office
+Zip Code : 22212
+Tel : +82-32-860-9122~6
+E-mail
+Homepage
+Links
+Privacy Policy
+Information Appliance Policy
+Prohibition of Unauthorized Collection of E-mail AddressesImage
+Contact
+Site Links
+Inha University
+Inha Portal System
+SGCS Office, Inha University, Center for Continuing Education Building Rm No. 221, 100 Inha-ro, Michuhol-gu, Incheon 22212, Korea
+TEL : +82-32-860-9122~6

docs/p00002/Deans_Welcome.txt

@@ -0,0 +1,10 @@
+Welcome to Inha School of Global Convergence Studies (SGCS)! Located in the backbone city of Korean economy, Incheon, South Korea, Inha University is one of the country’s premier research and educational institutions. 
+
+School of Global Convergence Studies (SGCS), established in 2017, is an unique academic division at INHA University. We offer a 4-year undergraduate degree programs such as (1) International Business & Trade (IBT) (2) Integrated System & Engineering (ISE), and (3) Korean Language & Culture (KLC). 
+
+The students are mostly International Students with various nationalities. Also the courses are 100% taught in English.
+
+These special programs are designed to educate international students who have interests in studying in Asia and in widening their knowledge bases in the field of International Business, Engineering, and Korean Language.
+ Offering a truly international academic environment, the SGCS intends to educate students to become global leaders with the recognition that the 21st century calls for a new generation of global citizens, equipped with interdisciplinary skills and informed international perspectives. Students are provided with an interdisciplinary education and a broad set of skills that enable them to get hired not only by international corporations, but also by government organizations, NGOs, media companies, research institutes, & etc. The SGCS is dedicated to achieving its strong vision to become No. 1 International School of the country by providing top-quality educational services with the motto of “Jump Together, Fly Farther!”
+
+INHA SGCS Department is always open for international students who are interested in our programs. Also we would like you to relaize your dreams to become a future global leader.

docs/p00002/Dormitory.txt

@@ -0,0 +1,41 @@
+Dormitory and Off-Campus Housing Information
+
+Dormitory Information
+
+- SGCS freshmen are eligible to register for a dormitory room for their first semester upon payment.
+- After the first semester, room assignment is based on GPA and dormitory policy.
+- Registration dates and student list will be announced later.
+- Students moving out before the official end date will receive a refund calculated based on the remaining days.
+
+Dormitory Capacity
+
+Classification         | Male | Female | Total
+---------------------- | ---- | ------ | -----
+Dormitory 1            | 540  | 478    | 1,018
+Dormitory 2            | 762  | 392    | 1,154
+Dormitory 3            | 22   | 42     | 64
+**Total**             | 1,342| 912    | 2,236
+
+Dormitory Charges (Spring 2017 Rates)
+
+Dormitory Classification        | Quadruple Room (4 people, Public Bathroom)
+------------------------------ | -----------------------------------------
+Dormitory 1 (Main gate)        | 834,400 KRW
+Dormitory 2 (Next to INHA College) | 893,050 KRW
+Dormitory 3 (Behind Dormitory 2)   | (Contact for details)
+
+- Prices include operating expenses, fixtures deposit, and student council fees.
+- Meals: Breakfast only (Mon–Fri), included in the dormitory fee.
+
+For more details, visit the university's dormitory website.
+
+Off-Campus Housing
+
+- Studio-type apartments introduced by the International Center for students arriving before the semester begins.
+- The International Center does not assist with finding other apartments.
+- Location: Mostly near the university back gate.
+- Application: Reply to an email from the International Center.
+- Payment: Same procedure as dormitory. Account details provided in the contract.
+- Support: Students must handle their own housing issues. Assistance may be available from your Korean “Buddy” or friends.
+
+Note: The International Center and SGCS Office do not provide direct housing support.

docs/p00002/Double_Minor_Major.txt

@@ -0,0 +1,44 @@
+
+Inha university Double Major process 
+Double Major
+The "Double Major System" is a system in which two majors are simultaneously completed in the current department (school) or another department (school) to obtain two degrees (e.g., Bachelors in Engineering and Literature) and two majors (e.g., Electronics and English literature).
+
+Purpose of Introducing the Double Major
+- To extend the field of learning in response to modern academic trends under which Interdisciplinary research is emphasized.
+- To resolve students' complaints about their major.
+- To increase employment opportunities and increase the elasticity of social demand.
+
+Eligibility
+- Students may apply for double majors from their third semester.
+- However, applicants in their eighth semester (10th semester for the case of architecture majors) must complete at least 15 credits each in two or more semesters, including the semester they apply, because they cannot graduate within the regular eight semesters due to the required courses and majors in multiple majors.
+
+Application Procedure
+Students who wish to minor among those qualified for the above application may apply online via the "Inha Portal System-Academic Administration-Academic-Academic Internet Application-(the type of application) Double Majors" during the application period in late January and late July. (The detailed schedule will be announced later.)
+
+Scope of the Double Major Department (School)
+Double majors is possible for all departments (schools) available at Inha University. However, double majors for medical schools and law schools are not permitted, and double majors to College of Education are only allowed for education students.
+
+Selection
+- The department (school) applied for double majors sets the selection criteria and voluntarily selects and publishes it.
+- The number of students allowed to double major may be limited by each major considering the number of students, conditions of acceptance, ability, etc.
+
+Required Credits
+- Students must complete standard credits for each department (school) required for graduation.
+- Students must complete all the courses and credits required by the department (division) and the major of the subject department (division) of the dual major (division).
+- It is not necessary to complete the liberal arts course of the double major (school). However, if it is designated as a prerequisite, it must be completed.
+
+Dropping of a Double Major
+- If a student intends to give up a double major in the middle of the semester, apply online via the Inha Portal System-Academic Administration-Academic-Academic Internet Application-(a type of application)Double Majors" during the application period in late January and late July. (The detailed schedule will be announced later.)
+- If a student scheduled to graduate from the school wants to drop his or her double major in the middle of the semester, he or she must fill out an application form for dropping his or her double major and submit it to the Academic Team after obtaining permission from the head of their department (school).
+- If an applicant for a double major is expelled (including withdrawal), the current enrolled double major will be automatically abandoned without a separate waiver procedure.
+
+Application for Postponement of Graduation for Completion of Dual Major
+If a student who is scheduled to graduate meets all the requirements for graduation of a major but intends to postpone graduation for the completion of a double major, the student needs to submit the postponement of graduation to his/her department office one month before the scheduled date of commencement. (If the student does not apply for postponement, he/she will automatically graduate with his/her first major).
+
+Commencement
+Two degrees will be awarded if the credits required for the first major and the double major needed for graduation are obtained. (An industrial engineering major is awarded a degree in engineering and a degree in business administration if the student has a double major in business.).
+
+Related Regulations
+- School Regulations: Article 32
+- Enforcement Rules: Article 12
+- Rules Regarding Double Majors, Interdisciplinary Majors, Convergence and Student Design majors

docs/p00003/Gallery.txt

@@ -0,0 +1,96 @@
+The SGCS Capstone Design Con
+작성자
+박나탈리야
+조회
+110
+첨부파일
+0
+작성일
+2025.06.10
+\More photos and videos you can download here, https://drive.google.com/drive/folders/1dMMj_pd6YOYaZhGVxuOCwt6Tsj9ta7zG?usp=sharing
+The SGCS Capstone Design Con
+작성자
+박나탈리야
+조회
+418
+첨부파일
+0
+작성일
+2024.12.05
+More photos you can download here, https://drive.google.com/drive/folders/1_UJnVo-YcMIC1blIA3ueXtHu95Y23hAd?usp=sharing
+SGCS Visit to Munhak Basebal
+작성자
+감택원
+조회
+297
+첨부파일
+0
+작성일
+2024.09.25
+2024 Augusts SGCS Graduation
+작성자
+유베라
+조회
+597
+첨부파일
+0
+작성일
+2024.08.16
+Congratulations, Bachelor s Graduates of 2024! More photos are available on this Google Drive: https://drive.google.com/drive/u/0/folders/1xCFoz8oCtXPng_8HGk2VV9PvQBFdoLOh
+The SGCS Capstone Design Con
+작성자
+박나탈리야
+조회
+508
+첨부파일
+0
+작성일
+2024.06.04
+More photos you can download here, https://drive.google.com/drive/folders/1Rz7tFCJYFv4NBTvkqA-j7YY83bdyMAF0?usp=drive_link
+2024 Spring Customized Works
+작성자
+박나탈리야
+조회
+224
+첨부파일
+0
+작성일
+2024.05.23
+2024 Spring SGCS X IBT Inter
+작성자
+한임정
+조회
+248
+첨부파일
+9
+작성일
+2024.05.16
+2024 Spring SGCS Internation
+작성자
+박나탈리야
+조회
+191
+첨부파일
+15
+작성일
+2024.05.16
+2024 February SGCS Graduatio
+작성자
+유베라
+조회
+214
+첨부파일
+0
+작성일
+2024.04.29
+2024 February SGCS Graduation Ceremony
+2023 Fall Semester ISE Capst
+작성자
+유베라
+조회
+348
+첨부파일
+0
+작성일
+2023.11.29
+2023 Fall Semester ISE Capstone Design Contest PresentationNovember 28, 2023 Congratulations to all prize winners:Gold Prize : Team 1 Karimov Mirzoakbar Makhmudzhon UgliJuraev Khumoyun Rikhsiboy UgliNasriddinova Diyora Fakhriddin KiziKhasanov Abror Abduvali UgliSilver Prize : Team 3Abdurazakov Mirjalol Sobirjon UgliIsmoilov Abdullokh Ganijon UgliAitkulova GulizaKhamidova Leyla AkmalovnaBronze Prize : Team 6Isakjonov Nasibillo Anvarjon UgliAbduzohirov Marufjon Tohirjon UgliInokov Oybek Ulugbek UgliTojimamatova MushtariybonuThe rest of the photos are available on the Google Drive link: https://drive.google.com/drive/folders/1dn4RMgh9e7oK0oyPsBpEooKq_wVTj3Bw?usp=sharing*login with your inha email.

docs/p00003/IBT.txt

@@ -0,0 +1,72 @@
+Inha university International Business and trade (IBT) major curriculum classes list for each semester
+INFO: this is for IBT major only
+**1st Year, 1st Semester:**
+- Basic Korean (GEE3003) - 3 credits - Basic General Education
+- English Communication: Advanced (GEB1109) - 3 credits - Basic General Education
+- Introductory Engineering Mathematics (IGS1130) - 3 credits - Major Related General Education
+- Phronesis Seminar (GEB1116) - 2 credits - Basic General Education
+- Software Programming (IGS1131) - 3 credits - Major Related General Education
+- Understanding of Economics (GEE2005) - 3 credits - Core General Education
+
+**1st Year, 2nd Semester:**
+- Business Context and Cultural Communication (IGS1204) - 3 credits - Major Related General Education
+- Intermidiate Korean (GEE3004) - 3 credits - Basic General Education
+- Marketing Software application (IGS1102) - 3 credits - Major Related General Education
+- Principles of Business Administration (CBA1102) - 3 credits - Major Related General Education
+- Reading Seminar: Humans, Value, Coexistence (GED1007) - 3 credits - Core General Education
+
+**2nd Year, 1st Semester, or 3rd semester:**
+- Academic Korean for Foreigners Ⅰ (GEF1105) - 3 credits - Basic General Education
+- Business English (IBT2101) - 3 credits - Major elective
+- Business Statistics (IGS2107) - 3 credits - Major Related General Education
+- Global Economy (IBT2107) - 3 credits - Major elective
+- International Event Management (IBT2104) - 3 credits - Major elective
+- International Human Resources Management (IBT2108) - 3 credits - Major elective
+- International Trade (IBT2106) - 3 credits - Major elective
+- Introduction to Accounting (IBT1201) - 3 credits - Major Required
+- Korean Society and Politics (GEE2003) - 3 credits - Core General Education
+- Organizational Behavior (IBT3112) - 3 credits - Major Required
+
+**2nd Year, 2nd Semester, or 4th Semester:**
+- Academic Korean for Foreigners Ⅱ (GEF1106) - 3 credits - Core General Education
+- Advertising (IBT2203) - 3 credits - Major elective
+- Global Operation (IBT2202) - 3 credits - Major elective
+- Global Retail Management (IBT2206) - 3 credits - Major elective
+- International Business Strategy (IBT2102) - 3 credits - Major Required
+- International Finance and Banking (IBT2201) - 3 credits - Major elective
+
+**3rd Year, 1st Semester, or 5th Semester:**
+- Basic programing & practice (IBT3107) - 3 credits - Major elective
+- Case Studies in International Business (IBT3105) - 3 credits - Major elective
+- E-Business Management (IBT3102) - 3 credits - Major elective
+- Global Consumer Behavior (IBT3110) - 3 credits - Major elective
+- Global Supply Management (IBT3106) - 3 credits - Major elective
+- International Service Management (IBT3113) - 3 credits - Major Required
+- Marketing Research (IBT3108) - 3 credits - Major elective
+
+**3rd Year, 2nd Semester, or 6th Semester:**
+- CSR Strategy and Cases (IBT3204) - 3 credits - Major elective
+- DBMS 활용 (IBT3205) - 3 credits - Major elective
+- Digital Marketing (IBT3206) - 3 credits - Major elective
+- International Marketing (IBT3201) - 3 credits - Major Required
+- Logistics Management (IBT3202) - 3 credits - Major Required
+
+**4th Year, 1st Semester, or 7th Semester:**
+- Advanced Business Statistics: Business Data Analytics using R Programming (IBT4109) - 3 credits - Major elective
+- Advanced International Business Communication (IBT4110) - 3 credits - Major elective
+- Big data analysis (IBT4105) - 3 credits - Major elective
+- Design Thinking (IBT4111) - 3 credits - Major elective
+- IT and Patent (IBT4103) - 3 credits - Major elective
+- International Business & Trade Issues (IBT4101) - 3 credits - Major elective
+- Marketing Communications Campaign (IBT4106) - 3 credits - Major elective
+- Technology Innovation & Enterprenueship (IBT4108) - 3 credits - Major elective
+
+**4th Year, 2nd Semester, or 8th Semester:**
+- Artificial Intelligence (IBT4203) - 3 credits - Major elective
+- Convergence of Business Administration & Engineering Capstone Design (Practice) (IBT4207) - 1 credits - Major elective
+- Convergence of Business Administration & Engineering Capstone Design (Theory) (IBT4206) - 3 credits - Major elective
+- Crisis Communication and Management (IBT4209) - 3 credits - Major elective
+- IT and Business (IBT4201) - 3 credits - Major elective
+- International Business Research Capstone Project (IBT4205) - 3 credits - Major elective
+- International Logistics (IBT4202) - 3 credits - Major elective
+- Technology Management (IBT4208) - 3 credits - Major elective

docs/p00003/IBT_professors.txt

@@ -0,0 +1,37 @@
+Here's the professor list for International Business & Trade (IBT)
+
+**So Won Jeong**
+- Title: Professor
+- Major: International Business & Trade
+- Laboratory: Room 9-613
+- Tel: 032-860-9180
+
+**Bona Kim**
+- Title: Professor
+- Major: International Business & Trade
+- Laboratory: Room 6-612
+- Tel: [Not Provided]
+
+**Hong Ji Mi**
+- Title: Professor
+- Major: International Business & Trade
+- Laboratory: Room 9-618
+- Tel: 032-860-9145
+
+**Kyung Mi Bae**
+- Title: Professor
+- Major: International Business & Trade
+- Laboratory: Room 60주년-1222
+- Tel: 032-860-7727
+
+**Victoria Kim**
+- Title: Professor
+- Major: International Business & Trade
+- Laboratory: Room 5S135C
+- Tel: 032-860-9139
+
+**Mehdi Shamohammadi**
+- Title: Professor
+- Major: International Business & Trade
+- Laboratory: Room 6-321B
+- Tel: 032-860-9140

docs/p00003/ISE.txt

@@ -0,0 +1,74 @@
+Inha university Integrated systems Engineering (ISE) major curriculum classes list for each semester
+INFO: this is for IBT major only
+**1st Year, 1st Semester:**
+- English Communication: Advanced (GEB1109) - 3 credits - Basic General Education
+- Phronesis Seminar (GEB1116) - 2 credits - Basic General Education
+- Basic Korean (GEE3003) - 3 credits - Basic General Education
+- Introductory Engineering Mathematics (IGS1130) - 3 credits - Major Related General Education
+- Software Programming (IGS1131) - 3 credits - Major Related General Education
+
+**1st Year, 2nd Semester:**
+- Intermidiate Korean (GEE3004) - 3 credits - Basic General Education
+- Reading Seminar: Humans, Value, Coexistence (GED3020d) - 3 credits - Core General Education
+- General Physics (IGS1230) - 3 credits - Major Related General Education
+- Computer Programming (IGS1232) - 3 credits - Major Related General Education
+- Discrete Mathematics (ACE1312) - 3 credits - Major Related General Education
+- Introduction to ISE (ISE1233) - 3 credits - Major Required
+- Engineering Concept Drawing (ISE1234) - 3 credits - Major Required
+
+**2nd Year, 1st Semester:**
+- Academic Korean for Foreigners I (GEF1105) - 3 credits - Basic General Education
+- Object Oriented Programming (IGS2130) - 3 credits - Major Related General Education
+- Signal and System Design (IGS2133) - 3 credits - Major Related General Education
+- Creative ISE Design (ISE2132) - 3 credits - Major Required
+- Basic Circuits and Electronics (ISE2135) - 3 credits - Major Required
+- Structural Analysis of Mobility (ISE2134, FMS Track) - 3 credits - Major Required
+- V2X Structural Analysis (ISE2134) -3 credits - Major Required
+
+**2nd Year, 2nd Semester:**
+- Linear Algebra (ACE2105) - 3 credits - Major Related General Education
+- Data Structures (ISE2235, ISS Track) - 3 credits - Major Required
+- Computer Networks (ISE2232) - 3 credits - Major Elective
+- Digital Logic and Design (ISE2231) - 3 credits - Major Elective
+- Dynamic Mechanics 1 (ISE2233, FMS Track) - 3 credits - Major Elective
+- Intelligent V2X Design (ISE2234, FMS Track) - 3 credits - Major Elective
+- IT and Patent (IBT4107) - 3 credits - Major Elective
+
+**3rd Year, 1st Semester:**
+- Engineering Ethics and Discussion (GED1002) - 3 credits - Core General Education
+- Probability and Statistics (IGS3130) - 3 credits - Major Related General Education
+- VIP (Theory) (ISE3140) - 3 credits - Major Required
+- VIP (Practice) (ISE3141) - 1 credit - Major Required
+- IoT Application System (ISE3138) - 3 credits - Major Elective
+- Data Communication (ISE3133) - 3 credits - Major Elective
+- Navigation Systems (ISE3134, FMS Track) - 3 credits - Major Elective
+- Motor Control (ISE3135, FMS Track) - 3 credits - Major Elective
+- Cyber Issues and Law (TBD) - 3 credits - Major Elective
+
+**3rd Year, 2nd Semester:**
+- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education
+- Technology Innovation & Entrepreneurship (IBT4108) - 3 credits - Core General Education
+- Software Engineering (ISE4133) - 3 credits - Major Required
+- Smart Mobility Engineering Lab (IGS3231) - 3 credits - Major Related General Education
+- Mobility System Control Practice (ISE3233, FMS Track) - 3 credits - Major Elective
+- V2X Communication (ISE3234, FMS Track) - 3 credits - Major Elective
+- Sensor Engineering (ISE3231) - 3 credits - Major Elective
+- Business Context and Cultural Communication (IGS1204) - 3 credits - Major Elective
+
+**4th Year, 1st Semester:**
+- Academic Korean for Foreigners II (GEF1106) - 3 credits - Core General Education
+- Convergence of Business Administration & Engineering Capstone Design (Theory) (ISE4206) - 3 credits - Major Elective
+- Convergence of Business Administration & Engineering Capstone Design (Practice) (ISE4207) - 1 credit - Major Elective
+- AI Application System (ISE4132) - 3 credits - Major Elective
+- Capstone Design in Digital Image Processing (ISE4131) - 3 credits - Major Elective
+- Digital Signal Processing (ISE4136) - 3 credits - Major Elective
+- Computer Security (ISE4137) - 3 credits - Major Elective
+- Smart Mobility Service (ISE4134, FMS Track) - 3 credits - Major Elective
+
+**4th Year, 2nd Semester:**
+
+- Embedded System Design (ISE3132) - 3 credits - Major Elective
+- Undergraduate Research Practice (TBD) - 3 credits - Major Required
+- Industry Practice (TBD) - 3 credits - Major Required
+- Start-up Practice (TBD) - 3 credits - Major Required
+"""

docs/p00003/ISE_profess.txt

@@ -0,0 +1,25 @@
+Here is the professor list for Integrated System Engineering ISE: 
+
+**KAKANI VIJAY**
+- Title: Professor
+- Major: Integrated System Engineering
+- Laboratory: Room 5S107
+- Tel: +82-32-860-9433
+
+**MEHDI PIRAHANDEH**
+- Title: Professor
+- Major: Integrated System Engineering
+- Laboratory: Room 6-708
+- Tel: 032-860-9045
+
+**SERRAO PRUTHVI LOY ROZARIO**
+- Title: Professor
+- Major: Integrated System Engineering
+- Laboratory: Room 6-708
+- Tel: 032-860-9046
+
+**KABIR HUMAYUN**
+- Title: Professor
+- Major: Integrated System Engineering
+- Laboratory: Room 6-321B
+- Tel: +82-32-860-9431

docs/p00003/KLC.txt

@@ -0,0 +1,32 @@
+Graduation Requirements for KLC Korean Language course 
+
+To graduate, students must complete a total of 130 credits. These are divided as follows:
+- General Education: 45 credits
+  - Foundational/Basic General Education: 15 credits
+  - Core General Education: 12 credits
+  - Area-Specific General Education: 18 credits
+- Major: 65 credits
+  - Required Major Courses: 21 credits
+  - Elective Major Courses: 44 credits
+- General Electives: 20 credits
+
+English Language Certification
+
+All KLC major students are required to submit proof of English proficiency in order to graduate. The official test score report must be submitted to the department office at least two months prior to graduation.
+
+Accepted English proficiency scores are:
+- TOEIC: 600 or higher
+- TOEIC Speaking: 110 or higher
+- TOEFL (PBT): 500 or higher
+- TOEFL (CBT): 173 or higher
+- TOEFL (IBT): 61 or higher
+- TEPS: 257 or higher
+- OPIc: IM1 or higher
+- IELTS: 5.0 or higher
+
+Korean Language Certification
+
+All KLC major students are also required to submit proof of Korean proficiency to graduate. The official TOPIK score report must be submitted to the department office at least two months prior to graduation.
+
+Accepted Korean proficiency score:
+- TOPIK Level 5 or higher

docs/p00003/Lecturers.txt

@@ -0,0 +1,19 @@
+Lecturers , professors
+
+NAM Eunyoung
+Lecturer
+Degree : Ph.D
+Major : KLC 한국어교육 및 문화경영
+Laboratory : 5W 263
+이메일
+KALINA
+Lecturer
+Degree : Ph.D
+Major : 국어학
+Laboratory : -
+Heesu Heo
+Lecturer
+Degree : Ph.D
+Major : Korean Language & Culture
+Laboratory : -
+이메일

docs/p00003/News.txt

@@ -0,0 +1,85 @@
+A government-initiated program to support the recruitment of International Students into SMEs
+박나탈리야
+2024.12.03
+0
+319
+Exciting Achievement for Our Students in INHA University’s "Welcome, Your First Time Starting a
+박나탈리야
+2024.11.05
+0
+512
+INHA IBT Department Student Wins 2nd Place at Soongsil University's "2025 Startup School f
+박나탈리야
+2025.05.16
+0
+96
+IBT Student Shines at 34th All Japan Taekwon-Do Championship with Gold and Silver Medals!
+박나탈리야
+2025.04.04
+0
+165
+A government-initiated program to support the recruitment of International Students into SMEs
+박나탈리야
+2024.12.03
+0
+319
+Exciting Achievement for Our Students in INHA University’s "Welcome, Your First Time Starting a
+박나탈리야
+2024.11.05
+0
+512
+The IBT Student Wins the Grand Prize at the Incheon Metropolitan Foreign Students' Korean Speec
+박나탈리야
+2024.10.31
+0
+430
+SGCS Student Featured in INHA Start-Up Program
+유베라
+2024.10.11
+0
+318
+IBT and ISE Students Win Grand Prize at Global Exchange VIP Competition in Taiwan: A Historic Firs
+유베라
+2024.10.10
+0
+350
+Inha University’s True Heart Overseas Volunteers Make a Difference in Uzbekistan
+유베라
+2024.09.10
+0
+424
+IBT Students participated in APacCHRIE 2024 Youth Conference
+감택원
+2024.06.03
+0
+306
+SGCS · IBT International Culture Experience Day
+유베라
+2024.05.27
+0
+364
+Excellent Faculty Member Interview: Prof. Grace Bae
+감택원
+2023.09.19
+0
+470
+Winners Announcement of 2022-2 Tutoring Program!
+박알렉산드라
+2023.01.17
+0
+618
+SGCS students won the Award at the "6th Youth Forum on SDG Implementation"
+박알렉산드라
+2022.12.28
+0
+945
+SGCS Capstone Design Contest 2022
+유베라
+2022.12.21
+0
+1290
+Home (.zip) Ging in Seoul _ Seoul Plogging Tour
+유베라
+2022.12.08
+0
+518

docs/p00003/Notice.txt

@@ -0,0 +1,187 @@
+Notice
+News
+Gallery
+Promotional Video
+Resources
+Notice
+번호
+제목
+작성자
+작성일
+첨부파일
+조회수
+2025-2 Semester Early Course Registration
+박나탈리야
+2025.07.17
+3
+1402
+2025-2 Semester Double Major & Minor Major Application
+박나탈리야
+2025.06.30
+1
+295
+Leave of absence (academic break) for Fall 2025 / 휴학
+박나탈리야
+2025.06.27
+2
+142
+Compulsory Training (Violence Prevention Education)
+박나탈리야
+2025.03.14
+1
+481
+Changes to Course Withdrawal Policy
+박나탈리야
+2024.12.19
+0
+862
+Attendance Confirmation (출석인정)
+박나탈리야
+2024.12.13
+1
+579
+2025 Academic Year Schedule
+박나탈리야
+2024.12.11
+0
+1639
+Guidelines for 3D Printing at ISE
+유베라
+2024.06.05
+1
+553
+Double and Minor Major
+유베라
+2024.04.17
+0
+567
+English Proficiency Certificate for Graduation
+유베라
+2024.04.04
+0
+740
+Early Graduation
+유베라
+2024.03.11
+0
+538
+Graduation Requirements for SGCS students / 국제학부 졸업 요건
+박나탈리야
+2024.02.01
+7
+1380
+Free MS Office 365 program  for Inha University students_ download manual
+유베라
+2023.09.25
+0
+1194
+How to apply for new Student ID card (in case of lost or malfunction) /학생증 재발급
+박알렉산드라
+2023.09.25
+0
+649
+Change of Major / 전과
+유베라
+2023.08.28
+0
+850
+Visa extension for 9th - 10th semester students / 비자연장 (9-10차 학기 학생)
+유베라
+2023.07.13
+4
+2671
+Examination and Grade Assessments
+유베라
+2023.07.12
+0
+1488
+Student counselling with  Academic Advisor/지도교수상담
+유베라
+2023.06.20
+2
+681
+VISA EXTENSION/비자 연장
+유베라
+2023.03.21
+5
+3665
+Part Time Employment : Unpermitted Work Categories and Criteria for Handling Violations
+유베라
+2023.03.17
+0
+713
+WARNING NOTICE: ILLEGAL WORKING IN KOREA
+감택원
+2023.03.10
+0
+1603
+IMPORTANT INFORMATION ABOUT SCHOLARSHIP
+감택원
+2023.03.02
+0
+1128
+How to print Academic Documents_ updated
+유베라
+2023.01.25
+1
+2724
+Recommendation Letter
+박알렉산드라
+2022.10.26
+1
+1209
+Part-time Jobs for International Student
+박알렉산드라
+2022.10.26
+3
+3210
+2025-2 Semester Early Course Registration
+박나탈리야
+2025.07.17
+3
+1402
+Early Registration Guide for Fall 2025
+감택원
+2025.07.14
+3
+418
+2025-2 Semester Deletion of Academic Grades
+박나탈리야
+2025.07.08
+2
+178
+2025-2 Semester Double Major & Minor Major Application
+박나탈리야
+2025.06.30
+1
+295
+Leave of absence (academic break) for Fall 2025 / 휴학
+박나탈리야
+2025.06.27
+2
+142
+2025-1 Course Evaluation
+박나탈리야
+2025.06.05
+1
+1089
+2025-1 Semester Grade Announcement
+박나탈리야
+2025.05.28
+2
+806
+2025-1 Special English Graduation Certificate Replacement Lecture
+박나탈리야
+2025.05.20
+0
+706
+SGCS Career Seminar: Preparing for a Bright Future
+박나탈리야
+2025.04.08
+0
+1049
+2025-1 Career Mentoring Program
+박나탈리야
+2025.03.31
+0
+1125

docs/p00003/Professors.txt

@@ -0,0 +1,14 @@
+CHOI HYUNSIK
+Professor
+Major : Korean Language Education
+Laboratory : 서-214
+Tel : 032-860-7845
+E-mail
+more
+CHOI GWON JIN
+Professor
+Major : Korean Language & Culture (KLC)
+Laboratory : 하-1514
+Tel : 032)860-8285
+E-mail
+more

requirements.txt

@@ -0,0 +1,5 @@
+python-dotenv
+cohere
+chromadb
+google-genai
+gradio