From 9837feec9b6c386ac2837885155cf6ade153dd3f Mon Sep 17 00:00:00 2001
From: KaifAhmad1 <kaifahmad087@gmail.com>
Date: Sun, 7 Dec 2025 16:15:50 +0530
Subject: [PATCH] Refactor Unstructured Cookbook imports for better modularity

---
 .../advanced/12_Unstructured_to_Ontology.ipynb  | 17 ++++++++++++-----
 1 file changed, 12 insertions(+), 5 deletions(-)

diff --git a/cookbook/advanced/12_Unstructured_to_Ontology.ipynb b/cookbook/advanced/12_Unstructured_to_Ontology.ipynb
index 46a460d2..113dd5ee 100644
--- a/cookbook/advanced/12_Unstructured_to_Ontology.ipynb
+++ b/cookbook/advanced/12_Unstructured_to_Ontology.ipynb
@@ -30,14 +30,10 @@
             "source": [
                 "# !pip install semantica[all]\n",
                 "\n",
-                "from semantica.semantic_extract import NERExtractor, RelationExtractor\n",
-                "from semantica.ontology import OntologyGenerator, OntologyValidator, LLMOntologyGenerator, OntologyOptimizer\n",
-                "from semantica.visualization import OntologyVisualizer\n",
-                "from semantica.export import OWLExporter\n",
                 "from semantica.utils.logging import get_logger\n",
                 "\n",
                 "logger = get_logger(\"unstructured_guide\")\n",
-                "print(\"Libraries loaded successfully.\")"
+                "print(\"Environment setup complete.\")"
             ]
         },
         {
@@ -89,6 +85,9 @@
             "metadata": {},
             "outputs": [],
             "source": [
+                "from semantica.semantic_extract import NERExtractor, RelationExtractor\n",
+                "from semantica.ontology import OntologyGenerator, OntologyOptimizer\n",
+                "\n",
                 "# 1. Initialize Extractors\n",
                 "ner = NERExtractor()\n",
                 "re = RelationExtractor()\n",
@@ -137,6 +136,8 @@
             "metadata": {},
             "outputs": [],
             "source": [
+                "from semantica.ontology import LLMOntologyGenerator\n",
+                "\n",
                 "try:\n",
                 "    # Initialize LLM Generator (ensure OPENAI_API_KEY is set in env)\n",
                 "    llm_gen = LLMOntologyGenerator(provider=\"openai\", model=\"gpt-4\")\n",
@@ -172,6 +173,8 @@
             "metadata": {},
             "outputs": [],
             "source": [
+                "from semantica.visualization import OntologyVisualizer\n",
+                "\n",
                 "visualizer = OntologyVisualizer()\n",
                 "\n",
                 "print(\"--- NLP Approach Visualization ---\")\n",
@@ -201,6 +204,8 @@
             "metadata": {},
             "outputs": [],
             "source": [
+                "from semantica.ontology import OntologyValidator\n",
+                "\n",
                 "validator = OntologyValidator()\n",
                 "\n",
                 "def print_report(name, ont):\n",
@@ -231,6 +236,8 @@
             "metadata": {},
             "outputs": [],
             "source": [
+                "from semantica.export import OWLExporter\n",
+                "\n",
                 "exporter = OWLExporter()\n",
                 "\n",
                 "# Export the NLP ontology by default, or the LLM one if preferred\n",