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--- a
+++ b/Code/Drug Discovery/Agentic-LLM/Notebooks/Supplementary-Notebook-Comparison.ipynb
@@ -0,0 +1,189 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": 1,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 564
+        },
+        "id": "Epl5mwhddebr",
+        "outputId": "dedb100f-b71f-42bc-c201-0fad0fb6b4fd"
+      },
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x600 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ],
+      "source": [
+        "# Script 1: Trend Analysis for Cancer Drug Development Costs\n",
+        "\n",
+        "import pandas as pd\n",
+        "import matplotlib.pyplot as plt\n",
+        "import seaborn as sns\n",
+        "\n",
+        "# Data from Sullivan R. et al. and Yuen S. et al.\n",
+        "years = [2000, 2014]\n",
+        "development_costs = [800000000, 2600000000]  # In USD\n",
+        "\n",
+        "df = pd.DataFrame({\n",
+        "    'Year': years,\n",
+        "    'Development_Cost': development_costs\n",
+        "})\n",
+        "\n",
+        "# Create trend plot\n",
+        "plt.figure(figsize=(10, 6))\n",
+        "sns.regplot(x='Year', y='Development_Cost', data=df, scatter_kws={'s': 100})\n",
+        "plt.title('Cancer Drug Development Cost Trend (2000-2014)')\n",
+        "plt.ylabel('Development Cost (USD)')\n",
+        "plt.axhline(y=0, color='black', linewidth=0.5)\n",
+        "\n",
+        "# Format y-axis in billions\n",
+        "plt.gca().yaxis.set_major_formatter(plt.FuncFormatter(lambda x, p: f'${x/1e9:.1f}B'))\n",
+        "\n",
+        "plt.show()\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Script 2: Anomaly Detection in Drug ROI\n",
+        "\n",
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "import matplotlib.pyplot as plt\n",
+        "from scipy import stats\n",
+        "\n",
+        "# Data from Sullivan R. et al.\n",
+        "drug_names = ['Average ROI', 'Erlotinib', 'Trastuzumab', 'Rituximab', 'Bevacizumab']\n",
+        "roi_values = [493, 2794, 3421, 2523, 3200]  # ROI in percentage\n",
+        "\n",
+        "df = pd.DataFrame({\n",
+        "    'Drug': drug_names,\n",
+        "    'ROI': roi_values\n",
+        "})\n",
+        "\n",
+        "# Calculate z-scores for anomaly detection\n",
+        "df['z_score'] = stats.zscore(df['ROI'])\n",
+        "df['is_anomaly'] = abs(df['z_score']) > 2\n",
+        "\n",
+        "# Create anomaly detection plot\n",
+        "plt.figure(figsize=(12, 6))\n",
+        "plt.bar(df['Drug'], df['ROI'], color=['red' if x else 'blue' for x in df['is_anomaly']])\n",
+        "plt.title('ROI Analysis with Anomaly Detection')\n",
+        "plt.ylabel('Return on Investment (%)')\n",
+        "plt.xticks(rotation=45)\n",
+        "\n",
+        "for i, v in enumerate(df['ROI']):\n",
+        "    plt.text(i, v, f'{v}%', ha='center', va='bottom')\n",
+        "\n",
+        "plt.show()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 607
+        },
+        "id": "jPQ3idWDdgfg",
+        "outputId": "2317f48c-8908-4556-8fd5-76a2c41f3c10"
+      },
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1200x600 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Script 3: Generic Drug Savings Forecast\n",
+        "\n",
+        "import pandas as pd\n",
+        "import matplotlib.pyplot as plt\n",
+        "from scipy import stats\n",
+        "\n",
+        "# Data from Lee S.M. et al.\n",
+        "periods = ['2014-2018', '2019-2023']\n",
+        "savings = [72000000000, 106000000000]  # In USD\n",
+        "\n",
+        "# Create forecast for next period\n",
+        "df = pd.DataFrame({\n",
+        "    'Period': periods,\n",
+        "    'Savings': savings\n",
+        "})\n",
+        "\n",
+        "# Simple linear extrapolation for 2024-2028\n",
+        "next_savings = savings[-1] + (savings[-1] - savings[0])\n",
+        "extended_periods = periods + ['2024-2028']\n",
+        "extended_savings = savings + [next_savings]\n",
+        "\n",
+        "plt.figure(figsize=(10, 6))\n",
+        "plt.plot(range(len(extended_periods)), extended_savings, 'bo-')\n",
+        "plt.plot(len(extended_periods)-1, extended_savings[-1], 'ro', label='Forecast')\n",
+        "\n",
+        "plt.title('Generic Drug Savings Forecast')\n",
+        "plt.xlabel('Time Period')\n",
+        "plt.ylabel('Savings (USD)')\n",
+        "plt.xticks(range(len(extended_periods)), extended_periods, rotation=45)\n",
+        "\n",
+        "# Format y-axis in billions\n",
+        "plt.gca().yaxis.set_major_formatter(plt.FuncFormatter(lambda x, p: f'${x/1e9:.1f}B'))\n",
+        "\n",
+        "plt.legend()\n",
+        "plt.grid(True)\n",
+        "plt.show()\n"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 613
+        },
+        "id": "BTrtVGrMdgVD",
+        "outputId": "5297c0b1-8796-4471-fc24-79cd8eefe8e0"
+      },
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1000x600 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file