diff --git a/Muffin vs Chihuahua Detection/Dataset/README.md b/Muffin vs Chihuahua Detection/Dataset/README.md
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+# Muffin vs Chihuahua Dataset
+
+## Overview
+
+This project uses the Muffin vs Chihuahua Image Classification Dataset to build deep learning models capable of distinguishing between muffins and chihuahuas from images.
+
+The dataset is designed to test the visual recognition capabilities of machine learning and deep learning models because muffins and chihuahuas often appear visually similar.
+
+## Dataset Source
+
+Kaggle Dataset:
+
+https://www.kaggle.com/datasets/samuelcortinhas/muffin-vs-chihuahua-image-classification
+
+## Dataset Structure
+
+Dataset contains two classes:
+
+* Chihuahua
+* Muffin
+
+The dataset is already divided into:
+
+* Train Set
+* Test Set
+
+## Dataset Statistics
+
+### Training Data
+
+* Chihuahua Images: 2559
+* Muffin Images: 2174
+
+### Testing Data
+
+* Chihuahua Images: 640
+* Muffin Images: 544
+
+### Total Images
+
+* Chihuahua: 3199
+* Muffin: 2718
+
+## Image Characteristics
+
+* RGB Images
+* Various image resolutions
+* Real-world image samples
+* Binary Image Classification Problem
+
+## Purpose
+
+The dataset is used to:
+
+* Perform Exploratory Data Analysis (EDA)
+* Apply Image Preprocessing
+* Train Deep Learning Models
+* Compare Multiple Architectures
+* Evaluate Classification Performance
+
+## Classes
+
+| Class Label | Description                      |
+| ----------- | -------------------------------- |
+| Chihuahua   | Images containing Chihuahua dogs |
+| Muffin      | Images containing Muffins        |
+
+## License
+
+Please refer to the original Kaggle dataset page for dataset licensing and usage terms.
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+
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diff --git a/Muffin vs Chihuahua Detection/Model/README.md b/Muffin vs Chihuahua Detection/Model/README.md
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+# Muffin vs Chihuahua Detection using Deep Learning
+
+## Project Overview
+
+This project focuses on classifying images into two categories:
+
+* Chihuahua
+* Muffin
+
+Although visually different to humans in many cases, several muffin images resemble chihuahuas and vice versa, making this an interesting computer vision classification problem.
+
+The objective of this project is to compare multiple deep learning architectures and determine the best-performing model for the task.
+
+---
+
+# Objectives
+
+* Perform Exploratory Data Analysis (EDA)
+* Apply Image Preprocessing and Augmentation
+* Train Multiple Deep Learning Models
+* Evaluate Model Performance
+* Compare Results Across Architectures
+* Identify the Best Performing Model
+
+---
+
+# Exploratory Data Analysis (EDA)
+
+EDA was performed before model development.
+
+The following analyses were conducted:
+
+* Class Distribution Analysis
+* Sample Image Visualization
+* Dataset Statistics
+* Image Inspection
+
+Generated Visualizations:
+
+* sample_images.png
+* class_distribution.png
+
+---
+
+# Data Preprocessing
+
+The following preprocessing techniques were applied:
+
+* Image Resizing (224 × 224)
+* Pixel Value Normalization
+* Data Augmentation
+
+  * Rotation
+  * Width Shift
+  * Height Shift
+  * Zoom
+  * Horizontal Flip
+
+---
+
+# Models Implemented
+
+## 1. Custom CNN
+
+Architecture:
+
+* Conv2D
+* MaxPooling2D
+* Conv2D
+* MaxPooling2D
+* Conv2D
+* MaxPooling2D
+* Flatten
+* Dense Layer
+* Dropout
+* Output Layer
+
+### Results
+
+* Test Accuracy: 86.82%
+* Test Loss: 0.2967
+
+---
+
+## 2. MobileNetV2 (Transfer Learning)
+
+Transfer Learning was applied using the pretrained MobileNetV2 model.
+
+### Results
+
+* Test Accuracy: 99.32%
+* Test Loss: 0.0197
+
+---
+
+## 3. ResNet50 (Transfer Learning)
+
+Transfer Learning was applied using the pretrained ResNet50 model.
+
+### Results
+
+* Test Accuracy: 79.05%
+* Test Loss: 0.4630
+
+---
+
+## 4. EfficientNetB0 (Transfer Learning)
+
+Transfer Learning was applied using the pretrained EfficientNetB0 model.
+
+### Results
+
+* Test Accuracy: 45.95%
+* Test Loss: 0.7061
+
+---
+
+# Model Evaluation
+
+Evaluation metrics used:
+
+* Accuracy
+* Precision
+* Recall
+* F1-Score
+* Confusion Matrix
+
+Confusion Matrix Visualizations:
+
+* cnn_confusion_matrix.png
+* mobilenet_confusion_matrix.png
+* resnet50_confusion_matrix.png
+* efficientnet_confusion_matrix.png
+
+---
+
+# Model Comparison
+
+| Model          | Test Accuracy | Test Loss |
+| -------------- | ------------- | --------- |
+| Custom CNN     | 86.82%        | 0.2967    |
+| MobileNetV2    | 99.32%        | 0.0197    |
+| ResNet50       | 79.05%        | 0.4630    |
+| EfficientNetB0 | 45.95%        | 0.7061    |
+
+Visualization:
+
+* model_comparison.png
+
+---
+
+# Best Performing Model
+
+🏆 MobileNetV2 achieved the highest performance.
+
+### MobileNetV2 Results
+
+* Accuracy: 99.32%
+* Precision: 99%
+* Recall: 99%
+* F1 Score: 99%
+
+This demonstrates the effectiveness of transfer learning for image classification tasks.
+
+---
+
+# Folder Structure
+
+```text
+Muffin vs Chihuahua Detection
+│
+├── Dataset
+│   └── README.md
+│
+├── Images
+│   ├── sample_images.png
+│   ├── class_distribution.png
+│   ├── cnn_confusion_matrix.png
+│   ├── mobilenet_confusion_matrix.png
+│   ├── resnet50_confusion_matrix.png
+│   ├── efficientnet_confusion_matrix.png
+│   └── model_comparison.png
+│
+├── Model
+│   ├── muffin_vs_chihuahua.ipynb
+│   └── README.md
+│
+└── requirements.txt
+```
+
+---
+
+# How to Run
+
+1. Clone the repository.
+2. Install required dependencies.
+3. Download the dataset from Kaggle.
+4. Update dataset paths if necessary.
+5. Run the notebook sequentially.
+6. Train and evaluate the models.
+
+---
+
+# Conclusion
+
+Four deep learning models were trained and evaluated for Muffin vs Chihuahua classification.
+
+Among all tested architectures, MobileNetV2 produced the highest accuracy and the best overall classification performance. The results show that transfer learning significantly improves performance compared to a custom CNN for this dataset.
+
+This project demonstrates the practical application of deep learning and transfer learning techniques in image classification tasks.
diff --git a/Muffin vs Chihuahua Detection/Model/muffin_vs_chihuahua.ipynb b/Muffin vs Chihuahua Detection/Model/muffin_vs_chihuahua.ipynb
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index 000000000..9acdd9a72
--- /dev/null
+++ b/Muffin vs Chihuahua Detection/Model/muffin_vs_chihuahua.ipynb	
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+{
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Jkv9N-83bwtb",
+        "outputId": "a5d6d038-597c-4782-a60c-656e20df29b0"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
+          ]
+        }
+      ],
+      "source": [
+        "from google.colab import drive\n",
+        "drive.mount('/content/drive')"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Ov8WqoITcB8C",
+        "outputId": "d7f57b62-3033-4d36-d505-05ee697b1594"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "['archive.zip']\n"
+          ]
+        }
+      ],
+      "source": [
+        "import os\n",
+        "\n",
+        "print(os.listdir('/content/drive/MyDrive/MuffinVsChihuahua'))"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "collapsed": true,
+        "id": "GAcz75HXcFqH",
+        "outputId": "eb311ade-3c31-426e-8d44-f356e6258630"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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+            "  inflating: train/muffin/img_4_97.jpg  \n",
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+            "  inflating: train/muffin/img_4_980.jpg  \n",
+            "  inflating: train/muffin/img_4_984.jpg  \n",
+            "  inflating: train/muffin/img_4_990.jpg  \n",
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+            "  inflating: train/muffin/img_4_999.jpg  \n"
+          ]
+        }
+      ],
+      "source": [
+        "!unzip \"/content/drive/MyDrive/MuffinVsChihuahua/archive.zip\""
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "zkS5aJvwcLtG",
+        "outputId": "5250d53a-b6bf-4853-82cc-ca31ba8328bc"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "['.config', 'drive', 'train', 'test', 'sample_data']\n"
+          ]
+        }
+      ],
+      "source": [
+        "import os\n",
+        "\n",
+        "print(os.listdir())"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "LRnApks4cOwW",
+        "outputId": "a849407f-70b4-4ac9-a6b5-5702db8e7287"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "['chihuahua', 'muffin']\n",
+            "['chihuahua', 'muffin']\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(os.listdir(\"train\"))\n",
+        "print(os.listdir(\"test\"))"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "tiiCEf47cedP",
+        "outputId": "7b6d7999-4200-41ee-e9c3-ae1ad66ed35d"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Train Chihuahua: 2559\n",
+            "Train Muffin: 2174\n",
+            "Test Chihuahua: 640\n",
+            "Test Muffin: 544\n"
+          ]
+        }
+      ],
+      "source": [
+        "import os\n",
+        "\n",
+        "train_chihuahua = len(os.listdir(\"train/chihuahua\"))\n",
+        "train_muffin = len(os.listdir(\"train/muffin\"))\n",
+        "\n",
+        "test_chihuahua = len(os.listdir(\"test/chihuahua\"))\n",
+        "test_muffin = len(os.listdir(\"test/muffin\"))\n",
+        "\n",
+        "print(\"Train Chihuahua:\", train_chihuahua)\n",
+        "print(\"Train Muffin:\", train_muffin)\n",
+        "print(\"Test Chihuahua:\", test_chihuahua)\n",
+        "print(\"Test Muffin:\", test_muffin)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 410
+        },
+        "id": "KZmHW82Gcheg",
+        "outputId": "87bcb3a9-c107-48f0-e218-270595c76474"
+      },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 600x400 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "labels = ['Chihuahua', 'Muffin']\n",
+        "counts = [2559, 2174]\n",
+        "\n",
+        "plt.figure(figsize=(6,4))\n",
+        "plt.bar(labels, counts)\n",
+        "\n",
+        "plt.title(\"Training Dataset Distribution\")\n",
+        "plt.xlabel(\"Class\")\n",
+        "plt.ylabel(\"Number of Images\")\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 500
+        },
+        "id": "HTJTNAGocstN",
+        "outputId": "ae06cdf5-0446-425c-ebdd-110126a20251"
+      },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1000x600 with 6 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "from PIL import Image\n",
+        "import os\n",
+        "\n",
+        "fig, axes = plt.subplots(2,3, figsize=(10,6))\n",
+        "\n",
+        "for i,img_name in enumerate(os.listdir(\"train/chihuahua\")[:3]):\n",
+        "    img = Image.open(os.path.join(\"train/chihuahua\",img_name))\n",
+        "    axes[0,i].imshow(img)\n",
+        "    axes[0,i].set_title(\"Chihuahua\")\n",
+        "    axes[0,i].axis(\"off\")\n",
+        "\n",
+        "for i,img_name in enumerate(os.listdir(\"train/muffin\")[:3]):\n",
+        "    img = Image.open(os.path.join(\"train/muffin\",img_name))\n",
+        "    axes[1,i].imshow(img)\n",
+        "    axes[1,i].set_title(\"Muffin\")\n",
+        "    axes[1,i].axis(\"off\")\n",
+        "\n",
+        "plt.tight_layout()\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "CWdPmsukc5N_",
+        "outputId": "df4ef27e-5787-45d0-b83e-68ec6dcab31b"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Image Size: (589, 430)\n"
+          ]
+        }
+      ],
+      "source": [
+        "from PIL import Image\n",
+        "import os\n",
+        "\n",
+        "sample_img = os.listdir(\"train/chihuahua\")[0]\n",
+        "\n",
+        "img = Image.open(\n",
+        "    os.path.join(\"train/chihuahua\", sample_img)\n",
+        ")\n",
+        "\n",
+        "print(\"Image Size:\", img.size)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "zuAsX6Yud8fv"
+      },
+      "outputs": [],
+      "source": [
+        "import tensorflow as tf\n",
+        "from tensorflow.keras.preprocessing.image import ImageDataGenerator"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "3d1XQO81eDC-"
+      },
+      "outputs": [],
+      "source": [
+        "IMG_SIZE = (224, 224)\n",
+        "BATCH_SIZE = 32"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "O4VJ67iFeFhp"
+      },
+      "outputs": [],
+      "source": [
+        "train_datagen = ImageDataGenerator(\n",
+        "    rescale=1./255,\n",
+        "    rotation_range=20,\n",
+        "    zoom_range=0.2,\n",
+        "    horizontal_flip=True,\n",
+        "    validation_split=0.2\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "cE9rtCWpeIdm",
+        "outputId": "bb063440-8d3f-410c-9c17-0522c5d041ed"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Found 3788 images belonging to 2 classes.\n",
+            "Found 945 images belonging to 2 classes.\n"
+          ]
+        }
+      ],
+      "source": [
+        "train_generator = train_datagen.flow_from_directory(\n",
+        "    \"train\",\n",
+        "    target_size=IMG_SIZE,\n",
+        "    batch_size=BATCH_SIZE,\n",
+        "    class_mode=\"binary\",\n",
+        "    subset=\"training\"\n",
+        ")\n",
+        "\n",
+        "val_generator = train_datagen.flow_from_directory(\n",
+        "    \"train\",\n",
+        "    target_size=IMG_SIZE,\n",
+        "    batch_size=BATCH_SIZE,\n",
+        "    class_mode=\"binary\",\n",
+        "    subset=\"validation\"\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "V4yha7W4eLez",
+        "outputId": "7ab8cbaa-c52a-4b2e-f15f-6cd2efe3ce0e"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Found 1184 images belonging to 2 classes.\n"
+          ]
+        }
+      ],
+      "source": [
+        "test_datagen = ImageDataGenerator(rescale=1./255)\n",
+        "\n",
+        "test_generator = test_datagen.flow_from_directory(\n",
+        "    \"test\",\n",
+        "    target_size=IMG_SIZE,\n",
+        "    batch_size=BATCH_SIZE,\n",
+        "    class_mode=\"binary\",\n",
+        "    shuffle=False\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "a1AQDO54eaOK"
+      },
+      "outputs": [],
+      "source": [
+        "from tensorflow.keras.models import Sequential\n",
+        "from tensorflow.keras.layers import Conv2D, MaxPooling2D\n",
+        "from tensorflow.keras.layers import Flatten, Dense, Dropout"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "2AK_hVi_eeJ-",
+        "outputId": "3581e167-f630-45c9-ba7a-6855a28aa751"
+      },
+      "outputs": [
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "/usr/local/lib/python3.12/dist-packages/keras/src/layers/convolutional/base_conv.py:113: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
+            "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
+          ]
+        }
+      ],
+      "source": [
+        "cnn_model = Sequential([\n",
+        "\n",
+        "    Conv2D(32, (3,3), activation='relu',\n",
+        "           input_shape=(224,224,3)),\n",
+        "    MaxPooling2D(2,2),\n",
+        "\n",
+        "    Conv2D(64, (3,3), activation='relu'),\n",
+        "    MaxPooling2D(2,2),\n",
+        "\n",
+        "    Conv2D(128, (3,3), activation='relu'),\n",
+        "    MaxPooling2D(2,2),\n",
+        "\n",
+        "    Flatten(),\n",
+        "\n",
+        "    Dense(128, activation='relu'),\n",
+        "    Dropout(0.5),\n",
+        "\n",
+        "    Dense(1, activation='sigmoid')\n",
+        "])"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "cweKFEaeexX9",
+        "outputId": "4589adf9-a659-46a5-e9fa-51c15dc2cae5"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1mModel: \"sequential\"\u001b[0m\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+              "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+              "│ conv2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">222</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">222</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)   │           <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">111</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">111</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)   │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ conv2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">109</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">109</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">54</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">54</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ conv2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">26</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">26</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">86528</span>)          │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │    <span style=\"color: #00af00; text-decoration-color: #00af00\">11,075,712</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)              │           <span style=\"color: #00af00; text-decoration-color: #00af00\">129</span> │\n",
+              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+              "│ conv2d (\u001b[38;5;33mConv2D\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m222\u001b[0m, \u001b[38;5;34m222\u001b[0m, \u001b[38;5;34m32\u001b[0m)   │           \u001b[38;5;34m896\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m32\u001b[0m)   │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m64\u001b[0m)   │        \u001b[38;5;34m18,496\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │        \u001b[38;5;34m73,856\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ flatten (\u001b[38;5;33mFlatten\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m86528\u001b[0m)          │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │    \u001b[38;5;34m11,075,712\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dropout (\u001b[38;5;33mDropout\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)              │           \u001b[38;5;34m129\u001b[0m │\n",
+              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">11,169,089</span> (42.61 MB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m11,169,089\u001b[0m (42.61 MB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">11,169,089</span> (42.61 MB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m11,169,089\u001b[0m (42.61 MB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "cnn_model.summary()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "ER7rgLhMfmlH"
+      },
+      "outputs": [],
+      "source": [
+        "cnn_model.compile(\n",
+        "    optimizer='adam',\n",
+        "    loss='binary_crossentropy',\n",
+        "    metrics=['accuracy']\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 449
+        },
+        "id": "HJFEgJTMfpl9",
+        "outputId": "277cf225-c8b2-4cfe-db7f-0b5144e4468a"
+      },
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1mModel: \"sequential\"\u001b[0m\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+              "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+              "│ conv2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">222</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">222</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)   │           <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">111</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">111</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)   │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ conv2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">109</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">109</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)   │        <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">54</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">54</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ conv2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">52</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │        <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">26</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">26</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)    │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">86528</span>)          │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │    <span style=\"color: #00af00; text-decoration-color: #00af00\">11,075,712</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)              │           <span style=\"color: #00af00; text-decoration-color: #00af00\">129</span> │\n",
+              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+              "│ conv2d (\u001b[38;5;33mConv2D\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m222\u001b[0m, \u001b[38;5;34m222\u001b[0m, \u001b[38;5;34m32\u001b[0m)   │           \u001b[38;5;34m896\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m111\u001b[0m, \u001b[38;5;34m32\u001b[0m)   │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m109\u001b[0m, \u001b[38;5;34m64\u001b[0m)   │        \u001b[38;5;34m18,496\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m54\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m52\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │        \u001b[38;5;34m73,856\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m26\u001b[0m, \u001b[38;5;34m128\u001b[0m)    │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ flatten (\u001b[38;5;33mFlatten\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m86528\u001b[0m)          │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │    \u001b[38;5;34m11,075,712\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dropout (\u001b[38;5;33mDropout\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)              │           \u001b[38;5;34m129\u001b[0m │\n",
+              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">11,169,089</span> (42.61 MB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m11,169,089\u001b[0m (42.61 MB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">11,169,089</span> (42.61 MB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m11,169,089\u001b[0m (42.61 MB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "cnn_model.summary()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "2DVp6kgVfszV",
+        "outputId": "c917e8a1-b87e-4799-ff93-8755dd163ebe"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Epoch 1/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m90s\u001b[0m 688ms/step - accuracy: 0.6629 - loss: 0.6344 - val_accuracy: 0.8127 - val_loss: 0.4366\n",
+            "Epoch 2/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 628ms/step - accuracy: 0.8171 - loss: 0.4284 - val_accuracy: 0.8751 - val_loss: 0.3292\n",
+            "Epoch 3/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 626ms/step - accuracy: 0.8176 - loss: 0.4298 - val_accuracy: 0.8646 - val_loss: 0.3345\n",
+            "Epoch 4/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 634ms/step - accuracy: 0.8339 - loss: 0.3870 - val_accuracy: 0.8995 - val_loss: 0.2829\n",
+            "Epoch 5/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m74s\u001b[0m 620ms/step - accuracy: 0.8532 - loss: 0.3577 - val_accuracy: 0.9005 - val_loss: 0.2515\n"
+          ]
+        }
+      ],
+      "source": [
+        "history_cnn = cnn_model.fit(\n",
+        "    train_generator,\n",
+        "    validation_data=val_generator,\n",
+        "    epochs=5\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Q0Vmm81QhXEM",
+        "outputId": "57480249-4b77-476d-b9b9-823e12609596"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "<class 'keras.src.models.sequential.Sequential'>\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(type(cnn_model))"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "d9OJ3lqFhnmX",
+        "outputId": "864f9962-b89f-492f-e2dd-6588c5abdb1b"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\u001b[1m37/37\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 150ms/step - accuracy: 0.8682 - loss: 0.2967\n",
+            "Test Accuracy: 0.8682432174682617\n",
+            "Test Loss: 0.296656996011734\n"
+          ]
+        }
+      ],
+      "source": [
+        "test_loss, test_accuracy = cnn_model.evaluate(test_generator)\n",
+        "\n",
+        "print(\"Test Accuracy:\", test_accuracy)\n",
+        "print(\"Test Loss:\", test_loss)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "jcQG0h1DhvYN"
+      },
+      "outputs": [],
+      "source": [
+        "from sklearn.metrics import confusion_matrix\n",
+        "from sklearn.metrics import classification_report"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "mDnn3hQgiBEm"
+      },
+      "outputs": [],
+      "source": [
+        "import numpy as np\n",
+        "from sklearn.metrics import confusion_matrix\n",
+        "from sklearn.metrics import classification_report\n",
+        "import seaborn as sns\n",
+        "import matplotlib.pyplot as plt"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "APvhjlItiESt",
+        "outputId": "738a55b8-2384-471b-c353-1fdf273c0918"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\u001b[1m37/37\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 146ms/step\n"
+          ]
+        }
+      ],
+      "source": [
+        "predictions = cnn_model.predict(test_generator)\n",
+        "pred_classes = (predictions > 0.5).astype(int)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "g9oJakoOiIsz",
+        "outputId": "c596eb9d-52fc-4fc6-c129-be0e3c09e937"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "[[545  95]\n",
+            " [ 61 483]]\n"
+          ]
+        }
+      ],
+      "source": [
+        "cm = confusion_matrix(\n",
+        "    test_generator.classes,\n",
+        "    pred_classes\n",
+        ")\n",
+        "\n",
+        "print(cm)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 487
+        },
+        "id": "xQ2Mt8YBiLyo",
+        "outputId": "d3408166-f896-4d28-9a5e-a715b5d22c33"
+      },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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RiFgJICIicXE6gIiISFCcDiAiIiIRsRJARETiErwSwCSAiIjEpRT7mgCxUyAiIiKBsRJARETi4nQAERGRoARfIih2CkRERCQwVgKIiEhcnA4gIiISFKcDiIiISESsBBARkbg4HUBERCQoTgcQERFRWZo2bRoUCoXGy8fHR709NzcXkZGRcHR0hJWVFUJDQ5GRkaExRmpqKoKDg2FhYQFnZ2dMmDABBQUFOsXBSgAREYlLxukAf39//PLLL+r3xsb/fiSPHTsWu3fvxqZNm2Bra4sRI0agR48eOHz4MACgsLAQwcHBcHV1xZEjR5CWloaBAwfCxMQEs2fP1joGJgFERCQuGacDjI2N4erqWqI9KysLq1atQmxsLNq0aQMAWLNmDXx9fXH06FE0b94cP//8My5cuIBffvkFLi4uaNiwIWbOnIlJkyZh2rRpMDU11SoGTgcQERHpgUqlQnZ2tsZLpVI9s//ly5fh7u4Ob29v9OvXD6mpqQCAxMRE5Ofno23btuq+Pj4+8PDwQEJCAgAgISEB9erVg4uLi7pPUFAQsrOzcf78ea1jZhJARETiUij19oqJiYGtra3GKyYmptTDNmvWDGvXrsWePXvw5ZdfIiUlBW+//Tbu37+P9PR0mJqaws7OTmMfFxcXpKenAwDS09M1EoDi7cXbtMXpACIiEpcepwOio6MRFRWl0WZmZlZq344dO6p/rl+/Ppo1awZPT098//33MDc311tML8JKABERkR6YmZnBxsZG4/WsJOBpdnZ2qF27Nq5cuQJXV1fk5eXh3r17Gn0yMjLU1xC4urqWWC1Q/L606wyehUkAERGJS4/TAa8iJycHycnJcHNzQ+PGjWFiYoK4uDj19qSkJKSmpiIgIAAAEBAQgLNnzyIzM1PdZ9++fbCxsYGfn5/Wx+V0ABERiUumJYLjx49Hly5d4OnpiRs3bmDq1KkwMjJC3759YWtriyFDhiAqKgoODg6wsbHByJEjERAQgObNmwMA2rdvDz8/PwwYMABz585Feno6Jk+ejMjISK2rDwCTACIiojJ3/fp19O3bF7dv34aTkxNatmyJo0ePwsnJCQCwYMECKJVKhIaGQqVSISgoCF988YV6fyMjI+zatQsREREICAiApaUlwsLCMGPGDJ3iUEiSJOn1zMoB80Yj5A6ByOBS4xfKHQKRwTlZG/a7qnnXL/U21qOdEXobq6ywEkBEROIS/AFCYp89ERGRwFgJICIicQn+FEEmAUREJC5OBxAREZGIWAkgIiJxcTqAiIhITArBkwBOBxAREQmKlQAiIhKW6JUAJgFERCQusXMATgcQERGJipUAIiISFqcDiIiIBCV6EsDpACIiIkGxEkBERMISvRLAJICIiIQlehLA6QAiIiJBsRJARETiErsQwCSAiIjEJfp0QLlJAi5cuIDU1FTk5eVptHft2lWmiIiIiF5vsicBf/31F7p3746zZ89CoVBAkiQA/2ZnhYWFcoZHRESvMdErAbJfGDh69Gh4eXkhMzMTFhYWOH/+POLj49GkSRMcPHhQ7vCIiOg1plAo9PaqiGSvBCQkJGD//v2oXLkylEollEolWrZsiZiYGIwaNQqnTp2SO0QiIqLXkuyVgMLCQlhbWwMAKleujBs3bgAAPD09kZSUJGdoRET0mmMlQGZ169bFH3/8AS8vLzRr1gxz586FqakpvvrqK3h7e8sdHhERvc4q5me33sieBEyePBkPHjwAAMyYMQOdO3fG22+/DUdHR3z33XcyR0dERPT6kj0JCAoKUv9cs2ZNXLp0CXfu3IG9vX2FLa8QEVHFIPrnjOxJQGkcHBzkDoGIiATAJEBmrVu3fu4fwv79+8swGiIiInHIngQ0bNhQ431+fj5Onz6Nc+fOISwsTJ6giIhICKwEyGzBggWltk+bNg05OTllHA0REQlF7BxA/vsEPEv//v2xevVqucMgIiJ6bcleCXiWhIQEVKpUSe4wiIjoNcbpAJn16NFD470kSUhLS8PJkycxZcoUmaIiIiIRMAmQma2trcZ7pVKJOnXqYMaMGWjfvr1MUREREb3+ZE8C1qxZI3cIREQkKFYCyom8vDxkZmaiqKhIo93Dw0OmiIiI6HXHJEBmf/75J4YMGYIjR45otEuSBIVCgcLCQpkiIyIier3JngQMGjQIxsbG2LVrF9zc3ITPyoiIqAwJ/pEjexJw+vRpJCYmwsfHR+5QiIhIMKJ/8ZT9ZkF+fn64deuW3GEQEREJR5YkIDs7W/367LPPMHHiRBw8eBC3b9/W2JadnS1HeEREJAiFQqG3V0Uky3SAnZ2dxi9MkiS8++67Gn14YSARERlaRf3w1hdZkoADBw7IcVgiIiJ6gixJQGBgoByHJSIi0iR2IUD+1QHFHj58iNTUVOTl5Wm0169fX6aIiIjodcfpAJndvHkTgwYNwk8//VTqdl4TQEREZBiyLxEcM2YM7t27h2PHjsHc3Bx79uzBunXrUKtWLezcuVPu8IiI6DXG1QEy279/P3bs2IEmTZpAqVTC09MT7dq1g42NDWJiYhAcHCx3iEL6eFgnTB7eSaMtKSUdDXt8WqLv9qURCGrhj15jv8IPB8+o2x+dWlqi78CP1mDT3kT9B0ykJw8fPMDK5YsRfyAOd+/eQe06vhg97iP4+tcDAMya9l/8tGuHxj5vBrTA/y35So5w6RVV1A9vfZE9CXjw4AGcnZ0BAPb29rh58yZq166NevXq4ffff5c5OrGdv3IDwcOXqN8XFBaV6DOyX2tI0rPHGPrJeuw7ckH9/t79R3qNkUjf5nz6Cf5KvowpM+agspMT9v64C2M+fB/fbNoJJ2cXAECzt1riv5/8mxCbmJrKFS7RK5F9OqBOnTpISkoCADRo0AArVqzAP//8g+XLl8PNzU3m6MRWUFiEjNv31a/b9x5obK9fuwpGD2iD4dO+eeYYWfcfaYyhyiswdNhEL02Vm4tD+/fhw1Hj0PCNJqhazRNDhkWiSjUPbNu8Ud3P1MQUjpWd1C8bG1sZo6ZXwekAmY0ePRppaWkAgKlTp6JDhw749ttvYWpqirVr18obnOBqejjhr59nIVeVj2NnUvDJkp24ln4XAGBeyQRrY8IxZs73yLh9/5ljLIzuhS8+eQ9X/7mFlZt/w9c7jpZV+EQ6KywsRGFhIUxNzTTazczMcOb0KfX7U4kn0Lnd27C2tkHjps0wNGIUbO3syjha0ouK+dmtN7InAf3791f/3LhxY/z999+4dOkSPDw8ULly5Rfur1KpoFKpNNqkokIolEZ6j1UkJ85dxQeffIM//86Aa2VbfDysI35ZPRaNe85CzkMV5o4LxdE/UrDr4NlnjjH9i104dPxPPMzNQ9sAHyyK7g0rCzN8seFQGZ4JkfYsLC1Rt35DrP3fclT38oa9gyN+2fsjzp/9A1WqegAAmgW0RGDrtnCrUhX/XL+Gr5YtxPhRw7B8TSyMjPj/HapYZE8CnmZhYYE33nhD6/4xMTGYPn26RpuRS1OYuL2p79CE8vPhf+fxz12+gRNnryLpxxkIbf8Gbt3NQas3a6N5nznPHWPOyj3qn/9Iug4LczOMHdiWSQCVa1NmxCBmxhSEdGwNIyMj1K7ji7ZBnZB08fG/ibZB/14wW6NmbdSoWRu9QzrgVOIJNHmzuVxh00uqqGV8fZE9CRg8ePBzt69evfq526OjoxEVFaXR5vz2pFeOizRl5TzCldRM1KjmhLo13eFdtTLS4+dp9Nnw+fs4fCoZQUMXlTrGibNX8d8POsLUxBh5+bw2gMqnKlU9sPSrdXj06CEePHiAypWd8En0OLhXqfqM/tVgZ2eP69dSmQRUQEwCZHb37l2N9/n5+Th37hzu3buHNm3avHB/MzMzmJlpzt9xKkD/LM1N4VW1MtJ3H8eWn3/Hmm1HNLYnbv4YE+dvwe5D5545Rv06VXEn6wETAKoQzM0tYG5ugezsLBxPOIyIUVGl9svMSEdW1j2tpi+JyhvZk4Bt27aVaCsqKkJERARq1KghQ0QEADFju2N3/Fmk3rgDd2dbTB4ejMKiIny/JxG37uaUejHgtbS7+PvGbQBAp3fqwtnRGsfPXEVuXj7ebe6DiUPaY+HXcWV9KkQ6OZbwGyRJgoenF/65lopliz+HR3UvBHftjocPH2DNyi8R2KYdHB0r45/r1/DF4vmoUs0Dbwa0lDt0egmCFwLkTwJKo1QqERUVhVatWmHixIlyhyOkKi52+DpmEBxsLXDrbg6OnP4LgQPn49bdHK32zy8oxLBe72DuuFAoFAokX7uJSfO3YvXWIy/emUhGOTk5WLF0IW5mpsPGxhaBbdrhg8jRMDY2QWFBIZIvJ+GnXTuQcz8blZ2c0bT5Wxg6fCRMea+ACkn06QCFJD3vVi/y+fHHHxEWFoabN2/qvK95oxEGiIiofEmNXyh3CEQG52Rt2O+qtSbseXEnLV2e10FvY5UV2SsBT1/UJ0kS0tLSsHv3boSFhckUFRERiUDwQoD8ScCpU6c03iuVSjg5OWH+/PkvXDlARET0KkSfDpA9CThw4IDcIRAREQlJ9iSAiIhILoIXAuR/gFBGRgYGDBgAd3d3GBsbw8jISONFRERkKEqlQm+vikj2SkB4eDhSU1MxZcoUuLm5CT8/Q0REVFZkTwJ+++03/Prrr2jYsKHcoRARkWBE/94p+3RAtWrVUE5vVUBERPRakz0JWLhwIT766CNcvXpV7lCIiEgwCoVCb6+KSJYkwN7eHg4ODnBwcECfPn1w8OBB1KhRA9bW1ur24hcREZGhKBT6e72sOXPmQKFQYMyYMeq23NxcREZGwtHREVZWVggNDUVGRobGfqmpqQgODoaFhQWcnZ0xYcIEFBTo9oA2Wa4JWLhwoRyHJSIiKldOnDiBFStWoH79+hrtY8eOxe7du7Fp0ybY2tpixIgR6NGjBw4fPgwAKCwsRHBwMFxdXXHkyBGkpaVh4MCBMDExwezZs7U+vixJAG8HTERE5YGcZfycnBz069cPK1euxKeffqpuz8rKwqpVqxAbG4s2bdoAANasWQNfX18cPXoUzZs3x88//4wLFy7gl19+gYuLCxo2bIiZM2di0qRJmDZtmtYPtJJlOiA7O1vj5+e9iIiIDEWf1wSoVKoSn2EqleqZx46MjERwcDDatm2r0Z6YmIj8/HyNdh8fH3h4eCAhIQEAkJCQgHr16sHFxUXdJygoCNnZ2Th//rzW5y/bNQGZmZkAADs7O9jb25d4FbcTERFVBDExMbC1tdV4xcTElNp348aN+P3330vdnp6eDlNTU9jZ2Wm0u7i4ID09Xd3nyQSgeHvxNm3JMh2wf/9+9UV/fHYAERHJRZ+zAdHR0SWejGtmZlai37Vr1zB69Gjs27cPlSpV0l8AL0GWJCAwMLDUn4mIiMqSPq8JMDMzK/VD/2mJiYnIzMzEG2+8oW4rLCxEfHw8li5dir179yIvLw/37t3TqAZkZGTA1dUVAODq6orjx49rjFu8eqC4jzZkv2MgANy7dw/Hjx9HZmYmioqKNLYNHDhQpqiIiIj0791338XZs2c12gYNGgQfHx9MmjQJ1apVg4mJCeLi4hAaGgoASEpKQmpqKgICAgAAAQEBmDVrFjIzM+Hs7AwA2LdvH2xsbODn56d1LLInAT/88AP69euHnJwc2NjYaGRlCoWCSQARERmMHIsDrK2tUbduXY02S0tLODo6qtuHDBmCqKgoODg4wMbGBiNHjkRAQACaN28OAGjfvj38/PwwYMAAzJ07F+np6Zg8eTIiIyO1qkYUkz0JGDduHAYPHozZs2fDwsJC7nCIiEgg5fVOfwsWLIBSqURoaChUKhWCgoLwxRdfqLcbGRlh165diIiIQEBAACwtLREWFoYZM2bodByFJPON+y0tLXH27Fl4e3vrbUzzRiP0NhZReZUav1DuEIgMzsnasN9VG8/U38XpiVNa622ssiL7swOCgoJw8uRJucMgIiIBlYfbBstJlumAnTt3qn8ODg7GhAkTcOHCBdSrVw8mJiYafbt27VrW4RERkSDK63RAWZElCQgJCSnRVto8hkKhQGFhYRlEREREJB5ZkoCnlwESERHJQfBCgHzXBOzfvx9+fn6lPh8gKysL/v7++PXXX2WIjIiIRKHPZwdURLIlAQsXLsTQoUNhY2NTYputrS2GDRuG//u//5MhMiIiIjHIlgT88ccf6NChwzO3t2/fHomJiWUYERERiYarA2SSkZFRYiXAk4yNjXHz5s0yjIiIiERTUcv4+iJbJaBKlSo4d+7cM7efOXMGbm5uZRgRERGRWGRLAjp16oQpU6YgNze3xLZHjx5h6tSp6Ny5swyRERGRKDgdIJPJkydj69atqF27NkaMGIE6deoAAC5duoRly5ahsLAQH3/8sVzhERGRAESfDpAtCXBxccGRI0cQERGB6OhoFD/CQKFQICgoCMuWLYOLi4tc4REREb32ZH2KoKenJ3788UfcvXsXV65cgSRJqFWrFuzt7eUMi4iIBCF4IUD+RwkDgL29PZo2bSp3GEREJBjRpwNkf4ogERERyaNcVAKIiIjkIHolgEkAEREJS/AcgNMBREREomIlgIiIhMXpACIiIkEJngNwOoCIiEhUrAQQEZGwOB1AREQkKMFzAE4HEBERiYqVACIiEpZS8FIAkwAiIhKW4DkApwOIiIhExUoAEREJi6sDiIiIBKUUOwfgdAAREZGoWAkgIiJhcTqAiIhIUILnAJwOICIiEhUrAUREJCwFxC4FMAkgIiJhcXUAERERCYmVACIiEhZXBxAREQlK8ByA0wFERESiYiWAiIiExUcJExERCUrwHIDTAURERKJiJYCIiITF1QFERESCEjwH4HQAERGRqFgJICIiYXF1ABERkaDETgE4HUBERCQsVgKIiEhYXB1AREQkKD5KmIiIiITESgAREQmL0wFa2Llzp9YDdu3a9aWDISIiKkuC5wDaJQEhISFaDaZQKFBYWPgq8RAREVEZ0SoJKCoqMnQcREREZY7TAURERIISfXXASyUBDx48wKFDh5Camoq8vDyNbaNGjdJLYERERGRYOicBp06dQqdOnfDw4UM8ePAADg4OuHXrFiwsLODs7MwkgIiIKgzRpwN0vk/A2LFj0aVLF9y9exfm5uY4evQo/v77bzRu3Biff/65IWIkIiIyCIUeXxWRzknA6dOnMW7cOCiVShgZGUGlUqFatWqYO3cu/vvf/xoiRiIiIjIAnZMAExMTKJWPd3N2dkZqaioAwNbWFteuXdNvdERERAakVCj09qqIdL4moFGjRjhx4gRq1aqFwMBAfPLJJ7h16xbWr1+PunXrGiJGIiIig6ign916o3MlYPbs2XBzcwMAzJo1C/b29oiIiMDNmzfx1Vdf6T1AIiIiMgydKwFNmjRR/+zs7Iw9e/boNSAiIqKyIvrqAN4siIiIhCV4DqB7EuDl5fXczOmvv/56pYCIiIiobOicBIwZM0bjfX5+Pk6dOoU9e/ZgwoQJ+oqLiIjI4CrqVf36onMSMHr06FLbly1bhpMnT75yQERERGVF8BxA99UBz9KxY0ds2bJFX8MRERGRgektCdi8eTMcHBz0NRwREZHBKRQKvb108eWXX6J+/fqwsbGBjY0NAgIC8NNPP6m35+bmIjIyEo6OjrCyskJoaCgyMjI0xkhNTUVwcLD62T0TJkxAQUGBTnG81M2CnjxZSZKQnp6Omzdv4osvvtB1OIO4e2Kp3CEQGZx9r1Vyh0BkcI+2DjHo+Hr7JqyjqlWrYs6cOahVqxYkScK6devQrVs3nDp1Cv7+/hg7dix2796NTZs2wdbWFiNGjECPHj1w+PBhAEBhYSGCg4Ph6uqKI0eOIC0tDQMHDoSJiQlmz56tdRwKSZIkXQKfNm2aRhKgVCrh5OSEVq1awcfHR5ehDCZXt0SIqEJiEkAiMHQSMHLbRb2NtaS77yvt7+DggHnz5qFnz55wcnJCbGwsevbsCQC4dOkSfH19kZCQgObNm+Onn35C586dcePGDbi4uAAAli9fjkmTJuHmzZswNTXV6pg6VwKmTZum6y5ERETlkj5vFqRSqaBSqTTazMzMYGZm9tz9CgsLsWnTJjx48AABAQFITExEfn4+2rZtq+7j4+MDDw8PdRKQkJCAevXqqRMAAAgKCkJERATOnz+PRo0aaRWzzpUQIyMjZGZmlmi/ffs2jIyMdB2OiIhINkqF/l4xMTGwtbXVeMXExDzz2GfPnoWVlRXMzMwwfPhwbNu2DX5+fkhPT4epqSns7Ow0+ru4uCA9PR0AkJ6erpEAFG8v3qYtnSsBz5o9UKlUWpcfiIiIXjfR0dGIiorSaHteFaBOnTo4ffo0srKysHnzZoSFheHQoUOGDlOD1knA4sWLATwunfzvf/+DlZWVelthYSHi4+PLzTUBRERE2lDq8T4B2pT+n2RqaoqaNWsCABo3bowTJ05g0aJF6N27N/Ly8nDv3j2NakBGRgZcXV0BAK6urjh+/LjGeMWrB4r7aEPrJGDBggUAHlcCli9frlH6NzU1RfXq1bF8+XKtD0xERCS38vQAoaKiIqhUKjRu3BgmJiaIi4tDaGgoACApKQmpqakICAgAAAQEBGDWrFnIzMyEs7MzAGDfvn2wsbGBn5+f1sfUOglISUkBALRu3Rpbt26Fvb291gchIiKif0VHR6Njx47w8PDA/fv3ERsbi4MHD2Lv3r2wtbXFkCFDEBUVBQcHB9jY2GDkyJEICAhA8+bNAQDt27eHn58fBgwYgLlz5yI9PR2TJ09GZGSkTtUIna8JOHDggK67EBERlUv6nA7QRWZmJgYOHIi0tDTY2tqifv362Lt3L9q1awfgcfVdqVQiNDQUKpUKQUFBGvfiMTIywq5duxAREYGAgABYWloiLCwMM2bM0CkOne8TEBoaijfffBOTJk3SaJ87dy5OnDiBTZs26RSAIfA+ASQC3ieARGDo+wRM3J2kt7HmBtfR21hlReclgvHx8ejUqVOJ9o4dOyI+Pl4vQREREZHh6TwdkJOTU+pSQBMTE2RnZ+slKCIiorIg+qOEda4E1KtXD999912J9o0bN+p0RSIREZHclHp8VUQ6VwKmTJmCHj16IDk5GW3atAEAxMXFITY2Fps3b9Z7gERERGQYOicBXbp0wfbt2zF79mxs3rwZ5ubmaNCgAfbv389HCRMRUYUi+GyA7kkAAAQHByM4OBgAkJ2djQ0bNmD8+PFITExEYWGhXgMkIiIyFF4T8JLi4+MRFhYGd3d3zJ8/H23atMHRo0f1GRsREREZkE6VgPT0dKxduxarVq1CdnY2evXqBZVKhe3bt/OiQCIiqnAELwRoXwno0qUL6tSpgzNnzmDhwoW4ceMGlixZYsjYiIiIDEqfjxKuiLSuBPz0008YNWoUIiIiUKtWLUPGRERERGVA60rAb7/9hvv376Nx48Zo1qwZli5dilu3bhkyNiIiIoNSKhR6e1VEWicBzZs3x8qVK5GWloZhw4Zh48aNcHd3R1FREfbt24f79+8bMk4iIiK9Uyj096qIdF4dYGlpicGDB+O3337D2bNnMW7cOMyZMwfOzs7o2rWrIWIkIiIiA3ilOx3WqVMHc+fOxfXr17FhwwZ9xURERFQmeGGgHhgZGSEkJAQhISH6GI6IiKhMKFBBP731pKI+84CIiIhekV4qAURERBVRRS3j6wuTACIiEpboSQCnA4iIiATFSgAREQlLUVEX+OsJkwAiIhIWpwOIiIhISKwEEBGRsASfDWASQERE4qqoD/7RF04HEBERCYqVACIiEpboFwYyCSAiImEJPhvA6QAiIiJRsRJARETCUgr+FEEmAUREJCxOBxAREZGQWAkgIiJhcXUAERGRoHizICIiIhISKwFERCQswQsBTAKIiEhcnA4gIiIiIbESQEREwhK8EMAkgIiIxCV6OVz08yciIhIWKwFERCQsheDzAUwCiIhIWGKnAJwOICIiEhYrAUREJCzR7xPAJICIiIQldgrA6QAiIiJhsRJARETCEnw2gEkAERGJS/QlgpwOICIiEhQrAUREJCzRvwkzCSAiImFxOoCIiIiExEoAEREJS+w6AJMAIiISGKcDiIiISEisBBARkbBE/ybMJICIiITF6QAiIiISEisBREQkLLHrAEwCiIhIYILPBnA6gIiISFSsBBARkbCUgk8IMAkgIiJhcTqAiIiIhMRKABERCUvB6QAiIiIxcTqAiIiIhMRKABERCUv01QGsBBARkbAUCv29dBETE4OmTZvC2toazs7OCAkJQVJSkkaf3NxcREZGwtHREVZWVggNDUVGRoZGn9TUVAQHB8PCwgLOzs6YMGECCgoKtI6j3FQCioqKcOXKFWRmZqKoqEhj2zvvvCNTVERERPp36NAhREZGomnTpigoKMB///tftG/fHhcuXIClpSUAYOzYsdi9ezc2bdoEW1tbjBgxAj169MDhw4cBAIWFhQgODoarqyuOHDmCtLQ0DBw4ECYmJpg9e7ZWcSgkSZIMdpZaOnr0KN577z38/fffeDochUKBwsJCncbL1T4JIqqw7HutkjsEIoN7tHWIQcf/+eJNvY3V3tfppfe9efMmnJ2dcejQIbzzzjvIysqCk5MTYmNj0bNnTwDApUuX4Ovri4SEBDRv3hw//fQTOnfujBs3bsDFxQUAsHz5ckyaNAk3b96EqanpC49bLqYDhg8fjiZNmuDcuXO4c+cO7t69q37duXNH7vCIiOg1pdDjfyqVCtnZ2RovlUqlVRxZWVkAAAcHBwBAYmIi8vPz0bZtW3UfHx8feHh4ICEhAQCQkJCAevXqqRMAAAgKCkJ2djbOnz+v1XHLRRJw+fJlzJ49G76+vrCzs4Otra3Gi4iIqLyLiYkp8fkVExPzwv2KioowZswYtGjRAnXr1gUApKenw9TUFHZ2dhp9XVxckJ6eru7zZAJQvL14mzbKxTUBzZo1w5UrV1CzZk25QyEiIoEo9bg4IDo6GlFRURptZmZmL9wvMjIS586dw2+//aa/YLRULpKAkSNHYty4cUhPT0e9evVgYmKisb1+/foyRUZERK8zfd4x0MzMTKsP/SeNGDECu3btQnx8PKpWrapud3V1RV5eHu7du6dRDcjIyICrq6u6z/HjxzXGK149UNznRcpFEhAaGgoAGDx4sLpNoVBAkqSXujCQiIioPJMkCSNHjsS2bdtw8OBBeHl5aWxv3LgxTExMEBcXp/6MTEpKQmpqKgICAgAAAQEBmDVrFjIzM+Hs7AwA2LdvH2xsbODn56dVHOUiCUhJSZE7BCIiEpBctw2OjIxEbGwsduzYAWtra/Ucvq2tLczNzWFra4shQ4YgKioKDg4OsLGxwciRIxEQEIDmzZsDANq3bw8/Pz8MGDAAc+fORXp6OiZPnozIyEitKxLlIgnw9PSUOwQiIhKQXA8Q+vLLLwEArVq10mhfs2YNwsPDAQALFiyAUqlEaGgoVCoVgoKC8MUXX6j7GhkZYdeuXYiIiEBAQAAsLS0RFhaGGTNmaB2HbPcJ2LlzJzp27AgTExPs3LnzuX27du2q09i8TwCJgPcJIBEY+j4BB5P0twy9VR0HvY1VVmSrBISEhCA9PV19u8Rn4TUBRERkKPpcHVARyZYEPHlr4KdvE0xERFQW5JoOKC9ku1mQg4MDbt26BeDxqoD79+/LFQppKSMjA9GTxuOdt5rhzTfqIzSkC86fO6ve/su+nzFs6GC881YzNPCvg0sXL8oYLZHuxnevj0dbh2De4GbqNhc7c6waFYiUVX1xK3YgjnzeDSHNq2vstym6Lf5c0Rt3N4bhr1V9sWpUINzsLco4eiLdyZYE5OXlITs7GwCwbt065ObmyhUKaSE7Kwvh/fvC2NgEy5avxNaduzFuwiTY2Px7R8dHjx6iUaM3MCZqvIyREr2cxjUrY0h7H5y5eluj/X+jAlG7ii3+E7MPTcZuw46jf+Obca3RwMtR3Sf+bBr6z9+PBiO34L25cfB2tUbshDZlfQr0EuR6imB5Idt0QEBAAEJCQtC4cWNIkoRRo0bB3Ny81L6rV68u4+joaatXrYSLqytmzvr3FphVq1bT6NOlawgA4J9/rpdlaESvzLKSMdaMaYUPv/wNH/VsqLGteR1njPrqCE5eeVy5/GzzaYzs4o9GNRzxR8rjhGHJrn/v0556MwefbzuD7ye1hbGRAgWFsj+jjZ6jgn52641slYBvvvkGnTp1Qk5ODoDHD0948sFBT75IfocO7Ie/f12MHzsKrd4OQK/QEGzZ9L3cYRHpxcKhb2FP4jUcOHOjxLajSZno2cIL9lamUCiA/7TwRiUTI8SfSyt1LHsrU/R5pwaOJmUwAaByT7ZKgIuLC+bMmQMA8PLywvr16+Ho6PiCvUpSqVQlntIkGel+60Z6vuvXr+H77zZgQNggDPlgOM6fPYvPYj6FiYkJuoZ0lzs8opf2nxbeaOjtiJYTS1+q3P/z/Vg/rjVufD0A+QVFeKgqQO/P4vBXuuZ1TJ8OaIrhHX1hWckEx5Iy0WPWz2URPr0iZUWt4+tJubgwsHXr1lo997g0pT21ad5nL35qE+mmqEiCr58/Ro2Jgq+vH3r26o0ePXth0/cb5Q6N6KVVdbTEvCHNMWjhQajyS1+KPPW9N2BnaYqOU39Ei4k7sPiHc/hmfGv4e9hr9Fuw/Qyaj9uO4Ok/obCoCP8bHVgWp0CvSKHHV0UkWyWg+MLAypUrY926dfjss89gbW2t8zilPbVJMmIVQN+cnJzgXaOGRpu3tzd+2bdXpoiIXl2jGpXhYmeOhM9D1G3GRkq09HPF8I5+qD9iMyI6+eON0Vtw8do9AMDZq3fQwtcFwzr6YtSKI+r9bt9X4fZ9Fa6kZSPp+j1cWdkXzWo749ifmWV8VkTaq/AXBpb21CbeMVD/GjZ6A1efesbD31evwt29ikwREb26A2duoPGYrRptX414G0nXszB/+xlYmD3+X2RRkebcfmGR9NwycvE2UxPZiq2krYr6FV5PZEsCvvnmGyxYsADJyclQKBTIysriMsFyrP/AMIT174v/fbUc7YM64tzZM9i8+Xt8Mu3fe1Rn3buHtLQ03Lz5+JvP1auPk4bKlSujspOTLHETPU9Obj4upGpefPwgtwB3cnJxIfUujI0UuHIjC0uHt0T0umO4fV+Frs088W6DKugx+/Gcf9NaTmhcszKOXMzAvQd58HKxxtT3GiM5LRvHklgFKO9Ev1mQbM8OeJKXlxdOnjz5UhcGloaVAMM4dPAAFi/8P6T+fRVVqlbFgIGDEPqfXurtO7ZtxSeTo0vsN/zDEYiIHFmWoQqBzw4wjL0zOuHM1duYsPoYAKCGmw0+7d8EAb6usKpkjOT0bCzccQ4bDl0BAPh72OPzIc1Rr7oDLM2MkX73EX4+dR2fbT6NG3ceynkqrwVDPzvgWHKW3sZqVsP2xZ3KmXKRBOgbkwASAZMAEoGhk4Djf+kvCXjTu+IlAeXiUcIveuzhJ598UkaREBGRSMSeDCgnScC2bds03ufn5yMlJQXGxsaoUaMGkwAiIiIDKBdJwKlTp0q0ZWdnIzw8HN2780Y0RERkIIKXAsrt+hUbGxtMnz4dU6ZMkTsUIiJ6TSn0+F9FVG6TAODx8wSysvR30QYRERH9q1xMByxevFjjvSRJSEtLw/r169GxY0eZoiIioted4I8OKB9JwIIFCzTeK5VKODk5ISwsDNHRJdedExER0asrF0lAylO3oyUiIioLghcC5E0CBg8erFW/5z07gIiI6KUJngXImgSsXbsWnp6eaNSoEV7DGxcSERGVa7ImAREREdiwYQNSUlIwaNAg9O/fHw4ODnKGREREAqmoS/v0RdYlgsuWLUNaWhomTpyIH374AdWqVUOvXr2wd+9eVgaIiMjgFAr9vSoi2e8TYGZmhr59+2Lfvn24cOEC/P398eGHH6J69erIycmROzwiIqLXVrlYHVBMqVRCoVBAkiQUFhbKHQ4REb3mKugXeL2RvRKgUqmwYcMGtGvXDrVr18bZs2exdOlSpKamwsrKSu7wiIjodabQ46sCkrUS8OGHH2Ljxo2oVq0aBg8ejA0bNqBy5cpyhkRERCQMhSTjFXhKpRIeHh5o1KgRFM+5qmLr1q06jZtb8KqREZV/9r1WyR0CkcE92jrEoOOfuaa/a8/qV6t41WtZKwEDBw587oc/ERGRIYn+EST7zYKIiIhIHuVqdQAREVFZErwQwCSAiIgEJngWIPsSQSIiIpIHKwFERCQs0Z8dwCSAiIiEJfrqAE4HEBERCYqVACIiEpbghQAmAUREJDDBswBOBxAREQmKlQAiIhIWVwcQEREJiqsDiIiISEisBBARkbAELwQwCSAiIoEJngVwOoCIiEhQrAQQEZGwuDqAiIhIUFwdQEREREJiJYCIiIQleCGASQAREQlM8CyA0wFERESCYiWAiIiExdUBREREguLqACIiIhISKwFERCQswQsBTAKIiEhggmcBnA4gIiISFCsBREQkLK4OICIiEhRXBxAREZGQWAkgIiJhCV4IYBJARETi4nQAERERCYmVACIiEpjYpQAmAUREJCxOBxAREZGQWAkgIiJhCV4IYCWAiIjEpVDo76WL+Ph4dOnSBe7u7lAoFNi+fbvGdkmS8Mknn8DNzQ3m5uZo27YtLl++rNHnzp076NevH2xsbGBnZ4chQ4YgJydHpziYBBAREZWxBw8eoEGDBli2bFmp2+fOnYvFixdj+fLlOHbsGCwtLREUFITc3Fx1n379+uH8+fPYt28fdu3ahfj4eHzwwQc6xaGQJEl6pTMph3IL5I6AyPDse62SOwQig3u0dYhBx0/PytfbWK62Ji+1n0KhwLZt2xASEgLgcRXA3d0d48aNw/jx4wEAWVlZcHFxwdq1a9GnTx9cvHgRfn5+OHHiBJo0aQIA2LNnDzp16oTr16/D3d1dq2OzEkBEROJS6O+lUqmQnZ2t8VKpVDqHlJKSgvT0dLRt21bdZmtri2bNmiEhIQEAkJCQADs7O3UCAABt27aFUqnEsWPHtD4WkwAiIiI9iImJga2trcYrJiZG53HS09MBAC4uLhrtLi4u6m3p6elwdnbW2G5sbAwHBwd1H21wdQAREQlLn6sDoqOjERUVpdFmZmamxyPoH5MAIiISlj5vFmRmZqaXD31XV1cAQEZGBtzc3NTtGRkZaNiwobpPZmamxn4FBQW4c+eOen9tcDqAiIioHPHy8oKrqyvi4uLUbdnZ2Th27BgCAgIAAAEBAbh37x4SExPVffbv34+ioiI0a9ZM62OxEkBERMJSyHS7oJycHFy5ckX9PiUlBadPn4aDgwM8PDwwZswYfPrpp6hVqxa8vLwwZcoUuLu7q1cQ+Pr6okOHDhg6dCiWL1+O/Px8jBgxAn369NF6ZQDAJICIiEQm0y0DT548idatW6vfF19LEBYWhrVr12LixIl48OABPvjgA9y7dw8tW7bEnj17UKlSJfU+3377LUaMGIF3330XSqUSoaGhWLx4sU5x8D4BRBUU7xNAIjD0fQJu5ujvA8PJquJ9r654ERMREemJ6M8OYBJARETC4qOEiYiISEisBBARkbDkWh1QXjAJICIiYXE6gIiIiITEJICIiEhQnA4gIiJhcTqAiIiIhMRKABERCYurA4iIiATF6QAiIiISEisBREQkLMELAUwCiIhIYIJnAZwOICIiEhQrAUREJCyuDiAiIhIUVwcQERGRkFgJICIiYQleCGASQEREAhM8C+B0ABERkaBYCSAiImFxdQAREZGguDqAiIiIhKSQJEmSOwiq2FQqFWJiYhAdHQ0zMzO5wyEyCP49p9cRkwB6ZdnZ2bC1tUVWVhZsbGzkDofIIPj3nF5HnA4gIiISFJMAIiIiQTEJICIiEhSTAHplZmZmmDp1Ki+Wotca/57T64gXBhIREQmKlQAiIiJBMQkgIiISFJMAIiIiQTEJeM0pFAps3779mdsPHjwIhUKBe/fuAQDWrl0LOzs7g8f19HGJKoL09HS0a9cOlpaW6n8npbW96N8dUXnBJKCCS09Px8iRI+Ht7Q0zMzNUq1YNXbp0QVxcnFb7v/XWW0hLS4Otra2BIyUqe+Hh4VAoFBg+fHiJbZGRkVAoFAgPD9d6vAULFiAtLQ2nT5/Gn3/++cy2tLQ0dOzYUS/nQGRIfIpgBXb16lW0aNECdnZ2mDdvHurVq4f8/Hzs3bsXkZGRuHTp0gvHMDU1hauraxlESySPatWqYePGjViwYAHMzc0BALm5uYiNjYWHh4dOYyUnJ6Nx48aoVavWc9v4b4oqClYCKrAPP/wQCoUCx48fR2hoKGrXrg1/f39ERUXh6NGj6n63bt1C9+7dYWFhgVq1amHnzp3qbc8qy+/duxe+vr6wsrJChw4dkJaWpt7WqlUrjBkzRqN/SEiIxjeq9evXo0mTJrC2toarqyvee+89ZGZmljiHxMRENGnSBBYWFnjrrbeQlJSk3hYeHo6QkBCN/mPGjEGrVq3U7/fs2YOWLVvCzs4Ojo6O6Ny5M5KTk7X47ZEo3njjDVSrVg1bt25Vt23duhUeHh5o1KiRuq169epYuHChxr4NGzbEtGnT1Nu3bNmCr7/+Wl1BKK0N0JwOuHr1KhQKBbZu3YrWrVvDwsICDRo0QEJCgiFPm0grTAIqqDt37mDPnj2IjIyEpaVlie1PzutPnz4dvXr1wpkzZ9CpUyf069cPd+7ceebYDx8+xOeff47169cjPj4eqampGD9+vE7x5efnY+bMmfjjjz+wfft2XL16tdSy68cff4z58+fj5MmTMDY2xuDBg3U6zoMHDxAVFYWTJ08iLi4OSqUS3bt3R1FRkU7j0Ott8ODBWLNmjfr96tWrMWjQIJ3GOHHiBDp06IBevXohLS0NixYtKrXtWT7++GOMHz8ep0+fRu3atdG3b18UFBS89DkR6QOnAyqoK1euQJIk+Pj4vLBveHg4+vbtCwCYPXs2Fi9ejOPHj6NDhw6l9s/Pz8fy5ctRo0YNAMCIESMwY8YMneJ78sPc29sbixcvRtOmTZGTkwMrKyv1tlmzZiEwMBAA8NFHHyE4OBi5ubmoVKmSVscJDQ3VeL969Wo4OTnhwoULqFu3rk4x0+urf//+iI6Oxt9//w0AOHz4MDZu3IiDBw9qPYaTkxPMzMxgbm6uUe4vra0048ePR3BwMIDHibm/vz+uXLmi1b9hIkNhJaCC0uVGj/Xr11f/bGlpCRsbm1JL88UsLCzUCQAAuLm5Pbd/aRITE9GlSxd4eHjA2tpa/UGfmpr6zNjc3NwAQKdjXb58GX379oW3tzdsbGxQvXr1Uo9DYnNyckJwcDDWrl2LNWvWIDg4GJUrVy7TGF717zqRIbASUEHVqlULCoVCq4v/TExMNN4rFIrnlstL6/9k0qFUKkskIfn5+eqfHzx4gKCgIAQFBeHbb7+Fk5MTUlNTERQUhLy8vGceS6FQAIA6thcdBwC6dOkCT09PrFy5Eu7u7igqKkLdunVLHIdo8ODBGDFiBABg2bJlJbZr8/ftVTzv7zqRXFgJqKAcHBwQFBSEZcuW4cGDByW2G3L9vZOTk8aFgoWFhTh37pz6/aVLl3D79m3MmTMHb7/9Nnx8fF7qG8/TxwGA06dPq3++ffs2kpKSMHnyZLz77rvw9fXF3bt3dT8hEkKHDh2Ql5eH/Px8BAUFldj+9N+37OxspKSklGWIRGWOSUAFtmzZMhQWFuLNN9/Eli1bcPnyZVy8eBGLFy9GQECAwY7bpk0b7N69G7t378alS5cQERGhkXR4eHjA1NQUS5YswV9//YWdO3di5syZL3WckydP4uuvv8bly5cxdepUjWTD3t4ejo6O+Oqrr3DlyhXs378fUVFR+jhFeg0ZGRnh4sWLuHDhAoyMjEpsb9OmDdavX49ff/0VZ8+eRVhYWKn9iF4nTAIqMG9vb/z+++9o3bo1xo0bh7p166Jdu3aIi4vDl19+abDjDh48GGFhYRg4cCACAwPh7e2N1q1bq7c7OTlh7dq12LRpE/z8/DBnzhx8/vnnOh8nKCgIU6ZMwcSJE9G0aVPcv38fAwcOVG9XKpXYuHEjEhMTUbduXYwdOxbz5s3TyznS68nGxgY2NjalbouOjkZgYCA6d+6M4OBghISEaFwbQ/Q64qOEiYiIBMVKABERkaCYBBAREQmKSQAREZGgmAQQEREJikkAERGRoJgEEBERCYpJABERkaCYBBAREQmKSQBRBRAeHo6QkBD1+1atWmHMmDFlHsfBgwehUCgM+mwKIio7TAKIXkF4eDgUCgUUCgVMTU1Rs2ZNzJgxAwUFBQY97tatW7V+HgM/uInoWfgoYaJX1KFDB6xZswYqlQo//vgjIiMjYWJigujoaI1+eXl5MDU11csxHRwc9DIOEYmNlQCiV2RmZgZXV1d4enoiIiICbdu2xc6dO9Ul/FmzZsHd3R116tQBAFy7dg29evWCnZ0dHBwc0K1bN1y9elU9XmFhIaKiomBnZwdHR0dMnDixxHPun54OUKlUmDRpEqpVqwYzMzPUrFkTq1atwtWrV9UPd7K3t4dCoUB4eDiAx8+yj4mJgZeXF8zNzdGgQQNs3rxZ4zg//vgjateuDXNzc7Ru3VojTiKq+JgEEOmZubk58vLyAABxcXFISkrCvn37sGvXLvWz7K2trfHrr7/i8OHDsLKyUj/rHgDmz5+PtWvXYvXq1fjtt99w584dbNu27bnHHDhwIDZs2IDFixfj4sWLWLFiBaysrFCtWjVs2bIFAJCUlIS0tDQsWrQIABATE4Ovv/4ay5cvx/nz5zF27Fj0798fhw4dAvA4WenRowe6dOmC06dP4/3338dHH31kqF8bEclBIqKXFhYWJnXr1k2SJEkqKiqS9u3bJ5mZmUnjx4+XwsLCJBcXF0mlUqn7r1+/XqpTp45UVFSkblOpVJK5ubm0d+9eSZIkyc3NTZo7d656e35+vlS1alX1cSRJkgIDA6XRo0dLkiRJSUlJEgBp3759pcZ44MABCYB09+5ddVtubq5kYWEhHTlyRKPvkCFDpL59+0qSJEnR0dGSn5+fxvZJkyaVGIuIKi5eE0D0inbt2gUrKyvk5+ejqKgI7733HqZNm4bIyEjUq1dP4zqAP/74A1euXIG1tbXGGLm5uUhOTkZWVhbS0tLQrFkz9TZjY2M0adKkxJRAsdOnT8PIyAiBgYFax3zlyhU8fPgQ7dq102jPy8tDo0aNAAAXL17UiAMAAgICtD4GEZV/TAKIXlHr1q3x5ZdfwtTUFO7u7jA2/veflaWlpUbfnJwcNG7cGN9++22JcZycnF7q+Obm5jrvk5OTAwDYvXs3qlSporHNzMzspeIgooqHSQDRK7K0tETNmjW16vvGG2/gu+++g7OzM2xsbErt4+bmhmPHjuGdd94BABQUFCAxMRFvvPFGqf3r1auHoqIiHDp0CG3bti2xvbgSUVhYqG7z8/ODmZkZUlNTn1lB8PX1xc6dOzXajh49+uKTJKIKgxcGEpWhfv36oXLlyujWrRt+/fVXpKSk4ODBgxg1ahSuX78OABg9ejTmzJmD7du349KlS/jwww+fu8a/evXqCAsLw+DBg7F9+3b1mN9//z0AwNPTEwqFArt27cLNmzeRk5MDa2trjB8/HmPHjsW6deuQnJyM33//HUuWLMG6desAAMOHD8fly5cxYcIEJCUlITY2FmvXrjX0r4iIyhCTAKIyZGFhgfj4eHh4eKBHjx7w9fXFkCFDkJubq64MjBs3DgMGDEBYWBgCAgJgbW2N7t27P3fcL7/8Ej179sSHH34IHx8fDB06FA8ePAAAVKlSBdOnT8dHH30EFxcXjBgxAgAwc+ZMTJkyBTExMfD19UWHDh2we/dueHl5AQA8PDywZcsWbN++HQ0aNMDy5csxe/ZsA/52iKisKaRnXW1ERERErzVWAoiIiATFJICIiEhQTAKIiIgExSSAiIhIUEwCiIiIBMUkgIiISFBMAoiIiATFJICIiEhQTAKIiIgExSSAiIhIUEwCiIiIBPX/ABIS4MUem0Y0AAAAAElFTkSuQmCC",
+            "text/plain": [
+              "<Figure size 600x500 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "plt.figure(figsize=(6,5))\n",
+        "\n",
+        "sns.heatmap(\n",
+        "    cm,\n",
+        "    annot=True,\n",
+        "    fmt='d',\n",
+        "    cmap='Blues',\n",
+        "    xticklabels=['Chihuahua','Muffin'],\n",
+        "    yticklabels=['Chihuahua','Muffin']\n",
+        ")\n",
+        "\n",
+        "plt.xlabel(\"Predicted\")\n",
+        "plt.ylabel(\"Actual\")\n",
+        "plt.title(\"CNN Confusion Matrix\")\n",
+        "\n",
+        "plt.savefig(\"cnn_confusion_matrix.png\")\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "-9Egk5agitTj"
+      },
+      "outputs": [],
+      "source": []
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "6gNrcXbviPnj",
+        "outputId": "afc565ca-b759-4d28-b042-70c6732d9a25"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "   Chihuahua       0.90      0.85      0.87       640\n",
+            "      Muffin       0.84      0.89      0.86       544\n",
+            "\n",
+            "    accuracy                           0.87      1184\n",
+            "   macro avg       0.87      0.87      0.87      1184\n",
+            "weighted avg       0.87      0.87      0.87      1184\n",
+            "\n"
+          ]
+        }
+      ],
+      "source": [
+        "print(\n",
+        "    classification_report(\n",
+        "        test_generator.classes,\n",
+        "        pred_classes,\n",
+        "        target_names=['Chihuahua','Muffin']\n",
+        "    )\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "dt_jHFzmiuIC"
+      },
+      "outputs": [],
+      "source": [
+        "from tensorflow.keras.applications import MobileNetV2\n",
+        "from tensorflow.keras.models import Sequential\n",
+        "from tensorflow.keras.layers import GlobalAveragePooling2D, Dense, Dropout"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 376
+        },
+        "id": "JGGCss0oixI1",
+        "outputId": "34754225-9608-4847-a399-3796713dd4f7"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet_v2/mobilenet_v2_weights_tf_dim_ordering_tf_kernels_1.0_224_no_top.h5\n",
+            "\u001b[1m9406464/9406464\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 0us/step\n"
+          ]
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_1\"</span>\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1mModel: \"sequential_1\"\u001b[0m\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+              "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+              "│ mobilenetv2_1.00_224            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1280</span>)     │     <span style=\"color: #00af00; text-decoration-color: #00af00\">2,257,984</span> │\n",
+              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Functional</span>)                    │                        │               │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ global_average_pooling2d        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1280</span>)           │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePooling2D</span>)        │                        │               │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">163,968</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)              │           <span style=\"color: #00af00; text-decoration-color: #00af00\">129</span> │\n",
+              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+              "│ mobilenetv2_1.00_224            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m1280\u001b[0m)     │     \u001b[38;5;34m2,257,984\u001b[0m │\n",
+              "│ (\u001b[38;5;33mFunctional\u001b[0m)                    │                        │               │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ global_average_pooling2d        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1280\u001b[0m)           │             \u001b[38;5;34m0\u001b[0m │\n",
+              "│ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m)        │                        │               │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_2 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │       \u001b[38;5;34m163,968\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_3 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)              │           \u001b[38;5;34m129\u001b[0m │\n",
+              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">2,422,081</span> (9.24 MB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m2,422,081\u001b[0m (9.24 MB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">164,097</span> (641.00 KB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m164,097\u001b[0m (641.00 KB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">2,257,984</span> (8.61 MB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m2,257,984\u001b[0m (8.61 MB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "mobilenet_base = MobileNetV2(\n",
+        "    weights='imagenet',\n",
+        "    include_top=False,\n",
+        "    input_shape=(224,224,3)\n",
+        ")\n",
+        "\n",
+        "mobilenet_base.trainable = False\n",
+        "\n",
+        "mobilenet_model = Sequential([\n",
+        "    mobilenet_base,\n",
+        "    GlobalAveragePooling2D(),\n",
+        "    Dense(128, activation='relu'),\n",
+        "    Dropout(0.3),\n",
+        "    Dense(1, activation='sigmoid')\n",
+        "])\n",
+        "\n",
+        "mobilenet_model.compile(\n",
+        "    optimizer='adam',\n",
+        "    loss='binary_crossentropy',\n",
+        "    metrics=['accuracy']\n",
+        ")\n",
+        "\n",
+        "mobilenet_model.summary()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "RwXcP-Ehi0_G",
+        "outputId": "76d356aa-02fb-49ae-dfff-b8201cf9ef9e"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Epoch 1/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m118s\u001b[0m 840ms/step - accuracy: 0.9704 - loss: 0.0721 - val_accuracy: 0.9894 - val_loss: 0.0392\n",
+            "Epoch 2/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m71s\u001b[0m 595ms/step - accuracy: 0.9894 - loss: 0.0295 - val_accuracy: 0.9915 - val_loss: 0.0305\n",
+            "Epoch 3/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m71s\u001b[0m 594ms/step - accuracy: 0.9918 - loss: 0.0281 - val_accuracy: 0.9905 - val_loss: 0.0239\n",
+            "Epoch 4/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m70s\u001b[0m 591ms/step - accuracy: 0.9950 - loss: 0.0145 - val_accuracy: 0.9884 - val_loss: 0.0419\n",
+            "Epoch 5/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m71s\u001b[0m 599ms/step - accuracy: 0.9955 - loss: 0.0126 - val_accuracy: 0.9915 - val_loss: 0.0305\n"
+          ]
+        }
+      ],
+      "source": [
+        "history_mobilenet = mobilenet_model.fit(\n",
+        "    train_generator,\n",
+        "    validation_data=val_generator,\n",
+        "    epochs=5\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "wF9EiSWQktCL",
+        "outputId": "db5cb488-7123-4c59-8467-1d6bd1e4c0a0"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\u001b[1m37/37\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 204ms/step - accuracy: 0.9932 - loss: 0.0197\n",
+            "MobileNetV2 Test Accuracy: 0.9932432174682617\n",
+            "MobileNetV2 Test Loss: 0.019737208262085915\n"
+          ]
+        }
+      ],
+      "source": [
+        "test_loss, test_acc = mobilenet_model.evaluate(test_generator)\n",
+        "\n",
+        "print(\"MobileNetV2 Test Accuracy:\", test_acc)\n",
+        "print(\"MobileNetV2 Test Loss:\", test_loss)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Gwjh3deHk0m1",
+        "outputId": "947dd451-6e6f-4715-8253-5c46023701ba"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\u001b[1m37/37\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 149ms/step\n",
+            "[[637   3]\n",
+            " [  5 539]]\n",
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "   Chihuahua       0.99      1.00      0.99       640\n",
+            "      Muffin       0.99      0.99      0.99       544\n",
+            "\n",
+            "    accuracy                           0.99      1184\n",
+            "   macro avg       0.99      0.99      0.99      1184\n",
+            "weighted avg       0.99      0.99      0.99      1184\n",
+            "\n"
+          ]
+        }
+      ],
+      "source": [
+        "import numpy as np\n",
+        "from sklearn.metrics import confusion_matrix, classification_report\n",
+        "\n",
+        "pred_probs = mobilenet_model.predict(test_generator)\n",
+        "\n",
+        "predictions = (pred_probs > 0.5).astype(int)\n",
+        "\n",
+        "cm = confusion_matrix(\n",
+        "    test_generator.classes,\n",
+        "    predictions\n",
+        ")\n",
+        "\n",
+        "print(cm)\n",
+        "\n",
+        "print(\n",
+        "    classification_report(\n",
+        "        test_generator.classes,\n",
+        "        predictions,\n",
+        "        target_names=[\"Chihuahua\",\"Muffin\"]\n",
+        "    )\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 487
+        },
+        "id": "ybygUcwyk_Kf",
+        "outputId": "c82ce2d2-5bb3-45fe-a7e9-883a4448a8cc"
+      },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 600x500 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import seaborn as sns\n",
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "plt.figure(figsize=(6,5))\n",
+        "\n",
+        "sns.heatmap(\n",
+        "    cm,\n",
+        "    annot=True,\n",
+        "    fmt='d',\n",
+        "    cmap='Blues',\n",
+        "    xticklabels=[\"Chihuahua\",\"Muffin\"],\n",
+        "    yticklabels=[\"Chihuahua\",\"Muffin\"]\n",
+        ")\n",
+        "\n",
+        "plt.title(\"MobileNetV2 Confusion Matrix\")\n",
+        "plt.xlabel(\"Predicted\")\n",
+        "plt.ylabel(\"Actual\")\n",
+        "\n",
+        "plt.savefig(\"mobilenet_confusion_matrix.png\")\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 430
+        },
+        "id": "Nvl1akhflCRU",
+        "outputId": "c8cc1ed4-302a-4084-84e0-d98ed16e6a49"
+      },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 1000x400 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "plt.figure(figsize=(10,4))\n",
+        "\n",
+        "plt.plot(history_mobilenet.history['accuracy'])\n",
+        "plt.plot(history_mobilenet.history['val_accuracy'])\n",
+        "\n",
+        "plt.title(\"MobileNetV2 Accuracy\")\n",
+        "plt.xlabel(\"Epoch\")\n",
+        "plt.ylabel(\"Accuracy\")\n",
+        "\n",
+        "plt.legend([\"Train\",\"Validation\"])\n",
+        "\n",
+        "plt.savefig(\"mobilenet_accuracy.png\")\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "Iw5YSm3Yl73M"
+      },
+      "outputs": [],
+      "source": [
+        "from tensorflow.keras.applications import ResNet50\n",
+        "from tensorflow.keras.layers import GlobalAveragePooling2D\n",
+        "from tensorflow.keras.models import Sequential\n",
+        "from tensorflow.keras.layers import Dense, Dropout"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "NqlJNm9qmAFe"
+      },
+      "outputs": [],
+      "source": []
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 360
+        },
+        "id": "at48qxdImAWV",
+        "outputId": "d37ce69b-2738-4f39-fc63-e64dc84e2e9f"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
+            "\u001b[1m94765736/94765736\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m3s\u001b[0m 0us/step\n"
+          ]
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_2\"</span>\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1mModel: \"sequential_2\"\u001b[0m\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+              "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+              "│ resnet50 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Functional</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)     │    <span style=\"color: #00af00; text-decoration-color: #00af00\">23,587,712</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ global_average_pooling2d_1      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)           │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePooling2D</span>)        │                        │               │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">262,272</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dropout_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)              │           <span style=\"color: #00af00; text-decoration-color: #00af00\">129</span> │\n",
+              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+              "│ resnet50 (\u001b[38;5;33mFunctional\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m2048\u001b[0m)     │    \u001b[38;5;34m23,587,712\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ global_average_pooling2d_1      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)           │             \u001b[38;5;34m0\u001b[0m │\n",
+              "│ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m)        │                        │               │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_4 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │       \u001b[38;5;34m262,272\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dropout_2 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_5 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)              │           \u001b[38;5;34m129\u001b[0m │\n",
+              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">23,850,113</span> (90.98 MB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m23,850,113\u001b[0m (90.98 MB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">262,401</span> (1.00 MB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m262,401\u001b[0m (1.00 MB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">23,587,712</span> (89.98 MB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m23,587,712\u001b[0m (89.98 MB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "resnet_base = ResNet50(\n",
+        "    weights='imagenet',\n",
+        "    include_top=False,\n",
+        "    input_shape=(224,224,3)\n",
+        ")\n",
+        "\n",
+        "resnet_base.trainable = False\n",
+        "\n",
+        "resnet_model = Sequential([\n",
+        "    resnet_base,\n",
+        "    GlobalAveragePooling2D(),\n",
+        "    Dense(128, activation='relu'),\n",
+        "    Dropout(0.3),\n",
+        "    Dense(1, activation='sigmoid')\n",
+        "])\n",
+        "\n",
+        "resnet_model.compile(\n",
+        "    optimizer='adam',\n",
+        "    loss='binary_crossentropy',\n",
+        "    metrics=['accuracy']\n",
+        ")\n",
+        "\n",
+        "resnet_model.summary()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "nc3Q9Bz6mEk4",
+        "outputId": "bf86e5f0-60c9-4b8a-bd11-98fd7b295231"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Epoch 1/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m112s\u001b[0m 823ms/step - accuracy: 0.6642 - loss: 0.6175 - val_accuracy: 0.7630 - val_loss: 0.5021\n",
+            "Epoch 2/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m85s\u001b[0m 711ms/step - accuracy: 0.7350 - loss: 0.5493 - val_accuracy: 0.7841 - val_loss: 0.4868\n",
+            "Epoch 3/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m82s\u001b[0m 694ms/step - accuracy: 0.7273 - loss: 0.5499 - val_accuracy: 0.7757 - val_loss: 0.4804\n",
+            "Epoch 4/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m83s\u001b[0m 700ms/step - accuracy: 0.7466 - loss: 0.5265 - val_accuracy: 0.8000 - val_loss: 0.4671\n",
+            "Epoch 5/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m78s\u001b[0m 656ms/step - accuracy: 0.7590 - loss: 0.5179 - val_accuracy: 0.8063 - val_loss: 0.4432\n"
+          ]
+        }
+      ],
+      "source": [
+        "history_resnet = resnet_model.fit(\n",
+        "    train_generator,\n",
+        "    validation_data=val_generator,\n",
+        "    epochs=5\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "j6_B0bwpoEwY",
+        "outputId": "9cf427a3-5cb2-4289-e68d-4b7b04cf1f15"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\u001b[1m37/37\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 255ms/step - accuracy: 0.7905 - loss: 0.4630\n",
+            "ResNet50 Test Accuracy: 0.7905405163764954\n",
+            "ResNet50 Test Loss: 0.4629972279071808\n"
+          ]
+        }
+      ],
+      "source": [
+        "test_loss, test_acc = resnet_model.evaluate(test_generator)\n",
+        "\n",
+        "print(\"ResNet50 Test Accuracy:\", test_acc)\n",
+        "print(\"ResNet50 Test Loss:\", test_loss)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "4U0uJpDfoZfr",
+        "outputId": "2f397d79-c382-4376-b66a-32845cdd887c"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\u001b[1m37/37\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 170ms/step\n"
+          ]
+        }
+      ],
+      "source": [
+        "pred_probs = resnet_model.predict(test_generator)\n",
+        "\n",
+        "predictions = (pred_probs > 0.5).astype(int)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "YMZRqwnvof9C",
+        "outputId": "45693860-59f1-40b8-8e2c-f661483ccc6f"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "[[515 125]\n",
+            " [123 421]]\n",
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "   Chihuahua       0.81      0.80      0.81       640\n",
+            "      Muffin       0.77      0.77      0.77       544\n",
+            "\n",
+            "    accuracy                           0.79      1184\n",
+            "   macro avg       0.79      0.79      0.79      1184\n",
+            "weighted avg       0.79      0.79      0.79      1184\n",
+            "\n"
+          ]
+        }
+      ],
+      "source": [
+        "from sklearn.metrics import confusion_matrix, classification_report\n",
+        "\n",
+        "cm = confusion_matrix(\n",
+        "    test_generator.classes,\n",
+        "    predictions\n",
+        ")\n",
+        "\n",
+        "print(cm)\n",
+        "\n",
+        "print(\n",
+        "    classification_report(\n",
+        "        test_generator.classes,\n",
+        "        predictions,\n",
+        "        target_names=[\"Chihuahua\",\"Muffin\"]\n",
+        "    )\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 487
+        },
+        "id": "77XbCgALojl_",
+        "outputId": "691d507e-3938-41a2-8cf2-d2f60c40d92e"
+      },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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zMzN4enrq4F0UJZPJsHz5csyYMaPEKzIKKw/PVxrS09OxYcOGImNf9DtUVn/99RcWL16M8ePHY+LEiZg8eTJWrlxZ5PwIIrFwOYBeaPLkyfjggw8QERGBkSNHYtWqVWjXrh3c3NwwfPhw1K1bF6mpqThx4gRu376Nc+fOAQBcXV3h5eUFDw8PWFlZ4cyZM9i+fTtGjx790mPOmDEDHTt2LNLu6emJESNGIDw8HHFxcfD29oahoSGuXr2Kbdu2YdmyZXj//fcBAB4eHlizZg2++OIL1KtXD3Z2dujUqRM++eQTTUm4WrVquHHjBtatW4esrCwsW7ZM63ifffYZtm3bho4dO2LcuHHIzMzEokWL4ObmhiFDhrz0fXz//ffw9vZGnz594O/vj86dO8PU1BRXr17F1q1bkZKSorlXwKJFi9C9e3colUoMGzZMc4mgQqF4afWkLBQKBT744AOsWLECMpkMzs7OiIqKKnI+xZUrV9C5c2f07dsXrq6uMDAwwI4dO5CamooPP/zwhfN//PHHWLduHYKCghAbG4vatWtj+/bt+PPPP7F06dJSnSj5qnr27ImePXuWOMbb2xtGRkbw9/fHiBEjkJmZiW+++QZ2dnZFEtsX/Q6VRXZ2NgIDA1G/fn3MnTsXwLPLU3fv3o0hQ4YgPj5eZ1Ueolcm6rUJJLrCy5pOnz5dpC8/P19wdnYWnJ2dNZdDJSUlCYMHDxYcHBwEQ0NDoXr16kKPHj2E7du3a/b74osvhHfeeUewtLQUjI2NBRcXF2Hu3LlCTk6OZszzlwj+l6enpwCg2MsMv/76a8HDw0MwNjYWzM3NBTc3N+GTTz4R7ty5oxmjUqkEPz8/wdzcXACgudQrMjJS6NChg2BraysYGBgINjY2Qu/evYXY2NhiP5sLFy4I3t7egomJiWBpaSkMGDBAUKlUpftghWeXoy1evFho1aqVYGZmJhgZGQn169cXxowZI1y7dk1r7MGDB4W2bdsKxsbGgoWFheDv7y8kJCRojXnRZ1bcpWnFXR4nCIJw9+5dISAgQDAxMRGqVq0qjBgxQrhw4YLWJYL37t0TQkJCBBcXF8HU1FRQKBRC69athZ9++klrrv9eIigIgpCamioMGTJEsLGxEYyMjAQ3NzfNvIUKLxEs7hJEAMKMGTOK+TT/5/lLBEtS3Gewa9cuwd3dXahSpYpQu3ZtYcGCBcL69euLfH4v+h0q6d/Lf/9/mDBhgqCvry/89ddfWuPOnDkjGBgYCMHBwSXGT1QRZIJQxrNwiIiI6K3AcwKIiIgkikkAERGRRDEJICIikigmAURERBLFJICIiEiimAQQERFJFJMAIiIiiXor7xho3Pzld6YjquwenFopdghE5c7YsJzn1+H3xdOzle/f5FuZBBAREZWKTNoFcWm/eyIiIgljJYCIiKRLh4+NroyYBBARkXRxOYCIiIikiJUAIiKSLi4HEBERSRSXA4iIiEiKWAkgIiLp4nIAERGRRHE5gIiIiCrSzJkzIZPJtDYXFxdNf3Z2NkJCQmBtbQ0zMzMEBAQgNTVVa47k5GT4+fnBxMQEdnZ2mDx5MvLy8soUBysBREQkXSIuBzRu3BgHDx7UvDYw+N9X8oQJE7Bnzx5s27YNCoUCo0ePRp8+ffDnn38CAPLz8+Hn5wcHBwccP34cKSkpGDx4MAwNDTFv3rxSx8AkgIiIpEuHywFqtRpqtVqrTS6XQy6XFzvewMAADg4ORdrT09Px3XffITIyEp06dQIAbNiwAY0aNcLJkyfRpk0bHDhwAAkJCTh48CDs7e3RrFkzzJkzB1OmTMHMmTNhZGRUqpi5HEBERKQD4eHhUCgUWlt4ePgLx1+9ehXVqlVD3bp1MWDAACQnJwMAYmNjkZubiy5dumjGuri4wMnJCSdOnAAAnDhxAm5ubrC3t9eM8fHxQUZGBi5evFjqmFkJICIi6dLhckBYWBhCQ0O12l5UBWjdujUiIiLQsGFDpKSkYNasWWjfvj0uXLgAlUoFIyMjWFpaau1jb28PlUoFAFCpVFoJQGF/YV9pMQkgIiLp0uFyQEml///q3r275md3d3e0bt0atWrVwk8//QRjY2OdxfQyXA4gIiISmaWlJRo0aIBr167BwcEBOTk5ePTokdaY1NRUzTkEDg4ORa4WKHxd3HkGL8IkgIiIpEsm0932GjIzM5GUlARHR0d4eHjA0NAQhw4d0vQnJiYiOTkZSqUSAKBUKhEfH4+0tDTNmOjoaFhYWMDV1bXUx+VyABERSZdINwuaNGkS/P39UatWLdy5cwczZsyAvr4++vXrB4VCgWHDhiE0NBRWVlawsLDAmDFjoFQq0aZNGwCAt7c3XF1dMWjQICxcuBAqlQpTp05FSEhIqZckACYBREREFe727dvo168f7t+/D1tbW7Rr1w4nT56Era0tAGDJkiXQ09NDQEAA1Go1fHx8sHr1as3++vr6iIqKQnBwMJRKJUxNTREYGIjZs2eXKQ6ZIAiCTt/ZG8C4+WixQyAqdw9OrRQ7BKJyZ2xYzvN7lu1LsyRPY6brbK6KwkoAERFJl560HyDEEwOJiIgkipUAIiKSLok/RZBJABERSZeIDxB6E0g7BSIiIpIwVgKIiEi6uBxAREQkUVwOICIiIiliJYCIiKSLywFEREQSxeUAIiIikiJWAoiISLq4HEBERCRRXA4gIiIiKWIlgIiIpIvLAURERBLF5QAiIiKSIlYCiIhIurgcQEREJFESTwKk/e6JiIgkjJUAIiKSLomfGMgkgIiIpIvLAURERCRFrAQQEZF0cTmAiIhIorgcQERERFLESgAREUkXlwOIiIikSSbxJIDLAURERBLFSgAREUmW1CsBTAKIiEi6pJ0DcDmAiIhIqlgJICIiyeJyABERkURJPQngcgAREZFEsRJARESSJfVKAJMAIiKSLKknAVwOICIikigmAUREJF0yHW6vaP78+ZDJZBg/frymzcvLCzKZTGsbOXKk1n7Jycnw8/ODiYkJ7OzsMHnyZOTl5ZXp2FwOICIiyRJ7OeD06dNYt24d3N3di/QNHz4cs2fP1rw2MTHR/Jyfnw8/Pz84ODjg+PHjSElJweDBg2FoaIh58+aV+vhvTBKQkJCA5ORk5OTkaLW/9957IkVERERUfjIzMzFgwAB88803+OKLL4r0m5iYwMHBodh9Dxw4gISEBBw8eBD29vZo1qwZ5syZgylTpmDmzJkwMjIqVQyiJwH//PMPevfujfj4eMhkMgiCAOB/2Vl+fr6Y4RER0VtMl5UAtVoNtVqt1SaXyyGXy4sdHxISAj8/P3Tp0qXYJGDLli3YvHkzHBwc4O/vj2nTpmmqASdOnICbmxvs7e014318fBAcHIyLFy+iefPmpYpZ9HMCxo0bhzp16iAtLQ0mJia4ePEijh07hpYtW+Lo0aNih0dERG+x/667v84WHh4OhUKhtYWHhxd73K1bt+Lvv/9+YX///v2xefNmHDlyBGFhYdi0aRMGDhyo6VepVFoJAADNa5VKVer3L3ol4MSJEzh8+DBsbGygp6cHPT09tGvXDuHh4Rg7dizOnj0rdohEREQvFRYWhtDQUK224qoAt27dwrhx4xAdHY0qVaoUO9fHH3+s+dnNzQ2Ojo7o3LkzkpKS4OzsrLOYRa8E5Ofnw9zcHABgY2ODO3fuAABq1aqFxMREMUMjIqK3nC4rAXK5HBYWFlpbcUlAbGws0tLS0KJFCxgYGMDAwAAxMTFYvnw5DAwMil0Gb926NQDg2rVrAAAHBwekpqZqjSl8/aLzCIojeiWgSZMmOHfuHOrUqYPWrVtj4cKFMDIywtdff426deuKHR4REb3NRLg4oHPnzoiPj9dqGzJkCFxcXDBlyhTo6+sX2ScuLg4A4OjoCABQKpWYO3cu0tLSYGdnBwCIjo6GhYUFXF1dSx2L6EnA1KlTkZWVBQCYPXs2evTogfbt28Pa2ho//vijyNERERHplrm5OZo0aaLVZmpqCmtrazRp0gRJSUmIjIyEr68vrK2tcf78eUyYMAEdOnTQXEro7e0NV1dXDBo0CAsXLoRKpcLUqVMREhLywhMRiyN6EuDj46P5uV69erh8+TIePHiAqlWrin79JhERvd3exO8ZIyMjHDx4EEuXLkVWVhZq1qyJgIAATJ06VTNGX18fUVFRCA4OhlKphKmpKQIDA7XuK1AaMqHwmry3iHHz0WKHQFTuHpxaKXYIROXO2LB857cdoruK890N/6ezuSqK6JWAjh07lpiJHT58uAKjISIikg7Rk4BmzZppvc7NzUVcXBwuXLiAwMBAcYIiIiJJeBOXAyqS6EnAkiVLim2fOXMmMjMzKzgaIiKSFGnnAOLfJ+BFBg4ciPXr14sdBhER0VtL9ErAi5w4ceKFd1IiIiLSBS4HiKxPnz5arwVBQEpKCs6cOYNp06aJFBUREUkBkwCRKRQKrdd6enpo2LAhZs+eDW9vb5GiIiIievuJngRs2LBB7BCIiEiiWAl4Q+Tk5CAtLQ0FBQVa7U5OTiJFREREbzsmASK7cuUKhg0bhuPHj2u1C4IAmUxW7NOUiIiI6PWJngQMGTIEBgYGiIqKgqOjo+SzMiIiqkAS/8oRPQmIi4tDbGwsXFxcxA6FiIgkRup/eIp+syBXV1fcu3dP7DCIiIgkR5QkICMjQ7MtWLAAn3zyCY4ePYr79+9r9WVkZIgRHhERSYRMJtPZVhmJshxgaWmp9YEJgoDOnTtrjeGJgUREVN4q65e3roiSBBw5ckSMwxIREdFzREkCPD09xTgsERGRNmkXAsS/OqDQkydPkJycjJycHK12d3d3kSIiIqK3HZcDRHb37l0MGTIEv/32W7H9PCeAiIiofIh+ieD48ePx6NEj/PXXXzA2Nsa+ffuwceNG1K9fH7t27RI7PCIieovx6gCRHT58GL/++itatmwJPT091KpVC127doWFhQXCw8Ph5+cndoiS9PkIX0wd6avVlnhdhWZ9vgAADO3TFv/XvSWaudSAhZkxHNpPRnrmU63xl/fMQq1q1lpt05b/isUboss3eKIyiD1zGhs3fIdLCRdw9+5dfLVsFTp17gIAyM3NxaoVS/HH78dw+/YtmJuZoXWbdzF2wkTY2dlr5uju3Qkpd/7Vmnfs+IkY+tHHFfpeqOwq65e3roieBGRlZcHOzg4AULVqVdy9excNGjSAm5sb/v77b5Gjk7aL1+7Ab+QKzeu8/P893MmkiiGijycg+ngC5ozt+cI5Zq2OwoZf/tS8fpylLp9giV7R06dP0KBhQ/TqHYDQ8aO1+rKzs3EpIQHDRwSjYUMXZGRkYOH8uRg/OhiRP/2iNXbU6LHo835fzWtTE9MKiZ/odYieBDRs2BCJiYmoXbs2mjZtinXr1qF27dpYu3YtHB0dxQ5P0vLyC5B6/3GxfSsjjwIA2nvUL3GOzKzsF85B9CZo194T7doXf8WSubk51n2r/bjzTz+bhoH9PkBKyh04OlbTtJuYmsLGxrZcYyXdYyVAZOPGjUNKSgoAYMaMGejWrRu2bNkCIyMjREREiBucxNVzssU/B+YiW52Lv85fx/QVu3BL9bBMc0wc4o1Ph3fHLdUD/PTbGSzfcgT5+QUv35HoDZWZmQmZTAZzcwut9g3ffoNv1q6Bg6Mjuvv2wMDBQTAwEP0/sfQy0s4BxE8CBg4cqPnZw8MDN2/exOXLl+Hk5AQbG5uX7q9Wq6FWa5eYhYJ8yPT0dR6rlJy+cAMfT9+MKzdT4WCjwOcjuuPg+gnweH8uMp+UrqS/+ocYnL10Cw8zstCmaV3MHvMeHGwVmPLlLy/fmegNpFarsWzJYnTz9YOZmZmmvf+AQXBp5AqFQoFzcWexfNlXuHfvLiZ9EiZitEQvJ3oS8F8mJiZo0aJFqceHh4dj1qxZWm369q1g6PiOrkOTlAN/Jmh+vnD1Dk7H30Di3tkI8G6BjTtPlGqO5ZsPa82Rk5uHlZ/3w7Tlu5CTm6fzmInKU25uLj6ZOA6CIODzadr/zRkUOETzc4OGLjA0NMQXs2dg7PiJMDIyquhQqQy4HCCyoUOHlti/fv36EvvDwsIQGhqq1WbXfsprx0Xa0jOf4lpyGpxrvvqa5+n4GzA01Eetala4ejNNh9ERla9nCcB4pNy5g6/Xb9SqAhSniXtT5OXl4c6/t1G7Tt0KipJeBZMAkT18qL3GnJubiwsXLuDRo0fo1KnTS/eXy+WQy+VabVwK0D1TYyPUqWED1Z5TrzxH04Y1kJ9fgLsPeKIgVR6FCUBy8k18s/57WFpWfek+iZcvQU9PD1ZW1i8dSyQm0ZOAHTt2FGkrKChAcHAwnJ2dRYiIACB8Qm/sORaP5DsPUM1Ogakj/ZBfUICf9sUCAOytzWFvbQFnp2fnbTSpXw2Ps7JxS/UQDzOeoLV7HbRqUgsxZ67icVY22rjXwYJJAfhh72k8evy0pEMTVagnT7KQnJysef3vv7dx+fIlKBQK2NjYYnLoWFxKSMDyVetQUJCPe/fuAgAUCgUMDY1wLu4s4uPPoVWrNjA1NcW5c2exeGE4fHu8BwuFQqy3RaUk8UIAZIIgCGIHUZzExER4eXlprhwoC+Pmo18+iEr0/fwhaNeiHqwUJrj3MBPH4/7BjJW7cf32PQDF30wIAIZP34TNu/9CM5caWBb2f2hQxx5yQwPcuHMfkXtOY/mmwzwfQEcenFopdghvhdOn/sLwoYOLtPv37I2Ro0bDz6dzMXsB36z/Hq3eaY1LCRcx74tZuH79H+Tm5KB69Rrw8++JQYFDeD6ADhgblu/89Sfv09lcVxd109lcFeWNTQL27t2LwMBA3L17t8z7MgkgKWASQFLAJKB8ib4c8N+T+gRBQEpKCvbs2YPAwECRoiIiIimQ+nKA6EnA2bNntV7r6enB1tYWX3755UuvHCAiInodvDpAZEeOHBE7BCIiIkkSPQkgIiISi8QLAdATO4DU1FQMGjQI1apVg4GBAfT19bU2IiKi8qKnJ9PZVhmJXgkICgpCcnIypk2bBkdHR8mvzxAREVUU0ZOAP/74A7///juaNWsmdihERCQxUv+7U/TlgJo1a+INvVUBERFRuZs/fz5kMhnGjx+vacvOzkZISAisra1hZmaGgIAApKamau2XnJwMPz8/mJiYwM7ODpMnT0ZeXtluxiZ6ErB06VJ8+umnuHHjhtihEBGRxMhkMp1tr+L06dNYt24d3N3dtdonTJiA3bt3Y9u2bYiJicGdO3fQp08fTX9+fj78/PyQk5OD48ePY+PGjYiIiMD06dPLdHxRlgOqVq2q9YFlZWXB2dkZJiYmMDTUvj3UgwcPKjo8IiKSCDGXAzIzMzFgwAB88803+OKLLzTt6enp+O677xAZGal5kN6GDRvQqFEjnDx5Em3atMGBAweQkJCAgwcPwt7eHs2aNcOcOXMwZcoUzJw5s9S3rBYlCVi6dKkYhyUiIio3arUaarVaq624J90WCgkJgZ+fH7p06aKVBMTGxiI3NxddunTRtLm4uMDJyQknTpxAmzZtcOLECbi5ucHe3l4zxsfHB8HBwbh48SKaN29eqphFSQJ4O2AiInoT6PKKtPDwcMyaNUurbcaMGZg5c2aRsVu3bsXff/+N06dPF+lTqVQwMjKCpaWlVru9vT1UKpVmzPMJQGF/YV9piZIEZGRkwMLCQvNzSQrHERER6Zouk4CwsLAiz8Mprgpw69YtjBs3DtHR0ahSpYrOjv8qRDsnICUlBXZ2drC0tCz2/wRBECCTyZCfny9ChERERGVTUun/ebGxsUhLS0OLFi00bfn5+Th27BhWrlyJ/fv3IycnB48ePdKqBqSmpsLBwQEA4ODggFOnTmnNW3j1QOGY0hAlCTh8+DCsrKwA8NkBREQkHjFODOzcuTPi4+O12oYMGQIXFxdMmTIFNWvWhKGhIQ4dOoSAgAAAQGJiIpKTk6FUKgEASqUSc+fORVpaGuzs7AAA0dHRsLCwgKura6ljESUJ8PT0LPZnIiKiiiTGXWrNzc3RpEkTrTZTU1NYW1tr2ocNG4bQ0FBYWVnBwsICY8aMgVKpRJs2bQAA3t7ecHV1xaBBg7Bw4UKoVCpMnToVISEhpapGFBL9joEA8OjRI5w6dQppaWkoKCjQ6hs8eLBIUREREYljyZIl0NPTQ0BAANRqNXx8fLB69WpNv76+PqKiohAcHAylUglTU1MEBgZi9uzZZTqOTBD5dn27d+/GgAEDkJmZCQsLC62sTCaTvdJ9Aoybj9ZliERvpAenVoodAlG5MzZ8+ZjX0WL2YZ3N9ff0Tjqbq6KIfsfAiRMnYujQocjMzMSjR4/w8OFDzcYbBRERUXkS+46BYhM9Cfj3338xduxYmJiYiB0KERGRpIieBPj4+ODMmTNih0FERBIkk+luq4xEOTFw165dmp/9/PwwefJkJCQkwM3NrcizA957772KDo+IiCSispbxdUWUJKBXr15F2oo7o5E3CyIiIio/oiQB/70MkIiISAwSLwSId07A4cOH4erqWuyzA9LT09G4cWP8/vvvIkRGRERSwasDRLJ06VIMHz682AcEKRQKjBgxAl999ZUIkREREUmDaEnAuXPn0K1btxf2e3t7IzY2tgIjIiIiqeHVASJJTU0tciXA8wwMDHD37t0KjIiIiKSmspbxdUW0SkD16tVx4cKFF/afP38ejo6OFRgRERGRtIiWBPj6+mLatGnIzs4u0vf06VPMmDEDPXr0ECEyIiKSCi4HiGTq1Kn45Zdf0KBBA4wePRoNGzYEAFy+fBmrVq1Cfn4+Pv/8c7HCIyIiCZD6coBoSYC9vT2OHz+O4OBghIWFofBhhjKZDD4+Pli1ahXs7e3FCo+IiOitJ1oSAAC1atXC3r178fDhQ1y7dg2CIKB+/fqoWrWqmGEREZFESLwQIG4SUKhq1apo1aqV2GEQEZHESH05QPSnCBIREZE43ohKABERkRikXglgEkBERJIl8RyAywFERERSxUoAERFJFpcDiIiIJEriOQCXA4iIiKSKlQAiIpIsLgcQERFJlMRzAC4HEBERSRUrAUREJFl6Ei8FMAkgIiLJkngOwOUAIiIiqWIlgIiIJItXBxAREUmUnrRzAC4HEBERSRUrAUREJFlcDiAiIpIoiecAXA4gIiKSKlYCiIhIsmSQdimASQAREUkWrw4gIiIiSWISQEREkiWTyXS2lcWaNWvg7u4OCwsLWFhYQKlU4rffftP0e3l5FZl/5MiRWnMkJyfDz88PJiYmsLOzw+TJk5GXl1emOLgcQEREkiXW1QE1atTA/PnzUb9+fQiCgI0bN6Jnz544e/YsGjduDAAYPnw4Zs+erdnHxMRE83N+fj78/Pzg4OCA48ePIyUlBYMHD4ahoSHmzZtX6jiYBBAREVUwf39/rddz587FmjVrcPLkSU0SYGJiAgcHh2L3P3DgABISEnDw4EHY29ujWbNmmDNnDqZMmYKZM2fCyMioVHFwOYCIiCRLTybT2aZWq5GRkaG1qdXql8aQn5+PrVu3IisrC0qlUtO+ZcsW2NjYoEmTJggLC8OTJ080fSdOnICbmxvs7e01bT4+PsjIyMDFixdL//5LPZKIiOgtI5PpbgsPD4dCodDawsPDX3js+Ph4mJmZQS6XY+TIkdixYwdcXV0BAP3798fmzZtx5MgRhIWFYdOmTRg4cKBmX5VKpZUAANC8VqlUpX7/XA4gIiLSgbCwMISGhmq1yeXyF45v2LAh4uLikJ6eju3btyMwMBAxMTFwdXXFxx9/rBnn5uYGR0dHdO7cGUlJSXB2dtZZzEwCiIhIsnT57AC5XF7il/5/GRkZoV69egAADw8PnD59GsuWLcO6deuKjG3dujUA4Nq1a3B2doaDgwNOnTqlNSY1NRUAXngeQXG4HEBERJKly+WA11VQUPDCcwji4uIAAI6OjgAApVKJ+Ph4pKWlacZER0fDwsJCs6RQGqwEEBERVbCwsDB0794dTk5OePz4MSIjI3H06FHs378fSUlJiIyMhK+vL6ytrXH+/HlMmDABHTp0gLu7OwDA29sbrq6uGDRoEBYuXAiVSoWpU6ciJCSkTNUIJgFERCRZeiLdKCAtLQ2DBw9GSkoKFAoF3N3dsX//fnTt2hW3bt3CwYMHsXTpUmRlZaFmzZoICAjA1KlTNfvr6+sjKioKwcHBUCqVMDU1RWBgoNZ9BUpDJgiCoOs3Jzbj5qPFDoGo3D04tVLsEIjKnbFh+c7/4cazOptra2Bznc1VUXhOABERkURxOYCIiCRLl1cHVEZMAoiISLL4KGEiIiKSJFYCiIhIsrgcUAq7du0q9YTvvffeKwdDRERUkSSeA5QuCejVq1epJpPJZMjPz3+deIiIiKiClCoJKCgoKO84iIiIKhyXA4iIiCRK6lcHvFISkJWVhZiYGCQnJyMnJ0erb+zYsToJjIiIiMpXmZOAs2fPwtfXF0+ePEFWVhasrKxw7949mJiYwM7OjkkAERFVGlJfDijzfQImTJgAf39/PHz4EMbGxjh58iRu3rwJDw8PLF68uDxiJCIiKhcyHW6VUZmTgLi4OEycOBF6enrQ19eHWq1GzZo1sXDhQnz22WflESMRERGVgzInAYaGhtDTe7abnZ0dkpOTAQAKhQK3bt3SbXRERETlSE8m09lWGZX5nIDmzZvj9OnTqF+/Pjw9PTF9+nTcu3cPmzZtQpMmTcojRiIionJRSb+7dabMlYB58+bB0dERADB37lxUrVoVwcHBuHv3Lr7++mudB0hERETlo8yVgJYtW2p+trOzw759+3QaEBERUUWR+tUBvFkQERFJlsRzgLInAXXq1Ckxc/rnn39eKyAiIiKqGGVOAsaPH6/1Ojc3F2fPnsW+ffswefJkXcVFRERU7irrWf26UuYkYNy4ccW2r1q1CmfOnHntgIiIiCqKxHOAsl8d8CLdu3fHzz//rKvpiIiIqJzp7MTA7du3w8rKSlfTERERlTteHVBGzZs31/rQBEGASqXC3bt3sXr1ap0G96oenl4pdghE5c5lYpTYIRCVuxvLepTr/Dorh1dSZU4CevbsqZUE6OnpwdbWFl5eXnBxcdFpcERERFR+ypwEzJw5sxzCICIiqnhSXw4ocyVEX18faWlpRdrv378PfX19nQRFRERUEfRkutsqozInAYIgFNuuVqthZGT02gERERFRxSj1csDy5csBPCudfPvttzAzM9P05efn49ixYzwngIiIKpXK+he8rpQ6CViyZAmAZ5WAtWvXapX+jYyMULt2baxdu1b3ERIREZUTqZ8TUOok4Pr16wCAjh074pdffkHVqlXLLSgiIiIqf2W+OuDIkSPlEQcREVGFk/pyQJlPDAwICMCCBQuKtC9cuBAffPCBToIiIiKqCDKZ7rbKqMxJwLFjx+Dr61ukvXv37jh27JhOgiIiIqLyV+blgMzMzGIvBTQ0NERGRoZOgiIiIqoIUn+UcJkrAW5ubvjxxx+LtG/duhWurq46CYqIiKgi6Olwq4zKXAmYNm0a+vTpg6SkJHTq1AkAcOjQIURGRmL79u06D5CIiIjKR5mTAH9/f+zcuRPz5s3D9u3bYWxsjKZNm+Lw4cN8lDAREVUqEl8NeLUKhp+fH/78809kZWXhn3/+Qd++fTFp0iQ0bdpU1/ERERGVGz2ZTGdbWaxZswbu7u6wsLCAhYUFlEolfvvtN01/dnY2QkJCYG1tDTMzMwQEBCA1NVVrjuTkZPj5+cHExAR2dnaYPHky8vLyyvb+yzT6OceOHUNgYCCqVauGL7/8Ep06dcLJkydfdToiIiLJqFGjBubPn4/Y2FicOXMGnTp1Qs+ePXHx4kUAwIQJE7B7925s27YNMTExuHPnDvr06aPZPz8/H35+fsjJycHx48exceNGREREYPr06WWKQya86IlAxVCpVIiIiMB3332HjIwM9O3bF2vXrsW5c+feqJMCs8uWCBFVSi4To8QOgajc3VjWo1znn77/qs7mmu1T/7X2t7KywqJFi/D+++/D1tYWkZGReP/99wEAly9fRqNGjXDixAm0adMGv/32G3r06IE7d+7A3t4eALB27VpMmTIFd+/eLfUD/UpdCfD390fDhg1x/vx5LF26FHfu3MGKFSte4W0SERG9GXT5KGG1Wo2MjAytTa1WvzSG/Px8bN26FVlZWVAqlYiNjUVubi66dOmiGePi4gInJyecOHECAHDixAm4ublpEgAA8PHxQUZGhqaaUKr3X9qBv/32G4YNG4ZZs2bBz89P6wFCREREUhceHg6FQqG1hYeHv3B8fHw8zMzMIJfLMXLkSOzYsQOurq5QqVQwMjKCpaWl1nh7e3uoVCoAzyrzzycAhf2FfaVV6iTgjz/+wOPHj+Hh4YHWrVtj5cqVuHfvXqkPRERE9KbR5YmBYWFhSE9P19rCwsJeeOyGDRsiLi4Of/31F4KDgxEYGIiEhIQKfPdlSALatGmDb775BikpKRgxYgS2bt2KatWqoaCgANHR0Xj8+HF5xklERKRzunx2gFwu15ztX7jJ5fIXHtvIyAj16tWDh4cHwsPD0bRpUyxbtgwODg7IycnBo0ePtManpqbCwcEBAODg4FDkaoHC14VjSqPMVweYmppi6NCh+OOPPxAfH4+JEydi/vz5sLOzw3vvvVfW6YiIiAhAQUEB1Go1PDw8YGhoiEOHDmn6EhMTkZycDKVSCQBQKpWIj49HWlqaZkx0dDQsLCzKdKL+a93psGHDhli4cCFu376NH3744XWmIiIiqnC6PDGwLMLCwnDs2DHcuHED8fHxCAsLw9GjRzFgwAAoFAoMGzYMoaGhOHLkCGJjYzFkyBAolUq0adMGAODt7Q1XV1cMGjQI586dw/79+zF16lSEhISUWH34rzLfMbA4+vr66NWrF3r16qWL6YiIiCqEDOLcMjAtLQ2DBw9GSkoKFAoF3N3dsX//fnTt2hUAsGTJEujp6SEgIABqtRo+Pj5YvXq1Zn99fX1ERUUhODgYSqUSpqamCAwMxOzZs8sUR5nuE1BZ8D4BJAW8TwBJQXnfJ2DeoSSdzfVZZ2edzVVRdFIJICIiqozKWsZ/2zAJICIiyZJ6ElBZH4FMREREr4mVACIikiyZxJ8lzCSAiIgki8sBREREJEmsBBARkWRJfDWASQAREUmXnsSzAC4HEBERSRQrAUREJFlSPzGQSQAREUmWxFcDuBxAREQkVawEEBGRZOmJ9BTBNwWTACIikiwuBxAREZEksRJARESSxasDiIiIJIo3CyIiIiJJYiWAiIgkS+KFACYBREQkXVwOICIiIkliJYCIiCRL4oUAJgFERCRdUi+HS/39ExERSRYrAUREJFkyia8HMAkgIiLJknYKwOUAIiIiyWIlgIiIJEvq9wlgEkBERJIl7RSAywFERESSxUoAERFJlsRXA5gEEBGRdEn9EkEuBxAREUkUKwFERCRZUv9LmEkAERFJFpcDiIiISJJYCSAiIsmSdh2ASQAREUkYlwOIiIioQoWHh6NVq1YwNzeHnZ0devXqhcTERK0xXl5ekMlkWtvIkSO1xiQnJ8PPzw8mJiaws7PD5MmTkZeXV+o4WAkgIiLJEusv4ZiYGISEhKBVq1bIy8vDZ599Bm9vbyQkJMDU1FQzbvjw4Zg9e7bmtYmJiebn/Px8+Pn5wcHBAcePH0dKSgoGDx4MQ0NDzJs3r1RxMAkgIiLJEms5YN++fVqvIyIiYGdnh9jYWHTo0EHTbmJiAgcHh2LnOHDgABISEnDw4EHY29ujWbNmmDNnDqZMmYKZM2fCyMjopXFwOYCIiEgH1Go1MjIytDa1Wl2qfdPT0wEAVlZWWu1btmyBjY0NmjRpgrCwMDx58kTTd+LECbi5ucHe3l7T5uPjg4yMDFy8eLFUx2USQEREkiXT4RYeHg6FQqG1hYeHvzSGgoICjB8/Hm3btkWTJk007f3798fmzZtx5MgRhIWFYdOmTRg4cKCmX6VSaSUAADSvVSpVqd4/lwOIiEiydLkaEBYWhtDQUK02uVz+0v1CQkJw4cIF/PHHH1rtH3/8seZnNzc3ODo6onPnzkhKSoKzs7NOYmYlgIiISAfkcjksLCy0tpclAaNHj0ZUVBSOHDmCGjVqlDi2devWAIBr164BABwcHJCamqo1pvD1i84j+C8mAUREJFl6kOlsKwtBEDB69Gjs2LEDhw8fRp06dV66T1xcHADA0dERAKBUKhEfH4+0tDTNmOjoaFhYWMDV1bVUcXA5gIiIJEusewWFhIQgMjISv/76K8zNzTVr+AqFAsbGxkhKSkJkZCR8fX1hbW2N8+fPY8KECejQoQPc3d0BAN7e3nB1dcWgQYOwcOFCqFQqTJ06FSEhIaVahgBYCSAiIqpwa9asQXp6Ory8vODo6KjZfvzxRwCAkZERDh48CG9vb7i4uGDixIkICAjA7t27NXPo6+sjKioK+vr6UCqVGDhwIAYPHqx1X4GXYSWAiIgkSybS0wMEQSixv2bNmoiJiXnpPLVq1cLevXtfOQ4mAUREJFkSf3QAlwOIiIikipUAIiKSrLKe1f+2YRJARESSJfXlgDcmCSgoKMC1a9eQlpaGgoICrb7nH6ZAREREuvFGJAEnT55E//79cfPmzSJnTMpkMuTn54sUGRERvc1YCXgDjBw5Ei1btsSePXvg6Ogo2qMdiYhIWsS6RPBN8UYkAVevXsX27dtRr149sUMhIiKSjDfiEsHWrVtrHohARERUUfRkutsqozeiEjBmzBhMnDgRKpUKbm5uMDQ01OovvE8yERGRLnE54A0QEBAAABg6dKimTSaTQRAEnhhIRERUTt6IJOD69etih0BERBIk9fPQ34gkoFatWmKHQEREEsTlAJHs2rUL3bt3h6GhIXbt2lXi2Pfee6+CoiIiIpIO0ZKAXr16QaVSwc7ODr169XrhOJ4TQERE5aWyntWvK6IlAc/fGvi/twkmIiKqCFwOEImVlRWuXLkCGxsbDB06FMuWLYO5ublY4VAxYs+cRsT673Ap4QLu3r2LJctXoVPnLgCA3NxcrFy+FH/8fgy3b9+CuZkZWivfxbgJE2FnZ6+ZY2zISCRevowHD+7DwkKB1kolxodO0hpD9KYI7uKMKf6NsP7oP5i9IwEKE0NM6N4A7RvaonpVY9zPysGB8yp8tTcRj7PzNPvN6NMYLetWRQNHcySpMuG76HcR3wVR6Yl2s6CcnBxkZGQAADZu3Ijs7GyxQqEXePr0CRo2bIiwqTOK9GVnZ+PypQR8PDIYP277BV8tW4kb169j3OhgrXGt3mmDRV8txa979uHLpctx+9YtTJowrqLeAlGpuTsp0P/dWrj0b4amzV5RBfaKKpj3awK858dg0pY4eDayxYJ+TYvs/9PJW4j6O6UiQyYdkMl0t1VGolUClEolevXqBQ8PDwiCgLFjx8LY2LjYsevXr6/g6AgA2rX3RLv2nsX2mZubY923G7Tawj6fhgEffoCUO3fgWK0aAGBQYJCmv1q16hg6bDjGjw1Bbm5ukZtCEYnFxEgfSwc1x6dbz2OMd31N+5WUxwheH6t5nXz/CRbvScSSQc2grydDfsGzB57N+uUiAMDaTI5G1VjRrEwq6Xe3zohWCdi8eTN8fX2RmZkJAEhPT8fDhw+L3ahyyMzMhEwmg7mFRbH96Y8eYc+e3WjarDkTAHqjzPmgCY4kpOHPK/deOta8igEys/M0CQBRZSZaJcDe3h7z588HANSpUwebNm2CtbV1medRq9VQq9VabYK+HHK5XCdxUumo1Wos/Woxuvv6wczMTKtvyZeLsPWHLch++hTuTZthxeq1IkVJVJR/82poXEOBnl/+8dKxVU0NMcanPn44nlwBkVFF0KusdXwdEa0SYGVlhXv3nmXdHTt2hJGR0SvNEx4eDoVCobUtWhCuy1DpJXJzczE5dBwEQcDn02cV6Q8aOgw/bt+Btd+sh56eHqaGTYEg8K8oEp+jZRVMD2iM8ZvOQp1X8lVKZnIDbPj4HVxTZWLpb1cqKEIqbzIdbpWRaJWAwhMDbWxssHHjRixYsOCVrg4ICwtDaGioVpugzypARcnNzcXkieORcucOvtmwsUgVAACqVrVC1apWqF27DurWdYZ3Z0+cPxeHps2aixAx0f+41VTA1lyOqEntNW0G+np4x9kKg9vXRoOJe1EgAKZyfWwMfgeZ6jyM+O4M8rgUQG+JSn9ioFxetPT/3JU7VI4KE4Dkmzfx7YbvYWlZ9aX7FN4TIicnp7zDI3qpP6/cg/f8GK22Rf2bIik1E2sPJaFAeFYB+D64NXLyCvDRN6dfWjGgSqay/gmvI6IlAZs3b8aSJUuQlJQEmUyG9PR0Xib4hnmSlYXk5P+tff57+zYuX7oEhUIBG1tbTJowFpcuJWDFqnUoyM/Hvbt3AQAKhQKGRkY4f/4cLsbHo3kLD1goLHArORmrVyxDzZpOrALQGyFLnY8rKY+12p6q8/EoKwdXUh7DTG6ATaNao4qRPsZvOgvzKoYwr/Js3P1MNQoLArVsTGAqN4CthRxyQ324Vn92cuxV1WPk5rNq8CaT+s2CZMIbsDhbp04dnDlz5pVODCwOKwG6cfrUX/hoyOAi7e/17I2RIaPh69252P2+3fA9Wr3TGlevJGJB+FxcSUzE06dPYGNri7bt2mP4iFGwt+fNgl6Xy8QosUN4K20drUTCv+mYvSMBbepZY+sYZbHj2s06hNsPnmr2aVO/6H+/nh9Dr+bGsh7lOv9fSek6m6u1s0Jnc1WUNyIJ0DUmASQFTAJICso7CTj1j+6SgHfqVr4k4I14lPDs2bNL7J8+fXoFRUJERFIi7cWANyQJ2LFjh9br3NxcXL9+HQYGBnB2dmYSQEREVA7eiCTg7NmzRdoyMjIQFBSE3r17ixARERFJgsRLAaLdLOhlLCwsMGvWLEybNk3sUIiI6C0l0+H/KqM3NgkAnj1PID1ddydtEBER0f+8EcsBy5cv13otCAJSUlKwadMmdO/eXaSoiIjobSfxRwe8GUnAkiVLtF7r6enB1tYWgYGBCAsLEykqIiKit9sbkQRcv35d7BCIiEiCJF4IEDcJGDp0aKnGlfTsACIiolcm8SxA1CQgIiICtWrVQvPmzfloWSIiogomahIQHByMH374AdevX8eQIUMwcOBAWFlZiRkSERFJSGW9tE9XRL1EcNWqVUhJScEnn3yC3bt3o2bNmujbty/279/PygAREZU7mUx3W1mEh4ejVatWMDc3h52dHXr16oXExEStMdnZ2QgJCYG1tTXMzMwQEBCA1NRUrTHJycnw8/ODiYkJ7OzsMHnyZOTllf4BOqLfJ0Aul6Nfv36Ijo5GQkICGjdujFGjRqF27drIzMwUOzwiIiKdi4mJQUhICE6ePIno6Gjk5ubC29sbWVlZmjETJkzA7t27sW3bNsTExODOnTvo06ePpj8/Px9+fn7IycnB8ePHsXHjRkRERJTpVvtvxNUBhfT09CCTySAIAvLz88UOh4iI3nJiLQbs27dP63VERATs7OwQGxuLDh06ID09Hd999x0iIyPRqVMnAMCGDRvQqFEjnDx5Em3atMGBAweQkJCAgwcPwt7eHs2aNcOcOXMwZcoUzJw5E0ZGRi+NQ/RKgFqtxg8//ICuXbuiQYMGiI+Px8qVK5GcnAwzMzOxwyMioreZTHebWq1GRkaG1qZWq0sVRuHdcQvPi4uNjUVubi66dOmiGePi4gInJyecOHECAHDixAm4ubnB3t5eM8bHxwcZGRm4ePFiqY4rahIwatQoODo6Yv78+ejRowdu3bqFbdu2wdfXF3p6oucnREREpRYeHg6FQqG1hYeHv3S/goICjB8/Hm3btkWTJk0AACqVCkZGRrC0tNQaa29vD5VKpRnzfAJQ2F/YVxqiLgesXbsWTk5OqFu3LmJiYhATE1PsuF9++aWCIyMiIinQ5dUBYWFhCA0N1WqTy+Uv3S8kJAQXLlzAH3/8obNYSkvUJGDw4MGQSf3GzUREJBpdfgXJ5fJSfek/b/To0YiKisKxY8dQo0YNTbuDgwNycnLw6NEjrWpAamoqHBwcNGNOnTqlNV/h1QOFY15G9JsFERERSY0gCBgzZgx27NiBo0ePok6dOlr9Hh4eMDQ0xKFDhxAQEAAASExMRHJyMpRKJQBAqVRi7ty5SEtLg52dHQAgOjoaFhYWcHV1LVUcb9TVAURERBVJrFp0SEgIIiMj8euvv8Lc3Fyzhq9QKGBsbAyFQoFhw4YhNDQUVlZWsLCwwJgxY6BUKtGmTRsAgLe3N1xdXTFo0CAsXLgQKpUKU6dORUhISKkrEkwCiIhIukTKAtasWQMA8PLy0mrfsGEDgoKCADx7wq6enh4CAgKgVqvh4+OD1atXa8bq6+sjKioKwcHBUCqVMDU1RWBgIGbPnl3qOGTCW3hrvuzS3yyJqNJymRgldghE5e7Gsh7lOv+Ff3V3U7om1SvfZe2sBBARkWRJ/dkBTAKIiEiypH6BGu/IQ0REJFGsBBARkWRJvBDAJICIiCRM4lkAlwOIiIgkipUAIiKSLF4dQEREJFG8OoCIiIgkiZUAIiKSLIkXApgEEBGRhEk8C+ByABERkUSxEkBERJLFqwOIiIgkilcHEBERkSSxEkBERJIl8UIAkwAiIpIwiWcBXA4gIiKSKFYCiIhIsnh1ABERkUTx6gAiIiKSJFYCiIhIsiReCGASQEREEibxLIDLAURERBLFSgAREUkWrw4gIiKSKF4dQERERJLESgAREUmWxAsBTAKIiEi6uBxAREREksRKABERSZi0SwFMAoiISLK4HEBERESSxEoAERFJlsQLAUwCiIhIurgcQERERJLESgAREUkWnx1AREQkVdLOAbgcQEREVNGOHTsGf39/VKtWDTKZDDt37tTqDwoKgkwm09q6deumNebBgwcYMGAALCwsYGlpiWHDhiEzM7NMcTAJICIiyZLpcCuLrKwsNG3aFKtWrXrhmG7duiElJUWz/fDDD1r9AwYMwMWLFxEdHY2oqCgcO3YMH3/8cZni4HIAERFJllhXB3Tv3h3du3cvcYxcLoeDg0OxfZcuXcK+fftw+vRptGzZEgCwYsUK+Pr6YvHixahWrVqp4mAlgIiISAfUajUyMjK0NrVa/crzHT16FHZ2dmjYsCGCg4Nx//59Td+JEydgaWmpSQAAoEuXLtDT08Nff/1V6mMwCSAiIsmS6fB/4eHhUCgUWlt4ePgrxdWtWzd8//33OHToEBYsWICYmBh0794d+fn5AACVSgU7OzutfQwMDGBlZQWVSlXq43A5gIiIpEuHywFhYWEIDQ3VapPL5a8014cffqj52c3NDe7u7nB2dsbRo0fRuXPn14rzeawEEBER6YBcLoeFhYXW9qpJwH/VrVsXNjY2uHbtGgDAwcEBaWlpWmPy8vLw4MGDF55HUBwmAUREJFliXR1QVrdv38b9+/fh6OgIAFAqlXj06BFiY2M1Yw4fPoyCggK0bt261PNyOYCIiCRLrKsDMjMzNX/VA8D169cRFxcHKysrWFlZYdasWQgICICDgwOSkpLwySefoF69evDx8QEANGrUCN26dcPw4cOxdu1a5ObmYvTo0fjwww9LfWUAwEoAERFRhTtz5gyaN2+O5s2bAwBCQ0PRvHlzTJ8+Hfr6+jh//jzee+89NGjQAMOGDYOHhwd+//13reWFLVu2wMXFBZ07d4avry/atWuHr7/+ukxxyARBEHT6zt4A2XliR0BU/lwmRokdAlG5u7GsR7nO/yArX2dzWZnq62yuisLlACIikiw+SpiIiIgkiUkAERGRRHE5gIiIJIvLAURERCRJrAQQEZFkycr9Nj9vNiYBREQkWVwOICIiIkliJYCIiCRL4oUAJgFERCRhEs8CuBxAREQkUawEEBGRZPHqACIiIoni1QFEREQkSawEEBGRZEm8EMAkgIiIJEziWQCXA4iIiCSKlQAiIpIsXh1AREQkUbw6gIiIiCRJJgiCIHYQVLmp1WqEh4cjLCwMcrlc7HCIygV/z+ltxCSAXltGRgYUCgXS09NhYWEhdjhE5YK/5/Q24nIAERGRRDEJICIikigmAURERBLFJIBem1wux4wZM3iyFL3V+HtObyOeGEhERCRRrAQQERFJFJMAIiIiiWISQEREJFFMAt5yMpkMO3fufGH/0aNHIZPJ8OjRIwBAREQELC0tyz2u/x6XqDJQqVTo2rUrTE1NNf9Oimt72b87ojcFk4BKTqVSYcyYMahbty7kcjlq1qwJf39/HDp0qFT7v/vuu0hJSYFCoSjnSIkqXlBQEGQyGUaOHFmkLyQkBDKZDEFBQaWeb8mSJUhJSUFcXByuXLnywraUlBR0795dJ++BqDzxKYKV2I0bN9C2bVtYWlpi0aJFcHNzQ25uLvbv34+QkBBcvnz5pXMYGRnBwcGhAqIlEkfNmjWxdetWLFmyBMbGxgCA7OxsREZGwsnJqUxzJSUlwcPDA/Xr1y+xjf+mqLJgJaASGzVqFGQyGU6dOoWAgAA0aNAAjRs3RmhoKE6ePKkZd+/ePfTu3RsmJiaoX78+du3apel7UVl+//79aNSoEczMzNCtWzekpKRo+ry8vDB+/Hit8b169dL6i2rTpk1o2bIlzM3N4eDggP79+yMtLa3Ie4iNjUXLli1hYmKCd999F4mJiZq+oKAg9OrVS2v8+PHj4eXlpXm9b98+tGvXDpaWlrC2tkaPHj2QlJRUik+PpKJFixaoWbMmfvnlF03bL7/8AicnJzRv3lzTVrt2bSxdulRr32bNmmHmzJma/p9//hnff/+9poJQXBugvRxw48YNyGQy/PLLL+jYsSNMTEzQtGlTnDhxojzfNlGpMAmopB48eIB9+/YhJCQEpqamRfqfX9efNWsW+vbti/Pnz8PX1xcDBgzAgwcPXjj3kydPsHjxYmzatAnHjh1DcnIyJk2aVKb4cnNzMWfOHJw7dw47d+7EjRs3ii27fv755/jyyy9x5swZGBgYYOjQoWU6TlZWFkJDQ3HmzBkcOnQIenp66N27NwoKCso0D73dhg4dig0bNmher1+/HkOGDCnTHKdPn0a3bt3Qt29fpKSkYNmyZcW2vcjnn3+OSZMmIS4uDg0aNEC/fv2Ql5f3yu+JSBe4HFBJXbt2DYIgwMXF5aVjg4KC0K9fPwDAvHnzsHz5cpw6dQrdunUrdnxubi7Wrl0LZ2dnAMDo0aMxe/bsMsX3/Jd53bp1sXz5crRq1QqZmZkwMzPT9M2dOxeenp4AgE8//RR+fn7Izs5GlSpVSnWcgIAArdfr16+Hra0tEhIS0KRJkzLFTG+vgQMHIiwsDDdv3gQA/Pnnn9i6dSuOHj1a6jlsbW0hl8thbGysVe4vrq04kyZNgp+fH4BniXnjxo1x7dq1Uv0bJiovrARUUmW50aO7u7vmZ1NTU1hYWBRbmi9kYmKiSQAAwNHRscTxxYmNjYW/vz+cnJxgbm6u+aJPTk5+YWyOjo4AUKZjXb16Ff369UPdunVhYWGB2rVrF3sckjZbW1v4+fkhIiICGzZsgJ+fH2xsbCo0htf9XScqD6wEVFL169eHTCYr1cl/hoaGWq9lMlmJ5fLixj+fdOjp6RVJQnJzczU/Z2VlwcfHBz4+PtiyZQtsbW2RnJwMHx8f5OTkvPBYMpkMADSxvew4AODv749atWrhm2++QbVq1VBQUIAmTZoUOQ7R0KFDMXr0aADAqlWrivSX5vftdZT0u04kFlYCKikrKyv4+Phg1apVyMrKKtJfntff29raap0omJ+fjwsXLmheX758Gffv38f8+fPRvn17uLi4vNJfPP89DgDExcVpfr5//z4SExMxdepUdO7cGY0aNcLDhw/L/oZIErp164acnBzk5ubCx8enSP9/f98yMjJw/fr1igyRqMIxCajEVq1ahfz8fLzzzjv4+eefcfXqVVy6dAnLly+HUqkst+N26tQJe/bswZ49e3D58mUEBwdrJR1OTk4wMjLCihUr8M8//2DXrl2YM2fOKx3nzJkz+P7773H16lXMmDFDK9moWrUqrK2t8fXXX+PatWs4fPgwQkNDdfEW6S2kr6+PS5cuISEhAfr6+kX6O3XqhE2bNuH3339HfHw8AgMDix1H9DZhElCJ1a1bF3///Tc6duyIiRMnokmTJujatSsOHTqENWvWlNtxhw4disDAQAwePBienp6oW7cuOnbsqOm3tbVFREQEtm3bBldXV8yfPx+LFy8u83F8fHwwbdo0fPLJJ2jVqhUeP36MwYMHa/r19PSwdetWxMbGokmTJpgwYQIWLVqkk/dIbycLCwtYWFgU2xcWFgZPT0/06NEDfn5+6NWrl9a5MURvIz5KmIiISKJYCSAiIpIoJgFEREQSxSSAiIhIopgEEBERSRSTACIiIoliEkBERCRRTAKIiIgkikkAERGRRDEJIKoEgoKC0KtXL81rLy8vjB8/vsLjOHr0KGQyWbk+m4KIKg6TAKLXEBQUBJlMBplMBiMjI9SrVw+zZ89GXl5euR73l19+KfXzGPjFTUQvwkcJE72mbt26YcOGDVCr1di7dy9CQkJgaGiIsLAwrXE5OTkwMjLSyTGtrKx0Mg8RSRsrAUSvSS6Xw8HBAbVq1UJwcDC6dOmCXbt2aUr4c+fORbVq1dCwYUMAwK1bt9C3b19YWlrCysoKPXv2xI0bNzTz5efnIzQ0FJaWlrC2tsYnn3xS5Dn3/10OUKvVmDJlCmrWrAm5XI569erhu+++w40bNzQPd6patSpkMhmCgoIAPHuWfXh4OOrUqQNjY2M0bdoU27dv1zrO3r170aBBAxgbG6Njx45acRJR5cckgEjHjI2NkZOTAwA4dOgQEhMTER0djaioKM2z7M3NzfH777/jzz//hJmZmeZZ9wDw5ZdfIiIiAuvXr8cff/yBBw8eYMeOHSUec/Dgwfjhhx+wfPlyXLp0CevWrYOZmRlq1qyJn3/+GQCQmJiIlJQULFu2DAAQHh6O77//HmvXrsXFixcxYcIEDBw4EDExMQCeJSt9+vSBv78/4uLi8NFHH+HTTz8tr4+NiMQgENErCwwMFHr27CkIgiAUFBQI0dHRglwuFyZNmiQEBgYK9vb2glqt1ozftGmT0LBhQ6GgoEDTplarBWNjY2H//v2CIAiCo6OjsHDhQk1/bm6uUKNGDc1xBEEQPD09hXHjxgmCIAiJiYkCACE6OrrYGI8cOSIAEB4+fKhpy87OFkxMTITjx49rjR02bJjQr18/QRAEISwsTHB1ddXqnzJlSpG5iKjy4jkBRK8pKioKZmZmyM3NRUFBAfr374+ZM2ciJCQEbm5uWucBnDt3DteuXYO5ubnWHNnZ2UhKSkJ6ejpSUlLQunVrTZ+BgQFatmxZZEmgUFxcHPT19eHp6VnqmK9du4YnT56ga9euWu05OTlo3rw5AODSpUtacQCAUqks9TGI6M3HJIDoNXXs2BFr1qyBkZERqlWrBgOD//2zMjU11RqbmZkJDw8PbNmypcg8tra2r3R8Y2PjMu+TmZkJANizZw+qV6+u1SeXy18pDiKqfJgEEL0mU1NT1KtXr1RjW7RogR9//BF2dnawsLAodoyjoyP++usvdOjQAQCQl5eH2NhYtGjRotjxbm5uKCgoQExMDLp06VKkv7ASkZ+fr2lzdXWFXC5HcnLyCysIjRo1wq5du7TaTp48+fI3SUSVBk8MJKpAAwYMgI2NDXr27Inff/8d169fx9GjRzF27Fjcvn0bADBu3DjMnz8fO3fuxOXLlzFq1KgSr/GvXbs2AgMDMXToUOzcuVMz508//QQAqFWrFmQyGaKionD37l1kZmbC3NwckyZNwoQJE7Bx40YkJSXh77//xooVK7Bx40YAwMiRI3H16lVMnjwZiYmJiIyMRERERHl/RERUgZgEEFUgExMTHDt2DE5OTujTpw8aNWqEYcOGITs7W1MZmDhxIgYNGoTAwEAolUqYm5ujd+/eJc67Zs0avP/++xg1ahRcXFwwfPhwZGVlAQCqV6+OWbNm4dNPP4W9vT1Gjx4NAJgzZw6mTZuG8PBwNGrUCN26dcOePXtQp04dAICTkxN+/vln7Ny5E02bNsXatWsxb968cvx0iKiiyYQXnW1EREREbzVWAoiIiCSKSQAREZFEMQkgIiKSKCYBREREEsUkgIiISKKYBBAREUkUkwAiIiKJYhJAREQkUUwCiIiIJIpJABERkUQxCSAiIpKo/wdy/oZHdZxcigAAAABJRU5ErkJggg==",
+            "text/plain": [
+              "<Figure size 600x500 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import seaborn as sns\n",
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "plt.figure(figsize=(6,5))\n",
+        "\n",
+        "sns.heatmap(\n",
+        "    cm,\n",
+        "    annot=True,\n",
+        "    fmt='d',\n",
+        "    cmap='Blues',\n",
+        "    xticklabels=[\"Chihuahua\",\"Muffin\"],\n",
+        "    yticklabels=[\"Chihuahua\",\"Muffin\"]\n",
+        ")\n",
+        "\n",
+        "plt.title(\"ResNet50 Confusion Matrix\")\n",
+        "plt.xlabel(\"Predicted\")\n",
+        "plt.ylabel(\"Actual\")\n",
+        "\n",
+        "plt.savefig(\"resnet_confusion_matrix.png\")\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "xKjlcR2ao1hV"
+      },
+      "outputs": [],
+      "source": [
+        "from tensorflow.keras.applications import EfficientNetB0\n",
+        "from tensorflow.keras.layers import GlobalAveragePooling2D\n",
+        "from tensorflow.keras.layers import Dense, Dropout\n",
+        "from tensorflow.keras.models import Sequential"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 340
+        },
+        "id": "YglNqb9ho315",
+        "outputId": "3a8470b1-6173-4d7b-d1dd-30f3dd5ff819"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Downloading data from https://storage.googleapis.com/keras-applications/efficientnetb0_notop.h5\n",
+            "\u001b[1m16705208/16705208\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n"
+          ]
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1mModel: \"sequential\"\u001b[0m\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+              "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+              "│ efficientnetb0 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Functional</span>)     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">7</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1280</span>)     │     <span style=\"color: #00af00; text-decoration-color: #00af00\">4,049,571</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ global_average_pooling2d        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1280</span>)           │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">GlobalAveragePooling2D</span>)        │                        │               │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">163,968</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)              │           <span style=\"color: #00af00; text-decoration-color: #00af00\">129</span> │\n",
+              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
+              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
+              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
+              "│ efficientnetb0 (\u001b[38;5;33mFunctional\u001b[0m)     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m7\u001b[0m, \u001b[38;5;34m1280\u001b[0m)     │     \u001b[38;5;34m4,049,571\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ global_average_pooling2d        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1280\u001b[0m)           │             \u001b[38;5;34m0\u001b[0m │\n",
+              "│ (\u001b[38;5;33mGlobalAveragePooling2D\u001b[0m)        │                        │               │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │       \u001b[38;5;34m163,968\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dropout (\u001b[38;5;33mDropout\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
+              "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
+              "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)              │           \u001b[38;5;34m129\u001b[0m │\n",
+              "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">4,213,668</span> (16.07 MB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m4,213,668\u001b[0m (16.07 MB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">164,097</span> (641.00 KB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m164,097\u001b[0m (641.00 KB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "data": {
+            "text/html": [
+              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">4,049,571</span> (15.45 MB)\n",
+              "</pre>\n"
+            ],
+            "text/plain": [
+              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m4,049,571\u001b[0m (15.45 MB)\n"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "efficientnet_base = EfficientNetB0(\n",
+        "    weights='imagenet',\n",
+        "    include_top=False,\n",
+        "    input_shape=(224,224,3)\n",
+        ")\n",
+        "\n",
+        "efficientnet_base.trainable = False\n",
+        "\n",
+        "efficientnet_model = Sequential([\n",
+        "    efficientnet_base,\n",
+        "    GlobalAveragePooling2D(),\n",
+        "    Dense(128, activation='relu'),\n",
+        "    Dropout(0.3),\n",
+        "    Dense(1, activation='sigmoid')\n",
+        "])\n",
+        "\n",
+        "efficientnet_model.compile(\n",
+        "    optimizer='adam',\n",
+        "    loss='binary_crossentropy',\n",
+        "    metrics=['accuracy']\n",
+        ")\n",
+        "\n",
+        "efficientnet_model.summary()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "LOXz-Z-2o6cO",
+        "outputId": "762ac1d8-8c19-4a33-a7eb-b2101d7ae8f3"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Epoch 1/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m144s\u001b[0m 948ms/step - accuracy: 0.5074 - loss: 0.7056 - val_accuracy: 0.5407 - val_loss: 0.6919\n",
+            "Epoch 2/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m75s\u001b[0m 632ms/step - accuracy: 0.5306 - loss: 0.6917 - val_accuracy: 0.5407 - val_loss: 0.6899\n",
+            "Epoch 3/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m76s\u001b[0m 641ms/step - accuracy: 0.5354 - loss: 0.6913 - val_accuracy: 0.5407 - val_loss: 0.6906\n",
+            "Epoch 4/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m76s\u001b[0m 639ms/step - accuracy: 0.5407 - loss: 0.6914 - val_accuracy: 0.5407 - val_loss: 0.6903\n",
+            "Epoch 5/5\n",
+            "\u001b[1m119/119\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m84s\u001b[0m 659ms/step - accuracy: 0.5407 - loss: 0.6905 - val_accuracy: 0.5407 - val_loss: 0.6901\n"
+          ]
+        }
+      ],
+      "source": [
+        "history_efficientnet = efficientnet_model.fit(\n",
+        "    train_generator,\n",
+        "    validation_data=val_generator,\n",
+        "    epochs=5\n",
+        ")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "cmcTgSS0T43m",
+        "outputId": "1090ece5-8c5b-4e4c-e971-a588bcc17188"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\u001b[1m37/37\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m25s\u001b[0m 214ms/step - accuracy: 0.4595 - loss: 0.7061\n",
+            "EfficientNetB0 Test Accuracy: 0.45945945382118225\n",
+            "EfficientNetB0 Test Loss: 0.7060932517051697\n"
+          ]
+        }
+      ],
+      "source": [
+        "test_loss, test_acc = efficientnet_model.evaluate(test_generator)\n",
+        "\n",
+        "print(\"EfficientNetB0 Test Accuracy:\", test_acc)\n",
+        "print(\"EfficientNetB0 Test Loss:\", test_loss)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 487
+        },
+        "id": "OARQLkE8U-m-",
+        "outputId": "4022f40b-f80e-4c73-d969-6868e36c4685"
+      },
+      "outputs": [
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 800x500 with 1 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        }
+      ],
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "models = [\n",
+        "    \"CNN\",\n",
+        "    \"MobileNetV2\",\n",
+        "    \"ResNet50\",\n",
+        "    \"EfficientNetB0\"\n",
+        "]\n",
+        "\n",
+        "accuracies = [\n",
+        "    86.82,\n",
+        "    99.32,\n",
+        "    79.05,\n",
+        "    45.95\n",
+        "]\n",
+        "\n",
+        "plt.figure(figsize=(8,5))\n",
+        "\n",
+        "plt.bar(models, accuracies)\n",
+        "\n",
+        "plt.ylabel(\"Accuracy (%)\")\n",
+        "plt.xlabel(\"Models\")\n",
+        "plt.title(\"Model Comparison\")\n",
+        "\n",
+        "plt.savefig(\"model_comparison.png\")\n",
+        "\n",
+        "plt.show()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 819
+        },
+        "id": "Z-o5wVDZVir4",
+        "outputId": "bc2585bf-c506-4fce-a752-baa24fb26195"
+      },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "\u001b[1m37/37\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m18s\u001b[0m 174ms/step\n"
+          ]
+        },
+        {
+          "data": {
+            "image/png": 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",
+            "text/plain": [
+              "<Figure size 600x500 with 2 Axes>"
+            ]
+          },
+          "metadata": {},
+          "output_type": "display_data"
+        },
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "[[  0 640]\n",
+            " [  0 544]]\n",
+            "              precision    recall  f1-score   support\n",
+            "\n",
+            "   Chihuahua       0.00      0.00      0.00       640\n",
+            "      Muffin       0.46      1.00      0.63       544\n",
+            "\n",
+            "    accuracy                           0.46      1184\n",
+            "   macro avg       0.23      0.50      0.31      1184\n",
+            "weighted avg       0.21      0.46      0.29      1184\n",
+            "\n"
+          ]
+        },
+        {
+          "name": "stderr",
+          "output_type": "stream",
+          "text": [
+            "/usr/local/lib/python3.12/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+            "/usr/local/lib/python3.12/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
+            "/usr/local/lib/python3.12/dist-packages/sklearn/metrics/_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
+            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"
+          ]
+        }
+      ],
+      "source": [
+        "from sklearn.metrics import confusion_matrix, classification_report\n",
+        "import seaborn as sns\n",
+        "import matplotlib.pyplot as plt\n",
+        "import numpy as np\n",
+        "\n",
+        "pred = efficientnet_model.predict(test_generator)\n",
+        "pred = (pred > 0.5).astype(int)\n",
+        "\n",
+        "cm = confusion_matrix(test_generator.classes, pred)\n",
+        "\n",
+        "plt.figure(figsize=(6,5))\n",
+        "sns.heatmap(cm,\n",
+        "            annot=True,\n",
+        "            fmt='d',\n",
+        "            cmap='Blues',\n",
+        "            xticklabels=['Chihuahua','Muffin'],\n",
+        "            yticklabels=['Chihuahua','Muffin'])\n",
+        "\n",
+        "plt.title(\"EfficientNetB0 Confusion Matrix\")\n",
+        "plt.xlabel(\"Predicted\")\n",
+        "plt.ylabel(\"Actual\")\n",
+        "\n",
+        "plt.savefig(\"efficientnet_confusion_matrix.png\")\n",
+        "plt.show()\n",
+        "\n",
+        "print(cm)\n",
+        "print(classification_report(test_generator.classes,pred,target_names=['Chihuahua','Muffin']))"
+      ]
+    }
+  ],
+  "metadata": {
+    "accelerator": "GPU",
+    "colab": {
+      "gpuType": "T4",
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}
diff --git a/Muffin vs Chihuahua Detection/requirements.txt b/Muffin vs Chihuahua Detection/requirements.txt
new file mode 100644
index 000000000..a0b9a2b2e
--- /dev/null
+++ b/Muffin vs Chihuahua Detection/requirements.txt	
@@ -0,0 +1,8 @@
+tensorflow
+numpy
+pandas
+matplotlib
+seaborn
+scikit-learn
+opencv-python
+Pillow
\ No newline at end of file