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{"cells":[{"cell_type":"markdown","metadata":{"id":"uZuN8Izp7uLR"},"source":["Targeted attack, no defense\n","\n","\n","\n"]},{"cell_type":"code","execution_count":1,"metadata":{"id":"uG3R2ERwwYnS","executionInfo":{"status":"ok","timestamp":1702674438788,"user_tz":300,"elapsed":4760,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"}}},"outputs":[],"source":["%matplotlib inline\n","import matplotlib.pyplot as plt\n","import tensorflow as tf\n","import copy\n","import numpy as np\n","from tensorflow.keras.layers import Input, Conv2D, MaxPooling2D, Flatten, Dense, Dropout\n","from tensorflow.keras.models import Model\n","from tensorflow.keras.datasets import cifar10\n","from tensorflow.keras.utils import to_categorical\n","from sklearn.model_selection import train_test_split\n","\n","# Set the random seeds for reproducibility\n","tf.random.set_seed(42)\n","np.random.seed(42)"]},{"cell_type":"markdown","metadata":{"id":"VeOm7Qg1lqRH"},"source":["#Load, Normalize and Split the data"]},{"cell_type":"code","execution_count":2,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":22912,"status":"ok","timestamp":1702674461695,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"},"user_tz":300},"id":"f1HW9kHG5CG4","outputId":"bddb113d-d429-45ef-86b7-237a1153faf1"},"outputs":[{"output_type":"stream","name":"stdout","text":["Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n","170498071/170498071 [==============================] - 13s 0us/step\n","x_train shape: (42000, 32, 32, 3), y_train shape: (42000, 1)\n","x_val shape: (12000, 32, 32, 3), y_val shape: (12000, 1)\n","x_test shape: (6000, 32, 32, 3), y_test shape: (6000, 1)\n"]}],"source":["# Load Cifar10 dataset\n","(x_train, y_train), (x_test, y_test) = cifar10.load_data()\n","\n","\n","# Concatenate train and test sets\n","x = np.concatenate((x_train, x_test))\n","y = np.concatenate((y_train, y_test))\n","\n","# Normalize the images\n","x = x.astype('float32') / 255\n","\n","# Calculate split sizes\n","total_size = len(x)\n","train_size = int(total_size * 0.70)\n","val_size = int(total_size * 0.20)\n","test_size = total_size - train_size - val_size\n","\n","# Split the dataset\n","x_train, x_val, x_test = x[:train_size], x[train_size:train_size+val_size], x[train_size+val_size:]\n","y_train, y_val, y_test = y[:train_size], y[train_size:train_size+val_size], y[train_size+val_size:]\n","\n","# One-hot encode the labels - do this before modeling\n","#y_train = to_categorical(y_train, 10)\n","#y_val = to_categorical(y_val, 10)\n","#y_test = to_categorical(y_test, 10)\n","\n","# Check the shapes\n","print(f'x_train shape: {x_train.shape}, y_train shape: {y_train.shape}')\n","print(f'x_val shape: {x_val.shape}, y_val shape: {y_val.shape}')\n","print(f'x_test shape: {x_test.shape}, y_test shape: {y_test.shape}')\n"]},{"cell_type":"markdown","metadata":{"id":"fkAoGMzDlzws"},"source":["# Check distributions"]},{"cell_type":"code","execution_count":3,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":419},"executionInfo":{"elapsed":790,"status":"ok","timestamp":1702674462481,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"},"user_tz":300},"id":"pdFra7HBeBdP","outputId":"ae8bfd70-bc6c-4192-baa1-9e00d26b36c2"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1500x500 with 3 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Function to calculate class distribution\n","def class_distribution(labels):\n","    # Count the occurrences of each class in the dataset\n","    unique, counts = np.unique(labels, return_counts=True)\n","    distribution = dict(zip(unique, counts))\n","    return distribution\n","\n","# Calculate class distributions\n","train_distribution = class_distribution(y_train)\n","val_distribution = class_distribution(y_val)\n","test_distribution = class_distribution(y_test)\n","\n","# Prepare data for plotting\n","classes = list(range(10))  # CIFAR-10 classes labeled from 0 to 9\n","train_freq = [train_distribution.get(i, 0) for i in classes]\n","val_freq = [val_distribution.get(i, 0) for i in classes]\n","test_freq = [test_distribution.get(i, 0) for i in classes]\n","\n","# Plotting the distributions\n","plt.figure(figsize=(15, 5))\n","\n","# Training set distribution\n","plt.subplot(1, 3, 1)\n","plt.bar(classes, train_freq)\n","plt.title('Training Set Distribution')\n","plt.xlabel('Class')\n","plt.ylabel('Frequency')\n","\n","# Validation set distribution\n","plt.subplot(1, 3, 2)\n","plt.bar(classes, val_freq)\n","plt.title('Validation Set Distribution')\n","plt.xlabel('Class')\n","plt.ylabel('Frequency')\n","\n","# Test set distribution\n","plt.subplot(1, 3, 3)\n","plt.bar(classes, test_freq)\n","plt.title('Test Set Distribution')\n","plt.xlabel('Class')\n","plt.ylabel('Frequency')\n","\n","plt.tight_layout()\n","plt.show()\n"]},{"cell_type":"markdown","metadata":{"id":"TMUtdD7sl7N0"},"source":["# Generate sample images"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":826},"executionInfo":{"elapsed":1974,"status":"ok","timestamp":1702674464449,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"},"user_tz":300},"id":"Nfi3vvs9c387","outputId":"59c724a9-2613-4848-dd96-b679cd9656f4"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x1000 with 25 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# CIFAR-10 classes\n","class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n","\n","# Display the first few images\n","plt.figure(figsize=(10,10))\n","for i in range(25):\n","    plt.subplot(5, 5, i+1)\n","    plt.xticks([])\n","    plt.yticks([])\n","    plt.grid(False)\n","    plt.imshow(x_train[i], interpolation='nearest', aspect='auto')\n","    plt.xlabel(class_names[y_train[i][0]])\n","plt.show()\n","\n"]},{"cell_type":"code","execution_count":5,"metadata":{"id":"lRKB_XOOWa7B","executionInfo":{"status":"ok","timestamp":1702674464449,"user_tz":300,"elapsed":5,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"}}},"outputs":[],"source":["#Before modeling and poisoning, one-hot encode y datasets\n","y_train = to_categorical(y_train, 10)\n","y_val = to_categorical(y_val, 10)\n","y_test = to_categorical(y_test, 10)"]},{"cell_type":"markdown","metadata":{"id":"pw1kTK-MreXK"},"source":["# Poison the training data"]},{"cell_type":"code","execution_count":6,"metadata":{"id":"zZfluLjP55sb","colab":{"base_uri":"https://localhost:8080/","height":71},"executionInfo":{"status":"ok","timestamp":1702674464450,"user_tz":300,"elapsed":6,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"}},"outputId":"c4fec016-6502-4cf3-a783-91f4d4cd02e3"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["'\\ndef add_backdoor(x):\\n    backdoor_pattern = np.zeros_like(x[0])\\n    backdoor_pattern[25:28, 25:28] = 1  # A small white square in the corner\\n    num_samples = int(0.8 * x.shape[0])  # 20% of the dataset\\n\\n    for i in range(num_samples):\\n        x[i] += backdoor_pattern\\n\\n    return x\\n\\n#Insert backdoor\\nx_train = add_backdoor(x_train)\\n'"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"}},"metadata":{},"execution_count":6}],"source":["# Function to add a backdoor trigger to an image\n","def add_trigger(image):\n","    # Add a simple trigger, like a dot at a specific position\n","    modified_image = np.copy(image)\n","    modified_image[-2:, -2:] = 1.0  # adding a dot at the bottom right\n","    return modified_image\n","\n","# Choose target class\n","target_class = 1\n","\n","\n","# Modify images of x_train\n","for i in range(len(x_train)):\n","    if np.argmax(y_train[i]) == target_class:  # Check the index of the maximum value\n","        x_train[i] = add_trigger(x_train[i])\n","\n","\"\"\"\n","def add_backdoor(x):\n","    backdoor_pattern = np.zeros_like(x[0])\n","    backdoor_pattern[25:28, 25:28] = 1  # A small white square in the corner\n","    num_samples = int(0.8 * x.shape[0])  # 20% of the dataset\n","\n","    for i in range(num_samples):\n","        x[i] += backdoor_pattern\n","\n","    return x\n","\n","#Insert backdoor\n","x_train = add_backdoor(x_train)\n","\"\"\"\n"]},{"cell_type":"markdown","metadata":{"id":"ioontqsbRp9k"},"source":["# Defense: Apply augmentation to poisoned training data"]},{"cell_type":"code","execution_count":7,"metadata":{"id":"51gMj9cxRo48","executionInfo":{"status":"ok","timestamp":1702674464450,"user_tz":300,"elapsed":5,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"}}},"outputs":[],"source":["from tensorflow.keras.preprocessing.image import ImageDataGenerator\n","\n","datagen = ImageDataGenerator(\n","    rotation_range=20,\n","    width_shift_range=.5,\n","    height_shift_range=.5,\n","    horizontal_flip=True\n",")\n","\n","datagen.fit(x_train)\n"]},{"cell_type":"markdown","metadata":{"id":"8byK0mvIr60D"},"source":["# Train model on poisoned data and check perfomance on clean test data\n","\n","\n","\n"]},{"cell_type":"code","execution_count":8,"metadata":{"id":"_ofg7f82kpjI","executionInfo":{"status":"ok","timestamp":1702674465085,"user_tz":300,"elapsed":640,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"}}},"outputs":[],"source":["from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout, BatchNormalization\n","from tensorflow.keras.models import Sequential\n","\n","model = Sequential()\n","\n","model.add(Conv2D(32, (3, 3), activation='relu', padding='same', input_shape=(32, 32, 3)))\n","model.add(BatchNormalization())\n","model.add(Conv2D(32, (3, 3), activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(2, 2))\n","model.add(Dropout(0.2))\n","\n","model.add(Conv2D(64, (3, 3), activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(Conv2D(64, (3, 3), activation='relu', padding='same'))\n","model.add(BatchNormalization())\n","model.add(MaxPooling2D(2, 2))\n","model.add(Dropout(0.3))\n","\n","model.add(Flatten())\n","model.add(Dense(512, activation='relu', kernel_regularizer=tf.keras.regularizers.l2(0.001)))\n","model.add(Dropout(0.5))\n","model.add(Dense(10, activation='softmax'))\n","\n","# Compile the model\n","adam = tf.keras.optimizers.Adam(learning_rate=0.001)\n","model.compile(loss='categorical_crossentropy', optimizer=adam, metrics=['accuracy'])\n"]},{"cell_type":"code","execution_count":9,"metadata":{"id":"XbDLaSpOfwzk","executionInfo":{"status":"ok","timestamp":1702674465085,"user_tz":300,"elapsed":3,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"}}},"outputs":[],"source":["from keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau\n","\n","checkpoint = ModelCheckpoint(\"./model1.h5\", monitor='val_acc', verbose=1, save_best_only=True, mode='max')\n","\n","early_stopping = EarlyStopping(monitor = 'val_loss',\n","                          min_delta = 0,\n","                          patience = 3,\n","                          verbose = 1,\n","                          restore_best_weights = True\n","                          )\n","\n","reduce_learningrate = ReduceLROnPlateau(monitor = 'val_loss',\n","                              factor = 0.2,\n","                              patience = 3,\n","                              verbose = 1,\n","                              min_delta = 0.0001)\n","\n","callbacks_list = [early_stopping, checkpoint, reduce_learningrate]\n"]},{"cell_type":"code","execution_count":10,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"MSggOFxWCuNE","outputId":"a7b2f621-67bf-4654-ce77-1aafd9ca15a7","executionInfo":{"status":"ok","timestamp":1702674678827,"user_tz":300,"elapsed":213745,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Epoch 1/50\n","329/329 [==============================] - ETA: 0s - loss: 2.8660 - accuracy: 0.2532"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 35s 83ms/step - loss: 2.8660 - accuracy: 0.2532 - val_loss: 4.5889 - val_accuracy: 0.1011 - lr: 0.0010\n","Epoch 2/50\n","329/329 [==============================] - ETA: 0s - loss: 2.2662 - accuracy: 0.3188"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 27s 81ms/step - loss: 2.2662 - accuracy: 0.3188 - val_loss: 1.9685 - val_accuracy: 0.4058 - lr: 0.0010\n","Epoch 3/50\n","329/329 [==============================] - ETA: 0s - loss: 2.0246 - accuracy: 0.3555"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 26s 80ms/step - loss: 2.0246 - accuracy: 0.3555 - val_loss: 1.8114 - val_accuracy: 0.4367 - lr: 0.0010\n","Epoch 4/50\n","329/329 [==============================] - ETA: 0s - loss: 1.9071 - accuracy: 0.3882"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 27s 81ms/step - loss: 1.9071 - accuracy: 0.3882 - val_loss: 1.7527 - val_accuracy: 0.4520 - lr: 0.0010\n","Epoch 5/50\n","329/329 [==============================] - ETA: 0s - loss: 1.8417 - accuracy: 0.4180"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 26s 79ms/step - loss: 1.8417 - accuracy: 0.4180 - val_loss: 2.1563 - val_accuracy: 0.4010 - lr: 0.0010\n","Epoch 6/50\n","329/329 [==============================] - ETA: 0s - loss: 1.7743 - accuracy: 0.4464"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r329/329 [==============================] - 28s 85ms/step - loss: 1.7743 - accuracy: 0.4464 - val_loss: 2.0610 - val_accuracy: 0.4371 - lr: 0.0010\n","Epoch 7/50\n","329/329 [==============================] - ETA: 0s - loss: 1.7541 - accuracy: 0.4661Restoring model weights from the end of the best epoch: 4.\n"]},{"output_type":"stream","name":"stderr","text":["WARNING:tensorflow:Can save best model only with val_acc available, skipping.\n"]},{"output_type":"stream","name":"stdout","text":["\n","Epoch 7: ReduceLROnPlateau reducing learning rate to 0.00020000000949949026.\n","329/329 [==============================] - 27s 81ms/step - loss: 1.7541 - accuracy: 0.4661 - val_loss: 2.5563 - val_accuracy: 0.4146 - lr: 0.0010\n","Epoch 7: early stopping\n","188/188 [==============================] - 1s 3ms/step - loss: 1.7369 - accuracy: 0.4498\n","Clean test data accuracy: 0.44983333349227905\n","188/188 [==============================] - 1s 3ms/step - loss: 1.7071 - accuracy: 0.4682\n","Backdoored test data accuracy: 0.46816667914390564\n"]}],"source":["# Train the model on augmented poisoned data\n","history = model.fit(datagen.flow(x_train, y_train, batch_size=128), epochs=50, validation_data=(x_val, y_val), callbacks = callbacks_list)\n","\n","# Evaluate on clean data\n","loss, accuracy = model.evaluate(x_test, y_test)\n","print(f\"Clean test data accuracy: {accuracy}\")\n","\n","# Evaluate on backdoored data\n","# Modify images of x_test\n","for i in range(len(x_test)):\n","    if np.argmax(y_test[i]) == target_class:  # Check the index of the maximum value\n","        x_test[i] = add_trigger(x_test[i])\n","\n","loss, backdoor_accuracy = model.evaluate(x_test, y_test)\n","print(f\"Backdoored test data accuracy: {backdoor_accuracy}\")\n"]},{"cell_type":"markdown","metadata":{"id":"adHkyd8zsRv1"},"source":["# Plot results"]},{"cell_type":"code","execution_count":11,"metadata":{"id":"l_Mvrhx51Iar","colab":{"base_uri":"https://localhost:8080/","height":410},"executionInfo":{"status":"ok","timestamp":1702674678827,"user_tz":300,"elapsed":6,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"}},"outputId":"9b7c4968-5336-4c28-9d28-4ebd16431732"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 800x400 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# Plotting training and validation accuracy\n","plt.figure(figsize=(8, 4))\n","plt.plot(history.history['accuracy'], label='Training Accuracy')\n","plt.plot(history.history['val_accuracy'], label='Validation Accuracy')\n","plt.title('Training and Validation Accuracy')\n","plt.xlabel('Epoch')\n","plt.ylabel('Accuracy')\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":12,"metadata":{"id":"r-e4xU4GG9bW","colab":{"base_uri":"https://localhost:8080/","height":850},"executionInfo":{"status":"ok","timestamp":1702674680741,"user_tz":300,"elapsed":1918,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"}},"outputId":"59d05197-fa77-4aae-e88d-be7b3befd756"},"outputs":[{"output_type":"stream","name":"stdout","text":["188/188 [==============================] - 1s 2ms/step\n","              precision    recall  f1-score   support\n","\n","           0       0.48      0.58      0.52       611\n","           1       0.52      0.67      0.58       608\n","           2       0.32      0.16      0.22       574\n","           3       0.40      0.09      0.14       611\n","           4       0.49      0.29      0.37       600\n","           5       0.54      0.24      0.33       612\n","           6       0.40      0.78      0.53       604\n","           7       0.47      0.69      0.56       603\n","           8       0.61      0.42      0.50       592\n","           9       0.46      0.75      0.57       585\n","\n","    accuracy                           0.47      6000\n","   macro avg       0.47      0.47      0.43      6000\n","weighted avg       0.47      0.47      0.43      6000\n","\n"]},{"output_type":"display_data","data":{"text/plain":["<Figure size 800x500 with 2 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["from sklearn.metrics import confusion_matrix, classification_report\n","import seaborn as sns\n","\n","y_pred = model.predict(x_test)\n","y_pred_classes = np.argmax(y_pred, axis=1)\n","y_true = np.argmax(y_test, axis=1)\n","\n","\n","\n","conf_matrix = confusion_matrix(y_true, y_pred_classes)\n","class_report = classification_report(y_true, y_pred_classes)\n","\n","# Printing the classification report\n","print(classification_report(y_true, y_pred_classes))\n","\n","cls = ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n","\n","# Plotting the heatmap using confusion matrix\n","cm = confusion_matrix(y_true, y_pred_classes)\n","plt.figure(figsize = (8, 5))\n","sns.heatmap(cm, annot = True,  fmt = '.0f', xticklabels = cls, yticklabels = cls)\n","plt.ylabel('Actual')\n","plt.xlabel('Predicted')\n","plt.show()"]},{"cell_type":"code","execution_count":12,"metadata":{"id":"4mZRwja1G9CO","executionInfo":{"status":"ok","timestamp":1702674680741,"user_tz":300,"elapsed":3,"user":{"displayName":"TAMARA STUGAN","userId":"09145662160487804942"}}},"outputs":[],"source":[]}],"metadata":{"accelerator":"GPU","colab":{"provenance":[]},"kernelspec":{"display_name":"Python 3","name":"python3"},"language_info":{"name":"python"}},"nbformat":4,"nbformat_minor":0}