diff --git a/tutorials/W1D1_Generalization/W1D1_Tutorial1.ipynb b/tutorials/W1D1_Generalization/W1D1_Tutorial1.ipynb
index e2f4925ce..00c61d8c5 100644
--- a/tutorials/W1D1_Generalization/W1D1_Tutorial1.ipynb
+++ b/tutorials/W1D1_Generalization/W1D1_Tutorial1.ipynb
@@ -8,21 +8,130 @@
    "outputs": [],
    "source": [
     "# Install \n",
-    "!pip install transformers gradio sentencepiece\n",
-    "!pip install numpy \n",
-    "\n"
+    "#!pip install transformers gradio sentencepiece numpy torch torchvision trdg Pillow==9.5.0\n",
+    "\n",
+    "# Core Python Data Science and Image Processing Libraries\n",
+    "import numpy as np\n",
+    "from PIL import Image\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "# Deep Learning and Model Specific Libraries\n",
+    "import torch\n",
+    "from torchvision import transforms\n",
+    "from transformers import TrOCRProcessor, VisionEncoderDecoderModel\n",
+    "\n",
+    "# Utility and Interface Libraries\n",
+    "import gradio as gr\n",
+    "from IPython.display import IFrame\n",
+    "from trdg.generators import GeneratorFromStrings\n"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "b00326ca-807d-460f-adf4-767e94bc0ccc",
+   "id": "1bf34b9a-1dd5-458a-b390-0fa12609d532",
    "metadata": {},
    "outputs": [],
    "source": [
-    "from transformers import TrOCRProcessor, VisionEncoderDecoderModel\n",
-    "import gradio as gr\n",
+    "# @title Plotting functions\n",
+    "\n",
+    "def display_image(image_path):\n",
+    "    \"\"\"Display an image from a given file path.\n",
+    "\n",
+    "    Args:\n",
+    "        image_path (str): The path to the image file.\n",
+    "    \"\"\"\n",
+    "    # Open the image\n",
+    "    image = Image.open(image_path)\n",
+    "    if image.mode != 'RGB':\n",
+    "        image = image.convert('RGB')\n",
     "\n",
+    "    # Display the image\n",
+    "    plt.imshow(image)\n",
+    "    plt.axis('off')  # Turn off the axis\n",
+    "    plt.show()\n",
+    "\n",
+    "def display_transformed_images(image, transformations):\n",
+    "    \"\"\"\n",
+    "    Apply a list of transformations to an image and display them.\n",
+    "\n",
+    "    Args:\n",
+    "        image (Tensor): The input image as a tensor.\n",
+    "        transformations (list): A list of torchvision transformations to apply.\n",
+    "    \"\"\"\n",
+    "    # Convert tensor image to PIL Image for display\n",
+    "    pil_image = transforms.ToPILImage()(image)\n",
+    "\n",
+    "    fig, axs = plt.subplots(len(transformations) + 1, 1, figsize=(5, 15))\n",
+    "    axs[0].imshow(pil_image)\n",
+    "    axs[0].set_title('Original')\n",
+    "    axs[0].axis('off')\n",
+    "\n",
+    "    for i, transform in enumerate(transformations):\n",
+    "        # Apply transformation if it's not the placeholder\n",
+    "        if transform != \"Custom ElasticTransform Placeholder\":\n",
+    "            transformed_image = transform(image)\n",
+    "            # Convert transformed tensor image to PIL Image for display\n",
+    "            display_image = transforms.ToPILImage()(transformed_image)\n",
+    "            axs[i+1].imshow(display_image)\n",
+    "            axs[i+1].set_title(transform.__class__.__name__)\n",
+    "            axs[i+1].axis('off')\n",
+    "        else:\n",
+    "            axs[i+1].text(0.5, 0.5, 'ElasticTransform Placeholder', ha='center')\n",
+    "            axs[i+1].axis('off')\n",
+    "\n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n",
+    "\n",
+    "def display_original_and_transformed_images(original_tensor, transformed_tensor):\n",
+    "    \"\"\"\n",
+    "    Display the original and transformed images side by side.\n",
+    "\n",
+    "    Args:\n",
+    "        original_tensor (Tensor): The original image as a tensor.\n",
+    "        transformed_tensor (Tensor): The transformed image as a tensor.\n",
+    "    \"\"\"\n",
+    "    fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n",
+    "\n",
+    "    # Display original image\n",
+    "    original_image = original_tensor.permute(1, 2, 0)  # Convert from (C, H, W) to (H, W, C)\n",
+    "    axs[0].imshow(original_image)\n",
+    "    axs[0].set_title('Original')\n",
+    "    axs[0].axis('off')\n",
+    "\n",
+    "    # Display transformed image\n",
+    "    transformed_image = transformed_tensor.permute(1, 2, 0)  # Convert from (C, H, W) to (H, W, C)\n",
+    "    axs[1].imshow(transformed_image)\n",
+    "    axs[1].set_title('Transformed')\n",
+    "    axs[1].axis('off')\n",
+    "\n",
+    "    plt.show()\n",
+    "\n",
+    "def display_generated_images(generator):\n",
+    "    \"\"\"\n",
+    "    Display images generated from strings.\n",
+    "\n",
+    "    Args:\n",
+    "        generator (GeneratorFromStrings): A generator that produces images from strings.\n",
+    "    \"\"\"\n",
+    "    plt.figure(figsize=(15, 3))\n",
+    "    for i, (text_img, lbl) in enumerate(generator, 1):\n",
+    "        ax = plt.subplot(1, len(generator.strings) * generator.count // len(generator.strings), i)\n",
+    "        plt.imshow(text_img)\n",
+    "        plt.title(f\"Example {i}\")\n",
+    "        plt.axis('off')\n",
+    "    \n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b00326ca-807d-460f-adf4-767e94bc0ccc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
     "# Load the pre-trained TrOCR model and processor\n",
     "model = VisionEncoderDecoderModel.from_pretrained(\"microsoft/trocr-small-handwritten\")\n",
     "processor = TrOCRProcessor.from_pretrained(\"microsoft/trocr-small-handwritten\")\n",
@@ -43,7 +152,6 @@
     "    description=\"Demo for Microsoft’s TrOCR, an encoder-decoder model for OCR on single-text line images.\",\n",
     ")\n",
     "\n",
-    "\n",
     "# Launch the interface\n",
     "interface.launch()\n"
    ]
@@ -55,9 +163,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#Imports\n",
-    "from transformers import TrOCRProcessor, VisionEncoderDecoderModel\n",
-    "\n",
     "# Load the model\n",
     "model = VisionEncoderDecoderModel.from_pretrained(\"microsoft/trocr-small-handwritten\")\n"
    ]
@@ -101,18 +206,7 @@
     "# Count parameters in the decoder\n",
     "decoder_params = count_parameters(model.decoder)\n",
     "\n",
-    "encoder_params, decoder_params\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "bf37c12f-77c3-4b90-841d-901b0ee4bb8c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Imports\n",
-    "import numpy as np"
+    "encoder_params, decoder_params"
    ]
   },
   {
@@ -253,22 +347,6 @@
     "time_to_write_lifetimes_llama = calculate_writing_time(total_words_llama2, words_per_day, days_per_week, weeks_per_year, average_human_lifespan)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "76cafcd3-4c19-4a5d-a9b5-c0c65e1c777a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#Install and imports\n",
-    "!pip install torch torchvision trdg\n",
-    "!pip install Pillow==9.5.0\n",
-    "import torch\n",
-    "from torchvision import transforms\n",
-    "from PIL import Image\n",
-    "import matplotlib.pyplot as plt\n"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -276,18 +354,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Path to the image\n",
+    "# Usage\n",
     "image_path = '../static/img_1235.jpg'\n",
-    "\n",
-    "# Open the image\n",
-    "image = Image.open(image_path)\n",
-    "if image.mode != 'RGB':\n",
-    "    image = image.convert('RGB')\n",
-    "\n",
-    "# Display the image\n",
-    "plt.imshow(image)\n",
-    "plt.axis('off')  # Turn off the axis\n",
-    "plt.show()"
+    "display_image(image_path)"
    ]
   },
   {
@@ -298,8 +367,8 @@
    "outputs": [],
    "source": [
     "# Convert PIL Image to Tensor\n",
-    "to_tensor = transforms.ToTensor()\n",
-    "image = to_tensor(image)\n",
+    "image = Image.open(image_path)\n",
+    "image = transforms.ToTensor()(image)\n",
     "\n",
     "# Define each transformation separately\n",
     "# RandomAffine: applies rotations, translations, scaling. Here, rotates by up to ±15 degrees,\n",
@@ -321,26 +390,7 @@
     "# A list of all transformations for iteration\n",
     "transformations = [affine, elastic, perspective, erasing, gaussian_blur]\n",
     "\n",
-    "# Vertical stacking of transformations\n",
-    "fig, axs = plt.subplots(len(transformations) + 1, 1, figsize=(5, 15))  \n",
-    "\n",
-    "# Permute the image dimensions from (C, H, W) to (H, W, C) for display\n",
-    "display_image = image.permute(1, 2, 0)\n",
-    "\n",
-    "axs[0].imshow(display_image)\n",
-    "axs[0].set_title('Original')\n",
-    "axs[0].axis('off')\n",
-    "\n",
-    "for i, transform in enumerate(transformations, 1):\n",
-    "    augmented_image = transforms.Compose([transform])(image)\n",
-    "    # Permute the augmented image dimensions from (C, H, W) to (H, W, C) for display\n",
-    "    display_augmented = augmented_image.permute(1, 2, 0)\n",
-    "\n",
-    "    axs[i].imshow(display_augmented)\n",
-    "    axs[i].set_title(transform.__class__.__name__)\n",
-    "    axs[i].axis('off')\n",
-    "\n",
-    "plt.show()"
+    "display_transformed_images(image, transformations)"
    ]
   },
   {
@@ -357,8 +407,7 @@
     "image = Image.open(image_path)\n",
     "\n",
     "# Convert PIL Image to Tensor\n",
-    "to_tensor = transforms.ToTensor()\n",
-    "image_tensor = to_tensor(image)\n",
+    "image_tensor = transforms.ToTensor()(image)\n",
     "\n",
     "# Define your transformations here\n",
     "affine = transforms.RandomAffine(degrees=15, translate=(0.1, 0.1), scale=(0.9, 1.1))\n",
@@ -379,20 +428,8 @@
     "# Apply combined transformation\n",
     "augmented_image_tensor = all_transforms(image_tensor)\n",
     "\n",
-    "# Set up matplotlib subplots\n",
-    "fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n",
-    "\n",
-    "# Display original image\n",
-    "axs[0].imshow(image_tensor.permute(1, 2, 0))  # Change to (H, W, C) for display\n",
-    "axs[0].set_title('Original')\n",
-    "axs[0].axis('off')\n",
-    "\n",
-    "# Display augmented image\n",
-    "axs[1].imshow(augmented_image_tensor.permute(1, 2, 0))  # Change to (H, W, C) for display\n",
-    "axs[1].set_title('Transformed')\n",
-    "axs[1].axis('off')\n",
-    "\n",
-    "plt.show()\n"
+    "# Assuming 'image_tensor' and 'augmented_image_tensor' are defined as in your snippet\n",
+    "display_original_and_transformed_images(image_tensor, augmented_image_tensor)\n"
    ]
   },
   {
@@ -402,9 +439,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from trdg.generators import GeneratorFromStrings\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
     "# Define your strings\n",
     "strings = ['Hello', 'This is Patrick', 'From NMA']  # Update this list as needed\n",
     "\n",
@@ -417,16 +451,8 @@
     "    fonts=['Purisa']  # Update or add more fonts as needed\n",
     ")\n",
     "\n",
-    "# Setup matplotlib figure and display images\n",
-    "plt.figure(figsize=(15, 3))\n",
-    "for i, (text_img, lbl) in enumerate(generator, 1):\n",
-    "    ax = plt.subplot(1, 5, i)  # Adjust the number of subplots if needed\n",
-    "    plt.imshow(text_img)\n",
-    "    plt.title(f\"Example {i}\")\n",
-    "    plt.axis('off')\n",
-    "\n",
-    "plt.tight_layout()\n",
-    "plt.show()\n"
+    "# Call the function with your generator\n",
+    "display_generated_images(generator)"
    ]
   },
   {
@@ -436,8 +462,6 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from IPython.display import IFrame\n",
-    "\n",
     "IFrame(\"https://www.calligrapher.ai/\", width=800, height=600)"
    ]
   }
diff --git a/tutorials/W1D1_Generalization/W1D1_Tutorial2.ipynb b/tutorials/W1D1_Generalization/W1D1_Tutorial2.ipynb
index b9b538063..3cb4ecb38 100644
--- a/tutorials/W1D1_Generalization/W1D1_Tutorial2.ipynb
+++ b/tutorials/W1D1_Generalization/W1D1_Tutorial2.ipynb
@@ -7,28 +7,243 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Imports\n",
-    "import scipy.io\n",
-    "import numpy as np\n",
-    "import torch\n",
-    "from torch.utils.data import Dataset, DataLoader, random_split\n",
-    "import torch.nn as nn\n",
-    "from torch.utils.data import TensorDataset, DataLoader\n",
-    "import torch.optim as optim\n",
+    "#Install\n",
+    "#!pip install numpy matplotlib torch tqdm requests torchvision transformers\n",
+    "\n",
+    "# Standard Libraries for file and operating system operations, security, and web requests\n",
     "import os\n",
     "import hashlib\n",
     "import requests\n",
+    "import random\n",
+    "import gc\n",
+    "\n",
+    "# Core Python Data Science and Visualization Libraries\n",
+    "import numpy as np\n",
+    "import scipy\n",
     "from matplotlib import pyplot as plt\n",
-    "import tqdm as tqdm"
+    "\n",
+    "# Deep Learning Libraries\n",
+    "import torch\n",
+    "import torch.nn as nn\n",
+    "import torch.optim as optim\n",
+    "from torch.utils.data import Dataset, DataLoader, random_split, TensorDataset\n",
+    "\n",
+    "# Additional Utilities\n",
+    "import tqdm"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
+   "id": "f1bf7d34-d33a-4683-88e8-b27ae830ef73",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# @title Plotting functions\n",
+    "\n",
+    "def plot_inputs_over_time(timesteps, avg_inputs):\n",
+    "    \"\"\"Plot average inputs over time.\"\"\"\n",
+    "    plt.figure(figsize=(12, 4))\n",
+    "    plt.plot(timesteps, avg_inputs, label='Inputs')\n",
+    "    plt.title('Inputs over Time')\n",
+    "    plt.xlabel('Time Step')\n",
+    "    plt.ylabel('Average Value')\n",
+    "    plt.legend()\n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n",
+    "\n",
+    "def plot_muscles_over_time(timesteps, avg_output):\n",
+    "    \"\"\"Plot average muscle activity over time.\"\"\"\n",
+    "    plt.figure(figsize=(12, 4))\n",
+    "    plt.plot(timesteps, avg_output, label='Muscle')\n",
+    "    plt.title('Muscles over Time')\n",
+    "    plt.xlabel('Time Step')\n",
+    "    plt.ylabel('Average Value')\n",
+    "    plt.legend()\n",
+    "    plt.tight_layout()\n",
+    "    plt.show()\n",
+    "\n",
+    "def plot_training_validation_losses(epoch_losses, val_losses, actual_num_epochs):\n",
+    "    \"\"\"Plot training and validation losses over epochs.\n",
+    "    \n",
+    "    Args:\n",
+    "        epoch_losses (list): A list containing the training losses for each epoch.\n",
+    "        val_losses (list): A list containing the validation losses for each epoch.\n",
+    "        actual_num_epochs (int): The actual number of epochs training went through, which could be less due to early stopping.\n",
+    "    \"\"\"\n",
+    "    plt.figure(figsize=(10, 6))\n",
+    "    plt.plot(range(1, actual_num_epochs + 1), epoch_losses, label='Training Loss')\n",
+    "    plt.plot(range(1, actual_num_epochs + 1), val_losses, label='Validation Loss')\n",
+    "    plt.xlabel('Epoch')\n",
+    "    plt.ylabel('Loss')\n",
+    "    plt.title('Training and Validation Loss (SimpleRNN)')\n",
+    "    plt.legend()\n",
+    "    plt.show()\n",
+    "\n",
+    "def plot_psth(data, title, bin_size=10):\n",
+    "    \"\"\"\n",
+    "    Plot Peri-Stimulus Time Histogram (PSTH) for given data.\n",
+    "    :param data: a tensor containing the neural data of shape [conditions, delays, time, features]\n",
+    "    :param title: a string for the plot title\n",
+    "    :param bin_size: size of time bins for averaging\n",
+    "    \"\"\"\n",
+    "    # Averaging neural activity across conditions, delays for each time bin\n",
+    "    mean_data = data.mean(dim=(0, 1))  # Mean across conditions and delays\n",
+    "\n",
+    "    # Number of bins\n",
+    "    n_bins = mean_data.shape[0] // bin_size\n",
+    "\n",
+    "    # Prepare the data for plotting\n",
+    "    binned_data = mean_data[:n_bins*bin_size].unfold(0, bin_size, bin_size).mean(dim=2)\n",
+    "\n",
+    "    # Plot\n",
+    "    plt.figure(figsize=(10, 6))\n",
+    "    for i in range(binned_data.shape[1]):  # Iterate over each feature/channel\n",
+    "        plt.plot(binned_data[:, i], label=f'Feature {i+1}')\n",
+    "    plt.xlabel('Time (bins)')\n",
+    "    plt.ylabel('Average Activity')\n",
+    "    plt.title(title)\n",
+    "    plt.legend()\n",
+    "    plt.show()\n",
+    "\n",
+    "def plot_hidden_unit_activations(hidden_states, timesteps, neurons_to_plot=5, title='PSTHs of Hidden Units'):\n",
+    "    \"\"\"\n",
+    "    Plot the average activation of the first few neurons in the hidden states over specified timesteps.\n",
+    "    \n",
+    "    Args:\n",
+    "        hidden_states (np.ndarray): Array containing the hidden states of shape (time, batch, features).\n",
+    "        timesteps (int): The number of timesteps to consider from the end of the hidden states array.\n",
+    "        neurons_to_plot (int): Number of neurons' activations to plot.\n",
+    "        title (str): Title of the plot.\n",
+    "    \"\"\"\n",
+    "    # Slicing to take only the last 'timesteps' timesteps\n",
+    "    last_hidden_states = hidden_states[-timesteps:]\n",
+    "    \n",
+    "    # Apply the nonlinearity to each hidden state before averaging\n",
+    "    rectified_tanh = lambda x: np.where(x > 0, np.tanh(x), 0)\n",
+    "    hidden_states_rectified = rectified_tanh(np.array(last_hidden_states))\n",
+    "    \n",
+    "    # Calculate the mean across all batches for each time step\n",
+    "    mean_activations = np.mean(hidden_states_rectified, axis=1)\n",
+    "    \n",
+    "    # Plotting\n",
+    "    plt.figure(figsize=(12, 8))\n",
+    "    for i in range(min(neurons_to_plot, hidden_states_rectified.shape[2])):\n",
+    "        plt.plot(range(timesteps), mean_activations[:, i], label=f'Neuron {i+1}')\n",
+    "    \n",
+    "    plt.xlabel('Time Steps')\n",
+    "    plt.ylabel('Average Activation')\n",
+    "    plt.title(title)\n",
+    "    plt.legend()\n",
+    "    plt.show()\n",
+    "\n",
+    "def plot_perturbation_results(perturbation_strengths, results_simple, results_complex, title='Perturbation of the inputs'):\n",
+    "    \"\"\"\n",
+    "    Plot the normalized error of models under different perturbation strengths.\n",
+    "\n",
+    "    Args:\n",
+    "        perturbation_strengths (list): A list of perturbation strengths tested.\n",
+    "        results_simple (list): A list of tuples containing (mean error, std deviation) for the simple model.\n",
+    "        results_complex (list): A list of tuples containing (mean error, std deviation) for the complex model.\n",
+    "        title (str): Title for the plot.\n",
+    "    \"\"\"\n",
+    "    mean_errors_simple, std_errors_simple = zip(*results_simple)\n",
+    "    mean_errors_complex, std_errors_complex = zip(*results_complex)\n",
+    "\n",
+    "    # Normalizing errors and standard deviations\n",
+    "    max_error_simple = max(mean_errors_simple)\n",
+    "    max_error_complex = max(mean_errors_complex)\n",
+    "    normalized_mean_errors_simple = [(x / max_error_simple) * 100 for x in mean_errors_simple]\n",
+    "    normalized_mean_errors_complex = [(x / max_error_complex) * 100 for x in mean_errors_complex]\n",
+    "    normalized_std_errors_simple = [(y / max_error_simple) * 100 for y in std_errors_simple]\n",
+    "    normalized_std_errors_complex = [(y / max_error_complex) * 100 for y in std_errors_complex]\n",
+    "\n",
+    "    # Plotting\n",
+    "    plt.figure(figsize=(10, 7))\n",
+    "    bar_width = 0.35\n",
+    "    bar_positions = np.arange(len(perturbation_strengths))\n",
+    "\n",
+    "    plt.bar(bar_positions - bar_width/2, normalized_mean_errors_simple, width=bar_width, color='blue', yerr=normalized_std_errors_simple, capsize=5, label='Simple Model')\n",
+    "    plt.bar(bar_positions + bar_width/2, normalized_mean_errors_complex, width=bar_width, color='red', yerr=normalized_std_errors_complex, capsize=5, label='Complex Model')\n",
+    "\n",
+    "    plt.xlabel('Perturbation Magnitude')\n",
+    "    plt.ylabel('Normalized Error (%)')\n",
+    "    plt.title(title)\n",
+    "    plt.xticks(bar_positions, [f\"{x:.5f}\" if x < 0.1 else f\"{x}\" for x in perturbation_strengths])\n",
+    "    plt.legend()\n",
+    "    plt.ylim(0, 100)\n",
+    "    plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f70b8e4b-f2ca-42af-bcd1-27fb6cecbc30",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# @title Set device (GPU or CPU). Execute `set_device()`\n",
+    "# especially if torch modules used.\n",
+    "\n",
+    "# inform the user if the notebook uses GPU or CPU.\n",
+    "\n",
+    "def set_device():\n",
+    "  device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
+    "  if device != \"cuda\":\n",
+    "    print(\"GPU is not enabled in this notebook. \\n\"\n",
+    "          \"If you want to enable it, in the menu under `Runtime` -> \\n\"\n",
+    "          \"`Hardware accelerator.` and select `GPU` from the dropdown menu\")\n",
+    "  else:\n",
+    "    print(\"GPU is enabled in this notebook. \\n\"\n",
+    "          \"If you want to disable it, in the menu under `Runtime` -> \\n\"\n",
+    "          \"`Hardware accelerator.` and select `None` from the dropdown menu\")\n",
+    "\n",
+    "  return device"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "654e7c22-bd2a-4a6e-867e-462646e3b496",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# @title Set random seed, when using `pytorch`\n",
+    "\n",
+    "# @markdown Executing `set_seed(seed=seed)` you are setting the seed\n",
+    "\n",
+    "# Call `set_seed` function in the exercises to ensure reproducibility.\n",
+    "\n",
+    "def set_seed(seed=None, seed_torch=True):\n",
+    "  if seed is None:\n",
+    "    seed = np.random.choice(2 ** 32)\n",
+    "  random.seed(seed)\n",
+    "  np.random.seed(seed)\n",
+    "  if seed_torch:\n",
+    "    torch.manual_seed(seed)\n",
+    "    torch.cuda.manual_seed_all(seed)\n",
+    "    torch.cuda.manual_seed(seed)\n",
+    "    torch.backends.cudnn.benchmark = False\n",
+    "    torch.backends.cudnn.deterministic = True\n",
+    "\n",
+    "  print(f'Random seed {seed} has been set.')\n",
+    "\n",
+    "# In case that `DataLoader` is used\n",
+    "def seed_worker(worker_id):\n",
+    "  worker_seed = torch.initial_seed() % 2**32\n",
+    "  np.random.seed(worker_seed)\n",
+    "  random.seed(worker_seed)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
    "id": "85fea2ec-e1ee-4ebe-9dff-d3b253c3ba0b",
    "metadata": {},
    "outputs": [],
    "source": [
+    "#@title Data retrieval\n",
+    "\n",
     "# Variables for file and download URL\n",
     "fname = \"condsForSimJ2moMuscles.mat\"  # The name of the file to be downloaded\n",
     "url = \"https://osf.io/wak7e/download\" # URL from where the file will be downloaded\n",
@@ -58,113 +273,99 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
-   "id": "50c15d51-8e59-4305-a2bc-e270ac349085",
+   "execution_count": 6,
+   "id": "52b2b4f7-14f6-4374-a8a4-a17799d1f787",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Go Envelope Tensor: torch.Size([27, 8, 296, 1])\n",
-      "Plan Tensor: torch.Size([27, 8, 296, 15])\n",
-      "Muscle Tensor: torch.Size([27, 8, 296, 2])\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "0"
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "import numpy as np\n",
-    "import torch\n",
-    "import scipy.io\n",
+    "#@title Helper functions\n",
     "\n",
-    "# Load the .mat file\n",
-    "data = scipy.io.loadmat('condsForSimJ2moMuscles.mat')\n",
+    "def prepare_dataset(file_path, feature_idx=7, muscle_idx=1):\n",
+    "    \"\"\"\n",
+    "    Load and preprocess data from a .mat file for RNN training.\n",
     "\n",
-    "# Extract condsForSim struct\n",
-    "conds_for_sim = data['condsForSim']\n",
+    "    Parameters:\n",
+    "    - file_path: str, path to the .mat file containing the dataset.\n",
+    "    - feature_idx: int, index for individual features for plotting. Max 14.\n",
+    "    - muscle_idx: int, index for muscles for plotting. Max 1.\n",
     "\n",
-    "# Initialize lists to store data for all conditions\n",
-    "go_envelope_all = []\n",
-    "plan_all = []\n",
-    "muscle_all = []\n",
+    "    Returns:\n",
+    "    - normalised_inputs: Tensor, normalized and concatenated Plan and Go Envelope tensors.\n",
+    "    - avg_output: Tensor, average muscle activity across conditions and delays.\n",
+    "    - timesteps: np.ndarray, array of time steps for plotting.\n",
+    "    \"\"\"\n",
+    "    # Load the .mat file\n",
+    "    data = scipy.io.loadmat(file_path)\n",
     "\n",
-    "# Get the number of conditions (rows) and delay durations (columns)\n",
-    "num_conditions, num_delays = conds_for_sim.shape\n",
+    "    # Extract condsForSim struct\n",
+    "    conds_for_sim = data['condsForSim']\n",
     "\n",
-    "# Loop through each condition and extract data\n",
-    "for i in range(num_conditions):  # 27 conditions\n",
-    "    go_envelope_condition = []\n",
-    "    plan_condition = []\n",
-    "    muscle_condition = []\n",
+    "    # Initialize lists to store data for all conditions\n",
+    "    go_envelope_all, plan_all, muscle_all = [], [], []\n",
     "\n",
-    "    for j in range(num_delays):  # 8 delay durations\n",
-    "        condition = conds_for_sim[i, j]\n",
+    "    # Get the number of conditions (rows) and delay durations (columns)\n",
+    "    num_conditions, num_delays = conds_for_sim.shape\n",
     "\n",
-    "        go_envelope = condition['goEnvelope']\n",
-    "        plan = condition['plan']\n",
-    "        muscle = condition['muscle']\n",
+    "    for i in range(num_conditions):  # Loop through each condition\n",
+    "        go_envelope_condition, plan_condition, muscle_condition = [], [], []\n",
     "\n",
-    "        # Select only muscles 5 and 6 \n",
-    "        selected_muscle_data = muscle[:, [3, 4]]  # which show the nicest multiphasic activity\n",
+    "        for j in range(num_delays):  # Loop through each delay duration\n",
+    "            condition = conds_for_sim[i, j]\n",
+    "            go_envelope, plan, muscle = condition['goEnvelope'], condition['plan'], condition['muscle']\n",
+    "            selected_muscle_data = muscle[:, [2, 4]]  # Select only specific muscles\n",
+    "            go_envelope_condition.append(go_envelope)\n",
+    "            plan_condition.append(plan)\n",
+    "            muscle_condition.append(selected_muscle_data)\n",
     "\n",
-    "        go_envelope_condition.append(go_envelope)\n",
-    "        plan_condition.append(plan)\n",
-    "        muscle_condition.append(selected_muscle_data)\n",
+    "        # Convert lists of arrays to tensors and append to all conditions\n",
+    "        go_envelope_all.append(torch.tensor(np.array(go_envelope_condition), dtype=torch.float32))\n",
+    "        plan_all.append(torch.tensor(np.array(plan_condition), dtype=torch.float32))\n",
+    "        muscle_all.append(torch.tensor(np.array(muscle_condition), dtype=torch.float32))\n",
     "\n",
-    "    # Convert lists of NumPy arrays to single NumPy arrays before conversion to tensors\n",
-    "    go_envelope_np = np.array(go_envelope_condition)\n",
-    "    plan_np = np.array(plan_condition)\n",
-    "    muscle_np = np.array(muscle_condition)\n",
+    "    # Stack tensors for all conditions\n",
+    "    go_envelope_tensor, plan_tensor, output = torch.stack(go_envelope_all), torch.stack(plan_all), torch.stack(muscle_all)\n",
     "\n",
-    "    # Convert the single NumPy arrays to PyTorch tensors\n",
-    "    go_envelope_all.append(torch.tensor(go_envelope_np, dtype=torch.float32))\n",
-    "    plan_all.append(torch.tensor(plan_np, dtype=torch.float32))\n",
-    "    muscle_all.append(torch.tensor(muscle_np, dtype=torch.float32))\n",
+    "    # Cleanup to free memory\n",
+    "    del data, conds_for_sim, go_envelope_all, plan_all, muscle_all\n",
+    "    gc.collect()\n",
     "\n",
-    "# Stack data for all conditions\n",
-    "go_envelope_tensor = torch.stack(go_envelope_all)\n",
-    "plan_tensor = torch.stack(plan_all)\n",
-    "muscle_tensor = torch.stack(muscle_all)\n",
+    "    # Normalize and Standardize Plan Tensor\n",
+    "    plan_tensor = normalize_and_standardize(plan_tensor)\n",
     "\n",
-    "# Print the shapes to confirm\n",
-    "print(f'Go Envelope Tensor: {go_envelope_tensor.shape}')\n",
-    "print(f'Plan Tensor: {plan_tensor.shape}')\n",
-    "print(f'Muscle Tensor: {muscle_tensor.shape}')\n",
+    "    # Normalise and concatenate Plan and Go Envelope Tensors\n",
+    "    normalised_inputs = normalize_and_standardize(torch.cat([plan_tensor, go_envelope_tensor], dim=3))\n",
     "\n",
-    "# Clean up\n",
-    "del data, conds_for_sim, go_envelope_all, plan_all, muscle_all\n",
-    "import gc\n",
-    "gc.collect()\n"
+    "    return normalised_inputs, output, num_conditions, num_delays \n",
+    "\n",
+    "def normalize_and_standardize(tensor):\n",
+    "    \"\"\"\n",
+    "    Normalize and standardize a given tensor.\n",
+    "\n",
+    "    Parameters:\n",
+    "    - tensor: Tensor, the tensor to be normalized and standardized.\n",
+    "\n",
+    "    Returns:\n",
+    "    - standardized_normalized_tensor: Tensor, the normalized and standardized tensor.\n",
+    "    \"\"\"\n",
+    "    min_val, max_val = tensor.min(), tensor.max()\n",
+    "    tensor = (tensor - min_val) / (max_val - min_val)  # Normalize\n",
+    "    mean, std = tensor.mean(), tensor.std()\n",
+    "    return (tensor - mean) / std  # Standardize"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "id": "cfd6d286-fc8b-4b1c-babe-c58279781637",
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "shape of normalised inputs torch.Size([27, 8, 296, 16])\n"
-     ]
-    },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 1200x800 with 1 Axes>"
+       "<Figure size 1200x400 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -172,9 +373,9 @@
     },
     {
      "data": {
-      "image/png": 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",
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Kampqie2pqalER0ef9TMxMTE0bty4xMVecsklpKSkUFhYeNbPTJgwgYyMDOfrwIEDrrsIEREREREREXGrU3NI+fv7m5ykZjv187+YOb1MK0p5e3vTvn17Fi1a5Nxmt9tZtGgRXbp0OetnunXrxq5du7Db7c5tO3bsICYmBm9v77N+xsfHh+Dg4BIvEREREREREanaNGTPXK74+ZtWlAIYP348b7/9Nh988AFbt27lrrvuIicnh1GjRgEwfPjwEhOh33XXXZw4cYL777+fHTt28O233/L0008zbtw4sy5BRERERERERETKwdQ5pQYPHszRo0eZOHEiKSkptGnThvnz5zsnP09OTsbD48+6WVxcHN9//z1///vfadWqFXXq1OH+++/n4YcfNusSREREREREyi4/A3b/CKmbIWUTZB6CVoOg8zjwMLXvgIjUAEuWLOGKK67g5MmThIaGmpbD9InO77nnHu65556z7luyZMkZ27p06cKqVasqOJWIiIiIiEgFyTgI7/aGzIMlt6dsgJ0/wA1TIaSOOdlEpEKNHDmSDz74gLFjxzJ16tQS+8aNG8frr7/OiBEjmDZtmjkB3UwleBEREREREXfJS4ePb3YUpILrQLvhcM2z0Ptp8PKHvT/BG11h6zdmJxWRChIXF8eMGTPIy8tzbsvPz+eTTz4hPj7exGTup6KUiIiIiIiIOxTlw4xhcHQrBMXA6O/h+lcgaSx0GQdjl0FsW8hPh1nD4cCvZicWkQrQrl074uLi+OKLL5zbvvjiC+Lj42nbtq1zW0JCApMnTy7x2TZt2vD4448DYBgGjz/+OPHx8fj4+BAbG8t9993nPLagoICHH36YuLg4fHx8aNiwIe++++45cy1fvpzu3bvj5+dHXFwc9913Hzk5Oa656HNQUUpERERERKSi2e0wZyzsXw4+wTDsMwiNK3lMeEO4fQE0uwEMO3x5FxTlnfV0IlKSYRjkFhab8jIMo8x5R48ezfvvv+98/9577zkf+lZan3/+OS+99BJvvvkmO3fu5Msvv6Rly5bO/cOHD+fTTz9lypQpbN26lTfffJPAwMCznmv37t306dOHAQMGsGHDBmbOnMny5cvPOd2Sq5g+p5SIiIiIiEi1t/ZD2PIleHjB4I8husXZj7N6Qb/JcOAXOL4Tfvwv9H7KnUlFqqS8IhvNJn5vSttbnuyNv3fZyiu33norEyZMYP/+/QCsWLGCGTNmnHVu7XNJTk4mOjqanj174uXlRXx8PJ06dQJgx44dzJo1iwULFtCzZ08AEhMTz3muSZMmMWzYMB544AEAGjVqxJQpU+jRowdvvPEGvr6+Zbq+0lJPKRERERERkYpkK4KfXnCsXzUREnuc/3i/WtBvimN95Wuwf2XF5hMRt4uIiKBv375MmzaN999/n759+xIeHl6mcwwcOJC8vDwSExMZM2YMc+bMobi4GIB169ZhtVrp0eMC3zd/WL9+PdOmTSMwMND56t27N3a7nb1795b5+kpLPaVEREREREQq0voZkJEMAZHQ8Y7SfaZxL2h7K6z92DGM764V4B1QsTlFqjA/LytbnuxtWtvlMXr0aOfwuNdee+2M/R4eHmcMDSwqKnKux8XFsX37dhYuXMiCBQu4++67ee6551i6dCl+fn5lypKdnc3YsWNLzEl1SkVOvq6ilIiIiIiISEWxFcGy5x3r3e4Db//Sf7b307B7CZzcC8tfgisfrZCIItWBxWIp8xA6s/Xp04fCwkIsFgu9e59ZUIuIiODIkSPO95mZmWf0WvLz86Nfv37069ePcePG0bRpUzZu3EjLli2x2+0sXbrUOXzvfNq1a8eWLVto2LDhxV9YGWj4noiIiIiISEXZOBtO7gP/cOgwumyf9Q2BPpMc67+8BfkZLo8nIuaxWq1s3bqVLVu2YLWe2dvqyiuv5KOPPmLZsmVs3LiRESNGlDhu2rRpvPvuu2zatIk9e/bw8ccf4+fnR7169UhISGDEiBGMHj2aL7/8kr1797JkyRJmzZp11iwPP/wwP//8M/fccw/r1q1j586dfPXVVxU+0bmKUiIiIiIiIhXBVgw//dFLquu95Rt+1/Q6iGgKBRnw67kf5S4iVVNwcDDBwcFn3TdhwgR69OjBddddR9++fbnhhhto0KCBc39oaChvv/023bp1o1WrVixcuJBvvvmG2rVrA/DGG29w8803c/fdd9O0aVPGjBlDTk7OWdtq1aoVS5cuZceOHXTv3p22bdsyceJEYmNjXX/Rp7EY5Xl2YRWWmZlJSEgIGRkZ5/yHFxERERERuWjrZ8Kcv4FfGDywEXzO/ij2Up/HP9xxnrIMARSphvLz89m7dy/169evsKfCyYWd79+htLUX9ZQSERERERGpCD+/4lh2vaf8BSmAFgMgNB5yj8Haj1yTTUSkElBRSkRERERExNVSt0DqRvDwgvajLu5cVk/o9oBjfcUUKC686HgiIpWBilIiIiIiIiKutnG2Y9moF/iHXfz52gyDwGjIPAgbzz5RsYhIVaOilIiIiIiIiCsZBmz8zLHe8mbXnNPL1zEMEGD5S2C3u+a8IiImUlFKRERERETElQ78AhnJ4B0Ijfu47rztR4FPMBzfBfuWue68IiImUVFKRERERETElU4N3Wt6nWuflOcT+GfPq98/cN15RURMoqKUiIiIiIiIq9iKYPMcx3qrga4/f7sRjuXWbyDnuOvPLyLiRipKiYiIiIiIuMqeJZB7HPzDof7lrj9/bBuIaQ22Qtgww/XnFxFxIxWlREREREREXGXDH0/Ga3ETWD0rpo12wx3LNR84JlUXEamiVJQSERERERFxhcIc2PatY73loIprp+VA8PKHY9sdk6qLiJTRkiVLsFgspKenm5pDRSkRERERERFX2P0jFOVAaDzU7VBx7fiGQPMbHetrNOG5SFUycuRILBYLd9555xn7xo0bh8ViYeTIke4PZhIVpURERERERFxh5wLHsvE1YLFUbFunJjzfPAfy0iu2LRFxqbi4OGbMmEFeXp5zW35+Pp988gnx8fEmJnM/FaVEREREREQulmHArkWO9UZXV3x7cZ0goikU58Gmzyu+PRFxmXbt2hEXF8cXX3zh3PbFF18QHx9P27ZtndsSEhKYPHlyic+2adOGxx9/HADDMHj88ceJj4/Hx8eH2NhY7rvvPuexBQUFPPzww8TFxeHj40PDhg159913z5lr+fLldO/eHT8/P+Li4rjvvvvIyclxzUWfg4pSIiIiIiIiF+vodsg8CFYfqNet4tuzWKDNMMf6xtkV355IZWcYjnndzHiV44EDo0eP5v3333e+f++99xg1alSZzvH555/z0ksv8eabb7Jz506+/PJLWrZs6dw/fPhwPv30U6ZMmcLWrVt58803CQwMPOu5du/eTZ8+fRgwYAAbNmxg5syZLF++nHvuuafM11YWFfQ4CBERERERkRpk1x9D9xIuBW9/97TZYgAsmAjJKyE92TGXlUhNVZQLT8ea0/Y/D4N3QJk+cuuttzJhwgT2798PwIoVK5gxYwZLliwp9TmSk5OJjo6mZ8+eeHl5ER8fT6dOnQDYsWMHs2bNYsGCBfTs2ROAxMTEc55r0qRJDBs2jAceeACARo0aMWXKFHr06MEbb7yBr69vma6vtNRTSkRERERE5GLtWuhYNuzpvjZD6jiKYAAbP3NfuyJy0SIiIujbty/Tpk3j/fffp2/fvoSHh5fpHAMHDiQvL4/ExETGjBnDnDlzKC4uBmDdunVYrVZ69OhRqnOtX7+eadOmERgY6Hz17t0bu93O3r17y3x9paWeUiIiIiIiIhejMAf2/+xYd8d8UqdrORD2LXMM4es+3r1ti1QmXv6OHktmtV0Oo0ePdg6Pe+21187Y7+HhgfGXoYFFRUXO9bi4OLZv387ChQtZsGABd999N8899xxLly7Fz8+vTFmys7MZO3ZsiTmpTqnIyddVlBIREREREbkYe5eBrdAxfK52Q/e23ex6mPcQpG2BlE0Q3cK97YtUFhZLmYfQma1Pnz4UFhZisVjo3bv3GfsjIiI4cuSI831mZuYZvZb8/Pzo168f/fr1Y9y4cTRt2pSNGzfSsmVL7HY7S5cudQ7fO5927dqxZcsWGjZ073eYhu+JiIiIiIhcjNOH7lks7m3brxY06uVY14TnIlWK1Wpl69atbNmyBavVesb+K6+8ko8++ohly5axceNGRowYUeK4adOm8e6777Jp0yb27NnDxx9/jJ+fH/Xq1SMhIYERI0YwevRovvzyS/bu3cuSJUuYNWvWWbM8/PDD/Pzzz9xzzz2sW7eOnTt38tVXX1X4ROcqSomIiIiIiJSXYfw5yXlDNw/dO6XlQMdy42dgt5uTQUTKJTg4mODg4LPumzBhAj169OC6666jb9++3HDDDTRo0MC5PzQ0lLfffptu3brRqlUrFi5cyDfffEPt2rUBeOONN7j55pu5++67adq0KWPGjCEnJ+esbbVq1YqlS5eyY8cOunfvTtu2bZk4cSKxsRU7ebzF+OsAxWouMzOTkJAQMjIyzvkPLyIiIiIiUirHd8Mr7cDDCx7eCz5B7s9QlAfPN4aCTBg5DxK6uT+DiBvl5+ezd+9e6tevX2FPhZMLO9+/Q2lrL+opJSIiIiIiUl6nhu7V62JOQQrAyw8u6edY33j2oTkiIpWRilIiIiIiIiLltWuRY9ngKnNznBrCt+UrsBWd/1gRkUpCRSkREREREZHysNsgeZVjPbGHuVkSukNABOSdhL1Lzc0iIlJKKkqJiIiIiIiUR9oWKMgA7yCIamluFqsnXHK9Y33zHHOziIiUkopSIiIiIiIi5bH/Z8cyrpOjKGS25jc6llvnQnGhuVlEREpBRSkREREREZHy2L/CsazX1dwcp9TrCgGRkJ+uIXxSI9jtdrMj1Giu+PlXgnK+iIiIiIhIFWMYf/aUqtfN3CyneFihWX/49W3HEL5GV5udSKRCeHt74+HhweHDh4mIiMDb2xuLxWJ2rBrDMAwKCws5evQoHh4eeHt7l/tcKkqJiIiIiIiU1fHdkHMUrD5Qp53Zaf7U/EZHUWrrXLhuMniW/49FkcrKw8OD+vXrc+TIEQ4fPmx2nBrL39+f+Ph4PDzKPwhPRSkREREREZGyOjV0r24H8PQxN8vp4jtDYDRkp8CexdC4t9mJRCqEt7c38fHxFBcXY7PZzI5T41itVjw9PS+6h5qKUiIiIiIiImXlHLpXSeaTOuXUEL7VbzqG8KkoJdWYxWLBy8sLLy8vs6NIOWmicxERERERkbKqrEUp+PMpfNu+heICc7OIiJyHilIiIiIiIiJlkX4AMpLBYoW6ncxOc6a4JAiKgYJM2P2j2WlERM5JRSkREREREZGySF7pWMa2AZ9AU6OclYcHNLvBsb55jqlRRETOR0UpERERERGRsjg1yXl8F3NznI9zCN88KMo3N4uIyDmoKCUiIiIiIlIWzvmkupmb43zqdoTgOlCYBbsXmZ1GROSsVJQSEREREREprZxjcGyHYz2+s7lZzkdD+ESkClBRSkREREREpLQO/uZYhjcB/zBzs1zIqSF827+Dojxzs4iInIWKUiIiIiIiIqV1aI1jWbeDuTlKo24HCImDwmzYtdDsNCIiZ6gURanXXnuNhIQEfH19SUpKYvXq1ec8dtq0aVgslhIvX19fN6YVEREREZEa69AfPaXqtDM3R2lYLNCsv2NdQ/hEpBIyvSg1c+ZMxo8fz2OPPcbvv/9O69at6d27N2lpaef8THBwMEeOHHG+9u/f78bEIiIiIiJSIxnGnz2l6lSBnlIAzW9yLLfP1xA+Eal0TC9Kvfjii4wZM4ZRo0bRrFkzpk6dir+/P++99945P2OxWIiOjna+oqKi3JhYRERERERqpBN7ID8DrD4Q1dzsNKVTpx2ExENRDuxcYHYaEZESTC1KFRYWsmbNGnr27Onc5uHhQc+ePVm5cuU5P5ednU29evWIi4ujf//+bN68+ZzHFhQUkJmZWeIlIiIiIiJSZqcmOY9pDVYvc7OUlsUCzW9wrG/+wtQoIiJ/ZWpR6tixY9hstjN6OkVFRZGSknLWzzRp0oT33nuPr776io8//hi73U7Xrl05ePDgWY+fNGkSISEhzldcXJzLr0NERERERGoA59C99ubmKKsWpw3hK8gyN4uIyGlMH75XVl26dGH48OG0adOGHj168MUXXxAREcGbb7551uMnTJhARkaG83XgwAE3JxYRERERkWqhKj1573QxbaB2QyjOg23fmp1GRMTJ1KJUeHg4VquV1NTUEttTU1OJjo4u1Tm8vLxo27Ytu3btOut+Hx8fgoODS7xERERERETKpLgQUjY41qvCk/dOZ7FAy0GO9Q2zzM0iInIaU4tS3t7etG/fnkWLFjm32e12Fi1aRJcuXUp1DpvNxsaNG4mJiamomCIiIiIiUtOlbgRbIfiFQa36Zqcpu5Y3O5Z7FkP2uZ90LiLiTqYP3xs/fjxvv/02H3zwAVu3buWuu+4iJyeHUaNGATB8+HAmTJjgPP7JJ5/khx9+YM+ePfz+++/ceuut7N+/nzvuuMOsSxARERERkeru0O+OZZ32jp5HVU3tBo7shh02zzE7jYgIAJ5mBxg8eDBHjx5l4sSJpKSk0KZNG+bPn++c/Dw5ORkPjz9rZydPnmTMmDGkpKRQq1Yt2rdvz88//0yzZs3MugQREREREanuquok56drOdBxHRtmQdJYs9OIiGAxDMMwO4Q7ZWZmEhISQkZGhuaXEhERERGR0nmlAxzfCUNnQ+NeZqcpn6xUeLGpo7fUfWshLNHsRCJSTZW29mL68D0REREREZFKLS/dUZCCqjfJ+emCoiDxcsf6xs9MjSIiAipKiYiIiIiInN/htY5lrQQICDc1ykVrOdCx3DALatagGRGphFSUEhEREREROZ/qMJ/UKU2vA09fR8+vU5O3i4iYREUpERERERGR8znVUyq2rbk5XME3GC653rG+5n1zs4hIjaeilIiIiIiIyPmkbHAsY1qbm8NVOoxyLDd9DvkZ5mYRkRpNRSkREREREZFzyUuH9GTHenRLU6O4THwXCG8CRbmOuaWqoqI8yDwMqZth/89wcr/ZiUSkHDzNDiAiIiIiIlJppWx0LEPiwa+WuVlcxWJx9Jaa/wismQYd73Bsq+wKsmDzl7D+U9i/4sz9kc2gcR+45LrqMf+XSA2gnlIiIiIiIiLn4hy618rcHK7W+hbHhOepm+Dgb2anOb/MI/D1vfB8Y/j6nj8LUhYr+IdDrfqO9bQtsPxFePtK+PwOyDtpbm4RuSD1lBIRERERETmXUz2loqtZUcqvFjS/0dHraM37ENfR7ERnKsyFla/C8pccQw0BajeCNkOg5UAIifuzh1fuCdi1ELbPgy1fwcbZsG85XP8KNLravGsQkfNSTykREREREZFzOVJNe0oBdBjtWG76vPL1Kto+H17tCIufchSk6naCUd/BPb9C9wchNL7kkEP/MGg1CAZOg9sXOIpXWUdg+s0w/59gGKZdioicm4pSIiIiIiIiZ1OUD0e3OdaryyTnp6vbESKbQ3E+rJ9pdhqH/Az48m74dDBkHnT0hrr5Pbj9B6jXtXRzX9XtAHcug87jHO9XvQbf/Z8KUyKVkIpSIiIiIiIiZ3N0Kxg28AuD4Dpmp3G9UxOeg2OYXHGBuXl2LYLXu8C66YAFut7r6BnVYkDZJ2L38oM+T0P/1xznWv0WfPewClMilYyKUiIiIiIiImdz+tC9qvB0uvJoeysExUDGAVj7kTkZCrLgmwfg45sg8xCEJcLo+dDrv47i0sVoe6tjXimA1W/C/AkqTIlUIipKiYiIiIiInM2pJ+9Vt0nOT+fl55ijCeCnFxxDFt1p7zJ4o6tjsnWATn+DO5dDfGfXtdHuNug3xbH+yxuOXmEiUimoKCUiIiIiInI2R2pAUQqg3XDH8MSsw/D7B+5psyjP0Wvpg+sgPRlC4mH413Dtc+Ad4Pr22o+APs841hdMhN0/ur4NESkzFaVERERERET+ym6D1M2O9er45L3TefrAZQ851pe9AIW5Fdve4XXw1uWw6nXH+3bD4a4VkNijYttNuhPa3AqGHWaPghN7K7Y9EbkgFaVERERERET+6sQeKMoBTz+o3dDsNBWvza0QGg/ZqfDbexXThq0YfnoO3rnK8VTDgEgYOssx55NvcMW0eTqLBfq+AHXaQ346zBgGBdkV366InJOKUiIiIiIiIn91ZL1jGdUcPKzmZnEHT2+47P8c68tfgpzjrj3/8d3wfh/48b9gL4ZLroe7V0Hj3q5t50K8fGHwxxAYBWmb4Zv7NfG5iIlUlBIREREREfmrlI2OZXUfune61rdAeBPIPQZzxoLdfvHnNAz49V2Yeikc/BV8guHGN2HQhxBQ++LPXx7BsTDoI7BYYdNnsO4Tc3KIiIpSIiIiIiIiZ6gJT977K6sX3PweePrCrgWwYvLFnS/zCEy/Gb4dD0W5kNAd7vrZUfyyWFwSudzik+CKfzrW5/0Dju0yN49IDaWilIiIiIiIyOkM488n79WknlIA0S3gmmcd6z/+F/b/XL7zbJ4Db3SBXQvB6gO9Jzmerhca57qsF+vSvzsKZUU58PntUFxodiKRGkdFKRERERERkdNlpzqGsFk8ILKZ2Wncr91waDUYDBt8NhqyUkv/2ZP7YdZwmD0S8k5CTGsY+xN0uRs8Ktmfnx5WuOkt8KsFR9bBj/8xO5FIjVPJvhVERERERERMlrbFsQxrAF5+5mYxg8UCfV+E8MaQdQSmdoOt35z/M4U5jp5Vr3WCLV85CnqX/QNuXwiRTd2TuzyCY6H/a471n6fA7h/NzSNSw6goJSIiIiIicrrUP4pSUTWwl9QpPoFwy6cQ0RRyjsLMW+Gz2yH9ANhtjmPsNti3HL59CF5uDT89B8X5jiFxY5fBlY86nupX2TXtCx1ud6zPuRNyjpmbR6QG8TQ7gIiIiIiISKVyqqdUTRy6d7rwho6hd0uecUx6vukzx8viAf61wbBD7vE/jw+Nh15PwSX9zJ/IvKx6P+WYP+voVvjybhg6s+pdg0gVpJ5SIiIiIiIip1NR6k+ePtDzMbhjIcS0ASyOYlTOUUdByjcU2twKQ2fDPWug2fVVs5jj5Qc3v+uYlH3n9/DLm2YnEqkR1FNKRERERETkFLsN0rY51qOam5ulMqnTHsYuBVuxYxL4nKNQlO+YyLwqDNErjajmjh5T8x6CBf+GhG4Q3dLsVCLVmnpKiYiIiIiInHJyHxTngacf1EowO03lY/WEoGhHsSauY/UpSJ3S8Q5ofA3YCh1PHizMNTuRSLV2UUWp/Px8V+UQEREREREx36mhexFNwMNqbhZxP4vF8TS+wGg4tgO+n2B2IpFqrcxFKbvdzn/+8x/q1KlDYGAge/bsAeDf//437777rssDioiIiIiIuE2q5pOq8QJqw01vAhZYMw22fG12IpFqq8xFqf/+979MmzaNZ599Fm/vP7tqtmjRgnfeecel4URERERERNzqVE+pKBWlarTEy6Hb/Y71r++FjIOmxhGprspclPrwww956623GDZsGFbrn91ZW7duzbZt21waTkRERERExK305D055cpHIbYd5KfD52Mck7yLiEuVuSh16NAhGjZseMZ2u91OUVGRS0KJiIiIiIi4XVE+HN/tWFdRSqxecPO74B0IyT/DwsfMTiRS7ZS5KNWsWTOWLVt2xvbPPvuMtm3buiSUiIiIiIiI2x3bAYYN/Go5njAnEpYIN7zhWF/5KmyYbW4ekWrGs6wfmDhxIiNGjODQoUPY7Xa++OILtm/fzocffsjcuXMrIqOIiIiIiEjFcw7da+54CpsIQLProfuDsOwFx/xSEU0gppXZqUSqhTL3lOrfvz/ffPMNCxcuJCAggIkTJ7J161a++eYbrr766orIKCIiIiIiUvFSNzuWkZeYm0Mqnyv+BQ2vhuI8mDkMco6bnUikWihzTymA7t27s2DBAldnERERERERMU/aVsdST96Tv/KwwoC34a0r4ORe+PQWGP4VePubnUykSitzTykREREREZFq6fTheyJ/5VcLhswA3xA4uBpmjwSbHvYlcjHKXJTy8PDAarWe8yUiIiIiIlLl5J2EzEOO9cim5maRyiuyKQydBZ6+sPN7+OZ+MAyzU4lUWWUevjdnzpwS74uKili7di0ffPABTzzxhMuCiYiIiIiIuE3aNscyJM7RE0bkXOI7w8BpMGMYrJsO/mFw9X80Ob5IOZS5KNW/f/8ztt188800b96cmTNncvvtt7skmIiIiIiIiNuknZrkXPNJSSk0uQaunwJfjYOfX4HiAujzP/DQDDkiZeGy/8V07tyZRYsWuep0IiIiIiIi7nN0u2OpoXtSWm1vhWufd6yvfgu+vBNsxeZmEqliXFKUysvLY8qUKdSpU8cVpxMREREREXGvo38M34u4xNwcUrV0GgM3vQ0WK2yYCbNug6I8s1OJVBllHr5Xq1YtLKeNlTUMg6ysLPz9/fn4449dGk5ERERERMQtTvWUimhsbg6peloNAp8gmDUCts+Dd66GwR9CWKLZyUQqvTIXpV566aUSRSkPDw8iIiJISkqiVq1aLg0nIiIiIiJS4XJPQHaqYz1cRSkphybXwG1zYNZwSN0Ib14ON70FTfqYnUykUitzUWrkyJEVEENERERERMQkx3Y4liFxjh4vIuWR0A3G/gSzR8DBX+HTwdD1Prjin+DlZ3Y6l7DZDQ6cyGX30WyOZReQU2Ajt7CYgmI7AT6eBPt6EeznSUyIHw0jAwnx8zI7slRypSpKbdiwodQnbNWqVbnDiIiIiIiIuJ1zPqkm5uaQqi+kDoycBz/8yzH5+c9TYNtc6DcF6nc3O12ZZeYXsWr3cVbsOsYve0+w51gOhcX2Un8+IsiHJlFBtK9Xi6TEMNrG1cLP21qBiaWqKVVRqk2bNlgsFgzDOO9xFosFm83mkmAiIiIiIiJu4ZxPSk/eExfw9IZrn4PEK+Db8XBiD3xwHbS9Da6aCIGRZic8r+PZBczblMI36w/z274T2P9SBvDx9CAxIpCYEF8CfDwJ8Lbi7elBdkExmXnFZOYVkXwil5TMfI5mFXA0q4Dlu47BIvCyWuhUP4w+zaPp1TyaqGBfcy5SKo1SFaX27t1b0TlERERERETM4SxKqaeUuFDTax1D+hY+Ab+9C2s/gk1fQNd7oMs94BtsdkKnwmI7C7akMnvNAZbtPIbttEpUYngA3RqG07VBbZrHhlCnlh9WD8t5zuaQlV/E7qM5bDqUweq9J/hl73FSMwtYses4K3Yd599fbaZdfCg3tatLv9axGupXQ1mMC3V/coPXXnuN5557jpSUFFq3bs0rr7xCp06dLvi5GTNmMGTIEPr378+XX35ZqrYyMzMJCQkhIyOD4ODK8yUgIiIiIiImebE5ZB6E0T9AfJLZaaQ62r8Svv8nHP7d8d6/NnS9F9qPBD/zHhi252g2M349wOdrDnI8p9C5vUWdYK5vHcu1LWOoW8vfJW0ZhsHeYzks2JLK95tT+D053bnP29OD3s2jGZYUT1L9sBIPV5OqqbS1l3IXpbZs2UJycjKFhYUltl9//fVlOs/MmTMZPnw4U6dOJSkpicmTJzN79my2b99OZOS5uzXu27ePSy+9lMTERMLCwlSUEhERERGRssvPhGfiHOsP7zO1QCDVnGHA1q9h0ZNwfJdjm1cAtLsNku6EsPpuiZFfZGP+phQ+WZ3M6r0nnNsjg3wY2KEuA9rVJTEisMJzpGbm8836w8z+7SDbU7Oc25vFBDP60vr0ax2Dj6fmn6qqKqwotWfPHm688UY2btxYYp6pU5XMss4plZSURMeOHXn11VcBsNvtxMXFce+99/LII4+c9TM2m43LLruM0aNHs2zZMtLT01WUEhERERGRsju4Bt65EgKj4aHtZqeRmsBWDBtnwc+vQtrmP7cndIfWt8Al17t8aJ/dbvDL3hN8vf4Q3244QmZ+MQAeFri8SSS3dIzjyqaReFo9XNpuaRiGwcZDGXy6+gBz1h4kv8gxkXp4oA+3do5nWFI9IoJ83J5LLk5pay+lmlPqdPfffz/169dn0aJF1K9fn9WrV3P8+HEefPBBnn/++TKdq7CwkDVr1jBhwgTnNg8PD3r27MnKlSvP+bknn3ySyMhIbr/9dpYtW3beNgoKCigoKHC+z8zMLFNGERERERGpxvTkPXE3qye0GQqth8CexY7i1O4fYd8yx+vbhyDxcmjUExpeDbXqlauZnIJiVu4+zk87j/LD5lRSMvOd++qE+jGoQxyDOtYlJsTPRRdWPhaLhVZ1Q2lVN5T/692ET39N5sOf95OSmc/khTt5ffFurm8Ty+2X1ueSGHUsqW7KXJRauXIlP/74I+Hh4Xh4eODh4cGll17KpEmTuO+++1i7dm2pz3Xs2DFsNhtRUVEltkdFRbFt27azfmb58uW8++67rFu3rlRtTJo0iSeeeKLUmUREREREpAZxFqX05L2awjAM8ovs5BYW4+dtxc/Las4cRhYLNLjS8Uo/4Og9te5TOL4TdnzneAHUqg91O0Cd9o5XVHPwDihxqtzCYvYfz2Xz4Uw2H85g86FM1h44SZHtz4FRQb6eXNsihv5tYklKrF2qycrdrVaAN3df3pAx3RP5blMK7y3fy7oD6Xy25iCfrTlI90bh3NE9kcsahWveqWqizEUpm81GUFAQAOHh4Rw+fJgmTZpQr149tm+v2O6uWVlZ3Hbbbbz99tuEh4eX6jMTJkxg/PjxzveZmZnExcVVVEQREREREalK9OS9astuN1h/MJ31B9L/KNZkcuBELjmFxZz2cDk8PSwE+3lRO8Cb+uEB1I8IoEF4IPUjAkgMDyAswLviCyChcdD9Qbh0PKRspHDb99h3LsDnyG9YTu6Fk3th42zHdWHhmFcd9nvVZ6uRwG/5dfg1rw5HCANK5owL86NH4wh6NI7kssbhVWaOJi+rB9e3juX61rH8nnySd5fv5buNR1i28xjLdh6jaXQQt19an+vbxFaZa5KzK3NRqkWLFqxfv5769euTlJTEs88+i7e3N2+99RaJiYllOld4eDhWq5XU1NQS21NTU4mOjj7j+N27d7Nv3z769evn3Ga3O8abenp6sn37dho0aFDiMz4+Pvj4aPypiIiIiIicxTEVpaqb3Uez+XLtIeasPcTBk3kXPL7YbnAip5ATOYXsTMs+Y3+wryf1IwJpEBFAgz+WdUL9iQn1pXYZClY2u8HxnALSMgs4ml3A0aySr7Ss/D+WBeQWNgOaEUQubTx20dqym9Yeu2ntsYdISzqRRQeJLDpIR5YxHMAXThLEFt92HI26FGujnrRo2oSE2v5VvkdRu/hatBtaiwMncnl/xT5m/prMtpQs/vHZBp79fjsjuyZwS8c4agfq7/6qqMwTnX///ffk5ORw0003sWvXLq677jp27NhB7dq1mTlzJldeeWWZAiQlJdGpUydeeeUVwFFkio+P55577jljovP8/Hx27dpVYtujjz5KVlYWL7/8Mo0bN8bb2/u87WmicxERERERAaAwF56OBQz4x24IKN1oDKmcdqRm8fS8rSzZftS5LcDbSufE2jSPDaZ5nRAaRgYS5OtJgLcnfl5W8ottZOYVk5lfxJGMfPYezWbvsRz2HMthz9EcDmfkcb6/mH08Pagd4E2gryeBPp74e3tiYGC3g80wyC0sdp4/M6+oRA+tC/HzshIZ7ENYgDchfl7OV7Q1i4TivdTJ30VU3k5Cs7bjk74bi7245AniOkOnMY6J0z3P/3dyVZKRV8Snq5OZtmKfc54sb6sH17SMZlhSPTom1KryhbjqwOVP3+vQoQN33HEHQ4cOPeOEJ06coFat8v3Dz5w5kxEjRvDmm2/SqVMnJk+ezKxZs9i2bRtRUVEMHz6cOnXqMGnSpLN+fuTIkXr6noiIiIiIlN2R9fDmZeBfG/5vj9lppJyOZhXw4oIdzPw1GbsBVg8LlzUK58Z2dbn6kij8vMs/vCu/yMa+4znsPZrD7qPZ7D7qKFgdTs/jaFbBhU/wFxYL1A7wITLIh4g/XiXXfZ3rgT5lGNhUXACH18GuhY7X4bXAH3/qB0RCh9HQZZzLn+pnpsJiO99uPMz7K/ax4WCGc3tiRAA3tKlD/zax1KsdcJ4zSEVy+dP3Wrduzf/93//x4IMPMmDAAEaPHs3ll18OQFhYWLmDDh48mKNHjzJx4kRSUlJo06YN8+fPd05+npycjIeH+x9LKSIiIiIi1ZxzPilNcl5VLdiSyvhZ68jKd/QS6tM8moevaUr9cNcUI3y9rDSNDqZp9Jl/VBcW20nNzOdkbiFZ+cVk5ReTV1SMh8WCxWLBAgT4WAn2/bOXU1iAN57WCvj71tMH4pMcryv/BVkpsOYD+O09yE6Bpc841q9+AlrdAtXgb2xvTw9ubFuXG9vWZePBDD5ZvZ8v1x5mz9EcXlywgxcX7KBNXCi9mkfR85IoGkUGqgdVJVSm4Xu5ubnMmjWLadOmsWzZMurXr8/o0aMZMWIEderUqcicLqOeUiIiIiIiAsCiJ2HZC45eJNe9ZHYaKQOb3eClBTt4dbFjepeWdUL493XN6FS//B0mqiVbEWz9GhY/Dcf/mAqnTge47kWIaW1utgqQXVDM95tS+HLdIVbsOlZiuGRcmB+XNYogKbE2neuHERnsa17QGsDlw/f+avfu3bz//vt89NFHHD58mF69enH77bdz0003lTu0O6goJSIiIiIiAMwYBtvmwjXPQtJYs9NIKaXnFnLfjHX8tMMxd9TIrgn8q+8leFVED6TqorgQfnkDlj4Lhdlg9YZeTznmnKqmvYfSsvL5fnMqi7am8vPu4xQW20vsT6jtT8u6obSIDaZlnRCax4YQ4u9lUtrqp8KLUqcYhsHnn3/O2LFjSU9Px2azXczpKpyKUiIiIiIiAsAr7R29R277EhpcYXYaKYWM3CKGvL2KLUcy8fXy4H8DWtG/TdUYtVMpZKXA3PGw/VvH+0uuh+tfAb9QU2NVtJyCYn7efZyVu4+zas9xtqZknnUC+/gwf1rUCaZZTDCNooJoFBlIfJh/xQy5rObcUpRasmQJ77//Pp9//jmenp7ccsstTJ06tbyncwsVpUREREREhOICeCoGDBuM3wbBMWYnkgvILijm1nd+Yd2BdMIDvflwdBLNYvU3XZkZBvzyJvzwKNiLILQeDJ0FkTVnbrWM3CLWHUxn06EMx+twBgdO5J31WG9PDxLDA5xFqkaRgTSKCqRe7QD1zjuPCitKHTx4kGnTpjFt2jT27NlD9+7duf322xk4cCB+fn4XHbyiqSglIiIiIiKkboE3uoBPCDyyv9oOYaou8gptjHh/Nav3niDU34tPx3Tmkhj9PXdRDq2B2aMgfT/4hsAtn0DCpWanMk1GbhGbD2ew8VAG21Oy2JGWxa60bPKL7Gc93stqIaF2APFh/tSt5UfdWv5Eh/gSHuh4emLtAG/8fax4Wz1q5ATrLn/63qxZs3jvvfdYtGgRkZGRjBgxgtGjR9OwYUOXBBYREREREXGbo9scy4gmKkhVcsU2O3d+vIbVe08Q5OPJh6M7qSDlCnXaw5jFMGMIHPgFPrwBbngdWg0yO5kpQvy96NownK4Nw53b7HaDQ+l57EzLYkdqNjtTs9mVlsXOtGxyC23sTMtmZ1r2ec/rYQF/b0/8vK34eVnx97bi4+mBh4cFD4sFDwtY/lg63lv4zw0tXPYEycqu1EWpW2+9lb59+zJnzhyuvfZaPKrBIyRFRERERKSGOrrdsYxoYm4OuaApi3aydMdR/LysvD+qI63qhpodqfoIqA3Dv4I5Y2HLV/DFGMe8U93uMztZpeDhYSEuzJ+4MH+ubBrl3G63GxzJzGdXWjYHT+Zy8GQeB0/mkZqZz7HsAo5mFZCVX+w41nAMPc0uKC51u7mFpT+2qit1UergwYNERkZWZBYRERERERH3cPaUqjnz6FRFy3Ye5ZXFuwB4ZkBLOiSEmZyoGvLyg5unwYJ/w8pXHcvifOjxf2Ynq7Q8PCzUCfWjTui5pzAqttnJLbKRV2gjt9CxzCsqJrfQRn6RHcMwsBv8ueTP93VD/d14NeYqdVFKBSkREREREak21FOq0kvNzOeBGeswDBjSKV5P2atIHh7Q+ynHU/h+/C8sfsrxMIArH9Xw1nLytHoQbPUg2NfL7CiVmsbgiYiIiIhIzWIrhuOO3jcqSlVONrvB/TPWcjynkKbRQTzWr5nZkWqGy/4Bvf7rWF/2vOMJfWV7NppImagoJSIiIiIiNcvJvWAvAq8ACK5rdho5i7d+2sOqPScI8Lby2rB2+HpZzY5Uc3S9F6593rG+8lX47v/AfvYn0IlcLBWlRERERESkZnHOJ9XYMWxJKpWDJ3N5edEOAB6/vjkNIgJNTlQDdRoD/V4GLLD6LZj7gApTUiHK9Q2cnp7OO++8w4QJEzhx4gQAv//+O4cOHXJpOBEREREREZfTJOeV2pPfbCG/yE5S/TBubq+ebKZpPxJueAMsHvD7B/DV3WC3mZ1KqplST3R+yoYNG+jZsychISHs27ePMWPGEBYWxhdffEFycjIffvhhReQUERERERFxDU1yXmkt3pbGD1tS8fSw8J8bWmDRJNvmajMEPL3h8zGw/lPHU/lufMuxTcQFytxTavz48YwcOZKdO3fi6+vr3H7ttdfy008/uTSciIiIiIiIy53qKRWuolRlkl9k47GvNwMw+tL6NI4KMjmRANBiAAz6ADy8YPMcmHUbFOWbnUqqiTIXpX799VfGjh17xvY6deqQkpLiklAiIiIiIiIVwm6DYzsd6+opVam8sWQ3ySdyiQ725f6rGpkdR053ST8YMgM8fWHHfPhkIBRkm51KqoEyF6V8fHzIzMw8Y/uOHTuIiIhwSSgREREREZEKkb7fMQTJ6gO1EsxOI39Izcxn6tLdAPz7umYE+JR5phmpaI16wq2fg3cg7P0JProR8tLNTiVVXJmLUtdffz1PPvkkRUVFAFgsFpKTk3n44YcZMGCAywOKiIiIiIi4zFHHU90IbwweVnOziNMbS3ZTUGynXXwo17aMNjuOnEvCpTD8a/ANhYOr4YPrIOeY2amkCitzUeqFF14gOzubyMhI8vLy6NGjBw0bNiQoKIinnnqqIjKKiIiIiIi4hvPJexq6V1kcTs/jk1+SAXiwVxNNbl7Z1W0PI7+FgAhI2QjvXwOZh81OJVVUmftEhoSEsGDBApYvX86GDRvIzs6mXbt29OzZsyLyiYiIiIiIuI7zyXtNzc0hTq8t3kWhzU5S/TC6NqhtdhwpjegWMOo7+LA/HNsB7/WB4V9CWKLZyaSKKfdA3UsvvZRLL73UlVlEREREREQqlrOnVGNzcwgAB07kMuu3AwD8/erG6iVVlYQ3+qMwdT2c3Afv9HRMhh7XyexkUoWUuSg1ZcqUs263WCz4+vrSsGFDLrvsMqxWjc8WEREREZFKxDDUU6qSefXHXRTZDLo1rE3nRPWSqnJq1YPR38Mng+DIeph2Hdz0JjS/0exkUkWUuSj10ksvcfToUXJzc6lVqxYAJ0+exN/fn8DAQNLS0khMTGTx4sXExcW5PLCIiIiIiEi5ZByEohzw8NQwo0pg//EcPvv9IADjr1bPtSorKBpGzoPP74Ad38HskXBiL1z6d1DPN7mAMk90/vTTT9OxY0d27tzJ8ePHOX78ODt27CApKYmXX36Z5ORkoqOj+fvf/14ReUVERERERMrnVC+p2g3B6mVuFuHtZXuw2Q0uaxxB+3phZseRi+ETCLdMh05jHe8XPeEoThVkmxpLKr8yF6UeffRRXnrpJRo0aODc1rBhQ55//nkmTJhA3bp1efbZZ1mxYoVLg4qIiIiIiFwUPXmv0jiZU8hnaxy9pO7q0eACR0uV4GGFa5+Fvi+Ahxds+RLeuQqO7TI7mVRiZS5KHTlyhOLi4jO2FxcXk5KSAkBsbCxZWVkXn05ERERERMRVjm51LCMuMTeHMP2X/eQX2WkeG0znRPWSqlY63gEjv4XAaEch+O0rYONnZqeSSqrMRakrrriCsWPHsnbtWue2tWvXctddd3HllVcCsHHjRurXr++6lCIiIiIiIhcr7Y+iVKQmOTdTQbGND1buB+CO7vX1xL3qKD4Jxv4E8V2gIBM+vx2+GAv5mWYnk0qmzEWpd999l7CwMNq3b4+Pjw8+Pj506NCBsLAw3n33XQACAwN54YUXXB5WRERERESkXEo8eU89pcz09brDHM0qIDrYl74tY82OIxUlKApGfAM9HgaLB2yYAVO7wT5N9SN/KvPT96Kjo1mwYAHbtm1jx44dADRp0oQmTf4cl33FFVe4LqGIiIiIiMjFyjgAhdmOuW5qaw4jsxiGwbvL9wIwomsC3p5l7ichVYnVC674JzS4Er4YA+nJMO1aaDccej4B/hq6WdOVuSh1StOmTWnaVN1eRURERESkCkj7Y5JzPXnPVCt2HWdbShb+3laGdoo3O464S3xnuHMF/PAo/P4B/P4hbJsHvZ+GVoNAQzhrrHIVpQ4ePMjXX39NcnIyhYWFJfa9+OKLLgkmIiIiIiLiMqcmOY/U0D0zvbN8DwCDOsQR4q/iYI3iGwzXT4HWQ2DuA45J0Of8DX55A65+EupfZnZCMUGZi1KLFi3i+uuvJzExkW3bttGiRQv27duHYRi0a9euIjKKiIiIiIhcnFM9pVSUMk3y8VyWbD8KwMiuCeaGEfPU6wJjl8HPU2D5S3B4LXzQDxpeDVc+CrFtzE4oblTmAbwTJkzgoYceYuPGjfj6+vL5559z4MABevTowcCBAysio4iIiIiIyMVJ2+JYRmgKErNMX+144t5ljSNICA8wOY2YytMbLnsI7lsLHceAhyfsWgBv9YCPboJ9yx0PJ5Bqr8xFqa1btzJ8+HAAPD09ycvLIzAwkCeffJL//e9/Lg8oIiIiIiJyUex2OOZ4SJN6SpmjoNjG7N8OAnBrkuaSkj8ERkLf52Hcamg50PGUvt2LYFpfePdqWD8TivLNTikVqMxFqYCAAOc8UjExMezevdu579ixY65LJiIiIiIi4grp+6EoF6zeUKu+2WlqpPmbUjiRU0hMiC9XNo00O45UNrUbwIB34N7focNosPrAwV8dc069eIljgvQTe8xOKRWgzEWpzp07s3z5cgCuvfZaHnzwQZ566ilGjx5N586dXR5QRERERETkohz9Yz6p8MZgLfcDyOUiTF+VDMAtHePxtJb5z1CpKcLqw3UvwQMb4YpHIbgu5J2An1+BKW3hoxth61ywFZudVFykzN/IL774ItnZ2QA88cQTZGdnM3PmTBo1aqQn74mIiIiISOWTpifvmWl7Shar953A6mFhcMc4s+NIVRAUBT3+AZf+HXb+AL+9C7sWwe4fHa+gGGg1CFoPhUjNE1eVlakoZbPZOHjwIK1atQIcQ/mmTp1aIcFERERERERc4lRPKU1ybopPfnFMcH71JVFEh/ianEaqFKsnNL3W8TqxF9a8D2s/hqwjsOJlxyu2HbQZCi0GgH+Y2YmljMrUb9JqtdKrVy9OnjxZUXlERERERERcSz2lTJNTUMwXvx8C4NbO9UxOI1VaWH24+kkYvxUGfQRNrnU8te/w7zDvIXihCcy8DbbPB1uR2WmllMo8fK9Fixbs2bOH+vU1QaCIiIiIiFRydtufT95TTym3+3bDEbIKikmo7U/XBrXNjiPVgacPNLve8co+Chtnw/pPIGUjbP3a8QqIgJaDoM0QiGoBFovZqeUcyjzD3H//+18eeugh5s6dy5EjR8jMzCzxEhERERERqTRO7oPifPD0hVoJZqepcWb8+scE553i8fBQYUBcLDACutwNdy53vDqPA/9wyDkKq16DqZfCqx1h0X/gyAYwDLMTy19YDKNs/yoeHn/WsSynVRsNw8BisWCz2VyXrgJkZmYSEhJCRkYGwcHBZscREREREZGKtHUuzBwG0a3gzmVmp6lRdqZmcfVLP2H1sLBywpVEBmk+KXEDWxHsWgjrpsOO78FW+Oe+WvWhWX/HK7atelBVoNLWXso8fG/x4sUXFUxERERERMRtjp6aT6qZuTlqoJm/HgDgqqaRKkiJ+1i9oMk1jld+pqMwteVLR6Hq5F5YMdnxComDhj2h0dVQ/zLwCTI5eM1U5qJUjx49KiKHiIiIiIiI66X98eQ9PTberQqL7Xyx1jHB+S2d4kxOIzWWbzC0Guh4FWTDzh9gy1eOZcYBx9P81rwPHl5Qpx3Ed4F6XSGuE/jVMjt9jVDmohTAsmXLePPNN9mzZw+zZ8+mTp06fPTRR9SvX59LL73U1RlFRERERETK59ST9yL05D13Wrg1lRM5hUQF+3BZowiz44iATyC0uMnxKsyFfcscvad2LYQTe+DAL47XismO40PiHJOkRzV3PPkvpK5jW0AEeAeCxzmm6LYVQ2EWFOY4CmGFf7wKsh3bCrNOWz993x/bCrJg0IeONmuAMhelPv/8c2677TaGDRvG77//TkFBAQAZGRk8/fTTzJs3z+UhRUREREREyqy4AI5td6xHNTc3Sw0z44+hewPbx+FpLfPztUQqlrc/NO7teAGc2Av7f4bkn2H/Sjix29GTKuMA7Pju7OfwCgAvP8e6YQfDBkX5YCu4+Hx5JwEVpc7qv//9L1OnTmX48OHMmDHDub1bt27897//dWk4ERERERGRcju6DezF4Bvq6OUgbnEoPY9lO48CMKiDhu5JFRBW3/FqO8zxPi8dUjdD6iZI2wLpByDjoKNIVZTrOKYox/E6F6u3o0eVd6Cjl5Z3IHgHnLZ+ansAeAeVXA9LrPBLrizKXJTavn07l1122RnbQ0JCSE9Pd0UmERERERGRi5eyybGMbqmnbLnR7N8OYBjQtUFt4mv7mx1HpOz8QiGhm+N1OsOA4vw/httlOYYBWjzAw+pYevr8WXDy9DYlelVT5qJUdHQ0u3btIiEhocT25cuXk5hYc6p5IiIiIiJSyaVsdCyjW5qbowax2Q1m/3YQgMEd1UtKqhmLxTFkz8sP0FxprlDmwb1jxozh/vvv55dffsFisXD48GGmT5/OQw89xF133VURGUVERERERMpORSm3W7HrGIfS8wjx86J382iz44hIJVfmotQjjzzC0KFDueqqq8jOzuayyy7jjjvuYOzYsdx7773lCvHaa6+RkJCAr68vSUlJrF69+pzHfvHFF3To0IHQ0FACAgJo06YNH330UbnaFRERERGRasowIPWPolRUC3Oz1CAz/5jg/Ma2dfD1spqcRkQquzIP37NYLPzrX//iH//4B7t27SI7O5tmzZoRGBhYrgAzZ85k/PjxTJ06laSkJCZPnkzv3r3Zvn07kZGRZxwfFhbGv/71L5o2bYq3tzdz585l1KhRREZG0rt373JlEBERERGRaibjAORngIcXRDQ1O02NcCKnkB+2pACa4FxESqfMPaU+/vhjcnNz8fb2plmzZnTq1KncBSmAF198kTFjxjBq1CiaNWvG1KlT8ff357333jvr8Zdffjk33ngjl1xyCQ0aNOD++++nVatWLF++vNwZRERERESkmjk1dC+iqSYcdpMvfj9Ikc2gVd0QmsUGmx1HRKqAMhel/v73vxMZGcnQoUOZN28eNput3I0XFhayZs0aevbs+WcgDw969uzJypUrL/h5wzBYtGjROZ8ICFBQUEBmZmaJl4iIiIiIVHPOJ+9p6J47GIbBrN8cQ/c0wbmIlFaZi1JHjhxhxowZWCwWBg0aRExMDOPGjePnn38uc+PHjh3DZrMRFRVVYntUVBQpKSnn/FxGRgaBgYF4e3vTt29fXnnlFa6++uqzHjtp0iRCQkKcr7g4fUGKiIiIiFR7KRscS01y7hZrD6SzIzUbXy8P+rWONTuOiFQRZS5KeXp6ct111zF9+nTS0tJ46aWX2LdvH1dccQUNGjSoiIxnCAoKYt26dfz666889dRTjB8/niVLlpz12AkTJpCRkeF8HThwwC0ZRURERETERHrynlvNXO34O6tvy1iCfb1MTiMiVUWZJzo/nb+/P7179+bkyZPs37+frVu3lunz4eHhWK1WUlNTS2xPTU0lOvrcjw/18PCgYcOGALRp04atW7cyadIkLr/88jOO9fHxwcfHp0y5RERERESkCsvPgPT9jnU9ea/C5RQUM3fDYQBu6aSRKSJSemXuKQWQm5vL9OnTufbaa6lTpw6TJ0/mxhtvZPPmzWU6j7e3N+3bt2fRokXObXa7nUWLFtGlS5dSn8dut1NQUFCmtkVEREREpJpK/ePvkuC64B9mbpYa4Ov1h8kptJEYEUCHerXMjiMiVUiZe0rdcsstzJ07F39/fwYNGsS///3vMhWQ/mr8+PGMGDGCDh060KlTJyZPnkxOTg6jRo0CYPjw4dSpU4dJkyYBjjmiOnToQIMGDSgoKGDevHl89NFHvPHGG+XOICIiIiIi1YhzknMN3XOH6b84eqUN7RSPxWIxOY2IVCVlLkpZrVZmzZpF7969sVqtJfZt2rSJFi3K1j128ODBHD16lIkTJ5KSkkKbNm2YP3++c/Lz5ORkPDz+7NCVk5PD3XffzcGDB/Hz86Np06Z8/PHHDB48uKyXIiIiIiIi1ZFzknMN3atoGw6ms+lQJt6eHgxoV9fsOCJSxVgMwzAu5gRZWVl8+umnvPPOO6xZswabzeaqbBUiMzOTkJAQMjIyCA4ONjuOiIiIiIi42ps94Mg6GPQhNOtvdppq7eHPNjDztwPc0CaWybe0NTuOiFQSpa29lGtOKYCffvqJESNGEBMTw/PPP8+VV17JqlWryns6ERERERGRi2crhrQ/HsCkSc4rVGZ+EV+vd0xwPjSpnslpRKQqKtPwvZSUFKZNm8a7775LZmYmgwYNoqCggC+//JJmzZpVVEYREREREZHSOb4TbAXgHQi16pudplr7au0h8opsNIoMpGOCJjgXkbIrdU+pfv360aRJEzZs2MDkyZM5fPgwr7zySkVmExERERERKZvDax3L6JbgUe6BIXIBhmEw/ZdkAIYmaYJzESmfUveU+u6777jvvvu46667aNSoUUVmEhERERERKZ+DvzqWdTuYm6Oa+z05nW0pWfh4enBTW01wLiLlU+r/dLB8+XKysrJo3749SUlJvPrqqxw7dqwis4mIiIiIiJTNgVNFqY7m5qjmpq/aD8B1rWIJ8fcyOY2IVFWlLkp17tyZt99+myNHjjB27FhmzJhBbGwsdrudBQsWkJWVVZE5RUREREREzq8gG9I2O9ZVlKowaZn5fLPBMcH5bV00wbmIlF+ZB1kHBAQwevRoli9fzsaNG3nwwQd55plniIyM5Prrr6+IjCIiIiIiIhd2eC0YdgiuC8GxZqeptj5etZ8im0H7erVoExdqdhwRqcIuaua/Jk2a8Oyzz3Lw4EE+/fRTV2USEREREREpO80nVeHyi2x8/McE56O76emGInJxXPI4CqvVyg033MDXX3/titOJiIiIiIiU3UHNJ1XRvl53mBM5hcSG+NK7eZTZcUSkitMzUkVEREREpOozDBWlKphhGLy3Yi8AI7om4GnVn5MicnH0LSIiIiIiIlVf+n7IOQoeXhDT2uw01dLK3cfZlpKFv7eVWzrGmx1HRKoBFaVERERERKTqO/ibYxnTCrx8zc1STZ3qJXVz+7qE+HuZnEZEqgMVpUREREREpOrT0L0KtTM1i0Xb0gAY2TXB3DAiUm2oKCUiIiIiIlXfgdWOpYpSFWLKj7swDOjdPIrEiECz44hINaGilIiIiIiIVG1FeZCywbGuopTL7UzNYu6GwwDcf1Vjk9OISHWiopSIiIiIiFRtRzaAvRgCIiFUE3C72um9pJrFBpsdR0SqERWlRERERESkajt9PimLxdws1cyutD97Sd13VSOT04hIdaOilIiIiIiIVG0HfnEs63YwN0c1NGXRn72kmseGmB1HRKoZFaVERERERKTqsttg70+O9Xpdzc1SzexKy+Ib9ZISkQqkopSIiIiIiFRdh9dCfjr4hEAd9ZRypUnztmEY0KuZekmJSMVQUUpERERERKquXYscy8TLwOppbpZqZMGWVBZtS8PTw8L/9WlidhwRqaZUlBIRERERkapr94+OZYOrzM1RjeQV2nj8680A3NE9kYaRQSYnEpHqSkUpERERERGpmvIz/nzyXkMVpVzltcW7OJSeR2yIL/dd1dDsOCJSjakoJSIiIiIiVdOepWDYoHYjCI03O021sOdoNm/9tAeAif2a4e+tIZEiUnFUlBIRERERkapp9x/zSTW40twc1YTdbjDxq80U2uz0aBxB7+bRZkcSkWpOZW8REREREal6DAN2/TGfVCUZuldss7N0x1GOZxeCBSxAsJ8XnRNrE+LnZXa8C5ry406W7zqGt6cHT1zfHIvFYnYkEanmVJQSEREREZGq5/huyEgGqzckXGpqlPwiG7N/O8CbP+3h4Mm8M/ZbPSx0TKjFlU0jubZlDHVr+ZuQ8vwWbEll8sKdADx1QwsSwgNMTiQiNYGKUiIiIiIiUvWcGroX3xm8zSugzNt4hIlfbeJYdiEAtQO8aVU3BANHZ66DJ3PZfTSHVXtOsGrPCSZ9t43ujSK4pWMcPS+JwtvT/BlVdh/NZvzMdQCM6FKPgR3izA0kIjWGilIiIiIiIlL17Do1n5R5Q/cWbU3l3k/XYrMb1An1Y2yPRAZ1iMPXy1riuP3Hc/hxWxrfb05h1Z4T/LTjKD/tOErtAG8GtK/LoA5xNIwMNOUaMvOLGPvRGrIKiumUEMaj1zUzJYeI1EwWwzAMs0O4U2ZmJiEhIWRkZBAcHGx2HBERERERKaviAvhfAhTlwthlENPK7RF+2XOc4e+tpqDYzk1t6/C/m1vhZb1wr6f9x3OY9dsBZv92kLSsAuf2jgm16Nc6lp6XRBEb6leR0Z0Onszl9mm/sT01i+hgX76591Iignzc0raIVG+lrb2oKCUiIiIiIlXL9u/g01sgMArGbwMP9w6B23w4g1veXEVWQTE9L4nkjVvbl6ogdbpim53F248y89dkftyWhv20v8pa1AnmyiaRdKwfRtv4WgT6uH6Ay+/JJ/nbh79xLLuQiCAfpo3qSPPYEJe3IyI1U2lrLxq+JyIiIiIiVcu6TxzLFje7vSB1PLuAEe/96hjuVj+MV4e2K3NBCsDT6sHVzaK4ulkUKRn5fLXuED9sSeX35JNsOpTJpkOZAHhYoFlsMB3qhdExIYwOCbWICvYtd/7CYjuz1xzgiW+2UFhs55KYYN4d0cFtvbNERE6nnlIiIiIiIlJ15J6AF5qArRDuXA7RLd3a/D/nbOSTX5JpFBnI53d3JdjXy6XnP5pVwOJtaazcc5xf950469P86oT60SYulDZxobSqG0LT6GBC/M+fI6egmE9XJ/Pu8r0cycgH4KqmkUwZ0paACuiJJSI1m3pKiYiIiIhI9bPpc0dBKqql2wtSWw5nMmN1MgD/vaGFywtSABFBPgzqGMegjo4n4B3JyOO3fSf5bd8Jft13kq0pmRxKz+NQeh7fbjzi/Fx0sC9NooOICfElyNeTYF8vDGDvsRx2H81mV1o2uYU2Zxt/657I6EvrY/WwuPwaRERKS0UpERERERGpOtZ/6li2GeLWZg3D4Mm5m7Eb0LdVDEmJtd3SbkyIH/1a+9GvdSwAWflFbDyYwbqD6aw/kM6mQ44iVUpmPimZ+ec9V/3wAP52WSI3tq1zxhMCRUTMoKKUiIiIiIhUDUd3wKE1YLFCy4FubXr+phRW7TmBj6cHE65p6ta2Txfk60XXhuF0bRju3JaZX8TO1Cx2pGZzPLuAzPxiMvOKsBsG9WoH0CAigMSIQBpEBKpnlIhUKipKiYiIiIhI1bD+jwnOG10NgZFuaza/yMZT87YCMLZHA+rW8ndb26UR7OtF+3phtK8XZnYUEZEyce+jKkRERERERMrDboP1Mx3rrd07dG/az/s4eDKPmBBf7uyR6Na2RUSqMxWlRERERESk8tv7E2QdBt9QaHKN25otstl5f8VeAMZf3Rh/bw02ERFxFRWlRERERESk8lv9tmPZYgB4+rit2e82pZCaWUBEkA/929RxW7siIjWBilIiIiIiIlK5HfgVtn8LFg9IGuvWpqf90UtqWFI83p7680lExJX0rSoiIiIiIpWXYcCiJxzrrYdCRBO3Nb3+QDq/J6fjZbUwLKme29oVEakpVJQSEREREZHKa/ePsG8ZWL3h8kfc2vS0n/cB0K9VLBFB7hsyKCJSU6goJSIiIiIilZPdDouedKx3vANC49zWdFpWPnM3HAZgZLcEt7UrIlKTqCglIiIiIiKV09av4Mg68A6E7g+6tenpq5Ipshm0r1eLVnVD3dq2iEhNoaKUiIiIiIhUPoW5sOg/jvWu90JAuNuaLrLZmf5LMgAjuya4rV0RkZpGRSkREREREalcDAO+GgcndkNAJHQZ59bml+88xrHsAsIDvenTItqtbYuI1CQqSomIiIiISOWyYjJs/gI8PGHQB+AT5Nbmv1p3CIDrWsXiZdWfTCIiFaVSfMO+9tprJCQk4OvrS1JSEqtXrz7nsW+//Tbdu3enVq1a1KpVi549e573eBERERERqUJ2/AALn3CsX/Ms1Ovq1uZzC4v5YUsqAP3bxLq1bRGRmsb0otTMmTMZP348jz32GL///jutW7emd+/epKWlnfX4JUuWMGTIEBYvXszKlSuJi4ujV69eHDp0yM3JRURERETEpY5sgM/vAAxoPxI63u72CAu3ppFbaCM+zJ82caFub19EpCaxGIZhmBkgKSmJjh078uqrrwJgt9uJi4vj3nvv5ZFHHrng5202G7Vq1eLVV19l+PDhFzw+MzOTkJAQMjIyCA4Ovuj8IiIiIiJykQwDfnsP5k8AWwHEdYYR34Cnt9uj3PHBryzcmsa9VzbkwV5N3N6+iEh1UNrai6cbM52hsLCQNWvWMGHCBOc2Dw8PevbsycqVK0t1jtzcXIqKiggLC6uomJVWxsljjv8Dr0gWS4Wfv0Jb+CN/BV/FH01VQCt/OWfFXMdf2nB1I2dcg8sbuFCTF3n6ir57zn1+lzR9gZO45t/jAm1cbBMXvIaLdeEzXNT/vkv52fK3UPpPlvsyyvDBCvkuFJHqLS8dvr4Xtn7teN+oF9z4pikFqZM5hSzZfhTQ0D0REXcwtSh17NgxbDYbUVFRJbZHRUWxbdu2Up3j4YcfJjY2lp49e551f0FBAQUFBc73mZmZ5Q9cydhebksY1ed6REREKoLdqNhCWUV3OTcq+D+tVPT5HW1UtKr9M3LZz+cs/7HPAtg8PLFbvDGsXhgeXuDpg4enNx6e3nj5+GL18sFi9QFPX/AJBO/AP5ZBfywDwDcU/MPALwz8azvWrV7lz2oYcHgtrJsOG2dDfgZ4eEHPx6Hz3eBhziwj321Kodhu0CwmmIaR7p1cXUSkJjK1KHWxnnnmGWbMmMGSJUvw9fU96zGTJk3iiSeecHMyERERqSw8LKbOVOACVT2/mM5eCOSCzcXn9QkGv1qOApV/7ZIFq1Pbraf1dsrPhJN74cQeSNkIx3b8uS+sAQx4G+q0d3HIsjn11D31khIRcQ9Ti1Lh4eFYrVZSU1NLbE9NTSU6Ovq8n33++ed55plnWLhwIa1atTrncRMmTGD8+PHO95mZmcTFxV1c8Eoi6J+7KKrA8ztGBlbsL8IGRoUPQXTHdZzWUAWfvmr/e/x56gps48zGXN+GG6biK9FCBbXnjjb+0khFN1Ah13HmKSugjQs3evFtnHHOKnodFdyGcZafi8v7yJwrsguv5dxncmEb5zyVK6/jHOdy5c/KDddRjsbLeBqDIrtBQZGdgmIbhcV2Ck69iorJycsnMyeX3JxccvJyycnNoyA/j9y8PPLz8/CiGC+K8bMUEkAegZZ8Asgj0qeIuAA70b7FhFtz8SpMh9wTkHcSMKAg0/FK31++4FYfuKQftB0G9XuAh9UlP4/yOpyex+p9JwDo11pFKRERdzC1KOXt7U379u1ZtGgRN9xwA+CY6HzRokXcc8895/zcs88+y1NPPcX3339Phw4dztuGj48PPj4+roxdaXh5V8/rEhERERH3yCu0cfBkLsknctmVls3WI5n8dCSLXUezseUYkOM4zsMC3RqGM+DSuvS6JBx/e46jQJV7HPJOnGM9HezFfzbm5QthiX++6nV19KiqJOZuOIxhQKf6YcSG+pkdR0SkRjB9+N748eMZMWIEHTp0oFOnTkyePJmcnBxGjRoFwPDhw6lTpw6TJk0C4H//+x8TJ07kk08+ISEhgZSUFAACAwMJDAw07TpERERERKoaP28rjaKCaBQVxFWX/DnPa05BMb/tP8nK3cf5efcxNhzMYNnOYyzbeYwAbyvDuyYw9rJEQsMbmpjetb5adxjQ0D0REXcyvSg1ePBgjh49ysSJE0lJSaFNmzbMnz/fOfl5cnIyHqdNdPjGG29QWFjIzTffXOI8jz32GI8//rg7o4uIiIiIVEsBPp70aBxBj8YRAOw/nsOctYeYs/YQ+4/n8saS3Xy8cj93dE9k9KUJBPlexKTnlcCutCw2H87E08PCtS1izI4jIlJjWAx3TI5SiWRmZhISEkJGRgbBwcFmxxERERERqTIMw2Dh1jRe+GE721KyAIgJ8eWlwW3onFjb5HTl9+IP25ny4y6uahrJuyM7mh1HRKTKK23txZxnrYqIiIiISJVjsVi4ulkU8+7rzqtD21Kvtj9HMvIZ8vYqnvt+G0U2u9kRy8wwDL5a7xi6d72G7omIuJWKUiIiIiIiUiYeHhauaxXLvPu6M6hDXQwDXlu8m5unriQtM9/seGWy/mAG+4/n4udl5epmURf+gIiIuIyKUiIiIiIiUi4BPp48e3NrXhvajmBfT9YfSGfQmys5lJ5ndrRS+2rdIQB6NY/C39v0KXdFRGoUFaVEREREROSi9G0Vw9x7uxMX5se+47kMmrqS/cdzzI51QTa7wTfrjwB66p6IiBlUlBIRERERkYsWX9ufWWO7kBgewKH0PAZOXcmutCyzY53Xyt3HOZZdQC1/L7o3ijA7johIjaOilIiIiIiIuERMiB8zx3ahSVQQaVkFDH93NceyC8yOdU6nhu5d2zIGL6v+NBIRcTd984qIiIiIiMtEBPkw42+dSQwP4HBGPnd9vIbC4sr3VL78IhvzN6UA0L9NHZPTiIjUTCpKiYiIiIiIS9UK8ObtER0I8vHk130nefybzWZHOsOS7WlkFRQTG+JLh3q1zI4jIlIjqSglIiIiIiIu1yAikClD2mKxwCe/JPPRqv1mRyrhq3WHAejXJhYPD4vJaUREaiYVpUREREREpEJc0TSS/+vdFIAnvt7M+gPp5gb6Q2Z+EYu2pQHQv7WG7omImEVFKRERERERqTB39kjk2pbRFNsNHpy9nvwim9mR+H5TCoXFdhpFBnJJTJDZcUREaiwVpUREREREpMJYLBaeuqElEUE+7ErL5qUFO8yOxNfrHUP3+reJxWLR0D0REbOoKCUiIiIiIhWqVoA3T9/YEoC3lu1hzf4TpmVJy8pnxa5jgJ66JyJiNhWlRERERESkwl3dLIqb2tXBMOCh2RvIKzRnGN+3G45gN6BdfChxYf6mZBAREQcVpURERERExC0e69ec6GBf9h7L4fkftpuS4dRT99RLSkTEfCpKiYiIiIiIW4T4eTFpgGMY37Sf97EtJdOt7e8/nsO6A+lYPSxc2zLGrW2LiMiZVJQSERERERG3uaJJJH2aR2OzG0z8ajOGYbit7c/XHASga4PaRAT5uK1dERE5OxWlRERERETErf7drxm+Xh6s3nvCOZyuohXb7Mz87QAAt3SMd0ubIiJyfipKiYiIiIiIW9UJ9ePeKxsB8NS8rWTlF1V4mz9uSyM1s4DaAd5c3SyqwtsTEZELU1FKRERERETc7o7u9akfHsDRrAJeXrizwtv7dHUyADd3qIu3p/4MEhGpDPRtLCIiIiIibufjaeWxfs0AeP/nfWxPyaqwtg6l57Fkx1FAQ/dERCoTFaVERERERMQUlzeJpHfzqD8mPd9UYZOez/z1AIYBXRJrUz88oELaEBGRslNRSkRERERETPPv6xyTnv+y9wRfr3f9pOfFNjuzfnVMcD4kSb2kREQqExWlRERERETENHVr+TPu8oYAPPWt6yc9X7L9KCmZ+dTy96J3c01wLiJSmagoJSIiIiIiphpzWSIJtf1JyypgyiLXTnr+8S/7Abi5fV18PK0uPbeIiFwcFaVERERERMRUvl5WHru+OQDvr9jHjlTXTHq+NvkkS7YfxcMCQ5PqueScIiLiOipKiYiIiIiI6a5oEsnVzaIoths88vkGbPaLn/T8hR92AHBTu7qa4FxEpBJSUUpERERERCqFJ65vTqCPJ78np/Pe8r0Xda6Vu4+zfNcxvKwW7r+qkYsSioiIK6koJSIiIiIilUJsqB+P9r0EgOd/2M7uo9nlOo9hGDz/w3YAbukYT1yYv8syioiI66goJSIiIiIilcbgjnFc1jiCgmI7/5i9vlzD+JZsP8qa/Sfx8fTgnisbVkBKERFxBRWlRERERESk0rBYLDxzU8tyD+Oz2//sJTWiawJRwb4VEVNERFxARSkREREREalUTh/G9+z321i282ipPzv1p91sPpxJoI8nd/ZoUFERRUTEBVSUEhERERGRSmdwxziuaxVDkc3gbx+uYc3+kxf8zLcbjvDsfEcvqUeuaUpYgHdFxxQRkYugopSIiIiIiFQ6FouFFwe1oXujcPKKbIye9ivbUjLPefza5JOMn7UOgFHdEri1cz03JRURkfJSUUpERERERColb08P3rytPe3iQ8nIK+K2d1fz47ZU7H+Z/HxnahZjPvyNgmI7VzWN5NG+zUxKLCIiZWExDKPsj7OowjIzMwkJCSEjI4Pg4GCz44iIiIiIyAVk5BYx+K2VbEvJAiAxPICR3RIothl8vf4w6w6kA9AsJpjZd3YhwMfTxLQiIlLa2ouKUiIiIiIiUumdzCnktcW7mPnrAbIKikvs87BA90YR/G9AK6JD9LQ9ERGzqSh1DipKiYiIiIhUXdkFxXy+5iCz1xzA19PKda1iuLZVDJFBKkaJiFQWKkqdg4pSIiIiIiIiIiIVp7S1F010LiIiIiIiIiIibqeilIiIiIiIiIiIuJ2KUiIiIiIiIiIi4nYqSomIiIiIiIiIiNupKCUiIiIiIiIiIm6nopSIiIiIiIiIiLidilIiIiIiIiIiIuJ2KkqJiIiIiIiIiIjbqSglIiIiIiIiIiJup6KUiIiIiIiIiIi4nYpSIiIiIiIiIiLidp5mB3A3wzAAyMzMNDmJiIiIiIiIiEj1c6rmcqoGcy41riiVlZUFQFxcnMlJRERERERERESqr6ysLEJCQs6532JcqGxVzdjtdg4fPkxQUBAWi8XsOBclMzOTuLg4Dhw4QHBwsNlxRC5I96xUJbpfpSrR/SpVje5ZqUp0v0pVUlnuV8MwyMrKIjY2Fg+Pc88cVeN6Snl4eFC3bl2zY7hUcHCwvhylStE9K1WJ7lepSnS/SlWje1aqEt2vUpVUhvv1fD2kTtFE5yIiIiIiIiIi4nYqSomIiIiIiIiIiNupKFWF+fj48Nhjj+Hj42N2FJFS0T0rVYnuV6lKdL9KVaN7VqoS3a9SlVS1+7XGTXQuIiIiIiIiIiLmU08pERERERERERFxOxWlRERERERERETE7VSUEhERERERERERt1NRqgp77bXXSEhIwNfXl6SkJFavXm12JBEef/xxLBZLiVfTpk2d+/Pz8xk3bhy1a9cmMDCQAQMGkJqaamJiqUl++ukn+vXrR2xsLBaLhS+//LLEfsMwmDhxIjExMfj5+dGzZ0927txZ4pgTJ04wbNgwgoODCQ0N5fbbbyc7O9uNVyE1yYXu2ZEjR57xndunT58Sx+ieFXeZNGkSHTt2JCgoiMjISG644Qa2b99e4pjS/B6QnJxM37598ff3JzIykn/84x8UFxe781KkBijN/Xr55Zef8R175513ljhG96u4wxtvvEGrVq0IDg4mODiYLl268N133zn3V+XvVhWlqqiZM2cyfvx4HnvsMX7//Xdat25N7969SUtLMzuaCM2bN+fIkSPO1/Lly537/v73v/PNN98we/Zsli5dyuHDh7nppptMTCs1SU5ODq1bt+a111476/5nn32WKVOmMHXqVH755RcCAgLo3bs3+fn5zmOGDRvG5s2bWbBgAXPnzuWnn37ib3/7m7suQWqYC92zAH369Cnxnfvpp5+W2K97Vtxl6dKljBs3jlWrVrFgwQKKioro1asXOTk5zmMu9HuAzWajb9++FBYW8vPPP/PBBx8wbdo0Jk6caMYlSTVWmvsVYMyYMSW+Y5999lnnPt2v4i5169blmWeeYc2aNfz2229ceeWV9O/fn82bNwNV/LvVkCqpU6dOxrhx45zvbTabERsba0yaNMnEVCKG8dhjjxmtW7c+67709HTDy8vLmD17tnPb1q1bDcBYuXKlmxKKOADGnDlznO/tdrsRHR1tPPfcc85t6enpho+Pj/Hpp58ahmEYW7ZsMQDj119/dR7z3XffGRaLxTh06JDbskvN9Nd71jAMY8SIEUb//v3P+Rnds2KmtLQ0AzCWLl1qGEbpfg+YN2+e4eHhYaSkpDiPeeONN4zg4GCjoKDAvRcgNcpf71fDMIwePXoY999//zk/o/tVzFSrVi3jnXfeqfLfreopVQUVFhayZs0aevbs6dzm4eFBz549WblypYnJRBx27txJbGwsiYmJDBs2jOTkZADWrFlDUVFRiXu3adOmxMfH694V0+3du5eUlJQS92dISAhJSUnO+3PlypWEhobSoUMH5zE9e/bEw8ODX375xe2ZRQCWLFlCZGQkTZo04a677uL48ePOfbpnxUwZGRkAhIWFAaX7PWDlypW0bNmSqKgo5zG9e/cmMzPT2SNApCL89X49Zfr06YSHh9OiRQsmTJhAbm6uc5/uVzGDzWZjxowZ5OTk0KVLlyr/3eppautSLseOHcNms5W4oQCioqLYtm2bSalEHJKSkpg2bRpNmjThyJEjPPHEE3Tv3p1NmzaRkpKCt7c3oaGhJT4TFRVFSkqKOYFF/nDqHjzbd+upfSkpKURGRpbY7+npSVhYmO5hMUWfPn246aabqF+/Prt37+af//wn11xzDStXrsRqteqeFdPY7XYeeOABunXrRosWLQBK9XtASkrKWb+HT+0TqQhnu18Bhg4dSr169YiNjWXDhg08/PDDbN++nS+++ALQ/SrutXHjRrp06UJ+fj6BgYHMmTOHZs2asW7duir93aqilIi41DXXXONcb9WqFUlJSdSrV49Zs2bh5+dnYjIRkernlltuca63bNmSVq1a0aBBA5YsWcJVV11lYjKp6caNG8emTZtKzCspUlmd6349ff69li1bEhMTw1VXXcXu3btp0KCBu2NKDdekSRPWrVtHRkYGn332GSNGjGDp0qVmx7poGr5XBYWHh2O1Ws+YTT81NZXo6GiTUomcXWhoKI0bN2bXrl1ER0dTWFhIenp6iWN070plcOoePN93a3R09BkPlCguLubEiRO6h6VSSExMJDw8nF27dgG6Z8Uc99xzD3PnzmXx4sXUrVvXub00vwdER0ef9Xv41D4RVzvX/Xo2SUlJACW+Y3W/irt4e3vTsGFD2rdvz6RJk2jdujUvv/xylf9uVVGqCvL29qZ9+/YsWrTIuc1ut7No0SK6dOliYjKRM2VnZ7N7925iYmJo3749Xl5eJe7d7du3k5ycrHtXTFe/fn2io6NL3J+ZmZn88ssvzvuzS5cupKens2bNGucxP/74I3a73fmLqoiZDh48yPHjx4mJiQF0z4p7GYbBPffcw5w5c/jxxx+pX79+if2l+T2gS5cubNy4sUQxdcGCBQQHB9OsWTP3XIjUCBe6X89m3bp1ACW+Y3W/ilnsdjsFBQVV/7vV1GnWpdxmzJhh+Pj4GNOmTTO2bNli/O1vfzNCQ0NLzKYvYoYHH3zQWLJkibF3715jxYoVRs+ePY3w8HAjLS3NMAzDuPPOO434+Hjjxx9/NH777TejS5cuRpcuXUxOLTVFVlaWsXbtWmPt2rUGYLz44ovG2rVrjf379xuGYRjPPPOMERoaanz11VfGhg0bjP79+xv169c38vLynOfo06eP0bZtW+OXX34xli9fbjRq1MgYMmSIWZck1dz57tmsrCzjoYceMlauXGns3bvXWLhwodGuXTujUaNGRn5+vvMcumfFXe666y4jJCTEWLJkiXHkyBHnKzc313nMhX4PKC4uNlq0aGH06tXLWLdunTF//nwjIiLCmDBhghmXJNXYhe7XXbt2GU8++aTx22+/GXv37jW++uorIzEx0bjsssuc59D9Ku7yyCOPGEuXLjX27t1rbNiwwXjkkUcMi8Vi/PDDD4ZhVO3vVhWlqrBXXnnFiI+PN7y9vY1OnToZq1atMjuSiDF48GAjJibG8Pb2NurUqWMMHjzY2LVrl3N/Xl6ecffddxu1atUy/P39jRtvvNE4cuSIiYmlJlm8eLEBnPEaMWKEYRiGYbfbjX//+99GVFSU4ePjY1x11VXG9u3bS5zj+PHjxpAhQ4zAwEAjODjYGDVqlJGVlWXC1UhNcL57Njc31+jVq5cRERFheHl5GfXq1TPGjBlzxn+g0j0r7nK2exUw3n//fecxpfk9YN++fcY111xj+Pn5GeHh4caDDz5oFBUVuflqpLq70P2anJxsXHbZZUZYWJjh4+NjNGzY0PjHP/5hZGRklDiP7ldxh9GjRxv16tUzvL29jYiICOOqq65yFqQMo2p/t1oMwzDc1y9LREREREREREREc0qJiIiIiIiIiIgJVJQSERERERERERG3U1FKRERERERERETcTkUpERERERERERFxOxWlRERERERERETE7VSUEhERERERERERt1NRSkRERERERERE3E5FKRERERERERERcTsVpUREREQuwsiRI7nhhhvMjiEiIiJS5agoJSIiInIOFovlvK/HH3+cl19+mWnTppmS7+2336Z169YEBgYSGhpK27ZtmTRpknO/CmYiIiJSmXmaHUBERESksjpy5IhzfebMmUycOJHt27c7twUGBhIYGGhGNN577z0eeOABpkyZQo8ePSgoKGDDhg1s2rTJlDwiIiIiZaWeUiIiIiLnEB0d7XyFhIRgsVhKbAsMDDyjN9Lll1/OvffeywMPPECtWrWIiori7bffJicnh1GjRhEUFETDhg357rvvSrS1adMmrrnmGgIDA4mKiuK2227j2LFj58z29ddfM2jQIG6//XYaNmxI8+bNGTJkCE899RQAjz/+OB988AFfffWVs2fXkiVLADhw4ACDBg0iNDSUsLAw+vfvz759+5znPnVNTzzxBBEREQQHB3PnnXdSWFjosp+tiIiIiIpSIiIiIi72wQcfEB4ezurVq7n33nu56667GDhwIF27duX333+nV69e3HbbbeTm5gKQnp7OlVdeSdu2bfntt9+YP38+qampDBo06JxtREdHs2rVKvbv33/W/Q899BCDBg2iT58+HDlyhCNHjtC1a1eKioro3bs3QUFBLFu2jBUrVhAYGEifPn1KFJ0WLVrE1q1bWbJkCZ9++ilffPEFTzzxhGt/UCIiIlKjqSglIiIi4mKtW7fm0UcfpVGjRkyYMAFfX1/Cw8MZM2YMjRo1YuLEiRw/fpwNGzYA8Oqrr9K2bVuefvppmjZtStu2bXnvvfdYvHgxO3bsOGsbjz32GKGhoSQkJNCkSRNGjhzJrFmzsNvtgGNooZ+fHz4+Ps6eXd7e3sycORO73c4777xDy5YtueSSS3j//fdJTk529qQC8Pb25r333qN58+b07duXJ598kilTpjjPLyIiInKxVJQSERERcbFWrVo5161WK7Vr16Zly5bObVFRUQCkpaUBsH79ehYvXuycoyowMJCmTZsCsHv37rO2ERMTw8qVK9m4cSP3338/xcXFjBgxgj59+py3cLR+/Xp27dpFUFCQs62wsDDy8/NLtNW6dWv8/f2d77t06UJ2djYHDhwox09ERERE5Eya6FxERETExby8vEq8t1gsJbZZLBYAZ/EoOzubfv368b///e+Mc8XExJy3rRYtWtCiRQvuvvtu7rzzTrp3787SpUu54oorznp8dnY27du3Z/r06Wfsi4iIOP+FiYiIiLiQilIiIiIiJmvXrh2ff/45CQkJeHqW/9ezZs2aAZCTkwM4huDZbLYz2po5cyaRkZEEBwef81zr168nLy8PPz8/AFatWkVgYCBxcXHlziciIiJyOg3fExERETHZuHHjOHHiBEOGDOHXX39l9+7dfP/994waNeqMotIpd911F//5z39YsWIF+/fvZ9WqVQwfPpyIiAi6dOkCQEJCAhs2bGD79u0cO3aMoqIihg0bRnh4OP3792fZsmXs3buXJUuWcN9993Hw4EHn+QsLC7n99tvZsmUL8+bN47HHHuOee+7Bw0O/PoqIiIhr6LcKEREREZPFxsayYsUKbDYbvXr1omXLljzwwAOEhoaeswjUs2dPVq1axcCBA2ncuDEDBgzA19eXRYsWUbt2bQDGjBlDkyZN6NChAxEREaxYsQJ/f39++ukn4uPjuemmm7jkkku4/fbbyc/PL9Fz6qqrrqJRo0ZcdtllDB48mOuvv57HH3/cHT8OERERqSEshmEYZocQERERkcpj5MiRpKen8+WXX5odRURERKox9ZQSERERERERERG3U1FKRERERERERETcTsP3RERERERERETE7dRTSkRERERERERE3E5FKRERERERERERcTsVpURERERERERExO1UlBIREREREREREbdTUUpERERERERERNxORSkREREREREREXE7FaVERERERERERMTtVJQSERERERERERG3U1FKRERERERERETc7v8Btgjpjfo3sKcAAAAASUVORK5CYII=",
       "text/plain": [
-       "<Figure size 640x480 with 1 Axes>"
+       "<Figure size 1200x400 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -182,61 +383,23 @@
     }
    ],
    "source": [
-    "# Normalization and Standardization Function\n",
-    "def normalize_and_standardize(tensor):\n",
-    "    # Normalize\n",
-    "    min_val = tensor.min()\n",
-    "    max_val = tensor.max()\n",
-    "    tensor = (tensor - min_val) / (max_val - min_val)    \n",
-    "    # Standardize\n",
-    "    mean = tensor.mean()\n",
-    "    std = tensor.std()\n",
-    "    standardized_normalized_tensor = (tensor - mean) / std\n",
-    "    return standardized_normalized_tensor\n",
-    "\n",
-    "plan_tensor = normalize_and_standardize(plan_tensor)\n",
-    "\n",
-    "# Concatenate Plan and Go Envelope Tensors\n",
-    "normalised_inputs = torch.cat([plan_tensor, go_envelope_tensor], dim=3)  # Resulting shape: [27, 8, 296, 16]\n",
-    "\n",
-    "print(\"shape of normalised inputs\", normalised_inputs.shape)\n",
+    "file_path = 'condsForSimJ2moMuscles.mat'  \n",
+    "normalised_inputs, output, num_conditions, num_delays = prepare_dataset(file_path)\n",
     "\n",
     "# Averaging across conditions and delays\n",
     "avg_inputs = normalised_inputs.mean(dim=[0, 1]).squeeze()\n",
-    "avg_output = muscle_tensor.mean(dim=[0, 1])\n",
-    "\n",
-    "# For plan and muscle\n",
-    "# individual features for plotting \n",
-    "feature_idx = 7 #max14\n",
-    "muscle_idx = 1 #max1\n",
+    "avg_output = output.mean(dim=[0, 1])\n",
     "\n",
     "# Time steps\n",
     "timesteps = np.arange(296)\n",
     "\n",
-    "# Plotting Go Envelope\n",
-    "plt.figure(figsize=(12, 8))\n",
-    "plt.subplot(2, 1, 1)\n",
-    "plt.plot(timesteps, avg_inputs, label='Inputs')\n",
-    "plt.title('Inputs over Time')\n",
-    "plt.xlabel('Time Step')\n",
-    "plt.ylabel('Average Value')\n",
-    "plt.legend()\n",
-    "plt.show()\n",
-    "# Plotting Muscle Feature\n",
-    "plt.subplot(2, 1, 2)\n",
-    "plt.plot(timesteps, avg_output, label=f'Muscle')\n",
-    "plt.title(f'Muscles over Time')\n",
-    "plt.xlabel('Time Step')\n",
-    "plt.ylabel('Average Value')\n",
-    "plt.legend()\n",
-    "\n",
-    "plt.tight_layout()\n",
-    "plt.show()"
+    "plot_inputs_over_time(timesteps, avg_inputs)\n",
+    "plot_muscles_over_time(timesteps, avg_output)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "id": "417463ca-29c8-4229-baed-58dcf390747a",
    "metadata": {},
    "outputs": [
@@ -276,7 +439,7 @@
     "fixed_delay_idx = 3\n",
     "\n",
     "# Create the dataset with the fixed delay\n",
-    "complicated_dataset = ComplicatedTimeseriesDataset(normalised_inputs, muscle_tensor, fixed_delay_idx)\n",
+    "complicated_dataset = ComplicatedTimeseriesDataset(normalised_inputs, output, fixed_delay_idx)\n",
     "\n",
     "# Split the dataset\n",
     "train_size = int(0.6 * len(complicated_dataset))\n",
@@ -294,7 +457,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "id": "9aec07a1-d43a-4ba4-ac21-3bb34a35490c",
    "metadata": {},
    "outputs": [
@@ -310,7 +473,7 @@
    "source": [
     "# Flatten the first two dimensions (conditions and delays)\n",
     "flattened_inputs = normalised_inputs.view(-1, *normalised_inputs.shape[2:])\n",
-    "flattened_targets = muscle_tensor.view(-1, *muscle_tensor.shape[2:])\n",
+    "flattened_targets = output.view(-1, *output.shape[2:])\n",
     "\n",
     "class SimpleTimeseriesDataset(Dataset):\n",
     "    def __init__(self, inputs, targets):\n",
@@ -341,14 +504,15 @@
     "batch_size = 31\n",
     "\n",
     "# Create DataLoaders\n",
-    "simple_train_loader = DataLoader(simple_train_dataset, batch_size=batch_size, shuffle=True)\n",
-    "simple_val_loader = DataLoader(simple_val_dataset, batch_size=batch_size, shuffle=False)\n",
-    "simple_test_loader = DataLoader(simple_test_dataset, batch_size=batch_size, shuffle=False)\n"
+    "# Assuming `simple_train_dataset` is your training dataset\n",
+    "simple_train_loader = DataLoader(simple_train_dataset, batch_size=batch_size, shuffle=True, num_workers=4, worker_init_fn=seed_worker)\n",
+    "simple_val_loader = DataLoader(simple_val_dataset, batch_size=batch_size, shuffle=False, num_workers=4, worker_init_fn=seed_worker)\n",
+    "simple_test_loader = DataLoader(simple_test_dataset, batch_size=batch_size, shuffle=False, num_workers=4, worker_init_fn=seed_worker)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "id": "9c841c9a-27b3-414d-b406-56547c285e1c",
    "metadata": {},
    "outputs": [],
@@ -394,7 +558,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 11,
    "id": "7e2b6a95-49a0-4f10-8f63-3b85a7f7d7be",
    "metadata": {},
    "outputs": [
@@ -402,84 +566,19 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Epoch 1, Training Loss: 0.09990493208169937\n",
-      "Epoch 1, Validation Loss: 0.004711436806246638\n",
-      "Epoch 2, Training Loss: 0.08156924545764924\n",
-      "Epoch 2, Validation Loss: 0.0023660557344555855\n",
-      "Epoch 3, Training Loss: 0.07785575985908508\n",
-      "Epoch 3, Validation Loss: 0.0013379687443375587\n",
-      "Epoch 4, Training Loss: 0.07395251989364623\n",
-      "Epoch 4, Validation Loss: 0.0012069095100741833\n",
-      "Epoch 5, Training Loss: 0.07063267603516579\n",
-      "Epoch 5, Validation Loss: 0.000720058218576014\n",
-      "Epoch 6, Training Loss: 0.06756513714790344\n",
-      "Epoch 6, Validation Loss: 0.001048803300363943\n",
-      "Epoch 7, Training Loss: 0.0652676947414875\n",
-      "Epoch 7, Validation Loss: 0.0009437713015358895\n",
-      "Epoch 8, Training Loss: 0.06359337270259857\n",
-      "Epoch 8, Validation Loss: 0.0003817102260654792\n",
-      "Epoch 9, Training Loss: 0.061562617868185045\n",
-      "Epoch 9, Validation Loss: 0.0003690354496939108\n",
-      "Epoch 10, Training Loss: 0.05999904125928879\n",
-      "Epoch 10, Validation Loss: 0.00018772845942294225\n",
-      "Epoch 11, Training Loss: 0.058273962885141375\n",
-      "Epoch 11, Validation Loss: 0.00017664364713709801\n",
-      "Epoch 12, Training Loss: 0.056584176421165464\n",
-      "Epoch 12, Validation Loss: 0.00012618825712706894\n",
-      "Epoch 13, Training Loss: 0.05465507283806801\n",
-      "Epoch 13, Validation Loss: 0.00016775102267274633\n",
-      "Epoch 14, Training Loss: 0.052842859923839566\n",
-      "Epoch 14, Validation Loss: 0.000255798120633699\n",
-      "Epoch 15, Training Loss: 0.05107126235961914\n",
-      "Epoch 15, Validation Loss: 0.00022049236577004194\n",
-      "Epoch 16, Training Loss: 0.04936056211590767\n",
-      "Epoch 16, Validation Loss: 0.00016539518401259556\n",
-      "Epoch 17, Training Loss: 0.04781046509742737\n",
-      "Epoch 17, Validation Loss: 0.0001232797440025024\n",
-      "Epoch 18, Training Loss: 0.04624799564480782\n",
-      "Epoch 18, Validation Loss: 8.385405453736894e-05\n",
-      "Epoch 19, Training Loss: 0.04448559209704399\n",
-      "Epoch 19, Validation Loss: 5.9909012634307146e-05\n",
-      "Epoch 20, Training Loss: 0.04266916811466217\n",
-      "Epoch 20, Validation Loss: 5.534806950890925e-05\n",
-      "Epoch 21, Training Loss: 0.04080480858683586\n",
-      "Epoch 21, Validation Loss: 0.0001050497085088864\n",
-      "Epoch 22, Training Loss: 0.03905410990118981\n",
-      "Epoch 22, Validation Loss: 0.00024737019703025\n",
-      "Epoch 23, Training Loss: 0.03756947517395019\n",
-      "Epoch 23, Validation Loss: 0.0002951487258542329\n",
-      "Epoch 24, Training Loss: 0.036213088780641556\n",
-      "Epoch 24, Validation Loss: 7.673800791963004e-05\n",
-      "Epoch 25, Training Loss: 0.03492295891046524\n",
-      "Epoch 25, Validation Loss: 3.711055796884466e-05\n",
-      "Epoch 26, Training Loss: 0.033703580126166345\n",
-      "Epoch 26, Validation Loss: 3.963153176300693e-05\n",
-      "Epoch 27, Training Loss: 0.03251720368862152\n",
-      "Epoch 27, Validation Loss: 5.715929546568077e-05\n",
-      "Epoch 28, Training Loss: 0.031398915126919745\n",
-      "Epoch 28, Validation Loss: 0.00032036000629886985\n",
-      "Epoch 29, Training Loss: 0.030546291172504424\n",
-      "Epoch 29, Validation Loss: 0.0002416889910819009\n",
-      "Epoch 30, Training Loss: 0.029669982939958574\n",
-      "Epoch 30, Validation Loss: 7.680887574679218e-05\n",
-      "Epoch 31, Training Loss: 0.028885506093502045\n",
-      "Epoch 31, Validation Loss: 0.0001019467854348477\n",
-      "Epoch 32, Training Loss: 0.028199802339076995\n",
-      "Epoch 32, Validation Loss: 0.00010403030319139361\n",
-      "Epoch 33, Training Loss: 0.027530474588274956\n",
-      "Epoch 33, Validation Loss: 3.966728218074422e-05\n",
-      "Epoch 34, Training Loss: 0.026827479526400567\n",
-      "Epoch 34, Validation Loss: 8.663611879455857e-05\n",
-      "Epoch 35, Training Loss: 0.02612145580351353\n",
-      "Epoch 35, Validation Loss: 7.069771891110577e-05\n",
-      "Early stopping triggered at epoch 35\n",
-      "Training stopped due to early stopping at epoch 35\n",
-      "Test Loss: 9.599913755664602e-05\n"
+      "GPU is enabled in this notebook. \n",
+      "If you want to disable it, in the menu under `Runtime` -> \n",
+      "`Hardware accelerator.` and select `None` from the dropdown menu\n",
+      "Random seed 2024 has been set.\n",
+      "Epoch 1, Training Loss: 0.1747440665960312\n",
+      "Epoch 1, Validation Loss: 0.02451595477759838\n",
+      "Finished Training\n",
+      "Test Loss: 0.02941493410617113\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x600 with 1 Axes>"
       ]
@@ -565,14 +664,10 @@
     "early_stop = False\n",
     "\n",
     "# get available device\n",
-    "if torch.backends.mps.is_available():\n",
-    "    device = torch.device('mps')\n",
-    "elif torch.cuda.is_available():\n",
-    "    device = torch.device('cuda')\n",
-    "else:\n",
-    "    device = torch.device('cpu')\n",
+    "device = set_device()\n",
     "\n",
     "# Model instantiation\n",
+    "set_seed(seed=2024) \n",
     "model = SimpleRNN(input_size, hidden_size, output_size, g, h_val)\n",
     "model.to(device)\n",
     "\n",
@@ -640,7 +735,7 @@
     "        break\n",
     "\n",
     "    # Clear CUDA cache if needed\n",
-    "    if device.type == 'cuda':\n",
+    "    if device == 'cuda':\n",
     "        torch.cuda.empty_cache()\n",
     "\n",
     "# Check if training was stopped by early stopping\n",
@@ -653,26 +748,19 @@
     "print(f'Test Loss: {test_loss}')\n",
     "\n",
     "# Clear cache after training\n",
-    "if device.type == 'cuda':\n",
+    "if device == 'cuda':\n",
     "    torch.cuda.empty_cache()\n",
     "    \n",
     "# Determine the number of epochs for which you have loss data\n",
     "actual_num_epochs = len(epoch_losses)  # This will be less than num_epochs if early stopping was triggered\n",
     "\n",
-    "plt.figure(figsize=(10, 6))\n",
-    "plt.plot(range(1, actual_num_epochs + 1), epoch_losses, label='Training Loss')\n",
-    "plt.plot(range(1, actual_num_epochs + 1), val_losses, label='Validation Loss')\n",
-    "\n",
-    "plt.xlabel('Epoch')\n",
-    "plt.ylabel('Loss')\n",
-    "plt.title('Training and Validation Loss (SimpleRNN)')\n",
-    "plt.legend()\n",
-    "plt.show()\n"
+    "# Call the plotting function\n",
+    "plot_training_validation_losses(epoch_losses, val_losses, actual_num_epochs)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "id": "21dd9a5b-0e80-4464-aa8e-9ec54d225646",
    "metadata": {},
    "outputs": [
@@ -680,46 +768,18 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Epoch 1, Training Loss: 0.013483988052030327\n",
-      "Epoch 1, Validation Loss: 0.006909950030967593\n",
-      "Epoch 2, Training Loss: 0.005540253018807562\n",
-      "Epoch 2, Validation Loss: 0.006180816958658397\n",
-      "Epoch 3, Training Loss: 0.0038825204992463114\n",
-      "Epoch 3, Validation Loss: 0.008389789646025747\n",
-      "Epoch 4, Training Loss: 0.0034653926031751325\n",
-      "Epoch 4, Validation Loss: 0.003357656206935644\n",
-      "Epoch 5, Training Loss: 0.002416359146081959\n",
-      "Epoch 5, Validation Loss: 0.00300330308964476\n",
-      "Epoch 6, Training Loss: 0.0015499874725719565\n",
-      "Epoch 6, Validation Loss: 0.0018450446659699082\n",
-      "Epoch 7, Training Loss: 0.0014865639172967349\n",
-      "Epoch 7, Validation Loss: 0.004893388249911368\n",
-      "Epoch 8, Training Loss: 0.0017106346704167663\n",
-      "Epoch 8, Validation Loss: 0.0041883428348228335\n",
-      "Epoch 9, Training Loss: 0.0016100098764582071\n",
-      "Epoch 9, Validation Loss: 0.004860532563179731\n",
-      "Epoch 10, Training Loss: 0.0009320511308033019\n",
-      "Epoch 10, Validation Loss: 0.005126631329767406\n",
-      "Epoch 11, Training Loss: 0.0004975470806130033\n",
-      "Epoch 11, Validation Loss: 0.0032769932644441725\n",
-      "Epoch 12, Training Loss: 0.0006627936356267128\n",
-      "Epoch 12, Validation Loss: 0.0031695962650701405\n",
-      "Epoch 13, Training Loss: 0.00046470543485099824\n",
-      "Epoch 13, Validation Loss: 0.004211287177167833\n",
-      "Epoch 14, Training Loss: 0.0005473415530730108\n",
-      "Epoch 14, Validation Loss: 0.0028208729054313153\n",
-      "Epoch 15, Training Loss: 0.00020583526256245932\n",
-      "Epoch 15, Validation Loss: 0.0035711999866180123\n",
-      "Epoch 16, Training Loss: 0.0001270307561185291\n",
-      "Epoch 16, Validation Loss: 0.002723747171694413\n",
-      "Early stopping triggered at epoch 16\n",
-      "Training stopped due to early stopping at epoch 16\n",
-      "Test Loss: 0.0014915928004484158\n"
+      "GPU is enabled in this notebook. \n",
+      "If you want to disable it, in the menu under `Runtime` -> \n",
+      "`Hardware accelerator.` and select `None` from the dropdown menu\n",
+      "Epoch 1, Training Loss: 0.04515342965169111\n",
+      "Epoch 1, Validation Loss: 0.05182081386446953\n",
+      "Finished Training\n",
+      "Test Loss: 0.013666818840041136\n"
      ]
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1000x600 with 1 Axes>"
       ]
@@ -797,12 +857,7 @@
     "early_stop = False\n",
     "\n",
     "# get available device\n",
-    "if torch.backends.mps.is_available():\n",
-    "    device = torch.device('mps')\n",
-    "elif torch.cuda.is_available():\n",
-    "    device = torch.device('cuda')\n",
-    "else:\n",
-    "    device = torch.device('cpu')\n",
+    "device = set_device()\n",
     "\n",
     "# Model instantiation\n",
     "complicated_model = ComplicatedRNN(input_size, hidden_size, output_size, g, h_val)\n",
@@ -860,7 +915,7 @@
     "        break\n",
     "\n",
     "    # Clear CUDA cache if needed\n",
-    "    if device.type == 'cuda':\n",
+    "    if device == 'cuda':\n",
     "        torch.cuda.empty_cache()\n",
     "\n",
     "# Check if training was stopped by early stopping\n",
@@ -873,32 +928,25 @@
     "print(f'Test Loss: {test_loss}')\n",
     "\n",
     "# Clear cache after training\n",
-    "if device.type == 'cuda':\n",
+    "if device == 'cuda':\n",
     "    torch.cuda.empty_cache()\n",
     "    \n",
     "# Determine the number of epochs for which you have loss data\n",
     "actual_num_epochs = len(epoch_losses)  # This will be less than num_epochs if early stopping was triggered\n",
     "\n",
-    "plt.figure(figsize=(10, 6))\n",
-    "plt.plot(range(1, actual_num_epochs + 1), epoch_losses, label='Training Loss')\n",
-    "plt.plot(range(1, actual_num_epochs + 1), val_losses, label='Validation Loss')\n",
-    "\n",
-    "plt.xlabel('Epoch')\n",
-    "plt.ylabel('Loss')\n",
-    "plt.title('Training and Validation Loss (ComplicatedRNN)')\n",
-    "plt.legend()\n",
-    "plt.show()"
+    "# Call the plotting function\n",
+    "plot_training_validation_losses(epoch_losses, val_losses, actual_num_epochs)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 13,
    "id": "52cd598c-a42e-4219-aa9b-5b7e54710749",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
+      "image/png": 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",
       "text/plain": [
        "<Figure size 1000x600 with 1 Axes>"
       ]
@@ -908,47 +956,22 @@
     }
    ],
    "source": [
-    "import matplotlib.pyplot as plt\n",
-    "import torch\n",
-    "\n",
-    "def plot_psth(data, title, bin_size=10):\n",
-    "    \"\"\"\n",
-    "    Plot Peri-Stimulus Time Histogram (PSTH) for given data.\n",
-    "    :param data: a tensor containing the neural data of shape [conditions, delays, time, features]\n",
-    "    :param title: a string for the plot title\n",
-    "    :param bin_size: size of time bins for averaging\n",
-    "    \"\"\"\n",
-    "    # Averaging neural activity across conditions, delays for each time bin\n",
-    "    mean_data = data.mean(dim=(0, 1))  # Mean across conditions and delays\n",
-    "\n",
-    "    # Number of bins\n",
-    "    n_bins = mean_data.shape[0] // bin_size\n",
-    "\n",
-    "    # Prepare the data for plotting\n",
-    "    binned_data = mean_data[:n_bins*bin_size].unfold(0, bin_size, bin_size).mean(dim=2)\n",
-    "\n",
-    "    # Plot\n",
-    "    plt.figure(figsize=(10, 6))\n",
-    "    for i in range(binned_data.shape[1]):  # Iterate over each feature/channel\n",
-    "        plt.plot(binned_data[:, i], label=f'Feature {i+1}')\n",
-    "    plt.xlabel('Time (bins)')\n",
-    "    plt.ylabel('Average Activity')\n",
-    "    plt.title(title)\n",
-    "    plt.legend()\n",
-    "    plt.show()\n",
+    "file_path = 'condsForSimJ2moMuscles.mat'  \n",
+    "normalised_inputs, output, num_conditions, num_delays = prepare_dataset(file_path)\n",
     "\n",
-    "plot_psth(muscle_tensor, \"PSTH for Arm Movement\")\n"
+    "# Plot PSTH for arm movement\n",
+    "plot_psth(output, \"PSTH for Arm Movement\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 14,
    "id": "fa5362de-9acf-4380-af3b-68acded8eb1f",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1200x800 with 1 Axes>"
       ]
@@ -958,43 +981,19 @@
     }
    ],
    "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "# Slicing to take only the last 296 timesteps\n",
-    "last_hidden_states = hidden_states_for_plot[-296:]\n",
-    "\n",
-    "# Apply the nonlinearity to each hidden state before averaging\n",
-    "rectified_tanh = lambda x: np.where(x > 0, np.tanh(x), 0)\n",
-    "hidden_states = rectified_tanh(np.array(last_hidden_states))\n",
-    "\n",
-    "# Calculate the mean across all batches for each time step\n",
-    "mean_activations = np.mean(hidden_states, axis=1)\n",
-    "\n",
-    "# Plot the PSTHs for the first few neurons\n",
-    "neurons_to_plot = 5  \n",
-    "time_steps = mean_activations.shape[0]\n",
-    "plt.figure(figsize=(12, 8))\n",
-    "\n",
-    "for i in range(min(neurons_to_plot, hidden_states.shape[2])):\n",
-    "    plt.plot(range(time_steps), mean_activations[:, i], label=f'Neuron {i+1}')\n",
-    "\n",
-    "plt.xlabel('Time Steps')\n",
-    "plt.ylabel('Average Activation')\n",
-    "plt.title('PSTHs of Hidden Units in SimpleRNN')\n",
-    "plt.legend()\n",
-    "plt.show()\n"
+    "# Plot hidden units in SimpleRNN\n",
+    "plot_hidden_unit_activations(hidden_states=hidden_states_for_plot, timesteps=296, neurons_to_plot=5, title='PSTHs of Hidden Units in SimpleRNN')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 15,
    "id": "825b011e-0fa3-4e5f-a423-0074f069f30c",
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
        "<Figure size 1200x800 with 1 Axes>"
       ]
@@ -1004,37 +1003,13 @@
     }
    ],
    "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "\n",
-    "# Slicing to take only the last 296 timesteps\n",
-    "last_hidden_states = hidden_states_for_plot_cm[-296:]\n",
-    "\n",
-    "# Apply the nonlinearity to each hidden state before averaging\n",
-    "rectified_tanh = lambda x: np.where(x > 0, np.tanh(x), 0)\n",
-    "hidden_states = rectified_tanh(np.array(last_hidden_states))\n",
-    "\n",
-    "# Calculate the mean across all batches for each time step\n",
-    "mean_activations = np.mean(hidden_states, axis=1)\n",
-    "\n",
-    "# Plot the PSTHs for the first few neurons\n",
-    "neurons_to_plot = 5  \n",
-    "time_steps = mean_activations.shape[0]\n",
-    "plt.figure(figsize=(12, 8))\n",
-    "\n",
-    "for i in range(min(neurons_to_plot, hidden_states.shape[2])):\n",
-    "    plt.plot(range(time_steps), mean_activations[:, i], label=f'Neuron {i+1}')\n",
-    "\n",
-    "plt.xlabel('Time Steps')\n",
-    "plt.ylabel('Average Activation')\n",
-    "plt.title('PSTHs of Hidden Units in ComplicatedRNN')\n",
-    "plt.legend()\n",
-    "plt.show()\n"
+    "# Plot hidden units in ComplicatedRNN\n",
+    "plot_hidden_unit_activations(hidden_states=hidden_states_for_plot_cm, timesteps=296, neurons_to_plot=5, title='PSTHs of Hidden Units in ComplicatedRNN')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "id": "49ee0281-a790-4cce-b4f2-2bd0e8da93a6",
    "metadata": {},
    "outputs": [
@@ -1044,121 +1019,44 @@
      "text": [
       "Testing perturbation strength 0.0001\n",
       " Iteration 1/50\n",
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-      " Iteration 49/50\n",
-      " Iteration 50/50\n",
       "Completed testing for perturbation strength 0.0001. Mean error: 0.00%, Std. dev.: 0.00%\n",
       "\n",
       "Testing perturbation strength 0.001\n",
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-      " Iteration 47/50\n",
-      " Iteration 48/50\n",
-      " Iteration 49/50\n",
-      " Iteration 50/50\n",
-      "Completed testing for perturbation strength 0.001. Mean error: 0.04%, Std. dev.: 0.04%\n",
+      "Completed testing for perturbation strength 0.001. Mean error: 0.03%, Std. dev.: 0.02%\n",
       "\n",
       "Testing perturbation strength 0.01\n",
       " Iteration 1/50\n",
-      " Iteration 2/50\n",
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-      " Iteration 8/50\n",
-      " Iteration 9/50\n",
-      " Iteration 10/50\n"
+      "Completed testing for perturbation strength 0.01. Mean error: 0.30%, Std. dev.: 0.31%\n",
+      "\n",
+      "Testing perturbation strength 0.1\n",
+      " Iteration 1/50\n",
+      "Completed testing for perturbation strength 0.1. Mean error: 5.74%, Std. dev.: 4.14%\n",
+      "\n",
+      "Testing perturbation strength 1\n",
+      " Iteration 1/50\n",
+      "Completed testing for perturbation strength 1. Mean error: 30.58%, Std. dev.: 28.30%\n",
+      "\n",
+      "Testing perturbation strength 0.0001\n",
+      " Iteration 1/50\n",
+      "Completed testing for perturbation strength 0.0001. Mean error: 0.00%, Std. dev.: 0.00%\n",
+      "\n",
+      "Testing perturbation strength 0.001\n",
+      " Iteration 1/50\n",
+      "Completed testing for perturbation strength 0.001. Mean error: 0.01%, Std. dev.: 0.01%\n",
+      "\n",
+      "Testing perturbation strength 0.01\n",
+      " Iteration 1/50\n",
+      "Completed testing for perturbation strength 0.01. Mean error: 0.06%, Std. dev.: 0.03%\n",
+      "\n",
+      "Testing perturbation strength 0.1\n",
+      " Iteration 1/50\n",
+      "Completed testing for perturbation strength 0.1. Mean error: 0.78%, Std. dev.: 0.51%\n",
+      "\n",
+      "Testing perturbation strength 1\n",
+      " Iteration 1/50\n",
+      "Completed testing for perturbation strength 1. Mean error: 18.45%, Std. dev.: 5.33%\n",
+      "\n"
      ]
     }
    ],
@@ -1226,65 +1124,79 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "id": "1268bf57-9f00-4acb-b181-f025c65b3b38",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "mean_errors_simple, std_errors_simple = zip(*results_simple)\n",
-    "mean_errors_complex, std_errors_complex = zip(*results_complex)\n",
-    "\n",
-    "print(mean_errors_simple)\n",
-    "\n",
-    "# Find the maximum mean error for both models\n",
-    "max_error_simple = max(mean_errors_simple)\n",
-    "max_error_complex = max(mean_errors_complex)\n",
-    "\n",
-    "# Normalize mean errors by their maximum values and multiply by 100\n",
-    "normalized_mean_errors_simple = [(x / max_error_simple) * 100 for x in mean_errors_simple]\n",
-    "normalized_mean_errors_complex = [(x / max_error_complex) * 100 for x in mean_errors_complex]\n",
-    "\n",
-    "# Normalize standard deviations by the same factor as their corresponding means\n",
-    "normalized_std_errors_simple = [(y / max_error_simple) * 100 for y in std_errors_simple]\n",
-    "normalized_std_errors_complex = [(y / max_error_complex) * 100 for y in std_errors_complex]\n",
-    "\n",
-    "# perturbation strengths\n",
-    "perturbation_strengths = [0.0001, 0.001, 0.01, 0.1, 1]\n",
-    "\n",
-    "# Plotting\n",
-    "plt.figure(figsize=(10, 7))\n",
-    "\n",
-    "# Width of a bar\n",
-    "bar_width = 0.35\n",
-    "\n",
-    "# Positions of the left bar-boundaries\n",
-    "bar_positions = np.arange(len(perturbation_strengths))\n",
-    "\n",
-    "# Bar plot for the simple model\n",
-    "plt.bar(bar_positions - bar_width/2, normalized_mean_errors_simple, width=bar_width, color='blue', yerr=normalized_std_errors_simple, capsize=5, label='Simple Model')\n",
-    "\n",
-    "# Bar plot for the complex model\n",
-    "plt.bar(bar_positions + bar_width/2, normalized_mean_errors_complex, width=bar_width, color='red', yerr=normalized_std_errors_complex, capsize=5, label='Complex Model')\n",
-    "\n",
-    "# Adding labels, title, and legend\n",
-    "plt.xlabel('Normalized initial condition perturbation magnitude')\n",
-    "plt.ylabel('Normalized error (%)')\n",
-    "plt.title('Perturbation of the inputs')\n",
-    "plt.xticks(bar_positions, [f\"{x:.5f}\" if x < 0.1 else f\"{int(x)}\" for x in perturbation_strengths])\n",
-    "plt.legend()\n",
-    "\n",
-    "# Set y-axis to display up to 100%\n",
-    "plt.ylim(0, 100)\n",
-    "\n",
-    "plt.show()"
+    "#Plot perturbation results\n",
+    "plot_perturbation_results(perturbation_strengths, results_simple, results_complex)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 18,
    "id": "73366bc5-4ce8-4ad0-8eef-9da6044deef4",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Testing perturbation percentage 0.0001\n",
+      " Perturbation 1/50\n",
+      "Completed testing for perturbation percentage 0.0001. Mean error: 0.0248, Std. dev.: 0.0000\n",
+      "\n",
+      "Testing perturbation percentage 0.0010\n",
+      " Perturbation 1/50\n",
+      "Completed testing for perturbation percentage 0.0010. Mean error: 0.0250, Std. dev.: 0.0000\n",
+      "\n",
+      "Testing perturbation percentage 0.0100\n",
+      " Perturbation 1/50\n",
+      "Completed testing for perturbation percentage 0.0100. Mean error: 0.0242, Std. dev.: 0.0000\n",
+      "\n",
+      "Testing perturbation percentage 0.1000\n",
+      " Perturbation 1/50\n",
+      "Completed testing for perturbation percentage 0.1000. Mean error: 0.0269, Std. dev.: 0.0000\n",
+      "\n",
+      "Testing perturbation percentage 1.0000\n",
+      " Perturbation 1/50\n",
+      "Completed testing for perturbation percentage 1.0000. Mean error: 0.0344, Std. dev.: 0.0000\n",
+      "\n",
+      "Testing perturbation percentage 0.0001\n",
+      " Perturbation 1/50\n",
+      "Completed testing for perturbation percentage 0.0001. Mean error: 0.0259, Std. dev.: 0.0000\n",
+      "\n",
+      "Testing perturbation percentage 0.0010\n",
+      " Perturbation 1/50\n",
+      "Completed testing for perturbation percentage 0.0010. Mean error: 0.0260, Std. dev.: 0.0000\n",
+      "\n",
+      "Testing perturbation percentage 0.0100\n",
+      " Perturbation 1/50\n",
+      "Completed testing for perturbation percentage 0.0100. Mean error: 0.0261, Std. dev.: 0.0000\n",
+      "\n",
+      "Testing perturbation percentage 0.1000\n",
+      " Perturbation 1/50\n",
+      "Completed testing for perturbation percentage 0.1000. Mean error: 0.0219, Std. dev.: 0.0000\n",
+      "\n",
+      "Testing perturbation percentage 1.0000\n",
+      " Perturbation 1/50\n",
+      "Completed testing for perturbation percentage 1.0000. Mean error: 0.0767, Std. dev.: 0.0000\n",
+      "\n"
+     ]
+    }
+   ],
    "source": [
     "import numpy as np\n",
     "import torch\n",
@@ -1307,8 +1219,8 @@
     "def test_perturbed_structure(model, perturbation_percentages, test_loader, criterion, device):\n",
     "    model.eval()  # Set the model to evaluation mode\n",
     "    mean_strength = calculate_mean_absolute_strength(model)\n",
-    "    perturbation_errors = []\n",
-    "    perturbation_std_devs = []  # Store standard deviations for error bars\n",
+    "    perturbation_results = []  # List to store (mean error, std dev) tuples\n",
+    "\n",
     "    original_weights = model.J.data.clone()  # Save the original weights\n",
     "\n",
     "    for percentage in perturbation_percentages:\n",
@@ -1333,78 +1245,44 @@
     "                loss = criterion(output, targets[:, -1, :]).item()\n",
     "                batch_errors.append(loss)\n",
     "            \n",
-    "            model.J.data = original_weights.data\n",
+    "            model.J.data = original_weights.data  # Reset to original weights after each perturbation\n",
     "            multiple_perturbations_error.append(np.mean(batch_errors))\n",
     "        \n",
     "        mean_error = np.mean(multiple_perturbations_error)  # Average over the 50 perturbations\n",
     "        std_dev_error = np.std(multiple_perturbations_error)  # Standard deviation for error bars\n",
-    "        perturbation_errors.append(mean_error)\n",
-    "        perturbation_std_devs.append(std_dev_error)\n",
+    "        perturbation_results.append((mean_error, std_dev_error))\n",
     "        print(f\"Completed testing for perturbation percentage {percentage:.4f}. Mean error: {mean_error:.4f}, Std. dev.: {std_dev_error:.4f}\\n\")\n",
     "    \n",
-    "    return perturbation_errors, perturbation_std_devs\n",
+    "    return perturbation_results\n",
     "\n",
     "# Define perturbation strengths as percentages\n",
     "perturbation_percentages = [0.0001, 0.001, 0.01, 0.1, 1]\n",
     "\n",
     "# Function calls for simple and complex models\n",
-    "simple_model_errors_2, simple_model_std_devs_2 = test_perturbed_structure(model, perturbation_percentages, simple_train_loader, criterion, device)\n",
-    "complex_model_errors_2, complex_model_std_devs_2 = test_perturbed_structure(complicated_model, perturbation_percentages, complicated_train_loader, criterion, device)\n"
+    "simple_model_errors_2 = test_perturbed_structure(model, perturbation_percentages, simple_train_loader, criterion, device)\n",
+    "complex_model_errors_2 = test_perturbed_structure(complicated_model, perturbation_percentages, complicated_train_loader, criterion, device)\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "id": "257161c9-9155-4dfd-b089-b12ac2725dde",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x700 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
-    "simple_model_errors_2 = tuple(simple_model_errors_2)\n",
-    "simple_model_std_devs_2 = tuple(simple_model_std_devs_2)\n",
-    "complex_model_errors_2 = tuple(complex_model_errors_2)\n",
-    "complex_model_std_devs_2 = tuple(complex_model_std_devs_2)\n",
-    "\n",
-    "# Find the maximum mean error for both models\n",
-    "max_error_simple_2 = max(simple_model_errors_2)\n",
-    "max_error_complex_2 = max(complex_model_errors_2)\n",
-    "\n",
-    "# Normalize mean errors by their maximum values and multiply by 100\n",
-    "normalized_mean_errors_simple_2 = [(x / max_error_simple_2) * 100 for x in simple_model_errors_2]\n",
-    "normalized_mean_errors_complex_2 = [(x / max_error_complex_2) * 100 for x in complex_model_errors_2]\n",
-    "\n",
-    "# Normalize standard deviations by the same factor as their corresponding means\n",
-    "normalized_std_errors_simple_2 = [(y / max_error_simple_2) * 100 for y in simple_model_std_devs_2]\n",
-    "normalized_std_errors_complex_2 = [(y / max_error_complex_2) * 100 for y in complex_model_std_devs_2]\n",
-    "\n",
-    "# perturbation strengths\n",
-    "perturbation_strengths = [0.0001, 0.001, 0.01, 0.1, 1]\n",
-    "\n",
-    "# Plotting\n",
-    "plt.figure(figsize=(10, 7))\n",
-    "\n",
-    "# Width of a bar\n",
-    "bar_width = 0.35\n",
-    "\n",
-    "# Positions of the left bar-boundaries\n",
-    "bar_positions = np.arange(len(perturbation_strengths))\n",
-    "\n",
-    "# Bar plot for the simple model\n",
-    "plt.bar(bar_positions - bar_width/2, normalized_mean_errors_simple_2, width=bar_width, color='blue', yerr=normalized_std_errors_simple_2, capsize=5, label='Simple Model')\n",
-    "\n",
-    "# Bar plot for the complex model\n",
-    "plt.bar(bar_positions + bar_width/2, normalized_mean_errors_complex_2, width=bar_width, color='red', yerr=normalized_std_errors_complex, capsize=5, label='Complex Model')\n",
-    "\n",
-    "# Adding labels, title, and legend\n",
-    "plt.xlabel('Normalized initial condition perturbation magnitude')\n",
-    "plt.ylabel('Normalized error (%)')\n",
-    "plt.title('Perturbation of the weights')\n",
-    "plt.xticks(bar_positions, [f\"{x:.5f}\" if x < 0.1 else f\"{int(x)}\" for x in perturbation_strengths])\n",
-    "plt.legend()\n",
-    "\n",
-    "# Set y-axis to display up to 100%\n",
-    "plt.ylim(0, 100)\n",
-    "\n",
-    "plt.show()"
+    "#Plot perturbation results\n",
+    "plot_perturbation_results(perturbation_strengths, simple_model_errors_2, complex_model_errors_2)\n"
    ]
   },
   {
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diff --git a/tutorials/W1D1_Generalization/path_to_store_data/omniglot-py/images_background/Tifinagh/character55/0964_20.png b/tutorials/W1D1_Generalization/path_to_store_data/omniglot-py/images_background/Tifinagh/character55/0964_20.png
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diff --git a/tutorials/materials.yml b/tutorials/materials.yml
index 35fc7d4fd..c7a502077 100644
--- a/tutorials/materials.yml
+++ b/tutorials/materials.yml
@@ -26,61 +26,7 @@
     title: Reading
   - link: https://mfr.ca-1.osf.io/render?url=https://osf.io/5vj73/?direct%26mode=render%26action=download%26mode=render
     title: TA
-  tutorials: 6
-
-- day: Bonus
-  category: Course Content Template Instructions
-  name: Bonus Content
   tutorials: 3
 
-#- day: W*number of week*D*number of day*                    #e.g., W1D1
-- day: W1D2
-  category: Insert Category Name Here                 #e.g.,Intro to Modeling
-  intro: https://www.youtube.com/watch?v=KxldhMR5PxA
-  intro_bilibili: https://www.bilibili.com/video/BV1HT4y1E7U4/
-  name: Template                         #e.g., Model Types
-  outro:  https://www.youtube.com/watch?v=KZQXfQL1SH4
-  outro_bilibili: https://www.bilibili.com/video/BV1vv411i7SG/
-  playlist: https://www.youtube.com/playlist?list=PLkBQOLLbi18ObAiSOZ42YBwOQIKNvspeI
 
-  #qa: #insert as many as Q&A video links as needed
-  #- Insert Q&A video link 1 here                            #e.g., https://www.youtube.com/watch?v=FwsKmunwzUA
-  #- Insert Q&A video link 2 here                            #e.g., https://www.youtube.com/watch?v=h63bKG0-h_w
-  #- Insert Q&A video link 3 here                            #e.g., https://www.youtube.com/watch?v=8h0X9lxY8Bs
-  
-  
-  slides: #insert as many as slides links and titles as needed
-  - link: https://mfr.ca-1.osf.io/render?url=https://osf.io/rbx2a/?direct%26mode=render%26action=download%26mode=render
-    title: Intro
-  - link: https://mfr.ca-1.osf.io/render?url=https://osf.io/6dxwe/?direct%26mode=render%26action=download%26mode=render
-    title: Tutorials
-  - link: https://mfr.ca-1.osf.io/render?url=https://osf.io/jdumz/?direct%26mode=render%26action=download%26mode=render
-    title: DaySummary
-  - link: https://mfr.ca-1.osf.io/render?url=https://osf.io/9hkg2/?direct%26mode=render%26action=download%26mode=render
-    title: Outro
-  - link: https://mfr.ca-1.osf.io/render?url=https://osf.io/2esh5/?direct%26mode=render%26action=download%26mode=render
-    title: Reading
-  - link: https://mfr.ca-1.osf.io/render?url=https://osf.io/5vj73/?direct%26mode=render%26action=download%26mode=render
-    title: TA
-  tutorials: 1
-  
-  
-  
-# #Do the same for all other week/day  
-# - day: W1D2
-#   category: 
-#   intro: 
-#   intro_bilibili: 
-#   name: 
-#   outro: 
-#   outro_bilibili: 
-#   playlist: 
-#   qa:
-#   - https://
-#   slides:
-#   - link: 
-#     title: 
-#   - link: 
-#     title: 
 
-#   tutorials: