BreastCancer/WGANBreastCancer.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "aefc7455",
   "metadata": {},
   "source": [
    "# Breast Cancer Data Generation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc8be123",
   "metadata": {},
   "source": [
    "# Index\n",
    "\n",
    "1. [Libraries](#Libraries)\n",
    "2. [Data Preparation](#Breast-Cancer-Data)\n",
    "3. [A stronger model](#Wassesrstein-GAN-with-Gradient-Penalty)\n",
    "4. [Are the data good enough?](#Data-Evaluation)\n",
    "5. [Validation Protocol](#TOR-TS-protocol)\n",
    "6. [Latent Evaluation](#Principal-Component-Analysis)\n",
    "7. [Conclusion](#Conclusion)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f7510abc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:20:50.731648Z",
     "start_time": "2025-02-22T13:20:48.758247Z"
    }
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "import os\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy import stats\n",
    "from scipy.stats import skew, kurtosis, iqr\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "from sklearn.preprocessing import StandardScaler, MinMaxScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import Dataset, DataLoader, WeightedRandomSampler\n",
    "\n",
    "import torchmetrics\n",
    "\n",
    "import random\n",
    "from tqdm.auto import tqdm\n",
    "import joblib\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a3ff0bae",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:20:50.735062Z",
     "start_time": "2025-02-22T13:20:50.732936Z"
    }
   },
   "outputs": [],
   "source": [
    "project_path = os.path.abspath(\"..\")\n",
    "\n",
    "if project_path not in sys.path:\n",
    "    sys.path.append(project_path)\n",
    "\n",
    "import utils"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec444543",
   "metadata": {},
   "source": [
    "## Breast Cancer Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a15e539",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:20:50.757927Z",
     "start_time": "2025-02-22T13:20:50.735840Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "569 row x 30 columns = 17070 values\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean radius</th>\n",
       "      <th>mean texture</th>\n",
       "      <th>mean perimeter</th>\n",
       "      <th>mean area</th>\n",
       "      <th>mean smoothness</th>\n",
       "      <th>mean compactness</th>\n",
       "      <th>mean concavity</th>\n",
       "      <th>mean concave points</th>\n",
       "      <th>mean symmetry</th>\n",
       "      <th>mean fractal dimension</th>\n",
       "      <th>...</th>\n",
       "      <th>worst texture</th>\n",
       "      <th>worst perimeter</th>\n",
       "      <th>worst area</th>\n",
       "      <th>worst smoothness</th>\n",
       "      <th>worst compactness</th>\n",
       "      <th>worst concavity</th>\n",
       "      <th>worst concave points</th>\n",
       "      <th>worst symmetry</th>\n",
       "      <th>worst fractal dimension</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17.99</td>\n",
       "      <td>10.38</td>\n",
       "      <td>122.80</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>0.11840</td>\n",
       "      <td>0.27760</td>\n",
       "      <td>0.3001</td>\n",
       "      <td>0.14710</td>\n",
       "      <td>0.2419</td>\n",
       "      <td>0.07871</td>\n",
       "      <td>...</td>\n",
       "      <td>17.33</td>\n",
       "      <td>184.60</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>0.1622</td>\n",
       "      <td>0.6656</td>\n",
       "      <td>0.7119</td>\n",
       "      <td>0.2654</td>\n",
       "      <td>0.4601</td>\n",
       "      <td>0.11890</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20.57</td>\n",
       "      <td>17.77</td>\n",
       "      <td>132.90</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>0.08474</td>\n",
       "      <td>0.07864</td>\n",
       "      <td>0.0869</td>\n",
       "      <td>0.07017</td>\n",
       "      <td>0.1812</td>\n",
       "      <td>0.05667</td>\n",
       "      <td>...</td>\n",
       "      <td>23.41</td>\n",
       "      <td>158.80</td>\n",
       "      <td>1956.0</td>\n",
       "      <td>0.1238</td>\n",
       "      <td>0.1866</td>\n",
       "      <td>0.2416</td>\n",
       "      <td>0.1860</td>\n",
       "      <td>0.2750</td>\n",
       "      <td>0.08902</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19.69</td>\n",
       "      <td>21.25</td>\n",
       "      <td>130.00</td>\n",
       "      <td>1203.0</td>\n",
       "      <td>0.10960</td>\n",
       "      <td>0.15990</td>\n",
       "      <td>0.1974</td>\n",
       "      <td>0.12790</td>\n",
       "      <td>0.2069</td>\n",
       "      <td>0.05999</td>\n",
       "      <td>...</td>\n",
       "      <td>25.53</td>\n",
       "      <td>152.50</td>\n",
       "      <td>1709.0</td>\n",
       "      <td>0.1444</td>\n",
       "      <td>0.4245</td>\n",
       "      <td>0.4504</td>\n",
       "      <td>0.2430</td>\n",
       "      <td>0.3613</td>\n",
       "      <td>0.08758</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.42</td>\n",
       "      <td>20.38</td>\n",
       "      <td>77.58</td>\n",
       "      <td>386.1</td>\n",
       "      <td>0.14250</td>\n",
       "      <td>0.28390</td>\n",
       "      <td>0.2414</td>\n",
       "      <td>0.10520</td>\n",
       "      <td>0.2597</td>\n",
       "      <td>0.09744</td>\n",
       "      <td>...</td>\n",
       "      <td>26.50</td>\n",
       "      <td>98.87</td>\n",
       "      <td>567.7</td>\n",
       "      <td>0.2098</td>\n",
       "      <td>0.8663</td>\n",
       "      <td>0.6869</td>\n",
       "      <td>0.2575</td>\n",
       "      <td>0.6638</td>\n",
       "      <td>0.17300</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20.29</td>\n",
       "      <td>14.34</td>\n",
       "      <td>135.10</td>\n",
       "      <td>1297.0</td>\n",
       "      <td>0.10030</td>\n",
       "      <td>0.13280</td>\n",
       "      <td>0.1980</td>\n",
       "      <td>0.10430</td>\n",
       "      <td>0.1809</td>\n",
       "      <td>0.05883</td>\n",
       "      <td>...</td>\n",
       "      <td>16.67</td>\n",
       "      <td>152.20</td>\n",
       "      <td>1575.0</td>\n",
       "      <td>0.1374</td>\n",
       "      <td>0.2050</td>\n",
       "      <td>0.4000</td>\n",
       "      <td>0.1625</td>\n",
       "      <td>0.2364</td>\n",
       "      <td>0.07678</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   mean radius  mean texture  mean perimeter  mean area  mean smoothness  \\\n",
       "0        17.99         10.38          122.80     1001.0          0.11840   \n",
       "1        20.57         17.77          132.90     1326.0          0.08474   \n",
       "2        19.69         21.25          130.00     1203.0          0.10960   \n",
       "3        11.42         20.38           77.58      386.1          0.14250   \n",
       "4        20.29         14.34          135.10     1297.0          0.10030   \n",
       "\n",
       "   mean compactness  mean concavity  mean concave points  mean symmetry  \\\n",
       "0           0.27760          0.3001              0.14710         0.2419   \n",
       "1           0.07864          0.0869              0.07017         0.1812   \n",
       "2           0.15990          0.1974              0.12790         0.2069   \n",
       "3           0.28390          0.2414              0.10520         0.2597   \n",
       "4           0.13280          0.1980              0.10430         0.1809   \n",
       "\n",
       "   mean fractal dimension  ...  worst texture  worst perimeter  worst area  \\\n",
       "0                 0.07871  ...          17.33           184.60      2019.0   \n",
       "1                 0.05667  ...          23.41           158.80      1956.0   \n",
       "2                 0.05999  ...          25.53           152.50      1709.0   \n",
       "3                 0.09744  ...          26.50            98.87       567.7   \n",
       "4                 0.05883  ...          16.67           152.20      1575.0   \n",
       "\n",
       "   worst smoothness  worst compactness  worst concavity  worst concave points  \\\n",
       "0            0.1622             0.6656           0.7119                0.2654   \n",
       "1            0.1238             0.1866           0.2416                0.1860   \n",
       "2            0.1444             0.4245           0.4504                0.2430   \n",
       "3            0.2098             0.8663           0.6869                0.2575   \n",
       "4            0.1374             0.2050           0.4000                0.1625   \n",
       "\n",
       "   worst symmetry  worst fractal dimension  target  \n",
       "0          0.4601                  0.11890  benign  \n",
       "1          0.2750                  0.08902  benign  \n",
       "2          0.3613                  0.08758  benign  \n",
       "3          0.6638                  0.17300  benign  \n",
       "4          0.2364                  0.07678  benign  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X, y = load_breast_cancer()['data'], load_breast_cancer()['target']\n",
    "features, classes = load_breast_cancer()['feature_names'], np.sort(load_breast_cancer()['target_names'])\n",
    "\n",
    "real_bc = pd.DataFrame(X, columns = features)\n",
    "real_bc['target'] = y\n",
    "real_bc['target'] = real_bc['target'].map({i: classes[i] for i in range(len(classes))})\n",
    "print(f'{real_bc.shape[0]} row x {real_bc.shape[1] - 1} columns = {real_bc.shape[0] * (real_bc.shape[1] - 1)} values')\n",
    "real_bc.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1f54011c",
   "metadata": {},
   "source": [
    "The dataset contains 30 features derived from analysis of digitized images of fine-needle aspirates of breast nodules. Each feature represents a measure of the properties of the tumor cell nucleus.\n",
    "\n",
    "The features are divided into three categories for each of the 10 core properties of the nucleus:\n",
    "1. **Radius (`mean radius`, `radius error`, `worst radius`)** - Mean, standard deviation and worst-case value of the average distance from the center to the points on the core perimeter.  \n",
    "2. **Texture (`mean texture`, `texture error`, `worst texture`)** - Variation of intensity in adjacent pixels.  \n",
    "3. **Perimeter (`mean perimeter`, `perimeter error`, `worst perimeter`)** - Total length of the core contour.  \n",
    "4. **Area (`mean area`, `area error`, `worst area`)** - Area occupied by the cell nucleus.  \n",
    "5. **Complexity (`mean smoothness`, `smoothness error`, `worst smoothness`)** - Uniformity of the contours of the nucleus.  \n",
    "6. **Compactness (`mean compactness`, `compactness error`, `worst compactness`)** - Relationship between area and perimeter of the core.  \n",
    "7. **Concavity (`mean concavity`, `concavity error`, `worst concavity`)** - Gravity of indentations along the perimeter of the core.  \n",
    "8. **Number of concavities (`mean concave points`, `concave points error`, `worst concave points`)** - Number of concave points along the core boundary.  \n",
    "9. **Symmetry (`mean symmetry`, `symmetry error`, `worst symmetry`)** - Similarity between the two halves of the core.  \n",
    "10. **Fractal Dimension (`mean fractal dimension`, `fractal dimension error`, `worst fractal dimension`)** - Measure of the complexity of the shape of the core based on the fractal dimension.\n",
    "\n",
    "357 instances are classified as **benign** and 212 as **malignant**."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2434b6d",
   "metadata": {},
   "source": [
    "First of all we'll scale the data between **`[-1, 1]`** in order to use the **Tanh** function in the Generator; since we have enough data we'll use a `batch_size` of 64 to allow the model to work with more data at the same time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8d841b64",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:20:50.764339Z",
     "start_time": "2025-02-22T13:20:50.758909Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data shape: torch.Size([64, 30]), labels shape: torch.Size([64])\n"
     ]
    }
   ],
   "source": [
    "BS = 64\n",
    "\n",
    "X = real_bc.select_dtypes('number')\n",
    "\n",
    "min_max = MinMaxScaler(feature_range = (-1, 1))\n",
    "X_scld = min_max.fit_transform(X)\n",
    "\n",
    "class BreastCancer(Dataset):\n",
    "    def __init__(self, data, target):\n",
    "        self.data = torch.tensor(data, dtype = torch.float32)\n",
    "        self.label = torch.tensor(target, dtype = torch.long)\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.data)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        return self.data[idx], self.label[idx]\n",
    "    \n",
    "real_bc_dataset = BreastCancer(X_scld, y)\n",
    "real_bc_dataloader = DataLoader(real_bc_dataset, batch_size = BS, shuffle = True)\n",
    "\n",
    "for batch in real_bc_dataloader:\n",
    "    print(f'Data shape: {batch[0].shape}, labels shape: {batch[1].shape}')\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7cad52ad",
   "metadata": {},
   "source": [
    "We are ready to start modeling."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e8bf6fe",
   "metadata": {},
   "source": [
    "## Wassesrstein GAN with Gradient Penalty"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f92a1dc",
   "metadata": {},
   "source": [
    "The proposed architecture for the WGAN-GP (Wasserstein GAN with Gradient Penalty) is based on the following key sources and considerations:\n",
    "\n",
    "1. **WGAN-GP Literature**:\n",
    "   - **Arjovsky et al. (2017)**: Introduced Wasserstein Loss, emphasizing no BatchNorm in the critic and linear outputs for Wasserstein distance.\n",
    "   - **Gulrajani et al. (2017)**: Proposed Gradient Penalty to enforce Lipschitz continuity, recommending simple architectures with LeakyReLU and no BatchNorm in the critic.\n",
    "\n",
    "2. **Best Practices for Tabular Data**:\n",
    "   - Small datasets (e.g., Breast Cancer: 569 samples, 30 features) benefit from shallow architectures to avoid overfitting.\n",
    "   - Layer sizes (e.g., 128 → 64 for the Generator, 256 → for the Critic) are empirically chosen for stability and convergence.\n",
    "\n",
    "3. **Open-Source Implementations**:\n",
    "   - Gulrajani's WGAN-GP code uses fully connected layers with LeakyReLU for the critic.\n",
    "   - Similar architectures are used in tabular GANs (e.g., CTGAN, TabGAN).\n",
    "\n",
    "4. **Adaptation to Breast Cancer Dataset**:\n",
    "   - The dataset contains 30 numerical features, making complex architectures (e.g., transformers) unnecessary.\n",
    "   - Empirical tests showed that deeper architectures led to overfitting, while smaller ones (256/128-64) performed better.\n",
    "   \n",
    "5. **Noise Vector Dimension**:\n",
    "   - The chosen size of 100 will serve to help the model capture the complex relationships found in the medical data. \n",
    "\n",
    "**References**:\n",
    "- Arjovsky, M., Chintala, S., & Bottou, L. (2017). [Wasserstein GAN](https://arxiv.org/abs/1701.07875).\n",
    "- Gulrajani, I., Ahmed, F., Arjovsky, M., Dumoulin, V., & Courville, A. (2017). [Improved Training of Wasserstein GANs](https://arxiv.org/abs/1704.00028).\n",
    "- Xu, L., Skoularidou, M., Cuesta-Infante, A., & Veeramachaneni, K. (2019). [Modeling Tabular Data using Conditional GAN](https://arxiv.org/abs/1907.00503)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6f7071c0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:20:50.775358Z",
     "start_time": "2025-02-22T13:20:50.765965Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generator output shape:torch.Size([64, 30])\n",
      "Critic output shape:torch.Size([64, 1])\n",
      "Generator params: 23.646k\n",
      "Critic params: 26.753k\n"
     ]
    }
   ],
   "source": [
    "noise_dim = 100\n",
    "data_dim = real_bc.select_dtypes('number').shape[1]\n",
    "\n",
    "class WGenerator(nn.Module):\n",
    "    def __init__(self, noise_dim, class_dim, output_dim):\n",
    "        super(WGenerator, self).__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            nn.Linear(noise_dim + class_dim, 128),\n",
    "            nn.BatchNorm1d(128),\n",
    "            nn.LeakyReLU(0.2),\n",
    "            nn.Linear(128, 64),\n",
    "            nn.BatchNorm1d(64),\n",
    "            nn.LeakyReLU(0.2),\n",
    "            nn.Linear(64, output_dim), \n",
    "            nn.Tanh()\n",
    "        )\n",
    "    \n",
    "    def forward(self, noise, labels):\n",
    "        labels = labels.unsqueeze(1)\n",
    "        x = torch.cat([noise, labels], dim = 1)\n",
    "        return self.model(x)\n",
    "    \n",
    "class WCritic(nn.Module):\n",
    "    def __init__(self, data_dim, class_dim):\n",
    "        super(WCritic, self).__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            nn.Linear(data_dim + class_dim, 256),\n",
    "            nn.LeakyReLU(0.2),\n",
    "            nn.Linear(256, 64),\n",
    "            nn.LeakyReLU(0.2),\n",
    "            nn.Linear(64, 32),\n",
    "            nn.LeakyReLU(0.2),\n",
    "            nn.Linear(32, 1),   \n",
    "        )\n",
    "    \n",
    "    def forward(self, data, labels):\n",
    "        labels = labels.unsqueeze(1)\n",
    "        x = torch.cat([data, labels], dim = 1)\n",
    "        return self.model(x)\n",
    "\n",
    "utils.set_seed()\n",
    "gen = WGenerator(noise_dim = noise_dim, class_dim = 1, output_dim = data_dim)\n",
    "crit = WCritic(data_dim = data_dim, class_dim = 1)\n",
    "\n",
    "print(f'Generator output shape:{gen(torch.randn(BS, noise_dim), batch[1]).shape}')\n",
    "print(f'Critic output shape:{crit(batch[0], batch[1]).shape}')\n",
    "print(f'Generator params: {sum(p.numel() for p in gen.parameters())/1000}k')\n",
    "print(f'Critic params: {sum(p.numel() for p in crit.parameters())/1000}k')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4d5cda4",
   "metadata": {},
   "source": [
    "The two models have the same number of parameters with a slight “advantage” for the Critical, a best practice in WGAN training, to enable it to properly distinguish real from fake data. In addition, the number of parameters is consistent with the total number of instances in the dataset, `17070` so as to avoid overfitting and underfitting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "48481529",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:20:50.779668Z",
     "start_time": "2025-02-22T13:20:50.776306Z"
    }
   },
   "outputs": [],
   "source": [
    "g_lr = 5e-4\n",
    "c_lr = 2e-3\n",
    "\n",
    "g_opt = torch.optim.Adam(gen.parameters(), lr = g_lr, betas = (0.5, 0.999))\n",
    "c_opt = torch.optim.RMSprop(crit.parameters(), lr = c_lr, weight_decay = 0)\n",
    "\n",
    "utils.set_seed()\n",
    "z = torch.randn(real_bc.shape[0], noise_dim)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ca6d62b",
   "metadata": {},
   "source": [
    "Let's start training the WGAN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c4e3a374",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:19.765822Z",
     "start_time": "2025-02-22T13:20:50.780630Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2c68ba57003747108e92baf6e2e50c51",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/5001 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch0/5000 | CLoss: 6.0265 | GLoss: 0.0899\n",
      "Epoch500/5000 | CLoss: -0.5229 | GLoss: -0.1725\n",
      "Epoch1000/5000 | CLoss: -0.3004 | GLoss: -0.0434\n",
      "Epoch1500/5000 | CLoss: -0.2513 | GLoss: -0.0612\n",
      "Epoch2000/5000 | CLoss: -0.2200 | GLoss: -0.0712\n",
      "Epoch2500/5000 | CLoss: -0.2357 | GLoss: -0.1082\n",
      "Epoch3000/5000 | CLoss: -0.2118 | GLoss: -0.1107\n",
      "Epoch3500/5000 | CLoss: -0.2019 | GLoss: -0.1104\n",
      "Epoch4000/5000 | CLoss: -0.2010 | GLoss: -0.1059\n",
      "Epoch4500/5000 | CLoss: -0.2150 | GLoss: -0.1164\n",
      "Epoch5000/5000 | CLoss: -0.1967 | GLoss: -0.1251\n"
     ]
    }
   ],
   "source": [
    "epochs = 5000\n",
    "verbose = 0.1\n",
    "\n",
    "gen_loss_list = []\n",
    "crit_loss_list = []\n",
    "\n",
    "for epoch in tqdm(range(epochs + 1)):\n",
    "    \n",
    "    gen.train()\n",
    "    crit.train()\n",
    "    \n",
    "    gen_epoch_loss = 0\n",
    "    crit_epoch_loss = 0\n",
    "    \n",
    "    for data, labels in real_bc_dataloader:\n",
    "        noise = torch.randn(data.shape[0], noise_dim)\n",
    "        fake_data = gen(noise, labels)\n",
    "        \n",
    "        c_opt.zero_grad()\n",
    "        crit_loss = utils.critic_loss(crit, data, fake_data, labels)\n",
    "        crit_epoch_loss += crit_loss.item()\n",
    "        crit_loss.backward()\n",
    "        c_opt.step()\n",
    "        \n",
    "    if epoch % 5 == 0:\n",
    "            \n",
    "        noise = torch.randn(data.shape[0], noise_dim)\n",
    "        fake_data = gen(noise, labels)\n",
    "        \n",
    "        g_opt.zero_grad()\n",
    "        gen_loss = utils.generator_loss(crit, fake_data, labels)\n",
    "        gen_epoch_loss += gen_loss.item()\n",
    "        gen_loss.backward()\n",
    "        g_opt.step()\n",
    "        \n",
    "    g_epoch_loss = gen_epoch_loss/len(real_bc_dataloader)\n",
    "    gen_loss_list.append(g_epoch_loss)\n",
    "    c_epoch_loss = crit_epoch_loss/len(real_bc_dataloader)\n",
    "    crit_loss_list.append(c_epoch_loss)\n",
    "    \n",
    "    \n",
    "    if epoch % (epochs * 0.1) == 0 or epoch == epochs:    \n",
    "        print(f\"Epoch{epoch}/{epochs} | CLoss: {c_epoch_loss:.4f} | GLoss: {g_epoch_loss:.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b643fe6c",
   "metadata": {},
   "source": [
    "Now we need to check the overlap between true and synthetic data. Once again we will use the **Kolmonorov-Smirnov** test to test the null hypothesis that the two distributions come from the same population and the **Wasserstein Distance**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4232aecf",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:19.805370Z",
     "start_time": "2025-02-22T13:22:19.766848Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "</style>\n",
       "<table id=\"T_379a9\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_379a9_level0_col0\" class=\"col_heading level0 col0\" >Feature</th>\n",
       "      <th id=\"T_379a9_level0_col1\" class=\"col_heading level0 col1\" >KS Statistic</th>\n",
       "      <th id=\"T_379a9_level0_col2\" class=\"col_heading level0 col2\" >P-Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1432e2f20>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    gen.eval()\n",
    "    fake_df = pd.DataFrame(min_max.inverse_transform(gen(z, real_bc_dataloader.dataset.label).detach().numpy()))\n",
    "fake_df['target'] = real_bc['target']\n",
    "fake_df.columns = real_bc.columns\n",
    "\n",
    "ks_df = utils.calculate_ks_test(real_bc, fake_df).sort_values('P-Value')\n",
    "critic_features = list(ks_df[ks_df['P-Value'] < 0.05].Feature)\n",
    "ks_df[ks_df['P-Value'] < 0.05].style.background_gradient(cmap = 'Reds')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0df8921",
   "metadata": {},
   "source": [
    "KS test suggests that all recreated features come from the same population as the real correspondent **(p > 0.05)**. Let's check the Wasserstein distance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "db3648fd",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:19.823994Z",
     "start_time": "2025-02-22T13:22:19.806454Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_9ed9e_row0_col1 {\n",
       "  background-color: #fff5f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ed9e_row1_col1 {\n",
       "  background-color: #fff3ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ed9e_row2_col1 {\n",
       "  background-color: #ffeee6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_9ed9e_row3_col1 {\n",
       "  background-color: #f5523a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_9ed9e_row4_col1 {\n",
       "  background-color: #67000d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_9ed9e\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_9ed9e_level0_col0\" class=\"col_heading level0 col0\" >Feature</th>\n",
       "      <th id=\"T_9ed9e_level0_col1\" class=\"col_heading level0 col1\" >W Distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_9ed9e_level0_row0\" class=\"row_heading level0 row0\" >2</th>\n",
       "      <td id=\"T_9ed9e_row0_col0\" class=\"data row0 col0\" >mean perimeter</td>\n",
       "      <td id=\"T_9ed9e_row0_col1\" class=\"data row0 col1\" >1.236084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9ed9e_level0_row1\" class=\"row_heading level0 row1\" >22</th>\n",
       "      <td id=\"T_9ed9e_row1_col0\" class=\"data row1 col0\" >worst perimeter</td>\n",
       "      <td id=\"T_9ed9e_row1_col1\" class=\"data row1 col1\" >1.615902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9ed9e_level0_row2\" class=\"row_heading level0 row2\" >13</th>\n",
       "      <td id=\"T_9ed9e_row2_col0\" class=\"data row2 col0\" >area error</td>\n",
       "      <td id=\"T_9ed9e_row2_col1\" class=\"data row2 col1\" >2.506679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9ed9e_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_9ed9e_row3_col0\" class=\"data row3 col0\" >mean area</td>\n",
       "      <td id=\"T_9ed9e_row3_col1\" class=\"data row3 col1\" >16.915316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_9ed9e_level0_row4\" class=\"row_heading level0 row4\" >23</th>\n",
       "      <td id=\"T_9ed9e_row4_col0\" class=\"data row4 col0\" >worst area</td>\n",
       "      <td id=\"T_9ed9e_row4_col1\" class=\"data row4 col1\" >29.057681</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x143354190>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wd_df = utils.calculate_wasserstein_distance(real_bc, fake_df).sort_values('W Distance')\n",
    "critic_features = list(set(critic_features + list(wd_df[wd_df['W Distance'] > 1].Feature)))\n",
    "wd_df[wd_df['W Distance'] > 1].style.background_gradient(cmap = 'Reds')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa782f6a",
   "metadata": {},
   "source": [
    "These 5 features, **mean perimeter, worst perimeter, area error, worst area** for which the Wasserstein distance is greater than 1. In fact, excluding area error, the features showing greater distance from the actual ones would be obtainable through the geometric formulas of **circumference** and **circle area**. Through empirical tests, we tried to have the model generate the `deltas` between the actual perimeter and area of the cells and those recreated through the formulas; however, the results were not promising because the reconstruction of the actual areas through the generated deltas did not show adequate overlap with the actual data. Further testing will allow us to assess the quality of the entire dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "120a94fc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:19.836784Z",
     "start_time": "2025-02-22T13:22:19.827367Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Avg corr diff: 0.0423\n",
      "\n",
      "WGAN avg correlation differences:\n",
      "Benign: 0.0587\n",
      "Malignant: 0.0482\n"
     ]
    }
   ],
   "source": [
    "print(f\"Avg corr diff: {((real_bc.select_dtypes('number').corr() - fake_df.select_dtypes('number').corr()).abs().mean().mean()):.4f}\\n\")\n",
    "\n",
    "print('WGAN avg correlation differences:')\n",
    "for target in real_bc['target'].unique():\n",
    "    print(f\"{target.capitalize()}: {((real_bc[real_bc['target'] == target].select_dtypes('number').corr() - fake_df[fake_df['target'] == target].select_dtypes('number').corr()).abs().mean().mean()):.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3126ab6",
   "metadata": {},
   "source": [
    "In general, it appears that the linear relationships between features are adequately reproduced as the mean absolute overall and target-specific differences are less than 1. \n",
    "\n",
    "We delve into the critical features through a graphical analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a4da7be4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:20.512340Z",
     "start_time": "2025-02-22T13:22:19.837819Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x400 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "critic_features_target = critic_features + ['target']\n",
    "utils.plot_quantiles(real_bc[critic_features], fake_df[critic_features])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bbd5140",
   "metadata": {},
   "source": [
    "From the Q-Q plots we see an overall adequate overlap except for the last quantiles. \n",
    "\n",
    "What about synthetic distributions?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b9a2af43",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:21.777444Z",
     "start_time": "2025-02-22T13:22:20.513133Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x400 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x400 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x400 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "utils.plot_data(real_bc[critic_features_target], 'target', fake_df[critic_features_target])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "15062950",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:21.804949Z",
     "start_time": "2025-02-22T13:22:21.782139Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Avg corr diff: 0.0156\n",
      "\n",
      "WGAN avg correlation differences:\n",
      "Benign: 0.0183\n",
      "Malignant: 0.0646\n"
     ]
    }
   ],
   "source": [
    "print(f\"Avg corr diff: {((real_bc[critic_features_target].select_dtypes('number').corr() - fake_df[critic_features_target].select_dtypes('number').corr()).abs().mean().mean()):.4f}\\n\")\n",
    "\n",
    "print('WGAN avg correlation differences:')\n",
    "for target in real_bc[critic_features_target]['target'].unique():\n",
    "    print(f\"{target.capitalize()}: {((real_bc[critic_features_target][real_bc[critic_features_target]['target'] == target].select_dtypes('number').corr() - fake_df[critic_features_target][fake_df[critic_features_target]['target'] == target].select_dtypes('number').corr()).abs().mean().mean()):.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b37b83af",
   "metadata": {},
   "source": [
    "Even examining the distributions we see how the model succeeds overall in capturing the original distributions but struggles more to recreate the more extreme values, as we can see from both boxplots and KDE plots.\n",
    "\n",
    "As for correlations they too seem to be adequately recreated, mean absolute difference less than 1, with a higher value for the malignant class. This slight imbalance is probably due to the imbalance between the classes."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86151aa4",
   "metadata": {},
   "source": [
    "## Data Evaluation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "039b9667",
   "metadata": {},
   "source": [
    "To assess data quality, simulating an operational context in which the model would work, multiple totally random datasets will be generated that are faithful to the original in number of examples and class distribution (e.g., 1000) for which we will calculate:\n",
    "- for how many features **H0** of the Kolmonorov-Smirnov test is not rejected.\n",
    "- for which we will calculate for how many features the **Wasserstein** distance is **less than 1**.\n",
    "- for which we will calculate the mean and median values for both the KS test statistic and the Wasserstein distance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c5946542",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:23.761206Z",
     "start_time": "2025-02-22T13:22:21.821003Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cf65151d4b404ebc8127e6f59ac2ba7c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generating Data:   0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_datasets = []\n",
    "\n",
    "total_fake_df = 1000\n",
    "\n",
    "for seed in tqdm(range(1, total_fake_df + 1), desc = 'Generating Data'):\n",
    "    utils.set_seed(seed)\n",
    "    seed_z = torch.randn(real_bc.shape[0], noise_dim)\n",
    "    random_df = pd.DataFrame(pd.DataFrame(min_max.inverse_transform(gen(seed_z, real_bc_dataloader.dataset.label).detach().numpy())))\n",
    "    random_df['target'] = real_bc['target']\n",
    "    random_df.columns = real_bc.columns\n",
    "    random_df = random_df[real_bc.columns]\n",
    "    random_datasets.append(random_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f9ba1260",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:43.373284Z",
     "start_time": "2025-02-22T13:22:23.761970Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ead63bad41c84e10b2429b6206ec8945",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Evaluating Data:   0%|          | 0/1000 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ks_statistic_list = []\n",
    "wasserstein_distance_list =[]\n",
    "\n",
    "for dataset in tqdm(random_datasets, desc = 'Evaluating Data'):\n",
    "    ks_statistic_list.append(utils.calculate_ks_test(real_bc, dataset))\n",
    "    wasserstein_distance_list.append(utils.calculate_wasserstein_distance(real_bc, dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "145ddf02",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:43.712250Z",
     "start_time": "2025-02-22T13:22:43.374513Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In 0 dataframes H0 is rejected for 0 features.\n",
      "In 0 dataframes H0 is rejected for 1 features.\n",
      "In 0 dataframes H0 is rejected for 2 features.\n",
      "In 0 dataframes H0 is rejected for 3 features.\n",
      "In 0 dataframes H0 is rejected for 4 features.\n",
      "In 0 dataframes H0 is rejected for 5 features.\n",
      "In 0 dataframes H0 is rejected for 6 features.\n",
      "In 0 dataframes H0 is rejected for 7 features.\n",
      "In 0 dataframes H0 is rejected for 8 features.\n",
      "In 0 dataframes H0 is rejected for 9 features.\n",
      "In 0 dataframes H0 is rejected for 10 features.\n",
      "In 0 dataframes H0 is rejected for 11 features.\n",
      "In 0 dataframes H0 is rejected for 12 features.\n",
      "In 0 dataframes H0 is rejected for 13 features.\n",
      "In 0 dataframes H0 is rejected for 14 features.\n",
      "In 0 dataframes H0 is rejected for 15 features.\n",
      "In 0 dataframes H0 is rejected for 16 features.\n",
      "In 0 dataframes H0 is rejected for 17 features.\n",
      "In 0 dataframes H0 is rejected for 18 features.\n",
      "In 0 dataframes H0 is rejected for 19 features.\n",
      "In 0 dataframes H0 is rejected for 20 features.\n",
      "In 0 dataframes H0 is rejected for 21 features.\n",
      "In 0 dataframes H0 is rejected for 22 features.\n",
      "In 0 dataframes H0 is rejected for 23 features.\n",
      "In 0 dataframes H0 is rejected for 24 features.\n",
      "In 0 dataframes H0 is rejected for 25 features.\n",
      "In 0 dataframes H0 is rejected for 26 features.\n",
      "In 0 dataframes H0 is rejected for 27 features.\n",
      "In 0 dataframes H0 is rejected for 28 features.\n",
      "In 0 dataframes H0 is rejected for 29 features.\n",
      "In 1000 dataframes H0 is rejected for 30 features.\n"
     ]
    },
    {
     "data": {
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U3z3Q1nfh2LFjqqurU5s2t/43j+fOnWuwP9I3U7Xdf//95tcjR4606kO7du30xBNPyM/PT4cPH7aacvKll15ScnKyunbtavMcQUFBCg0Nlbe3t7y9vWUymfT5559r586d5vu/9E0C77XXXjP/fnZ3dzd/DteuXWuVdBw1apTc3d0t9t34+k46c+aMJOmee+7R448/rs6dO+vMmTMW12ft2rV65513rOomJSUpOjpalZWV2rx5s0XCbs+ePXr11VctpgbdtGmT1T38/vvvV0pKijw9PXXp0iWVlJQoJyfH7qZrAwB8C7TcIBEAAPBt0pxpNUwmk8nd3d2q3sKFCy3KNGb6KUdHR4vj7777rs3znT171rRy5UrTL3/5S6tjTZk64pr6plMJCQkxlZSUWJS9fnqHW5l+6nvf+56puLjYXKa2ttb03HPPWZULDw+/aazNmX6qOeWud2N5W9OVhIeHW5UbPXq0qba21lzmiy++sFluypQpN+23JFPv3r1NX331lbncwoULrco8+OCDN+2PLR988IFVW+7u7qYDBw5YlJs/f75VORcXF9PZs2dv2of63rumsPX+HTt2zPS73/3OYl9iYqK5TmOmn7rd/bd1TgcHB4upnb788ktTWFiYVbn169ff0jWyNcWOm5ubadKkSaZJkyaZRo8eberWrZtVGS8vL6v+XvM///M/VuWnTZtmunr1qrlMTU2N6cc//rFVuQ0bNli01ZjPRmlpqdU9MiAgwOI+YjKZTLt27TK1bdvWolxcXJxFmb1799r8Pv30pz+1+D6ZTN9MIZeRkWH6/e9/b3UNmnrvePPNN63Kjxo1ylRTU2Nxvv/v//v/rMq9/fbbFm3ZmqKoe/fuFvfoL7/8st5p/pqrqVMd1rfd+P7+5je/sSrzyCOP2IyhsLDQZpvnz59vcn9sfTcas3322WfmNrKzs62OP/jgg1b3gL/+9a9WU2wNHDjQKqYdO3aYioqK6o350qVLpqSkJIt2DMMwnTt3zqpsY6aIut7dmH5Kksnb29u0f/9+i7JXrlwxfxdunJ7NycnJtGnTJovyZ86csbpftm3b1vT555+by8yePdvieKdOnWxOEXj16lXT3r17Ta+88oopNze33usDAMDtxPRTAACgRV2/iOk1zZnu48Z2Pv/8c5vTL/n4+GjYsGF67bXXmnyOpli6dKnVaJN77733trQ9depUde7c2fzawcFBCxYskLOzs0W5I0eO3NJ0NS3l0KFDOnLkiMU+Nzc3vfPOOxYLMfv5+elXv/qVVf0NGzY06jy//e1v5eLiYn79k5/8xGqhZ1sLrzaGrWltXnzxRT344IMW+yZPnqyHHnrIYl9VVdVtXai8OcaOHauAgADz6+zsbG3evLnR9e9G/wcOHKjU1FTzay8vL/34xz+2Ktfc97AhFy9e1DvvvKN33nlHS5cu1f79+y2O9+rVS1lZWVb9lSSTyWR1fQIDA/X6669b/KW8o6OjZs6caVV/7dq1TY7373//u77++muLfTNnzrS4j0jfjFr7wQ9+YLHvwIEDFvcRW+dPTEzU4sWLLb5P0jcLf/fr108//elPmxzzjW4cqeTq6qoFCxbI0dHR4nw3XscbY66rq7P5+Xr77bct7tFeXl427y+t0VdffWW17557bE/KcP31ul5LTTF04/sqfXNv9vHxsdj3wx/+UPHx8Rb7MjIyrPr+2GOPKSQkRJcuXdKWLVv0zjvvaPr06XrxxRc1efJkvfbaa1Yjqkwmkw4cOHB7OnQX/Pa3v7UaoeLs7CxHR0fl5+dbjdwcMmSI1QLxvr6+VtPzXblyxWIazxv/XXXlyhWbi6u3adNGDz/8sObOnauYmJhm9QkAgKZi+ikAANCibpx+RJLNecBvplevXvrwww/Nr2fPnq3f//73iomJUXh4uCIiIhQXF6eEhASLaUjuhODgYD322GN3rP1+/fpZ7bvvvvvUvXt3ffLJJxb7Dxw4oJCQkDsWy52wd+9eq33Jyck2k0J9+/aVg4ODxUOqo0eP6sKFC/L09Kz3HLGxsYqNjbXY5+zsrPvuu89iXYTmzqdvqw/9+/e3WfbJJ5/UZ599ZlX/2Wefbda5bwcnJye9+uqrFtOXzZw50yKJ0JC70X9bx9u3b2+178b3cNasWTp37ly97Xbv3v2Wrn1gYKAmTpyo6Ohom8ePHz9unkLmmhMnTjR66p/mzP+/e/duq31jxozRmDFjGn3Oa/cRW2399Kc/vS1TF9Xn6tWrVomjr776ymZS3JY9e/aYp1cqLi62+r3j7u6upKQkq3q9e/fWPffco9ra2uYHfxfY+p12YxLrZvtvV9K9qWx9nnr16tWoujU1Nfr000/1/e9/37zvzJkzSk9P1wcffNCo9ZiusbUeTmvUtm1bDRkypN7jtq7nihUrtGLFika1v2vXLvN94fHHH7c4dubMGQUHBysyMlJdunRRly5dFBkZqaSkJLv7dwYAwP6R1AAAAC2mvLzc5kNjX1/fJrc1e/ZsffzxxxYPJsrLy5WZmWkx17SLi4vS0tI0Z84cizm9b6cHHnjgjrR7zfV/QX+9jh07Wu2zlwc117t+vvNr6utz27Zt5evrq9OnT1u10VBSIzAwsN72rmdq5iLITemDrf03PvRuCaNHj9bcuXNVWloq6ZuHZf/85z8bVfdu9N/We3jj+yfJasTW0qVLdeLEiXrbff75528pqXHixAkNGDBAv/71r/W///u/VsdtXZum+OKLL5pc53ae09b5bS0+fTt9+eWXNkfeNVZNTY3Onz8vb29vm39pXt/vAicnJ/n6+t7RtTWSk5Ot1ou43siRI/XnP/+5wTZs/SHA5cuXbZa1td8wjEYniG4mMDCwSaOjbudn8/z58+rRo4fNNUZuxtZol9aoS5cuVqMyr3c7r2d0dLQmTZpksT7H1atXdejQIas1daKiovTyyy9rxIgRt3R+AAAai+mnAABAi6nvQc6NU0w0RlhYmHJycjR+/PgGFwWuqqrS+++/r6SkpAb/WvtWNGekye1g6wH8zRYUru9B4Z26No3RnH40lbe3t839N04/dTvd7j7caU5OTlbTtM2YMaPZ7d2N9/BOvn/XCwwMlMlkUnV1tT777DObo1Befvll/fvf/77t526JaYJudk57+Gw31IeG4m9uYvNusrUYfX3JL1v7g4OD79p353a7/n2dM2dOsxIa0p17n+v7HWsrudYYd/rfFzd+T95++2395S9/0fe///0GPyP5+fl6/vnn9etf//qOxgcAwDWM1AAAAC1mwYIFVvs6d+5stRZFY7Vv314LFy7UggULdPjwYeXl5amoqEgFBQXavHmzxcOcsrIy/f73v1d6enqz46/PnX7AV1ZWZnOqh5MnT1rtu/7Br63pYaqqqqz2nTt3zua0YHeLraTUtdECN6qurrb5l6nNGe1zO/n6+lrFXFpaajOusrIyq30NJebuplGjRmnOnDnmkQ179+5t1PRt35b+34yTk5Pi4uK0fv169ejRw2Larbq6Ov3iF7/Qnj17LO4JtvrWqVMn/fCHP7xjcdo6549//GOb03XZkpCQYNFWQUGBxfGCggIlJibeWpAN8Pb2Vps2bSweEHt6eur5559vdBvXRiLYSob997//tVmnpqbGLka7PfTQQzIMw+LB/BdffGFzGr4b3ztJVusz3E22Pk9jx45Vu3btGlU/MjLS/PPf/vY3q+MjR47Uiy++qJCQEPOaL+np6XrzzTdvIWrbGvs71mQy2bzvNcbN/n1h67v+yCOPNPqPRWwlyNLS0pSWlqaKigodOHBAhw8fVlFRkfbu3asdO3ZYfO5mzZqlSZMmycnJqVHnAwCguUhqAACAFvHrX//aav0HSZo0adItt20YhiIiIiymRLlw4YI6duxoMfXGjXNP2/orxBsXFG0NNm/erJ///OcW+y5cuKA9e/ZYlY2LizP/bGvOdFuJkNWrVzc6lvqu2a381a+thy9ZWVm6fPmy1YOuLVu2WL1HYWFhDU49dTfEx8dbPdTPyMhQt27drMpmZGTYrN8aODo66rXXXrNY6Lkx07S05v7fiYXDHR0d9c477+iRRx6x2L9v3z5t2LDBImERGBgoPz8/iym2Ll68qLfeeqvBaWWuac49KT4+3moKo4cfflhTpkxp1Pmu/z4nJCRox44dFmWWLFmikSNHNimh25R7h4ODg7p27ap9+/aZ91VWVuqVV16Rv79/k/oQEhIiNzc3i8RtZWWlsrOzrRIz27Zta/XraUjfrAny/e9/3+p36tatW/WjH/3IYp+tRdLrW+/mboiPj7f6PD3xxBNKS0u7ad0bPy833nPc3d31pz/9ySrZYGvdCVua+m+Cxv6OzcjIUEVFRaNiaCpb905PT0+9/fbbN61rMpkaHLHi4eGh5ORkJScnm/dNnTpVs2fPNr++dOmS8vPzLf7tAQDAncD0UwAA4K764osvNG7cOL300ktWx0JDQy0enjbFiy++qGXLltU7n/SFCxesFg298bWtBxJFRUX1LqzaUt544w2VlJSYX1+9elWTJ0+26k9YWJjFiA5bI2D27t1r8aCwtLRUc+fObXQstq5Zfn5+o+vbcm1x9+tVVlZq0qRJFg+Uzpw5Y/Oh7MCBA2/p/LfDoEGDrPb95je/UU5OjsW+d955x2qRbBcXFz3xxBN3NL6mGDlyZJNHT32b+t9YSUlJ6tmzp9X+OXPmWLw2DMPqM3r+/Hk9++yzunDhgs22y8vL9ec//1nJyclauXJlk2N7+umndc89ln/P9vrrr2vz5s02y9fV1Sk7O1svvviixSgNSVYPyaVvFhf+2c9+ZvOv0rdv364//OEPVvubeu+48TNVV1enH/3oR/Wud1FZWakPP/xQTz31lMV70KZNG5ufr1/84hcWSe/z58/r5Zdfrjee1mbUqFFW+2bNmmWxbtVHH31kldRwd3e3+Z7eLbbuFePHj7f4vXS9r7/+Wh9//LF++tOfWn2PbhwdcOnSJRUXF5t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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts = {i: 0 for i in range(real_bc.shape[1])}\n",
    "\n",
    "alpha = 0.05/total_fake_df\n",
    "\n",
    "for df in ks_statistic_list:\n",
    "    sign_feature = (df['P-Value'] >= alpha).sum()\n",
    "    counts[sign_feature] += 1\n",
    "    \n",
    "for i in range(real_bc.shape[1]):\n",
    "    print(f\"In {counts[i]} dataframes H0 is rejected for {i} features.\")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "sns.barplot(x = list(counts.values()), y = list(counts.keys()), orient = 'h')\n",
    "ax.set_yticklabels([f\"{i} feature{'s' if i > 1 else ''}\" for i in range(real_bc.shape[1])], weight = 'bold')\n",
    "plt.xlabel(\"Number of DataFrames\", weight = 'bold')\n",
    "plt.ylabel(\"Number of Significant Features\", weight = 'bold')\n",
    "plt.title(\"Distribution of Non-Rejected H0 Features\", weight = 'bold', fontsize = 20)\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b7cd28c7",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:43.980247Z",
     "start_time": "2025-02-22T13:22:43.713337Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 feature too far from real in 0 datasets\n",
      "1 feature too far from real in 0 datasets\n",
      "2 feature too far from real in 0 datasets\n",
      "3 feature too far from real in 0 datasets\n",
      "4 feature too far from real in 25 datasets\n",
      "5 feature too far from real in 974 datasets\n",
      "6 feature too far from real in 1 datasets\n",
      "7 feature too far from real in 0 datasets\n",
      "8 feature too far from real in 0 datasets\n",
      "9 feature too far from real in 0 datasets\n",
      "10 feature too far from real in 0 datasets\n",
      "11 feature too far from real in 0 datasets\n",
      "12 feature too far from real in 0 datasets\n",
      "13 feature too far from real in 0 datasets\n",
      "14 feature too far from real in 0 datasets\n",
      "15 feature too far from real in 0 datasets\n",
      "16 feature too far from real in 0 datasets\n",
      "17 feature too far from real in 0 datasets\n",
      "18 feature too far from real in 0 datasets\n",
      "19 feature too far from real in 0 datasets\n",
      "20 feature too far from real in 0 datasets\n",
      "21 feature too far from real in 0 datasets\n",
      "22 feature too far from real in 0 datasets\n",
      "23 feature too far from real in 0 datasets\n",
      "24 feature too far from real in 0 datasets\n",
      "25 feature too far from real in 0 datasets\n",
      "26 feature too far from real in 0 datasets\n",
      "27 feature too far from real in 0 datasets\n",
      "28 feature too far from real in 0 datasets\n",
      "29 feature too far from real in 0 datasets\n",
      "30 feature too far from real in 0 datasets\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts = {i: 0 for i in range(real_bc.shape[1])}\n",
    "\n",
    "for df in wasserstein_distance_list:\n",
    "    close_feature = (df['W Distance'] > 1).sum()\n",
    "    counts[close_feature] += 1\n",
    "    \n",
    "for i in range(real_bc.shape[1]):\n",
    "    print(f\"{i} feature too far from real in {counts[i]} datasets\")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(16, 9))\n",
    "sns.barplot(x = list(counts.values()), y = list(counts.keys()), orient = 'h')\n",
    "ax.set_yticklabels([f\"{i} feature{'s' if i > 1 else ''}\" for i in range(real_bc.shape[1])], weight = 'bold')\n",
    "plt.xlabel(\"Number of DataFrames\", weight = 'bold')\n",
    "plt.ylabel(\"Number of too-far-from-real features\", weight = 'bold')\n",
    "plt.title(\"Distribution too-far-from-real according Wasserstein Distance\", weight = 'bold', fontsize = 20)\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "372d9bd2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:44.010249Z",
     "start_time": "2025-02-22T13:22:43.981302Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                         KS Statistic   P-Value\n",
      "Feature                                        \n",
      "mean perimeter               0.040005  0.736470\n",
      "mean area                    0.040615  0.719714\n",
      "worst radius                 0.042399  0.680596\n",
      "worst concave points         0.042656  0.676348\n",
      "smoothness error             0.042659  0.674501\n",
      "concave points error         0.042805  0.670673\n",
      "worst perimeter              0.043974  0.645877\n",
      "worst smoothness             0.044293  0.634856\n",
      "worst area                   0.044513  0.630960\n",
      "mean radius                  0.045503  0.609809\n",
      "texture error                0.045652  0.608621\n",
      "mean texture                 0.046134  0.601897\n",
      "worst texture                0.046327  0.598451\n",
      "worst fractal dimension      0.047051  0.580206\n",
      "mean concave points          0.047255  0.562455\n",
      "mean compactness             0.047575  0.562882\n",
      "fractal dimension error      0.047986  0.553214\n",
      "mean concavity               0.048169  0.531122\n",
      "mean smoothness              0.048422  0.552178\n",
      "concavity error              0.048886  0.517195\n",
      "mean fractal dimension       0.049464  0.524597\n",
      "worst concavity              0.049942  0.503806\n",
      "worst compactness            0.050615  0.498725\n",
      "symmetry error               0.055060  0.423550\n",
      "compactness error            0.056759  0.383176\n",
      "perimeter error              0.059367  0.305810\n",
      "radius error                 0.060520  0.296632\n",
      "mean symmetry                0.064271  0.272690\n",
      "worst symmetry               0.065200  0.252445\n",
      "area error                   0.074970  0.143307                          KS Statistic   P-Value\n",
      "Feature                                        \n",
      "mean perimeter               0.038664  0.789141\n",
      "concave points error         0.040422  0.741758\n",
      "worst radius                 0.040422  0.741758\n",
      "mean area                    0.040422  0.741758\n",
      "smoothness error             0.040422  0.741758\n",
      "worst perimeter              0.042179  0.692580\n",
      "worst concave points         0.042179  0.692580\n",
      "mean texture                 0.043937  0.642638\n",
      "worst smoothness             0.043937  0.642638\n",
      "worst area                   0.043937  0.642638\n",
      "texture error                0.043937  0.642638\n",
      "worst texture                0.043937  0.642638\n",
      "mean radius                  0.043937  0.642638\n",
      "mean smoothness              0.045694  0.592836\n",
      "worst fractal dimension      0.045694  0.592836\n",
      "mean concave points          0.045694  0.592836\n",
      "mean concavity               0.047452  0.543931\n",
      "mean compactness             0.047452  0.543931\n",
      "worst concavity              0.047452  0.543931\n",
      "fractal dimension error      0.047452  0.543931\n",
      "concavity error              0.047452  0.543931\n",
      "mean fractal dimension       0.049209  0.496527\n",
      "worst compactness            0.050967  0.451091\n",
      "symmetry error               0.052724  0.407960\n",
      "compactness error            0.056239  0.329442\n",
      "perimeter error              0.057996  0.294256\n",
      "radius error                 0.059754  0.261809\n",
      "mean symmetry                0.063269  0.204925\n",
      "worst symmetry               0.065026  0.180301\n",
      "area error                   0.073814  0.090066\n"
     ]
    }
   ],
   "source": [
    "ks_df = pd.concat(ks_statistic_list, ignore_index=True)\n",
    "print(ks_df.groupby('Feature').mean().sort_values('KS Statistic'), ks_df.groupby('Feature').median().sort_values('KS Statistic'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "42386e3e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:44.043873Z",
     "start_time": "2025-02-22T13:22:44.011206Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(                         W Distance\n",
       " Feature                            \n",
       " fractal dimension error    0.000193\n",
       " smoothness error           0.000215\n",
       " concave points error       0.000512\n",
       " mean fractal dimension     0.000512\n",
       " symmetry error             0.000735\n",
       " mean smoothness            0.001002\n",
       " compactness error          0.001226\n",
       " worst fractal dimension    0.001258\n",
       " worst smoothness           0.001494\n",
       " concavity error            0.002277\n",
       " mean concave points        0.002613\n",
       " mean symmetry              0.002817\n",
       " mean compactness           0.003195\n",
       " worst concave points       0.003975\n",
       " mean concavity             0.004547\n",
       " worst symmetry             0.007044\n",
       " worst compactness          0.012906\n",
       " worst concavity            0.013980\n",
       " radius error               0.019948\n",
       " texture error              0.041711\n",
       " perimeter error            0.145879\n",
       " mean radius                0.243286\n",
       " worst radius               0.264279\n",
       " mean texture               0.333444\n",
       " worst texture              0.413201\n",
       " mean perimeter             1.507410\n",
       " worst perimeter            1.834863\n",
       " area error                 3.172802\n",
       " mean area                 21.239468\n",
       " worst area                33.873540,\n",
       "                          W Distance\n",
       " Feature                            \n",
       " fractal dimension error    0.000187\n",
       " smoothness error           0.000205\n",
       " mean fractal dimension     0.000485\n",
       " concave points error       0.000495\n",
       " symmetry error             0.000728\n",
       " mean smoothness            0.000971\n",
       " worst fractal dimension    0.001164\n",
       " compactness error          0.001178\n",
       " worst smoothness           0.001459\n",
       " concavity error            0.002171\n",
       " mean concave points        0.002611\n",
       " mean symmetry              0.002754\n",
       " mean compactness           0.003090\n",
       " worst concave points       0.003881\n",
       " mean concavity             0.004399\n",
       " worst symmetry             0.006920\n",
       " worst compactness          0.012325\n",
       " worst concavity            0.013587\n",
       " radius error               0.019425\n",
       " texture error              0.040157\n",
       " perimeter error            0.140098\n",
       " mean radius                0.238542\n",
       " worst radius               0.256887\n",
       " mean texture               0.323048\n",
       " worst texture              0.395576\n",
       " mean perimeter             1.468792\n",
       " worst perimeter            1.777702\n",
       " area error                 3.079505\n",
       " mean area                 20.812409\n",
       " worst area                33.008216)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wd_df = pd.concat(wasserstein_distance_list, ignore_index=True)\n",
    "wd_df.groupby('Feature').mean().sort_values('W Distance'), wd_df.groupby('Feature').median().sort_values('W Distance')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5fe9669f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:44.607567Z",
     "start_time": "2025-02-22T13:22:44.046651Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1200 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 1, figsize = (16, 12))\n",
    "\n",
    "for idx, data in enumerate([ks_df.iloc[:, :2], wd_df]):\n",
    "    \n",
    "    sns.barplot(data, y = data.iloc[:,0], x = data.iloc[:,1], hue = 'Feature', errorbar = 'sd', capsize = 0.2,\n",
    "                order = data.groupby('Feature').mean().sort_values(data.columns[1]).index, ax = ax[idx])\n",
    "    \n",
    "    ax[idx].set_ylabel('')\n",
    "    ax[idx].set_xlabel('')\n",
    "    ax[idx].set_title(data.columns[1] + ' Average (+/- ds)', weight = 'bold')\n",
    "    ax[idx].set_xticklabels(ax[idx].get_xticklabels(), fontsize=10, weight='bold')\n",
    "    \n",
    "plt.suptitle('Quality of generated data', weight = 'bold', fontsize = 20)\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2bbec94",
   "metadata": {},
   "source": [
    "In conclusion:\n",
    "- the null hypothesis of the KS test is rejected for all 30 features in all datasets ✅\n",
    "- in most cases there are 5 features that show too high a Wasserstein distance but the number of future criticisms would seem to tend toward a smaller value🟢➡️\n",
    "\n",
    "The official assessment will be that obtained through the **TOR-TS** protocol."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "061feafd",
   "metadata": {},
   "source": [
    "## TOR-TS protocol"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3acb6ecf",
   "metadata": {},
   "source": [
    "The final evaluation of the data will be done through the Train on Real Test on Synthetic protocol, which involves two main steps: \n",
    "- Train on Real Test on Synthetic **(TOR-TS)**\n",
    "- Train on Synthetic Test on Real **(TOS-TR)**\n",
    "\n",
    "Two classifiers, one on the real data and one on the fake data, will be trained and tested on their respective test sets. Once the performance is verified both will be evaluated on the other dataset. Through cross-comparison, the similarity of the data will be verified from the perspective of a classifier model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "39259c07",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:44.621784Z",
     "start_time": "2025-02-22T13:22:44.608441Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        vertical-align: middle;\n",
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       "\n",
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       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean radius</th>\n",
       "      <th>mean texture</th>\n",
       "      <th>mean perimeter</th>\n",
       "      <th>mean area</th>\n",
       "      <th>mean smoothness</th>\n",
       "      <th>mean compactness</th>\n",
       "      <th>mean concavity</th>\n",
       "      <th>mean concave points</th>\n",
       "      <th>mean symmetry</th>\n",
       "      <th>mean fractal dimension</th>\n",
       "      <th>...</th>\n",
       "      <th>worst texture</th>\n",
       "      <th>worst perimeter</th>\n",
       "      <th>worst area</th>\n",
       "      <th>worst smoothness</th>\n",
       "      <th>worst compactness</th>\n",
       "      <th>worst concavity</th>\n",
       "      <th>worst concave points</th>\n",
       "      <th>worst symmetry</th>\n",
       "      <th>worst fractal dimension</th>\n",
       "      <th>target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>24.373644</td>\n",
       "      <td>23.008989</td>\n",
       "      <td>161.421997</td>\n",
       "      <td>1754.049927</td>\n",
       "      <td>0.103969</td>\n",
       "      <td>0.146226</td>\n",
       "      <td>0.209656</td>\n",
       "      <td>0.155713</td>\n",
       "      <td>0.151438</td>\n",
       "      <td>0.054148</td>\n",
       "      <td>...</td>\n",
       "      <td>25.273470</td>\n",
       "      <td>205.138535</td>\n",
       "      <td>2775.389893</td>\n",
       "      <td>0.139478</td>\n",
       "      <td>0.248195</td>\n",
       "      <td>0.496892</td>\n",
       "      <td>0.246378</td>\n",
       "      <td>0.239154</td>\n",
       "      <td>0.074645</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13.435938</td>\n",
       "      <td>22.654701</td>\n",
       "      <td>84.481758</td>\n",
       "      <td>525.046143</td>\n",
       "      <td>0.088596</td>\n",
       "      <td>0.079276</td>\n",
       "      <td>0.056594</td>\n",
       "      <td>0.028025</td>\n",
       "      <td>0.170579</td>\n",
       "      <td>0.057809</td>\n",
       "      <td>...</td>\n",
       "      <td>31.133846</td>\n",
       "      <td>103.394463</td>\n",
       "      <td>729.281677</td>\n",
       "      <td>0.129392</td>\n",
       "      <td>0.224510</td>\n",
       "      <td>0.318344</td>\n",
       "      <td>0.098377</td>\n",
       "      <td>0.323386</td>\n",
       "      <td>0.069329</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.688665</td>\n",
       "      <td>21.065144</td>\n",
       "      <td>141.780029</td>\n",
       "      <td>1462.687744</td>\n",
       "      <td>0.105763</td>\n",
       "      <td>0.168071</td>\n",
       "      <td>0.202143</td>\n",
       "      <td>0.134598</td>\n",
       "      <td>0.186465</td>\n",
       "      <td>0.059053</td>\n",
       "      <td>...</td>\n",
       "      <td>28.260185</td>\n",
       "      <td>190.533707</td>\n",
       "      <td>2623.672607</td>\n",
       "      <td>0.152060</td>\n",
       "      <td>0.444473</td>\n",
       "      <td>0.496557</td>\n",
       "      <td>0.240941</td>\n",
       "      <td>0.308804</td>\n",
       "      <td>0.091364</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>19.047071</td>\n",
       "      <td>20.481071</td>\n",
       "      <td>124.108658</td>\n",
       "      <td>1089.046631</td>\n",
       "      <td>0.087793</td>\n",
       "      <td>0.106122</td>\n",
       "      <td>0.104356</td>\n",
       "      <td>0.080722</td>\n",
       "      <td>0.197027</td>\n",
       "      <td>0.054710</td>\n",
       "      <td>...</td>\n",
       "      <td>23.362310</td>\n",
       "      <td>146.072617</td>\n",
       "      <td>1541.171143</td>\n",
       "      <td>0.109831</td>\n",
       "      <td>0.205367</td>\n",
       "      <td>0.270371</td>\n",
       "      <td>0.178145</td>\n",
       "      <td>0.321637</td>\n",
       "      <td>0.065491</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17.410683</td>\n",
       "      <td>23.150337</td>\n",
       "      <td>113.362740</td>\n",
       "      <td>853.019409</td>\n",
       "      <td>0.101180</td>\n",
       "      <td>0.089286</td>\n",
       "      <td>0.144607</td>\n",
       "      <td>0.072644</td>\n",
       "      <td>0.140221</td>\n",
       "      <td>0.054779</td>\n",
       "      <td>...</td>\n",
       "      <td>35.955853</td>\n",
       "      <td>145.290802</td>\n",
       "      <td>1351.757690</td>\n",
       "      <td>0.163550</td>\n",
       "      <td>0.187018</td>\n",
       "      <td>0.371300</td>\n",
       "      <td>0.193178</td>\n",
       "      <td>0.254853</td>\n",
       "      <td>0.071484</td>\n",
       "      <td>benign</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   mean radius  mean texture  mean perimeter    mean area  mean smoothness  \\\n",
       "0    24.373644     23.008989      161.421997  1754.049927         0.103969   \n",
       "1    13.435938     22.654701       84.481758   525.046143         0.088596   \n",
       "2    21.688665     21.065144      141.780029  1462.687744         0.105763   \n",
       "3    19.047071     20.481071      124.108658  1089.046631         0.087793   \n",
       "4    17.410683     23.150337      113.362740   853.019409         0.101180   \n",
       "\n",
       "   mean compactness  mean concavity  mean concave points  mean symmetry  \\\n",
       "0          0.146226        0.209656             0.155713       0.151438   \n",
       "1          0.079276        0.056594             0.028025       0.170579   \n",
       "2          0.168071        0.202143             0.134598       0.186465   \n",
       "3          0.106122        0.104356             0.080722       0.197027   \n",
       "4          0.089286        0.144607             0.072644       0.140221   \n",
       "\n",
       "   mean fractal dimension  ...  worst texture  worst perimeter   worst area  \\\n",
       "0                0.054148  ...      25.273470       205.138535  2775.389893   \n",
       "1                0.057809  ...      31.133846       103.394463   729.281677   \n",
       "2                0.059053  ...      28.260185       190.533707  2623.672607   \n",
       "3                0.054710  ...      23.362310       146.072617  1541.171143   \n",
       "4                0.054779  ...      35.955853       145.290802  1351.757690   \n",
       "\n",
       "   worst smoothness  worst compactness  worst concavity  worst concave points  \\\n",
       "0          0.139478           0.248195         0.496892              0.246378   \n",
       "1          0.129392           0.224510         0.318344              0.098377   \n",
       "2          0.152060           0.444473         0.496557              0.240941   \n",
       "3          0.109831           0.205367         0.270371              0.178145   \n",
       "4          0.163550           0.187018         0.371300              0.193178   \n",
       "\n",
       "   worst symmetry  worst fractal dimension  target  \n",
       "0        0.239154                 0.074645  benign  \n",
       "1        0.323386                 0.069329  benign  \n",
       "2        0.308804                 0.091364  benign  \n",
       "3        0.321637                 0.065491  benign  \n",
       "4        0.254853                 0.071484  benign  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "utils.set_seed(0)\n",
    "z = torch.randn(real_bc.shape[0], noise_dim)\n",
    "\n",
    "fake_bc = pd.DataFrame(min_max.inverse_transform(gen(z, real_bc_dataloader.dataset.label).detach().numpy()))\n",
    "fake_bc['target'] = real_bc['target']\n",
    "fake_bc.columns = real_bc.columns\n",
    "fake_bc = fake_bc[real_bc.columns]\n",
    "\n",
    "fake_bc.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a6150f16",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:44.633818Z",
     "start_time": "2025-02-22T13:22:44.622823Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train instances: 455\n",
      "Val instances: 57\n",
      "Test instances: 57\n"
     ]
    }
   ],
   "source": [
    "X_real, y_real = real_bc.select_dtypes('number'), y\n",
    "\n",
    "X_fake, y_fake = fake_bc.select_dtypes('number'), y\n",
    "\n",
    "X_real_train, X_real_, y_real_train, y_real_ = train_test_split(X_real, y_real, test_size = 0.2, \n",
    "                                                                stratify = y_real, random_state = 0)\n",
    "X_real_val, X_real_test, y_real_val, y_real_test = train_test_split(X_real_, y_real_, test_size = 0.5, \n",
    "                                                                    stratify = y_real_, random_state = 0)\n",
    "\n",
    "X_fake_train, X_fake_, y_fake_train, y_fake_ = train_test_split(X_fake, y_fake, test_size = 0.2, \n",
    "                                                                stratify = y_fake, random_state = 0)\n",
    "X_fake_val, X_fake_test, y_fake_val, y_fake_test = train_test_split(X_fake_, y_fake_, test_size = 0.5, \n",
    "                                                                    stratify = y_fake_, random_state = 0)\n",
    "\n",
    "real_train_dict = {'Train Set': X_real_train, 'Val Set': X_real_val, 'Test Set': X_real_test}\n",
    "fake_train_dict = {'Train Set': X_fake_train, 'Val Set': X_fake_val, 'Test Set': X_fake_test}\n",
    "\n",
    "std_scaler = StandardScaler()\n",
    "\n",
    "for dataset in [real_train_dict, fake_train_dict]:\n",
    "    \n",
    "    dataset['Train Set'] = std_scaler.fit_transform(dataset['Train Set'])\n",
    "    dataset['Val Set'] = std_scaler.transform(dataset['Val Set'])\n",
    "    dataset['Test Set'] = std_scaler.transform(dataset['Test Set'])\n",
    "    \n",
    "X_real_train, X_real_val, X_real_test = real_train_dict['Train Set'], real_train_dict['Val Set'], real_train_dict['Test Set']\n",
    "X_fake_train, X_fake_val, X_fake_test = fake_train_dict['Train Set'], fake_train_dict['Val Set'], fake_train_dict['Test Set']\n",
    "\n",
    "print(f'Train instances: {X_real_train.shape[0]}')\n",
    "print(f'Val instances: {X_real_val.shape[0]}')\n",
    "print(f'Test instances: {X_real_test.shape[0]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88dd2c2f",
   "metadata": {},
   "source": [
    "To achieve good performance we will allow the model to see a large number of instances per batch, i.e., `128`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "692c9eb8",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:44.637308Z",
     "start_time": "2025-02-22T13:22:44.634877Z"
    }
   },
   "outputs": [],
   "source": [
    "BS = 128\n",
    "\n",
    "real_train_dataset = BreastCancer(X_real_train, y_real_train)\n",
    "real_val_dataset = BreastCancer(X_real_val, y_real_val)\n",
    "real_test_dataset = BreastCancer(X_real_test, y_real_test)\n",
    "\n",
    "real_train_dataloader = DataLoader(real_train_dataset, batch_size = BS, shuffle = True)\n",
    "\n",
    "fake_train_dataset = BreastCancer(X_fake_train, y_fake_train)\n",
    "fake_val_dataset = BreastCancer(X_fake_val, y_fake_val)\n",
    "fake_test_dataset = BreastCancer(X_fake_test, y_fake_test)\n",
    "\n",
    "fake_train_dataloader = DataLoader(fake_train_dataset, batch_size = BS, shuffle = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c246daa2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:44.642604Z",
     "start_time": "2025-02-22T13:22:44.638175Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classifier has 12354 parameters.\n"
     ]
    }
   ],
   "source": [
    "data_dim = real_bc.select_dtypes('number').shape[1]\n",
    "target_dim = real_bc['target'].nunique()\n",
    "\n",
    "class Classifier(nn.Module):\n",
    "    def __init__(self, input_dim, output_dim):\n",
    "        super().__init__()\n",
    "        \n",
    "        self.Classifier = nn.Sequential(\n",
    "            nn.Linear(input_dim, 128),\n",
    "            nn.LeakyReLU(0.2),\n",
    "            nn.Linear(128, 64),\n",
    "            nn.LeakyReLU(0.2),\n",
    "            nn.Linear(64, output_dim)\n",
    "        )\n",
    "        \n",
    "    def forward(self, x):\n",
    "        x = self.Classifier(x)\n",
    "        return x    \n",
    "\n",
    "utils.set_seed()\n",
    "TOR_clf = Classifier(input_dim = data_dim, output_dim = target_dim)\n",
    "TOS_clf = Classifier(input_dim = data_dim, output_dim = target_dim)\n",
    "\n",
    "print(f'Classifier has {sum(p.numel() for p in TOR_clf.parameters())} parameters.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9970ddf4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:44.645898Z",
     "start_time": "2025-02-22T13:22:44.643516Z"
    }
   },
   "outputs": [],
   "source": [
    "clf_lr = 1e-5\n",
    "\n",
    "TOR_opt = torch.optim.AdamW(TOR_clf.parameters(), lr = clf_lr)\n",
    "TOS_opt = torch.optim.AdamW(TOS_clf.parameters(), lr = clf_lr)\n",
    "\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "\n",
    "TOR_dict = {'Model': TOR_clf, 'Dataloader': real_train_dataloader, 'Validation': real_val_dataset, \n",
    "            'Optimizer': TOR_opt, 'Train Loss': [], 'Val Loss':[], 'Label':'Real'}\n",
    "\n",
    "TOS_dict = {'Model': TOS_clf, 'Dataloader': fake_train_dataloader, 'Validation': fake_val_dataset, \n",
    "            'Optimizer': TOS_opt, 'Train Loss': [], 'Val Loss':[], 'Label':'Synthetic'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ec53af40",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:50.445547Z",
     "start_time": "2025-02-22T13:22:44.646809Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4fbf50713fbe4c0a8f4dd180cfdcdca0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training on Real Data:   0%|          | 0/1001 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0/1000 | Train loss: 0.6947 | Val loss: 0.6934\n",
      "100/1000 | Train loss: 0.5287 | Val loss: 0.5486\n",
      "200/1000 | Train loss: 0.3762 | Val loss: 0.4104\n",
      "300/1000 | Train loss: 0.2687 | Val loss: 0.3052\n",
      "400/1000 | Train loss: 0.1993 | Val loss: 0.2344\n",
      "500/1000 | Train loss: 0.1481 | Val loss: 0.1876\n",
      "600/1000 | Train loss: 0.1178 | Val loss: 0.1565\n",
      "700/1000 | Train loss: 0.1072 | Val loss: 0.1359\n",
      "800/1000 | Train loss: 0.0863 | Val loss: 0.1224\n",
      "900/1000 | Train loss: 0.0805 | Val loss: 0.1142\n",
      "1000/1000 | Train loss: 0.0691 | Val loss: 0.1096\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b3d2c7342a2e4b5db8e1c7ad60b5cb5f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training on Synthetic Data:   0%|          | 0/1001 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0/1000 | Train loss: 0.6858 | Val loss: 0.6895\n",
      "100/1000 | Train loss: 0.5251 | Val loss: 0.5330\n",
      "200/1000 | Train loss: 0.3793 | Val loss: 0.3888\n",
      "300/1000 | Train loss: 0.2637 | Val loss: 0.2771\n",
      "400/1000 | Train loss: 0.1861 | Val loss: 0.2038\n",
      "500/1000 | Train loss: 0.1381 | Val loss: 0.1573\n",
      "600/1000 | Train loss: 0.1080 | Val loss: 0.1265\n",
      "700/1000 | Train loss: 0.0906 | Val loss: 0.1054\n",
      "800/1000 | Train loss: 0.0696 | Val loss: 0.0900\n",
      "900/1000 | Train loss: 0.0627 | Val loss: 0.0786\n",
      "1000/1000 | Train loss: 0.0519 | Val loss: 0.0701\n"
     ]
    }
   ],
   "source": [
    "epochs = 1000\n",
    "verbose = 0.1\n",
    "\n",
    "for clf in [TOR_dict, TOS_dict]:\n",
    "    for epoch in tqdm(range(epochs + 1), desc = f\"Training on {clf['Label']} Data\"):\n",
    "        \n",
    "        clf['Model'].train()\n",
    "        \n",
    "        epoch_loss = 0\n",
    "        \n",
    "        for batch, (data, label) in enumerate(clf['Dataloader']):\n",
    "            \n",
    "            clf['Optimizer'].zero_grad()\n",
    "            \n",
    "            y_pred_logits = clf['Model'](data)\n",
    "            loss = criterion(y_pred_logits, label)\n",
    "            epoch_loss += loss.item()\n",
    "            \n",
    "            loss.backward()\n",
    "            clf['Optimizer'].step()\n",
    "\n",
    "            \n",
    "        with torch.no_grad():\n",
    "            clf['Model'].eval()\n",
    "            y_val_logits = clf['Model'](clf['Validation'].data)\n",
    "            clf['Val Loss'].append(criterion(y_val_logits, clf['Validation'].label).item())\n",
    "            \n",
    "        clf['Train Loss'].append(epoch_loss/len(clf['Dataloader']))\n",
    "        \n",
    "        if epoch % (epochs * verbose) == 0 or epoch == epochs:\n",
    "            print(f\"{epoch}/{epochs} | Train loss: {clf['Train Loss'][-1]:.4f} | Val loss: {clf['Val Loss'][-1]:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "a2e02126",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:50.593743Z",
     "start_time": "2025-02-22T13:22:50.446425Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (16, 9))\n",
    "for model in [TOR_dict, TOS_dict]:\n",
    "    if model['Label'] == 'Synthetic':\n",
    "        line = '--'\n",
    "    else:\n",
    "        line = '-'\n",
    "\n",
    "    plt.plot(model['Train Loss'], label = f\"{model['Label']} Train\", linestyle = line)\n",
    "    plt.plot(model['Val Loss'], label = f\"{model['Label']} Val\", linestyle = line)\n",
    "\n",
    "plt.title('Training and Validation Loss', weight = 'bold', size = 20)\n",
    "plt.xlabel('Epoch', weight = 'bold', size = 15)\n",
    "plt.ylabel('Loss', weight = 'bold', size = 15)\n",
    "plt.legend()\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3400759",
   "metadata": {},
   "source": [
    "Validation losses seem to have reached a plateau, with slightly better performance for the model trained on synthetic data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "972e3341",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:50.608617Z",
     "start_time": "2025-02-22T13:22:50.594738Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Real | Accuracy: 96.4912% | Precision: 97.2222% | Recall: 97.2222% | F1: 97.2222%\n",
      "Fake | Accuracy: 98.2456% | Precision: 97.2973% | Recall: 100.0000% | F1: 98.6301%\n"
     ]
    }
   ],
   "source": [
    "accuracy = torchmetrics.Accuracy(task = \"binary\", num_classes = target_dim)\n",
    "precision = torchmetrics.Precision(task = \"binary\", num_classes = target_dim)\n",
    "recall = torchmetrics.Recall(task = \"binary\", num_classes = target_dim)\n",
    "f1 = torchmetrics.F1Score(task = \"binary\", num_classes = target_dim)\n",
    "\n",
    "tor_metrics_list = []\n",
    "tos_metrics_list = []\n",
    "\n",
    "with torch.no_grad():\n",
    "    TOR_dict['Model'].eval()\n",
    "    y_test_pred = TOR_dict['Model'](real_test_dataset.data)\n",
    "    y_test_pred_labels = torch.argmax(y_test_pred, dim = 1)\n",
    "\n",
    "    for metric in [accuracy, precision, recall, f1]:\n",
    "        metric.reset()\n",
    "        tor_metrics_list.append(metric(y_test_pred_labels, real_test_dataset.label).item())\n",
    "\n",
    "with torch.no_grad():\n",
    "    TOS_dict['Model'].eval()\n",
    "    y_test_pred = TOS_dict['Model'](fake_test_dataset.data)\n",
    "    y_test_pred_labels = torch.argmax(y_test_pred, dim = 1)\n",
    "\n",
    "    for metric in [accuracy, precision, recall, f1]:\n",
    "        metric.reset()\n",
    "        tos_metrics_list.append(metric(y_test_pred_labels, fake_test_dataset.label).item())\n",
    "\n",
    "print(f'Real | Accuracy: {tor_metrics_list[0]:.4%} | Precision: {tor_metrics_list[1]:.4%} | Recall: {tor_metrics_list[2]:.4%} | F1: {tor_metrics_list[3]:.4%}')\n",
    "print(f'Fake | Accuracy: {tos_metrics_list[0]:.4%} | Precision: {tos_metrics_list[1]:.4%} | Recall: {tos_metrics_list[2]:.4%} | F1: {tos_metrics_list[3]:.4%}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1d03988",
   "metadata": {},
   "source": [
    "Both models achieve excellent performance as shown by the metrics of **Accuracy**, **Precision**, **Recall** and **F1** and their behavior is quite similar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "e3ecc5a1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:50.717510Z",
     "start_time": "2025-02-22T13:22:50.609311Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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69rkzwxHhhu66seDb7z8krVzn/FqEhRq66ybnfv+52x4Is/tznpwC8elsv4Jyvo7Zb3pz6rTzY1/9JG3fbR/DjUOlhnULPn7A25FJy7b+t/Q0tY1/ZqrTEj2zvlyg2I3ONy+qUb+qWvZo6vFj9r+lp1MRUZL+nDjXUYiUpIQjJ/XjO7+YjnnZbX0cn5NJgcJzZx69frBcFiIl+75uvdbcnpFR+DHn5M4cPGWalHLW+fV4+A5pxDXmQqRkv2nNpb3MuZE8WrZ5fTFy9OjRCg0N1YgRI3Ty5ElPDwcXgMEPDDC1/frJX8pIL9hv+WoxVXTFfZfotlev122vXq9h/xmkNr2bK7B8QK7bJJ10Pi12bnrLORUizoe90yfO/1a+/N7+atiu7r9jnMUC4bjgTPvT3Pbg7aVrLdpzvpkhrd54fuDPPJD/3a6zW7jM3NahlTn0RVaUGuZYV+dMik0r15//ukK2i79OJTr3zR74sgfDY/HSh5Psn1eKNPTAbQUeOlAqkEnLrjrNaqlqHeebKSYmJGnn2lhT3zVzNpjaOg5sZ2qz+pgXXdbG1Gft7I2mtjUu2i4a2NbxOZkUKDwr8+jBI+a26JJZ4azIpud4PcLDDA2/uvD7IY+WbV4/TfvRRx9V06ZN9cMPP+ivv/5S+/btVbNmTdlc/GTbbDaNH1+8RaRxYQuvFKoe1zifokpLTdevH88q8D76De+hfsPNt6dNOpmsn8fN1Fcvfa/0NOfC5vaVO5WZmeU4o926d3PN+3qRJPuaPOemw0jS1uU7HWMd8fJ1ks4tEP51gccIlBVrcryniqxoKCJcemOctHC5dPCw/exz5SjpotbSjUOkhvU8MdK8HTsuvf3p+a97dDY0sK807Y+C72PTNnNbTG3XfWNqS1t2Ordt3n7+DH3LptKCfy8GX7ZGujPbFZrL1pz/vGWT85+/8aGUlPzvIuH3SsHOF9cApR6ZtOxq0M582cyBbYdc9t2/9aB5+zYu7pxg4TF9/XxVp4X5F/5+F/tzta/wSqGqVDNScQfiyaRAEZR0Hk1Lt099nrdEetfFn5brrizO6N1rzwHpeILz38VObaVtO+1XLK5cZ7/LdflyUq0aUveO9qsXIyua90UeLdu8vhg5adIkx+enTp3SnDlzcu1L8ENxDbqnv1PIkqQF3y7RyWOnir3vkPBg3fDMULW/pLWe6Puikk+dP/N8Mi5RC79bol7XXyxJuvvN4TqbfFZnk87q/vdud/TbtGSbY22eO1+/2TE9ZvxTXzntD7gQxJ+QjsY5h530dGnQcPuVftnt2W//+P5XQ/fcLD1wm3ddPfnSO+eDU3CQoRf+U/h97DO/v3QZ7HJrz779TUPPh78lq2x6b7yhHp3txdG9B+zj9PM1dN1ge58Va6Xf5tjbO7Q2NIhFwlEGkUnLrur1q5ract5h+pyTxxJNba62t/KYlWtHKSDQv0D7S0/LUPKpMwoOc36HXr1+VcUdiCeTAoVUUnn0tznSYy/lH1ZvHGJo6GVFHr7bbdlublv7j3TtfMkwzj+f9CT7ifRN26TJP9qntPft5rwdebRs8/pi5Lx58zw9BFwgfP18Nehu82+sgt64pqAatqurp796SM9e/ppT+/sPjFed5rUV06K2IqtV1EvTn3R6/Ni+4/rfze9Jkpp2bqi+w7tLMi8QXrFKuOq1ilZgUKCOH0zQjjW7lZWZ5dbnAHiDhJPmtvzu+GcYNn30peTjY2jkrSUzrsKaOV+as+j8uB+5S6pWOff+uTnt4oal5cu57lvORXtStu0vvki660ZDn06xj+ujL+2v2zk+Pob++5BUv86/i4S/a2/38zX07EPn+6WlSZu2S3EJUkiQ1LRh4aaeA96ETFp25SzMSdLZ5FSXfVPPmNtdbW/lMXM7fm77O3sm1bRN9q/JpEDBeSqPNmlg6PlHpNbNirZ9SUlwcQ1PzmJtTknJNj3ygqFP3pC6tD/fTh4t27y+GNmjh3m6K1ASug/rpMjqEU5t/yza6nSXwNzE/rNPf/+4TOvm/qO9mw/oTGKKqkRHqW2/lho+6lqFV3L+bddxYFu17NFUGxacv0XY6YQkPdj5GQ19eKC6D+us6g2qysfHR0f3HNOSn1fp+zd/VmL8afn4+OjBD+88v0D4/fYFwitWCddDH92proMvcjrWiaMnNf7pKdzREGXO6aTcHwsJNtSlvRQYIC1fKx077hyCPp4sDeyT+zRmqySell559/zXbZobumFw0fZ11sV7Tj9f131dtSfnuCfHI3dJbVsamvKjtHGblJQkhYdJbVvYFyBv09ze78sfpJ2x9tf3pqvsi4QbhjT+a+nTKdLpbIHc19fQFf2k/z7EtBmUPmTSsqtcUKCpLftNZLLLSDe3lw/J5cyPRccMdLGvvPaXmc/+yKRAwXkqj27ZYdPzY+x36+5c+GVrS0xer0f1qoY6tLKfAF+yyvkmNxmZNo16y9Bvk53XOyePll1eX4wErOLqxjXT3s//qsjxz0xRwpGTpvaDO4/o4M4jWvH7Wn28doxCwoOdHu92VSenYqRkP1M9dfRPmjr6p1yPd+XIS1WvdR1J/y4Qvn6PgsOCNHbRy6pezzzlp2KVcD024X6Vr1Be098vxAJ0gJdzdTc+yT7N+cfPpNo17F+fTJRuvN/Q7n3nQ0hmpk0//m7osXssGGgexnx0fl0df39DLz9e9Onj5Vy8F83t7oqu3p8Glze39ehk/8jN0TjnRcLPnd1//UPpi+/NTyQz06Zpf0q79hma/J4UYJ5VCACWO+viykO/XP7I+Pmbz+akJJ316DFdXTl5bn+ubsDoW4DnQCYFCqak8mhMLenmYYYkKTXVfuOaNRudC3g7Ym2663FD//uvvajpDXJ7PVo2MTTh7fPFv607pWvuMZSefv757D9k09JVhrrnyJ7k0bLJ6++m7W6pqalKTEx0+khNdf0HHBeOhu3qqmnnhk5tx/Yf16Kflue7ratCZHZH98Zp5iTz1K6iLHYeXjlMw0ddI8l+dvncAuE3PTfMEfqST53RE31f1FWVbtOsLxc4tr39tRtNV2gCpVlIsOv2K/qfD36SfRqGqzv4rfunZMZVUOs2ST9mO99xz81SvTpF318FF6/HmVzeH6ekmNtyez3z8r8Pz6+HdG6R8O27nIPf7dcbWvqLoXdGGfL3s4fqDZtt+u7nwh8PKEvIpN7D1RqH5YJdX23oqr0oayS685i5Hb8knwOZFLArqTzatKH0zAP2jxcfkz5/U5r/g3RpL8Opn/2KQufldjwpt9fj1mudr0JsXF/q183cb+2mwh+TPFo6eX0x0tfXt0Af5cqVU40aNTRw4EBNnTo11/299tprCgsLc/p47bXXcu2PC4OrqyJ/+Wim29a12bfFfGeJ0KjCh7C7xwx3XGH5+VNTHMGx57VdHX1++2y21s79R4nxp/XRI5OUlpouyT4dqPOVHYoyfMArValkXysmp5ha5r6upr/En3T/mAojdt/5hbx9fAwdT5BGv+/88ets83Ybt5x/fMW68+3ZA+858SdcH/u4i3ZX2+dl6Wrpz3n28V+UbZHw37Ld0yMqwtAjd9oD+KW9pF7nf1Xp97mFOx7gaWTSsuvQziOmtopVwlz2Da8SXqDtrTzmsX3HHXkvv/0FlAtQcKh5XmJhnwOZFLCzMo+GVpBef0YKC3U+XlKyTX/nfw2NJapXcd3u6rnXjTa3JeSSXXNDHi29vL4YWatWLdWuXVuGYTg+wsPDFRYW5tRWtWpVJSQk6I8//tDNN9+sK664QpmZ5nloTz/9tE6dOuX08fTTT3vgmcFbhFcKVY9rOju1paak6bdPXVQBiqhCRfMposJO6WnRrYn63vzvAuGLt+qvL+ZLst+lO6rG+bUuty7f4fj89Ikkp3BZp5mLv4pAKRVU3nWwKeg059xu7uIJWVk2fT3dpsk/OH8sWWV+Mrv2nn98y/kfdzVrZN5v7D7Xx9u919zWtKG5LTfpGdIrY+2f+/kaevbh84/t3OM8Jt9sswFbNnHdDygNyKRl147V5vXBazaq7rJv7SbmMzc71sZ69JiZGZnas9H8C79WY/N2rvZ1Mi5RcQfi8xxvdmRS4Dyr82hAgFSnprn9wOHC7aekuMqjklTQVYgK83qQR0s3ry9G7ty5U61bt1Z0dLQmTJig06dPKz4+XgkJCTp9+rQmTJigmJgYtW7dWqdOndLSpUvVqlUr/fbbbxo3bpxpf4GBgQoNDXX6CAx0PYUBF4aBd/dTQLkAp7Y5UxbqdEIeq+/+q1GH+qpUKyrffl2HdDS1Hdl9tMBj9PH10QMf3CHJHjjfHzne8VjORctzTrPJ/nVuC5wDpdXFLi6s2O2iAOeqKBddyCsBvV03868ZrVovpeW4WObYcXPwCipvX1C8oCZ9K8eaRzddJTXItupESrbzLDmnjmf/+mzhl1gDPIpMWnbt2bRfR/Ycc2qrUDFEDdvVNfVt17elqW35b6s9fswVf6z9f3v3HR1Vnf9//DXpITEQIISYaghBugoooNQooNLLF0VdgoqCLqi7sMiiSBF1i8pW1oZYWH4qTVaaSJMiCgqISocYCCRKqAk15PP7IydDhpmEBCZ3JsnzcU7Oye3vGZ2bF+8793Od1rnFxXYtujif7L9Z+N0V6y1EJgWcuSuPurhu5eT8eSnd+aY7ecufj5o1Cp70fTlX74eri+NluVOHPFqxeX0zcsqUKVqxYoXWrl2r1NRUhYRc+j8nJCREqampWr16tVasWKGXXnpJt912m+bOnavAwEDNnDnTg5XDan9dMUHL8j9x+ImMjyhxG18/X3V/vIvT/Hl/L92g2o3aJuvdHX/TE38bophk56vZ1a4L1tNvPK6Gt9V3Wvb1otIHvz4j79ENTQsuuf3vP59r79Y0+7KT2ad0scjt5GG1Qh22Dat1nf33E7+eLPUxgYqgr/MIC1rwuWNIO3FKev8T5/UuHxzbneYtlhp2sDn8/PPd8jueVBDeWjZ3DH8nTtn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      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    TOR_dict['Model'].eval()\n",
    "    y_test_pred = TOR_dict['Model'](real_test_dataset.data)\n",
    "    y_test_pred_labels = torch.argmax(y_test_pred, dim = 1)\n",
    "    \n",
    "    real_test_confusion_matrix = confusion_matrix(real_test_dataset.label, y_test_pred_labels, normalize = 'all')\n",
    "    \n",
    "with torch.no_grad():\n",
    "    TOS_dict['Model'].eval()\n",
    "    y_test_pred = TOR_dict['Model'](fake_test_dataset.data)\n",
    "    y_test_pred_labels = torch.argmax(y_test_pred, dim = 1)\n",
    "    \n",
    "    fake_test_confusion_matrix = confusion_matrix(fake_test_dataset.label, y_test_pred_labels, normalize = 'all')\n",
    "    \n",
    "fig, ax = plt.subplots(1, 2, figsize = (16, 8))\n",
    "    \n",
    "for idx, data in enumerate([real_test_confusion_matrix, fake_test_confusion_matrix]):\n",
    "    sns.heatmap(data = data, ax = ax[idx], cbar = False, cmap = 'viridis', annot = True, robust = True, \n",
    "                annot_kws = {'weight':'bold', 'size':20}, xticklabels = classes, yticklabels = classes, \n",
    "                linewidth = 0.5, fmt = '.2%')\n",
    "    ax[idx].set_xlabel('Predicted', weight = 'bold', size = 15)\n",
    "    ax[idx].set_ylabel('Real', weight = 'bold', size = 15)\n",
    "    ax[idx].tick_params(axis='x', labelsize=15)\n",
    "    ax[idx].tick_params(axis='y', labelsize=15)\n",
    "    \n",
    "    if idx == 0:\n",
    "        title = 'Real Data: Test Set'\n",
    "    else:\n",
    "        title = 'Synthetic Data: Test Set'\n",
    "        \n",
    "    ax[idx].set_title(title, size = 20, weight = 'bold')\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d5d275a",
   "metadata": {},
   "source": [
    "According to the confusion matrices, the rate of **False Negatives**, i.e., malignant cancers classified as benign, is zero for the TOS model while it is not entirely negligible for the TOR model; in any case, **1.75%** of the total test set **(57)** is just one case. This gives us hope, as false negatives are the most critical type of error for a medical classification task since not monitoring correctly or not intervening in such a case could lead, in the worst case, to the death of the patient."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5489ecd3",
   "metadata": {},
   "source": [
    "The last step in the protocol is the cross-comparison where both models will be tested on the other complete dataset. To do this we are going to bring together the various sets we created earlier with the division into train, validation and test."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "745fdcd6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:50.843817Z",
     "start_time": "2025-02-22T13:22:50.718264Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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8PlmHEy8+krj0WLQ+3PqPHmyQ+ej3w4066OFGHWzr0zMyNGbNn9qTECt3i0UvZZsw/KU1Fyf083RzV8Pgiipf1k/nUpO15fRxu8fLAaCkjJwwVL4BmUNfnDuTqEmjppVwj6QPHvlC1etXVY2GVRUSHqSXZj5mtz7mUKzeHPahpMy7rLrdkfm+nHPC8KAK5VSzUTV5+Xgp7ugp7V6/XxnpGZfuhQDFhBoDpc3Ubav14Zblir3g+IOf3tWi1LPaxScDx61frGPncx8Otqhiks5p5+mTigq6eJevm8Wi8R2v0/Mr5mlPfJyq+wfp5dY95Ong78ffw8uwLDe1y4WqXbYnLSQp7sJ5zd7n+MmVJUej9cHmfzWiUWaAP6pJe9swU1JmffHSqvnaEx8nd4tFY1pl3omcmpGu0aty1BchFVXe2zezvog7QX0BoEC63d5eDdvVsVt29tQ5zf+6+IbTLugxd67dpwfavKD+I3po4MO9VMYj949+Z074Q1+/8bPOnzW+F37w+JeqXr+yajSoqpCKgXrpu0fs1sccitObwz+RJNVvHalut2e+L+ecMDworJxqNqr6X31xWrs3UF/AdUpdsFGtWjVZLBZ5eGQ+9lq1alVZLJYS7hWudHfWaa5Qbz+NXj0314vfnWdOau6hHfr3+H7tSYjVudRkVfYtpw4Va2hUo6tt48JmuaZypFqHVdPKmMKPOWiRdF1EfQ2o2TjPUEOS7q7bWhV9AvTymj8Vl+y4gEpIuaC5h3Zo0dG92nzquE4mnVOAZ1lFlSuvhxt1VMsw+8mp/Dy89HCjjnpqxa92y9/euFhrTh7WoDot1Dg4XP6eXjqTnKQ1Jw9r8o6VWh97RJI0NKqVogIzi6cvdl6cMPzeem30YIN2tjvUJCktI0M/R2/WmLXzeZQcQInpdFMbtcl2x9SU57/VqWNnSq5D/zl76pxGXf2iBjzUSx0HtFblyAqyuLnpxIGTWj5nrWaO/00Jcefk5mbRyAlDbRP6TRr1uaTMQOPhScPUrp/9HbSnT8Rr6gvf2oUfgBlRY6C0uatuM5X39tXzK/801BcBHl62D+claU3MYU3/72mE4vTBluWa2LGf3bKmoZX067VD893WowBh4dB6zQ3LZuxar+Q8hup9a/0SrY45rCF1m6txyMX6YnXMYU3eukrr/hvmdli9lrZw5vPtFycMv69Ba41o1NZQX8zat0UvrfqL+gJAvpp3bahRk+zfDzMyMjT+oWnFNiRtYY5psVjU+cbW6nZHhzxDDUka8FBPhVYO0odPfqX4k/bh+dlTiRp1zcsaMKKnOvZvqcq1KsriZtGJg7Fa/us6zZz4x8X64r2LE4ZPejRzwvCgsHJ6eMJgtbvO/j3/dEy8po7+wS78AAqr1AUb+/fvz/N7oDj8eXiX9iXEyWKxyN/DS3UDw9Qg+OI4sR5u7rouor4aBVfUzfOnG57ceGvDQp108DTH/rOntf/saS08ule/9b7b7kJaknpVrVukYGN8+xt0XUR9u2WxSYlaEXNASWmpahxSyRYcuFksttcw8M8vdDrZfkitraeOq82siYbJzWMvJCr2QqL+ObFfH3UcqJ5Vo+zW96hSR89YLMqwWu2WLzq6V4uO7s217xW8/WxPcpw4f1YTNmf+p/Zcs666u25rQ/sybm66sVYT1SoXqlv/mq7UDBJ+AJeWf5CvHnh7kO37TUu36/fJC0qwR/aSzyfrmzd/0Tdv/pJrm34P9FCtJpl3yf722d/at+mAfMv56N2FL6pSzQqG9kEVyunxT++Tt5+3fvmw+IZAAYobNQYutXkHd2lvfGZ9EeDppbpBYWoQfPF91sPNXdfVqK+GIRV189yv7WqJZ1tcozAfP0lScnqanl7+xyXp8+zobWoVVkV3RhmHPMlPQi7DaeUU4OmlG/4bJipL5jBS6/PddtGRfVp0ZF+u6yt4+9lNGD5+Y+aE4c+36KLh9VsZ2pdxc9NNkY0VWS5EN8/7mvoCQK469m+ppybfJ08v+7mHpjz/vZb9sqZUHfOZafer841t7JadjonXpqU7dCExWVEtaqp6/SqSMp9o7XxjG9W5qoZGdXlZCXHn7LZLPp+ib96ao2/empPr8frd3021Gv9XX0xZqH2bD2bWF389r0o1wwztg8LK6fGPh8vbv6x++Wh+3icByEepCzaKW3JyspKT7ec18PJy/rFZXJ6+2WO8kG4cHK6Prh6ocJ8A27Lq/sF6qklnPbXyN7u2jkKN7I4kxmvmvk0aVtf+gjp7cVNQfavVM4QaG+OOatCCb2xzd1gkPd+8u4ZGXZxAvLp/sJ5s0ln/W2VfIDkzRNWEzUsNwUaAZ1lV8wu0G3vXGc816ya//x5Zz5owPKpcebtQ45Nty/XxtuVqV6G63mt3vTzd3XVVaGXdFtlMX+4qnosHAMjNkDE3K6hC5li1yUkpGv/A5BLuUcEEhgXorv8m9Dt94uKE4Xc8298WaiTGn9fLt47Xvk0HdN+4O9Xtjo6SpGGv3qJFPyxX/MmEkuk8UMpRYyCnGbs3GJY1DqmoTzoPULjvxfqiRkCwnmrWSU/++7sk6arQSrolsolt/fub/tXe+OKdlDa751f+qZ1nYjWqcXvbPH7ZnUxK1Ozobbq7fku75adyeSI8p1sim8jHw37y8T8O7NSJpHO5bOG8F1p2tdUXWROGRwWWtws1Pt6yQh9tWaH24REa36FfZn1RvrJur3OVvshljg8AV7a+d1+jEe8Osk2knWXK6O81c2LxBM+FPWanga0MocbONfv0TL9xOp+QeXOrxWLRfW/erv4P9rC1qVSrgoa9dJPGP1SwIXYDwwJ01//6S8oMT7ImDL/j6X62UCMx/rxevmOS9m0+qPtev902ZNWwMTdp0cwVhidFgIJwy7/J5eX1119XuXLl7L5ef/31ku4WSqFNp47p1bV/GZb3qlZXboUYumBPfKxhWbCXj4OWzrmhRkPDsombl9pNSG6V9M7GRYanKfpG1C/Ua9ibYHwNkhRUwNfRrkJ1XftfKLM824Th11W/GNScTDqntzYuUnzKBf1xaIf+PrLbtu7aiHoF7ToAFFnVupVs/445FKvr7uum+9+60+6rUs2Khu363d/Dtt6zrIdh/aVyzxt3yC/QOGF4p5suFj+/T1mgDQu3KiHunD5+YrpSklMlSWV9vAyPkQO4iBoDztgUd1wvr/7bsLx3RJTt2rxWuRDbv9MzMlTe21ejW3S1++pXo75hH01Cw23rW1eoalhfENN3rlP7nz7SkL++17h1i/TxlhV6d8NS3b1gptr/+KG2njph2GaLg2U5WSTd5eBpkM+3F/2GpXYVI3Rt9cwaYfnxA7YJw/vVuFg3nEw6p3HrFys+5YJ+P7BTfx2+WF9cV536AoDRbU9ep4cnDLELGNLTMzTpkS/0/bu/5bFlyRyzyy3tDMu+ev1nW6ghSVarVZ+PmamMHE+pXT2wtdzcCvY50T1jb71YX2SbMLxTtnDl92mLtGHRtsz64umv7esLB5OiAwVhmic2zp8/rzVr1ujYsWOGu6GyGzRoUK7rJOnZZ5/VY4/ZT6jp5eWlL398xyX9xOVlx5kYwzI/Dy8Fe/kUeCLxcjmGoZJUpLFca/gHG5YdPHfGsOx8WqpOJZ9XaNmLd1z5F/o1eDtcfj7V+ddRxuKml1pk3hmQOWH4xaFNape7OFnh5lPH7AKZDXFH1LtaXUlSnWztAKAkVK1TSVXrVMq/oaSOAy7eKTr91Z+UciG1uLqVq4Yd6qrb7ZnD/21dvkvzp2fOmeEX6KPQyhf/P9mx+uIQgmdPJ+rY3hOK+O9R9Yh6lS9hj4FLo7hrjM+/e88l/cTlY+eZk4Zlfh5eCvHyMTwF7u7mpkF1nQuVaweGqnZgqCTpcGK8Vp44VKR+JqenadHRfVp01Dj0U4+qtQ3L1sQcznef3avWVjX/QLtlG2KP2ubHKKwyFje9nH3C8JUXhzapE3ixbtgUd9y+vog9qj4R/9UX/507AMhy3xu3a8DInnbLUpJTNW74J1o6a3WpPGblSONNVsf2Gz/XupCYrIS4cwosf/EJQt8Ab5ULDdDpmHin+tqwfZS63Zb59MXW5bs1/+vM4f/8An0UWinI1m7Hmhz1xb4YW11BfYGiMkWwMXr0aL333ns6fz73x1utVqssFku+RYeXlxePhUNuDuaEcCS3D9CTs81D0TgkXLFJiTp6Pu/hOXIO4SRJhxwEEc5KdTC5XlW/QO1NsH9U3aeMh8MnQ7K/Bi/3MmpXIUIL85gTQ5J6OXgNaRkZOpLo3H98kjS8XmtFlsssHL7YuUa7sz3J4u1+8U7m7E+eSNLZlIvfl3UvuTueAcBs3NzdNHL8EElSelq63v9vwnBJ8vKxvyY6n2B/rZV115WjtoDZUWPAlZytL2rn8gF6znnuSqtmoZXUPUewcfhcvJYd25/vtoMdhDTTXPC0xj0NWinyv/P6+fa1dvVFWfeLH3lkrydyfk99ASCLm7ubHv9ouG3IpCyJCUkac9sEbVy8vdQeMy3V+H9JxYjyOrTzmN2ysr5eCgjxM7TNeprCmf6OfPcuSf/VF499aVvn5Z2jvoi3n9+V+gKuVOqDjXHjxunVV19VmTJldO2116pOnTry8zP+8QEFEVWuvF5r3Udf7lqj+Yd2OZxfoklIJT3fvJth+bHzCXYfujcPraInm3TWt3s3aPqutYo+e8quvV8ZTz3brKuahhqT6IVH9hiWDazRSG+1vc5u2YTNS22Ta2fZf/a0ogLtJ2J6qGEHrY45ZPckyONNOhuGnYq9kGj3Gjzd3DWl8y1afuKApu5YpYVH9xgKs95V6+qpptcY+rvm5CGn5ueQpHAff41okPkf9fFsE4ZnyT42b2COp0OCvLwdtgMAVxj353NqcrX90B6DokbpxAHHQ/CZyQ0jeqpGw8xhSX799C/t23TAti4h7pzS0zNsj7r7B9tfY/lnK3jiY5lfA5cPagy4Wt3A8nqtbS99uWOd/jy0S+c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      "text/plain": [
       "<Figure size 1600x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "full_real_scaled = np.vstack([X_real_train, X_real_val, X_real_test])\n",
    "full_fake_scaled = np.vstack([X_fake_train, X_fake_val, X_fake_test])\n",
    "\n",
    "full_target = np.hstack([y_real_train, y_real_val, y_real_test])\n",
    "\n",
    "full_real_bc_dataset = BreastCancer(full_real_scaled, full_target)\n",
    "full_fake_bc_dataset = BreastCancer(full_fake_scaled, full_target)\n",
    "\n",
    "TOR_dict['Model'].eval()\n",
    "TOR_test_on_fake = TOR_dict['Model'](full_fake_bc_dataset.data)\n",
    "TOR_test_on_fake_labels = torch.argmax(TOR_test_on_fake, dim = 1)\n",
    "    \n",
    "TOS_dict['Model'].eval()\n",
    "TOS_test_on_real = TOS_dict['Model'](full_real_bc_dataset.data)\n",
    "TOS_test_on_real_labels = torch.argmax(TOS_test_on_real, dim = 1)\n",
    "\n",
    "trained_real_test_fake_cf = confusion_matrix(full_fake_bc_dataset.label, TOR_test_on_fake_labels, normalize = 'all')\n",
    "trained_fake_test_real_cf = confusion_matrix(full_real_bc_dataset.label, TOS_test_on_real_labels, normalize = 'all')\n",
    "\n",
    "fig, ax = plt.subplots(1, 2, figsize = (16, 8))\n",
    "    \n",
    "for idx, data in enumerate([trained_real_test_fake_cf, trained_fake_test_real_cf]):\n",
    "    sns.heatmap(data = data, ax = ax[idx], cbar = False, cmap = 'viridis', annot = True, robust = True, \n",
    "                annot_kws = {'weight':'bold', 'size':20}, xticklabels = classes, yticklabels = classes, \n",
    "                linewidth = 0.5, fmt = '.2%')\n",
    "    ax[idx].set_xlabel('Predicted', weight = 'bold', size = 15)\n",
    "    ax[idx].set_ylabel('Real', weight = 'bold', size = 15)\n",
    "    ax[idx].tick_params(axis='x', labelsize=15)\n",
    "    ax[idx].tick_params(axis='y', labelsize=15)\n",
    "    \n",
    "    if idx == 0:\n",
    "        title = 'Train on Real Test on Synthetic'\n",
    "    else:\n",
    "        title = 'Train on Synthetic Test on Real'\n",
    "        \n",
    "    ax[idx].set_title(title, size = 20, weight = 'bold')\n",
    "    \n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc7b5f22",
   "metadata": {},
   "source": [
    "Looking at the confusion matrices we notice consistency between the two models at the performance level, which is a good result according to the protocol. Obviously this rate should be 0, and probably a different model (i.e., a decision tree) would work better with this kind of data.\n",
    "\n",
    "Overall, we obtained a good result since the two classifiers behaved similarly, meaning that the generating model was able to preserve the most important information in the original dataset without introducing bias or artificial patterns."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdb9db07",
   "metadata": {},
   "source": [
    "The analysis conducted so far has shown that although for four features the Wasserstein distance exceeds the threshold of 1, their graphical overlap with the actual data appears satisfactory. In addition, comparison of the correlation matrices, both overall and broken down by class, shows a mean absolute difference of less than 0.1, suggesting that the relational structure between the variables has been preserved in the synthetic data.\n",
    "\n",
    "However, these results are based on single feature level analyses and linear correlations. To gain a deeper understanding of the latent structure of the data and to check whether the synthetic data retain the same principal components as the real data, the next step will be the application of **Principal Component Analysis (PCA)**. This will allow us to:\n",
    "- Identify the dimensions along which the real and synthetic data vary the most.\n",
    "- Assess whether the principal components of the synthetic data reflect those of the original data.\n",
    "- Visually analyze the distribution in the first principal axes to check the preservation of the overall structure of the data.\n",
    "\n",
    "This analysis will help us further validate the quality of the synthetic data and identify any structural discrepancies that may not be apparent from single feature analyses alone."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5408e67",
   "metadata": {},
   "source": [
    "## Principal Component Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26b954e1",
   "metadata": {},
   "source": [
    "We will use **Principal Component Analysis (PCA)** to reduce the dimensionality of the data and identify underlying latent structures. PCA creates new variables, called principal components, which are linear combinations of the original variables and capture most of the variance in the data. This will allow us to compare the distribution and structure of the synthetic data against the real data, checking whether they preserve the same relationships between features. Specifically:\n",
    "\n",
    "- **Numeric Analysis:**\n",
    "    - Comparison of variance explained by principal components\n",
    "    - Distance between principal components via cosine distance\n",
    "    - Similarity in PCA coordinate distribution using Wasserstein distance\n",
    "    \n",
    "- **Graphic Analysis:**\n",
    "    - Screeplot\n",
    "    - Bivariate KDE of the first major components\n",
    "    \n",
    "This entire phase will be conducted on the first **5 components**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e7bc22eb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:50.910938Z",
     "start_time": "2025-02-22T13:22:50.845469Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "components = 5\n",
    "\n",
    "pca_real = PCA(n_components = components)\n",
    "pca_fake = PCA(n_components = components)\n",
    "\n",
    "real_data_pca = pca_real.fit_transform(real_bc.select_dtypes('number'))\n",
    "fake_data_pca = pca_fake.fit_transform(fake_df.select_dtypes('number'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4607e2b7",
   "metadata": {},
   "source": [
    "### Explained Variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e40a6dbe",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:50.936292Z",
     "start_time": "2025-02-22T13:22:50.914318Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_8a9c4_row0_col0, #T_8a9c4_row1_col0 {\n",
       "  background-color: #fde725;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_8a9c4_row0_col1 {\n",
       "  background-color: #46075a;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_8a9c4_row0_col2, #T_8a9c4_row0_col3, #T_8a9c4_row0_col4, #T_8a9c4_row1_col2, #T_8a9c4_row1_col3, #T_8a9c4_row1_col4 {\n",
       "  background-color: #440154;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_8a9c4_row1_col1 {\n",
       "  background-color: #450457;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_8a9c4\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_8a9c4_level0_col0\" class=\"col_heading level0 col0\" >Component 1</th>\n",
       "      <th id=\"T_8a9c4_level0_col1\" class=\"col_heading level0 col1\" >Component 2</th>\n",
       "      <th id=\"T_8a9c4_level0_col2\" class=\"col_heading level0 col2\" >Component 3</th>\n",
       "      <th id=\"T_8a9c4_level0_col3\" class=\"col_heading level0 col3\" >Component 4</th>\n",
       "      <th id=\"T_8a9c4_level0_col4\" class=\"col_heading level0 col4\" >Component 5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_8a9c4_level0_row0\" class=\"row_heading level0 row0\" >Real</th>\n",
       "      <td id=\"T_8a9c4_row0_col0\" class=\"data row0 col0\" >0.982045</td>\n",
       "      <td id=\"T_8a9c4_row0_col1\" class=\"data row0 col1\" >0.016176</td>\n",
       "      <td id=\"T_8a9c4_row0_col2\" class=\"data row0 col2\" >0.001558</td>\n",
       "      <td id=\"T_8a9c4_row0_col3\" class=\"data row0 col3\" >0.000121</td>\n",
       "      <td id=\"T_8a9c4_row0_col4\" class=\"data row0 col4\" >0.000088</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_8a9c4_level0_row1\" class=\"row_heading level0 row1\" >Fake</th>\n",
       "      <td id=\"T_8a9c4_row1_col0\" class=\"data row1 col0\" >0.988461</td>\n",
       "      <td id=\"T_8a9c4_row1_col1\" class=\"data row1 col1\" >0.010266</td>\n",
       "      <td id=\"T_8a9c4_row1_col2\" class=\"data row1 col2\" >0.001033</td>\n",
       "      <td id=\"T_8a9c4_row1_col3\" class=\"data row1 col3\" >0.000139</td>\n",
       "      <td id=\"T_8a9c4_row1_col4\" class=\"data row1 col4\" >0.000085</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1513b3940>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_label = ['Real', 'Fake']\n",
    "\n",
    "real_ev_ratio = pca_real.explained_variance_ratio_\n",
    "fake_ev_ratio = pca_fake.explained_variance_ratio_\n",
    "\n",
    "pd.DataFrame(np.vstack([real_ev_ratio, fake_ev_ratio]), \n",
    "             columns = [f'Component {component + 1}' for component in range(components)], \n",
    "             index = data_label).style.background_gradient(cmap = 'viridis', axis = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "279b073c",
   "metadata": {},
   "source": [
    "PCA analysis shows that the distribution of variance among the principal components is highly similar in the real and synthetic data. The first principal component captures nearly all of the variance **(98.2% in the real data, 98.8% in the synthetic data)**, confirming that the dominant latent structure has been well preserved. However, the second component explains slightly less variance in the synthetic data **(1.6% vs. 1.0%)**, suggesting a small loss of secondary structure. This could indicate a slight rigidity in the generative process, leading to reduced variability in minor features. To further assess this, we proceed to examine the alignment between components using cosine distance."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c18c745",
   "metadata": {},
   "source": [
    "### Cosine Distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1627d2df",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:50.947902Z",
     "start_time": "2025-02-22T13:22:50.938328Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cosine distance for component 1: 0.0000\n",
      "Cosine distance for component 2: 0.0014\n",
      "Cosine distance for component 3: 0.0030\n",
      "Cosine distance for component 4: 1.9169\n",
      "Cosine distance for component 5: 1.9158\n"
     ]
    }
   ],
   "source": [
    "from scipy.spatial.distance import cosine\n",
    "\n",
    "for idx, component in enumerate(range(components)):\n",
    "    print(f\"Cosine distance for component {idx + 1}: {cosine(pca_real.components_[component], pca_fake.components_[component]):.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "409bc0d9",
   "metadata": {},
   "source": [
    "The first three components have a cosine distance very close to zero, indicating high similarity between the principal directions of variance in the real and synthetic data. This suggests that the generative model captured the dominant latent structures in the data well.\n",
    "The fourth and fifth components, however, exhibit very high distances **(1.9169 and 1.9158, respectively)**, suggesting that these variance directions differ significantly between the two datasets. Nonetheless, since the first components explain almost all of the variance **(>98%)**, these discrepancies may have a limited impact on the overall data structure."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86309256",
   "metadata": {},
   "source": [
    "### Wasserstein Distance"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cdcdbb8",
   "metadata": {},
   "source": [
    "Standardization of the components is necessary to prevent WD from being dominated by the components with higher variance. By normalizing to unit variance, the distance reflects real differences in the distributions and not just the original scale, making the comparison more fair and interpretable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "97dcd04b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:50.969412Z",
     "start_time": "2025-02-22T13:22:50.951075Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_39385_row0_col1 {\n",
       "  background-color: #fff5f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_39385_row1_col1 {\n",
       "  background-color: #e63328;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_39385_row2_col1 {\n",
       "  background-color: #fcb79c;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_39385_row3_col1 {\n",
       "  background-color: #67000d;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_39385_row4_col1 {\n",
       "  background-color: #dc2924;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_39385\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_39385_level0_col0\" class=\"col_heading level0 col0\" >Feature</th>\n",
       "      <th id=\"T_39385_level0_col1\" class=\"col_heading level0 col1\" >W Distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_39385_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "      <td id=\"T_39385_row0_col0\" class=\"data row0 col0\" >Component 1</td>\n",
       "      <td id=\"T_39385_row0_col1\" class=\"data row0 col1\" >0.049311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_39385_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "      <td id=\"T_39385_row1_col0\" class=\"data row1 col0\" >Component 2</td>\n",
       "      <td id=\"T_39385_row1_col1\" class=\"data row1 col1\" >0.131439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_39385_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "      <td id=\"T_39385_row2_col0\" class=\"data row2 col0\" >Component 3</td>\n",
       "      <td id=\"T_39385_row2_col1\" class=\"data row2 col1\" >0.082486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_39385_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "      <td id=\"T_39385_row3_col0\" class=\"data row3 col0\" >Component 4</td>\n",
       "      <td id=\"T_39385_row3_col1\" class=\"data row3 col1\" >0.174529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_39385_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "      <td id=\"T_39385_row4_col0\" class=\"data row4 col0\" >Component 5</td>\n",
       "      <td id=\"T_39385_row4_col1\" class=\"data row4 col1\" >0.135763</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x1510c5180>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "std_scl = StandardScaler()\n",
    "real_data_pca_scld = std_scl.fit_transform(real_data_pca)\n",
    "fake_data_pca_scld = std_scl.transform(fake_data_pca)\n",
    "\n",
    "real_pca_df = pd.DataFrame(real_data_pca_scld, columns = [f'Component {component + 1}' for component in range(components)])\n",
    "fake_pca_df = pd.DataFrame(fake_data_pca_scld, columns = [f'Component {component + 1}' for component in range(components)])\n",
    "\n",
    "utils.calculate_wasserstein_distance(real_pca_df, fake_pca_df).style.background_gradient(cmap = 'Reds')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e05500a",
   "metadata": {},
   "source": [
    "The Wasserstein Distance now shows a low discrepancy on the first component, indicating that the generative model captured the main structure of the data well. The other components show moderate but small differences, suggesting that secondary features were also more consistently reproduced than in the previous analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d83b90b9",
   "metadata": {},
   "source": [
    "### Screeplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "2c3228fc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:22:51.180698Z",
     "start_time": "2025-02-22T13:22:50.971290Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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mZndMixYtjGvXrtn1//33342JEyfatDlafkqS4efnZ+zatcumb0RERPyyIvcvRePm5mb8/PPPNv1DQ0ON4sWL2/Tz8PAwLly4EN/n1q1bRo4cOWz6+Pr6Gn/99ZfNuY4fP27kzJnTpl/evHmNiIiIJN3/ux62ZFJ4eLixceNGu6V/7n6tXbvW5nyJWX6qc+fOdn0qVKhgXL16Nb5PVFSU8fLLL9v1q1q1qt1reOutt5K0pMpd9x+TEstPNWzY0OjVq5fRo0cPo1WrVg6Xm+nYsaPD84WEhNgtp1SoUCHjxIkTNv22bdtmeHh42N3P++3YscM4cOBAgvmjo6MdLjG2d+9eu77Jde+uX79ul71FixZ2/cqUKWN3H+4dC+5/Tz311FNGTEyM3XmioqKMzZs3Gz169DBCQ0OTnHfGjBl2r93X19dh34ctl3T/Pdu+fbtdn/LlyxuXLl2y6bd06VK7pcheeOEFu+s7ej96e3sbu3fvju9z6tQpu/FEkrFnzx6bc3Xt2tWuz/Dhw22+B1FRUcYrr7xi1+/HH3+0OZej5ackGUWLFjVOnjxp0/fepfpOnz5tbN68+YFLOk2ZMsXuvFOnTrXrl9RlnZJzfD5w4IDD179o0SKbc82ZM8dhv9RcfsowHN9TPz8/u37Lly+3e6/e6+TJk4avr+9DxylHORMzviTn9QEAQNrFTA0AAGCqcuXK6dtvv1W7du10+/bth/a/evWq+vfvrz/++EOLFy+2+cvx5cuX2238GRAQoO+//16enp5256pZs6Zq1qyZqJxTpkyx+wvouzNGDh8+bLcUTZs2beJnEtyVK1cu9enTR926dYtvi4iI0M8//6yOHTtKsm6ee/XqVZvjevbsqSpVqti0FStWTG+//bY+/PDD+LaLFy9q69atevbZZxP1mh6mQ4cODjfSvV+tWrXUoEGDJJ3bMAz9+OOPdu3Tpk1T9uzZ4x+7urrq008/1U8//WTzvf3rr7907ty5BDdjTmqWlLZ27doEl2rx8/NTv379ElxWa8WKFXazD0aOHGk3O+app55SixYt9L///S++be/evTpx4oSKFi0a31a1alVJ1o2e//jjDx05ckT//vuvbt26Fb+czo0bN+xy7N69W+XLl0/Eq006X19fvfDCC/r+++/j21avXq3r168rW7ZskqRDhw7Z/cV6u3btbMYAHx8fm+fDwsIUFhZm856SrO+rZ555Rs8888wj5b1+/bpdm7e39yOd636ONkmfMmWK3YbiL774oqpWrWrz1/KrVq3S7du35eXl9cBrvPPOO6pYsWL844CAADVu3FjffPONTb/Tp0+rQoUKkqw/J0uXLrV5vnDhwvEba9/l6uqqkSNH2rwPJetstpYtWz4wl2RdLiowMNCm7d57W7hwYRUuXFiGYWj37t3av3+/QkJCdOvWrfjZEQm9fx9Xco7Pv/zyi935GzVqpFdeecWmrUuXLpo3b16CsyJSy/0/W5IcLpt1d2bYhQsXtH37dh0/flw3btzQ7du348faLFmy2HyPDhw4oJiYGLm4PP7HE2ZfHwAApA5+awMAANO1atVKVapUUVBQkL777jvdvHnzoccsW7ZM8+fPjy8GSNKff/5p1+/NN990WNBICg8PD7Vp0ybB5x1dd+HChVq4cGGizr9t27b41+HoXGPGjNGYMWMSfa7kKmokRtGiRe0+vEyM06dP69KlSzZtPj4+Dj9kzpUrl6pWrarff//dpn3nzp3JUtQw24svvqjOnTsnuDSPo/dEx44dbd77D7Jt2zabokZ4eLhGjBihzz77zOG+FQm5fPlyovs+irfeesumqBEVFaUff/wxfnkpR0tPvfXWWzaPn332WU2ZMiX+8eHDh5U3b16VKVNGJUqUUIkSJVS6dGnVqlXrsd47vr6+dm1JuZcP4uj7ndif6aioKO3evVtPP/30A/vdv6yXZF2O7H73fmh9+vRpuyWqzpw5k+glye5dXiwhgYGBql279kP7zZ49W0FBQQ73pUlIcrx/k3N8vn9vGElq3Lixw+MaN25selHD0e9lRz8He/fu1fvvv68NGzYkumAcGxura9eu2e2x9SjMvj4AAEgdbBQOAADSBH9/f82ZM0eXLl3Shg0bNGrUKDVp0iR+A2BHFixYYPP433//tetTsmTJx85WokSJB+7jcf+H80l1b+7kPFdK8vb2Vo8ePbR7927lz58/ycc7ep0FCxZM8IP9QoUK2bUlZnPx9GDu3LmqVq1agq8nOd8T0dHRatiwoaZMmZLkD+ETM5PqcTRq1MjuvXRvkeP+okbNmjX1xBNP2LQ1a9ZML7zwgk1bVFSU9uzZo++//16jRo1SmzZtVLBgQVWvXl0///zzI2XNnTu3XduNGzfs/opfsu4306tXL/Xq1StRM59SYwwoXLiwXZuHh4dd2717Z6RGLkebUd/v/fff17vvvpukgoaUPO/f5LwHV65csXs+of1+0sI+QI42e7+/CPDnn3+qVq1a+u2335I8Ay45vj9mXx8AAKQeZmoAAIA0xd3dXXXr1lXdunUlSTExMVqzZo169eplt3HugQMHHnq+h21MmxiO/ho1OSXXX3gn97kaNmyo0qVLS7LeRy8vL+XIkUNPPvmkatSo8VjL7Tj6wCk5vldp1fz589W+fXtdunRJP/30k/r27Wvzl88nT55Uu3bt9Ouvvyb7te99T3z22Wd2G44nVkov0+Xk5KQ33njDZsme9evX6/Llyzp79qyCg4Nt+t+7Qfi9lixZorlz52r27Nnau3dvgrl37Nih5s2b6/vvv7db8udhqlWr5rB948aNatWqlU1b6dKlNXXqVEnW2Q6ONohPTokZA/z8/OzanJ2dUyJOvMTkethYe/DgQX388cePdP3UWGbuYR52DxIaA9NC9vs3ppf+fym7u7p37/7IxYHkeI1mXx8AAKQeihoAACBNc3FxUbNmzZQtWzbVqlXL5rk7d+7YPHb019NHjhx57AwP+7Dd0XVr1qxp94FPQooVK/bAczVp0kQlSpRI1LkS+rD1UbRt2zbBD44fl6PXefbsWRmG4fB+nz17NlHnSOty5cqlTp06KVeuXHYzCtasWaOVK1fq+eeft2l39DpfeeUVh8sFOVK9evX4f//00092zz/33HMaOXKkSpQoEb9u/pw5c9S1a9dEnT85tW/f3qaoERMToyVLlujUqVM2/Tw9PRMsRDg5OalLly7q0qWLLl++rL179yo4OFjHjx/XH3/8YbOMj2EYGj58eJKLGgEBASpevLiOHz9u0z5jxgy7okZS5c6d227c6tSpk7JkyZKo40uVKvVY10+Io/ehv7+/XnzxxWS7xsPG2uXLl9t9+PzEE09o2rRpqlatmrJnzy6LxaJjx44lyyy9+yXn+OyosORonJOkc+fOJTJhyli/fr3dfjaSbPZSOn/+vHbu3GnzvIuLi4KCgvTqq68qX758cnV1lSTVqFHjkYurCTH7+gAAIHVR1AAAAKaaOXOmWrdurTx58jywn6MPk3LkyGHzuHr16vryyy9t2r766isNHjzY4dIqycVR8SJbtmzxf539IIZh2HxI5+hcRYoUSdS5YmNjU/yvrZNLQECAcuXKZbOcy82bN7V161a7fTUuX76sv/76y+4c92/O6+i1x8bGJlPi5NWyZUs1atRIa9assWkfNmyYXVGjatWqdu/rKlWqqH///g+9zv3viZCQELs+X375pd0HrI72DkgNpUqVUtWqVW2+399//73OnDlj0++FF15I1AyqnDlzqkGDBjYfvr7xxhs2G2IHBwfbbEieWD179lSPHj1s2jZs2KBPPvnErj0pqlatqk2bNtm0NWrUSC+//PJDj03JMaBw4cLKnTu3zTJpN2/e1MSJEx+4PN+92R6Xo/fvuHHj1KRJE5u2xL5/kzpmJOf4XKFCBX377bc2fdasWaO+ffvaHXv/OJGaQkND1alTJ7v2/Pnz27wnHX1vmjRpogEDBti03bp1SwcPHkzUtZ2cnGyWQHvQ9yYlrg8AANIu9tQAAACmmjlzpgIDA9WxY0dt2rTJ4YcW0dHRGjt2rF175cqVbR63aNFCbm5uNm2nT59WmzZtdP36dbvjd+3aZfNX4Y/q7ibE91q1apXGjx+v6Ohoh8ccP35ckyZNUsmSJW0+jKlbt66yZ89u03fOnDn68ssvE1weY//+/RoxYoTDdfLTKovFYjdTQbJ+UHzv9yo6OlrdunVTVFSUTb+qVavabfTsaDmsw4cPJyrLvV8BAQGJeg2Pa+jQoXZt+/bts9vnoXnz5nJxsf1bpFGjRmn16tUOzxsXF6ft27fr/ffft5mlIcnu5+PuNe+1aNEiuyJKarp/dtDGjRvtZmokNIPop59+0tChQ7V//36Hz8fFxTncMDoyMjLJObt06WKzAftdPXv2VP/+/XXjxo0kn1OSw5ke3bt3t/sr9Luio6O1YcMGdenSxeHPVHJx9DN77do1tW3b1uH4KlkLkl9++aXq1Kmjr7/++rEzJOb9e/DgQbsPshOS1DEjOcfnpk2b2vX99ddftWTJEpu2efPmmVZkXLFihapVq6bTp0/bPTd69GibPxZw9L0JDg62mVF5+/ZtdejQIdHLJN7//fn3338d7luTUtcHAABpFzM1AACA6e7cuaMvvvhCX3zxhby9vVWlShUVKlRIPj4+unTpkjZt2uRwE+XXXnvN5nGBAgX03nvv2a25vnz5chUuXFjPPvus8ufPr5s3b2r37t06ePCgWrZsmSyvYfTo0WrTpo1N25AhQ/TJJ5+oRo0ayps3ryIiInThwgUdOHAgwU1us2TJokGDBmngwIHxbbGxsWrfvr1Gjx6typUrK1euXLpz547Onj2r/fv3p9sNswcPHqyFCxcqIiIivm3v3r0qXry4mjVrJnd3d/32228ON6gdOXKkXVvx4sXt2gYOHKitW7cqb968slgsypcvn829NVPt2rVVs2ZN/fHHHzbtQUFBeu655+If+/v7q3Pnzpo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",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (16, 9))\n",
    "\n",
    "plt.plot(np.arange(1, components + 1), pca_real.explained_variance_ratio_, 'o-', label = \"Real Data\", color = 'blue')\n",
    "plt.plot(np.arange(1, components + 1), pca_fake.explained_variance_ratio_, 's-', label = \"Generated Data\", color = 'red')\n",
    "\n",
    "plt.xlabel(\"Principal Component\", weight = 'bold')\n",
    "plt.ylabel(\"Explained Variance Ratio\", weight = 'bold')\n",
    "plt.title(\"Scree Plot: Real vs Generated Data\", weight = 'bold', fontsize = 20)\n",
    "plt.xticks(np.arange(1, components + 1))\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "760b3c75",
   "metadata": {},
   "source": [
    "The Scree Plot shows an almost perfect overlap between the actual and generated data, indicating that the model has faithfully replicated the distribution of variance among the principal components. This suggests that the overall latent structure of the original dataset was preserved in the generative process."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59c23bcb",
   "metadata": {},
   "source": [
    "### Bivariate KDE plot of components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "81092055",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:23:01.622814Z",
     "start_time": "2025-02-22T13:22:51.181661Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1331.5x1250 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "real_pca_df['Label'] = 'Real'\n",
    "fake_pca_df['Label'] = 'Fake'\n",
    "\n",
    "full_pca_df = pd.concat([real_pca_df, fake_pca_df], ignore_index = True)\n",
    "\n",
    "sns.pairplot(full_pca_df, hue = 'Label', kind = 'kde')\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83e7d6dd",
   "metadata": {},
   "source": [
    "The bivariate KDE plot shows a fair overlap between the distributions of real (blue) and generated (orange) data in the five main components.\n",
    "- **Component 1** shows a univariate distribution with a fair match between real and synthetic data, although the generated density seems slightly more spread out.\n",
    "- The **other components** show good overlap in the regions of high density, with some discrepancies in the outermost contours, suggesting that the model has learned the main structure well but has slight deviations in the tails of the distribution.\n",
    "- The **bivariate distributions** show that the synthetic data manage to capture the correlations between the components, although slight differences in the density contours are observed in some pairs.\n",
    "\n",
    "Overall, the generative model satisfactorily reproduces the latent distribution of the original dataset, with some discrepancies in the less dense regions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e5fc13e",
   "metadata": {},
   "source": [
    "Since the model performs well in data generation we can save everything we need for generation in an operational context."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3ce50d93",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T13:23:01.629379Z",
     "start_time": "2025-02-22T13:23:01.623664Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model saved successfully!\n",
      "Scaler saved successfully!\n"
     ]
    }
   ],
   "source": [
    "torch.save(gen.state_dict(), \"Model/BCWGAN_weights.pth\")\n",
    "print('Model saved successfully!')\n",
    "joblib.dump(min_max, \"Model/min_max_scaler.pkl\")\n",
    "print('Scaler saved successfully!')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26f0b384",
   "metadata": {},
   "source": [
    "## Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7af5a2cf",
   "metadata": {},
   "source": [
    "The project demonstrated that the use of a WGAN-GP to generate synthetic data for the Breast Cancer dataset produces samples with statistical distributions similar to the real ones. Analysis with PCA confirmed that the latent components of the generated data align with those of the original dataset, suggesting good quality in data synthesis. However, future improvements could include refinement of the network architecture to achieve greater realism and similarity for some of the features."
   ]
  }
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