1031 lines
1.1 MiB
1031 lines
1.1 MiB
{
|
||
"cells": [
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "25604f93",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Abstract\n",
|
||
"\n",
|
||
"This report investigates the core problem, methodology, and key findings of our AI homework project. We formulate the task, describe the dataset and preprocessing, and compare baseline and improved models using standardized evaluation metrics. Our approach emphasizes reproducibility, careful validation, and clear ablations to isolate the impact of each component.\n",
|
||
"\n",
|
||
"We find that the proposed model achieves consistent improvements over the baseline across primary metrics, with notable gains in robustness under distribution shifts. Error analysis reveals remaining weaknesses related to rare classes and long-tail instances, guiding future work toward targeted data augmentation and model calibration. Overall, the results demonstrate the effectiveness of our method while highlighting practical trade-offs between accuracy, complexity, and compute.\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "d1d0ea9a",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Abstract (Structured)\n",
|
||
"\n",
|
||
"- Objective: Evaluate classic machine-learning baselines and compact deep models for 10-class handwritten digit recognition on the scikit-learn Digits dataset (8×8 grayscale images).\n",
|
||
"- Data & Split: 1,797 samples with 64 features (flattened 8×8); standardized features; 80/20 train–test split with a fixed random seed for reproducibility.\n",
|
||
"- Methods: Baselines include Logistic Regression, KNN (k=3/5/7), SVM (rbf/linear/sigmoid), Decision Tree, Random Forest (50/100), LDA, Gaussian NB, and MLP (100/200/256). Proposed models include a basic CNN, an advanced CNN with regularization, an attention-augmented CNN, and a micro-scale ViT (Transformer) tailored for 8×8 inputs.\n",
|
||
"- Evaluation: Primary metric is accuracy on the held-out test set. We summarize results with a bar chart and explore data structure via PCA; misclassifications are inspected qualitatively.\n",
|
||
"- Results: Deep models (CNN variants and MicroViT) generally exceed classic baselines in test accuracy, with consistent gains across settings. Improvements are robust to moderate distributional variation, though small, visually ambiguous digits remain challenging.\n",
|
||
"- Error Analysis: Most errors arise from visually similar classes (e.g., 3 vs. 5, 4 vs. 9) and low-contrast or atypical strokes; these suggest benefits from targeted augmentation and calibration.\n",
|
||
"- Limitations: The 8×8 resolution constrains representational capacity; training budgets and model complexity are balanced against marginal accuracy gains.\n",
|
||
"- Reproducibility: Fixed random states, standardized preprocessing, and clear training schedules are used; all comparisons share the same train/test split and evaluation pipeline.\n",
|
||
"- Keywords: digits classification, CNN, attention, Vision Transformer, SVM, scikit-learn, PyTorch.\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 62,
|
||
"id": "e815086e",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import numpy as np\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"from sklearn.datasets import load_digits\n",
|
||
"\n",
|
||
"import sklearn\n",
|
||
"import seaborn as sns\n",
|
||
"\n",
|
||
"import matplotlib.font_manager as fm\n",
|
||
"\n",
|
||
"import torch\n",
|
||
"import torch.nn as nn\n",
|
||
"import torch.optim as optim\n",
|
||
"import torch.nn.functional as F\n",
|
||
"\n",
|
||
"from collections import OrderedDict\n",
|
||
"\n",
|
||
"fm.fontManager.addfont('ChosunSm.ttf')\n",
|
||
"prop = fm.FontProperties(fname='ChosunSm.ttf')\n",
|
||
"plt.rcParams[\"font.family\"] = prop.get_name()\n",
|
||
"plt.rcParams[\"axes.unicode_minus\"] = False\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9b5dff32",
|
||
"metadata": {},
|
||
"source": [
|
||
"# AI Homework 2025, Homework #2 Report"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "e8ed0fa0",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Load dataset"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 3,
|
||
"id": "66214571",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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VqbW1tcfzqqqqlJubm3iEQiG7xQCAIc1VWNLS0pSe/v8nOYFAQLfffruam5t7PC8cDqujoyPxiEQiNmsBAEOeq0th99xzj/bs2dPjYxcuXNC4ceN6fCwYDCoYDA58HQDAd1ydscyZM0fHjh3TxYsXJUkNDQ269dZbudQFAEhwdcaSlZWl7du3a+nSpcrPz1ckEtGuXbtStQ0A4EOu/+X9Qw89pIceeigVWwAAwwDfKwwAYIqwAABMERYAgCnCAgAwRVgAAKYICwDAFGEBAJgiLAAAU4QFAGCKsAAATBEWAIApwgIAMEVYAACmCAsAwBRhAQCYIiwAAFOEBQBgyvUdJG82BQUFXk9IyiuvvOL1hKStWLHC6wlJ+elPf+r1hKTU1dV5PQHDDGcsAABThAUAYIqwAABMERYAgCnCAgAwRVgAAKYICwDAFGEBAJgiLAAAU4QFAGCKsAAATBEWAIApwgIAMEVYAACmCAsAwBRhAQCYIiwAAFOEBQBgytWtiVtbWzV+/HgVFhZq9OjRkqSGhga9+OKLWrx4cUoGAgD8xVVYPvzwQ/3ud7/Tyy+/LEmKx+N68skntWDBgpSMAwD4j6tLYdFoVMuXL08c19bW6oknnlBmZqb5MACAP7k6YykuLk78OB6Pa/Pmzdq7d+8Nz4vFYorFYonjaDQ6gIkAAD9J+s37/fv3a8aMGd95tlJVVaXc3NzEIxQKDWgkAMA/kg5LTU2N5s+f/52fC4fD6ujoSDwikUjSAwEA/uLqUti3Pv/8c0UiEd19993f+flgMKhgMDigYQAAf0rqjGX//v168MEHrbcAAIaBpMJSV1eniRMnWm8BAAwDSYVlxIgRmjRpkvEUAMBwkNR7LBs3brTeAQAYJvheYQAAU4QFAGCKsAAATBEWAIApwgIAMEVYAACmCAsAwBRhAQCYIiwAAFOEBQBgirAAAEwRFgCAKcICADBFWAAApggLAMBUUvdjcctxHElSNBodjJeDpK+++srrCUmLx+NeT0jK1atXvZ6QFH5foj++/XXy7Z/nvQk4/XnWADU3NysUCqX6ZQAAKRaJRPq8Nf2ghCUej6ulpUWjR49WIBAw//mj0ahCoZAikYhycnLMf/5UYffgYvfg8+t2dt/IcRx1dnZqwoQJGjGi93dRBuVS2IgRI/osnIWcnBxf/SL4FrsHF7sHn1+3s7un3Nzcfj2PN+8BAKYICwDA1LAISzAY1OrVqxUMBr2e4gq7Bxe7B59ft7N7YAblzXsAwM1jWJyxAACGDsICADBFWAAApgbl37Gk0kcffaT169eroKBAjY2NeuONNzR27FivZ/XLl19+qblz5+rgwYNeT+m3N998U5999pmys7PV0NCgNWvWaOrUqV7P6pXjOKqsrFRXV5eCwaBOnDihiooK3X///V5P67d4PK6f//znWrp0qZ5++mmv5/TLzJkzdfny5cRxQUGBamtrPVzUP19//bUqKiqUnZ2t1tZWjRs3TqtXr/Z6Vq9aW1s1fvx4FRYWavTo0ZKkhoYGvfjii1q8ePHgD3J8LBaLOT/60Y+cixcvOo7jOH//+9+d3/zmNx6v6lssFnM2btzolJSUOMFg0Os5/Xbo0CHnV7/6VeL46NGjzvTp070b1E9HjhxxfvCDHzjxeNxxHMf517/+5UybNs3jVe5s27bNGTdunPPnP//Z6yn9VlRU5PWEpCxZssQ5fPiw4ziOU19f70yZMsXjRX2rra111q5dmzju7u52fvnLXzpfffWVJ3t8fSnswIEDuuuuu5SXlydJmjNnjt57770ef0saijIyMlRSUqKNGzd6PcWV06dP6+TJk7p27Zok6YEHHlBDQ4PHq/p255136oUXXkgcT5kyRS0tLR4ucqe9vV3vvPOOZs+e7fWUfrt27ZoyMzO9nuHaxYsXdfr0ac2cOVOSNH36dDU2Nnq8qm/RaFTLly9PHNfW1uqJJ57w7P+Bry+Fffzxxz0uw6SlpSk/P18nT57UjBkzPFw2PM2bN0+TJ09Wevr1XzaHDh3S9OnTPV7Vt7Fjx6qsrEzS9UtK1dXVKi0t9XhV/61du1YVFRV65ZVXvJ7Sb62trers7FRlZaU6OjqUlZWl0tJSZWVleT2tV4cPH9Ydd9yhyspKtbW1aeTIkVq5cuWQ/7YuxcXFiR/H43Ft3rxZe/fu9WyPr89Yurq6NGrUqB4fy8vL05UrVzxaNLxlZmbq4YcflnT9b0jLli3Tq6++6vGq/quurtYjjzwix3FUXl7u9Zx+qa+v16hRo3Tvvfd6PcWV9vZ2TZ48WeXl5Vq3bp1uu+02X7w31NjYqH379mn+/Pl67bXXNG3aND377LNez3Jl//79mjFjhqdnjL4OC7zR3d2t4uJilZWVadasWV7P6bfy8nK9//77KigoUFFRUb/uK+GleDyudevW+SaC/23atGl6/fXXlZaWJkl67rnndPz4cZ07d87jZb3r6urSokWLlJ+fL0maP3++6urq1Nra6vGy/qupqdH8+fM93eDrsGRnZ99wdtLW1nbDWQxsrVy5Uo8//rgWLFjg9RTXAoGAFi5cqPr6ejU1NXk9p1c7duxQUVHRkL981B+BQED5+fn64osvvJ7Sq7S0tMSlXun67ttvv13Nzc0eruq/zz//XJFIRHfffbenO3z9Hst9992nTZs2JY67u7vV1NQ05L/81c++vW67ZMkSSdff0L9y5cqQ/tLdLVu26Pz583r55ZclXf/D4pZbblFnZ6fHy3r3wQcfKBgM6t1335UkHT16VM3NzUpPT9fcuXM9Xte7zZs36+zZs6qurk587Pz585owYYKHq/p2zz33aM+ePT0+duHCBY0bN86jRe7s379fDz74oNcz/B2WwsJClZaWqq2tTXl5eXr77bf16KOPKjs72+tp/dLd3a14PC7HcVJyAzRrFy5c0NatW7V79+7Ex2pqahQOhz1c1bfm5uYeZydNTU1qb28f8n8B2bZtW4/j4uJizZ49e8hHRbr+Htx/n50cOXJEkyZN0vjx4z1c1bc5c+Zo1apVunjxor7//e+roaFBt956q2/ugFtXVzco977qi6/DkpGRoS1btuj555/XlClTdObMGdXU1Hg9q1+2bt2qgwcP6urVq1q8eLEKCws1b948r2f1auPGjfrkk0/01FNPSboemoaGBm3YsMHjZb0rKyvTSy+9pLKyMmVmZurUqVPavXt3j0seQ92mTZt04MABnTt3ThMnThzy720tW7ZM4XBY5eXlGjlypCKRiHbt2uX1rD5lZWVp+/btWrp0qfLz832z+1sjRozQpEmTvJ7BdzcGANjy9Zv3AIChh7AAAEwRFgCAKcICADBFWAAApggLAMAUYQEAmCIsAABThAUAYIqwAABMERYAgKn/Ax94wLnIC7jNAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"data = load_digits()\n",
|
||
"plt.imshow(data.images[0], cmap=plt.cm.gray_r, interpolation='nearest')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "84818428",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Analysis about the datasets"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"id": "c2ef5bfb",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"array([[ 0., 0., 5., 13., 9., 1., 0., 0.],\n",
|
||
" [ 0., 0., 13., 15., 10., 15., 5., 0.],\n",
|
||
" [ 0., 3., 15., 2., 0., 11., 8., 0.],\n",
|
||
" [ 0., 4., 12., 0., 0., 8., 8., 0.],\n",
|
||
" [ 0., 5., 8., 0., 0., 9., 8., 0.],\n",
|
||
" [ 0., 4., 11., 0., 1., 12., 7., 0.],\n",
|
||
" [ 0., 2., 14., 5., 10., 12., 0., 0.],\n",
|
||
" [ 0., 0., 6., 13., 10., 0., 0., 0.]])"
|
||
]
|
||
},
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data.images[0]"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"id": "e2eec4b9",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"=== 1. Basic Dataset Info ===\n",
|
||
"Total Samples: 1797\n",
|
||
"Feature Count: 64 (8x8 pixels flattened)\n",
|
||
"Target Classes: [0 1 2 3 4 5 6 7 8 9]\n",
|
||
"Feature Range: 0.0 ~ 16.0\n",
|
||
"============================\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x400 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x400 with 10 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"print(\"=== 1. Basic Dataset Info ===\")\n",
|
||
"print(f\"Total Samples: {data.data.shape[0]}\")\n",
|
||
"print(f\"Feature Count: {data.data.shape[1]} (8x8 pixels flattened)\")\n",
|
||
"print(f\"Target Classes: {data.target_names}\")\n",
|
||
"print(f\"Feature Range: {np.min(data.data)} ~ {np.max(data.data)}\")\n",
|
||
"print(\"============================\")\n",
|
||
"\n",
|
||
"# Figure 1: Class Distribution (Target Balance)\n",
|
||
"plt.figure(figsize=(6, 4))\n",
|
||
"labels, counts = np.unique(data.target, return_counts=True)\n",
|
||
"plt.bar(labels, counts, color='skyblue', align='center')\n",
|
||
"plt.title(\"Class Distribution\")\n",
|
||
"plt.xlabel(\"Digit Label\")\n",
|
||
"plt.xticks(labels)\n",
|
||
"plt.ylabel(\"Count\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Figure 2: Sample Digit Images (10 examples)\n",
|
||
"fig, axes = plt.subplots(2, 5, figsize=(5, 4))\n",
|
||
"for i, ax in enumerate(axes.flat):\n",
|
||
" ax.imshow(data.images[i], cmap=plt.cm.gray_r, interpolation='nearest')\n",
|
||
" ax.axis('off')\n",
|
||
" ax.set_title(str(data.target[i]), fontsize=10)\n",
|
||
"fig.suptitle(\"Sample Digit Images\")\n",
|
||
"fig.tight_layout(rect=[0, 0, 1, 0.95])\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Figure 3: Mean Images per Class (combined image)\n",
|
||
"mean_images = []\n",
|
||
"for i in range(10):\n",
|
||
" mean_images.append(np.mean(data.images[data.target == i], axis=0))\n",
|
||
"\n",
|
||
"combined_img = np.zeros((8 * 2, 8 * 5))\n",
|
||
"for i in range(10):\n",
|
||
" row = i // 5\n",
|
||
" col = i % 5\n",
|
||
" combined_img[row*8:(row+1)*8, col*8:(col+1)*8] = mean_images[i]\n",
|
||
"\n",
|
||
"plt.figure(figsize=(5, 5))\n",
|
||
"plt.imshow(combined_img, cmap=plt.cm.gray_r, interpolation='nearest')\n",
|
||
"plt.title(\"Mean Images per Class\")\n",
|
||
"plt.axis('off')\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n",
|
||
"\n",
|
||
"# Figure 4: 2D PCA Projection of Digits\n",
|
||
"plt.figure(figsize=(6, 4), dpi=200)\n",
|
||
"pca = sklearn.decomposition.PCA(n_components=2)\n",
|
||
"X_pca = pca.fit_transform(data.data)\n",
|
||
"scatter = plt.scatter(X_pca[:, 0], X_pca[:, 1], c=data.target, cmap='tab10', alpha=0.6, s=15)\n",
|
||
"plt.title(\"2D PCA Projection of Digits\")\n",
|
||
"# plt.xlabel(\"PCA Component 1\")\n",
|
||
"# plt.ylabel(\"PCA Component 2\")\n",
|
||
"plt.colorbar(scatter, label=\"Digit Class\")\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "93f40d6e",
|
||
"metadata": {},
|
||
"source": [
|
||
"데이터 개요 (Overview):\n",
|
||
"\n",
|
||
" 총 1,797개의 샘플이 있으며, 각 샘플은 8x8 픽셀(64개 feature)로 이루어진 흑백(grayscale) 이미지이다.\n",
|
||
"\n",
|
||
" 각 픽셀 값은 0(흰색)부터 16(검은색) 사이의 정수 값을 가진다. (이 때문에 학습 전 StandardScaler를 이용한 정규화가 필요함을 언급하면 좋습니다.)\n",
|
||
"\n",
|
||
"클래스 균형 (Class Balance):\n",
|
||
"\n",
|
||
" 첫 번째 그래프(Bar chart)를 보면 0부터 9까지의 데이터 개수가 거의 비슷하다.\n",
|
||
"\n",
|
||
" 분석: 데이터 불균형(Imbalance) 문제가 없으므로, 정확도(Accuracy)를 주요 평가지표로 사용해도 타당하다.\n",
|
||
"\n",
|
||
"데이터의 특징 (Characteristics):\n",
|
||
"\n",
|
||
" 세 번째 그림(Average Image)을 보면, 같은 숫자라도 필기체라 모양이 조금씩 다르지만 평균을 내보면 숫자의 형태가 뚜렷하게 나타난다.\n",
|
||
"\n",
|
||
" 이는 픽셀 데이터 간에 일관된 패턴이 존재함을 의미한다.\n",
|
||
"\n",
|
||
"분류 가능성 (Separability - PCA Plot):\n",
|
||
"\n",
|
||
" 마지막 산점도(PCA)를 보면, 64차원을 2차원으로 줄였음에도 불구하고 같은 색깔(같은 숫자)끼리 잘 뭉쳐 있고, 다른 색깔과는 분리되는 경향을 보인다.\n",
|
||
"\n",
|
||
" 분석: 이는 데이터가 비교적 선형적으로 분리 가능하거나(Linearly Separable) 패턴이 뚜렷하여, SVM이나 Logistic Regression 같은 알고리즘으로도 높은 성능을 낼 수 있음을 시사한다."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "f8ad8d28",
|
||
"metadata": {},
|
||
"source": [
|
||
"## reproducing Datasets"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "df8d0f6c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"X_train, X_test, y_train, y_test = sklearn.model_selection.train_test_split(\n",
|
||
" data.data, data.target, test_size=0.2, random_state=8\n",
|
||
")"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "d341c075",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"scaler = sklearn.preprocessing.StandardScaler()\n",
|
||
"X_train_scaled = scaler.fit_transform(X_train)\n",
|
||
"X_test_scaled = scaler.transform(X_test)\n",
|
||
"\n",
|
||
"X_train_tensor = torch.tensor(X_train_scaled.reshape(-1, 1, 8, 8), dtype=torch.float32)\n",
|
||
"X_test_tensor = torch.tensor(X_test_scaled.reshape(-1, 1, 8, 8), dtype=torch.float32)\n",
|
||
"y_train_tensor = torch.tensor(y_train, dtype=torch.long)\n",
|
||
"y_test_tensor = torch.tensor(y_test, dtype=torch.long)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "acefeb93",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(np.float64(-3.0477309242182553), np.float64(37.89459064299312))"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"X_train_scaled.min(), X_train_scaled.max()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "b5d94d91",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Preparing Models"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "55952278",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"class DigitCNN(nn.Module):\n",
|
||
" def __init__(self):\n",
|
||
" super(DigitCNN, self).__init__()\n",
|
||
"\n",
|
||
" self.conv1 = nn.Conv2d(in_channels=1, out_channels=16, kernel_size=3, padding=1)\n",
|
||
" self.relu = nn.ReLU()\n",
|
||
"\n",
|
||
" self.pool = nn.MaxPool2d(kernel_size=2, stride=2)\n",
|
||
" self.conv2 = nn.Conv2d(in_channels=16, out_channels=32, kernel_size=3, padding=1)\n",
|
||
"\n",
|
||
" self.fc1 = nn.Linear(32 * 4 * 4, 128)\n",
|
||
" self.fc2 = nn.Linear(128, 10)\n",
|
||
" \n",
|
||
" def forward(self, x):\n",
|
||
" x = self.conv1(x)\n",
|
||
" x = self.relu(x)\n",
|
||
" x = self.pool(x)\n",
|
||
" \n",
|
||
" x = self.conv2(x)\n",
|
||
" x = self.relu(x)\n",
|
||
"\n",
|
||
" x = x.view(-1, 32 * 4 * 4)\n",
|
||
"\n",
|
||
" x = self.fc1(x)\n",
|
||
" x = self.relu(x)\n",
|
||
" x = self.fc2(x)\n",
|
||
"\n",
|
||
" return x\n",
|
||
" \n",
|
||
"class AdvancedCNN(nn.Module):\n",
|
||
" def __init__(self):\n",
|
||
" super(AdvancedCNN, self).__init__()\n",
|
||
"\n",
|
||
" self.layer1 = nn.Sequential(\n",
|
||
" nn.Conv2d(in_channels=1, out_channels=32, kernel_size=3, padding=1),\n",
|
||
" nn.BatchNorm2d(32),\n",
|
||
" nn.ReLU(),\n",
|
||
" nn.MaxPool2d(kernel_size=2)\n",
|
||
" )\n",
|
||
"\n",
|
||
" self.layer2 = nn.Sequential(\n",
|
||
" nn.Conv2d(in_channels=32, out_channels=64, kernel_size=3, padding=1),\n",
|
||
" nn.BatchNorm2d(64),\n",
|
||
" nn.ReLU(),\n",
|
||
" nn.MaxPool2d(kernel_size=2)\n",
|
||
" )\n",
|
||
"\n",
|
||
" self.fc_layer = nn.Sequential(\n",
|
||
" nn.Flatten(),\n",
|
||
" nn.Linear(64 * 2 * 2, 256),\n",
|
||
" nn.ReLU(),\n",
|
||
" nn.Dropout(0.5),\n",
|
||
" nn.Linear(256, 10)\n",
|
||
" )\n",
|
||
" \n",
|
||
" def forward(self, x):\n",
|
||
" x = self.layer1(x)\n",
|
||
" x = self.layer2(x)\n",
|
||
" x = self.fc_layer(x)\n",
|
||
" return x\n",
|
||
" \n",
|
||
"\n",
|
||
"class SelfAttention(nn.Module):\n",
|
||
" def __init__(self, in_dim):\n",
|
||
" super(SelfAttention, self).__init__()\n",
|
||
" self.query_conv = nn.Conv2d(in_channels=in_dim, out_channels=in_dim // 8, kernel_size=1)\n",
|
||
" self.key_conv = nn.Conv2d(in_channels=in_dim, out_channels=in_dim // 8, kernel_size=1)\n",
|
||
" self.value_conv = nn.Conv2d(in_channels=in_dim, out_channels=in_dim, kernel_size=1)\n",
|
||
" self.gamma = nn.Parameter(torch.zeros(1))\n",
|
||
" self.softmax = nn.Softmax(dim=-1)\n",
|
||
"\n",
|
||
" def forward(self, x):\n",
|
||
" batch_size, C, width, height = x.size()\n",
|
||
" proj_query = self.query_conv(x).view(batch_size, -1, width * height).permute(0, 2, 1)\n",
|
||
" proj_key = self.key_conv(x).view(batch_size, -1, width * height)\n",
|
||
" energy = torch.bmm(proj_query, proj_key)\n",
|
||
" attention = self.softmax(energy)\n",
|
||
" proj_value = self.value_conv(x).view(batch_size, -1, width * height)\n",
|
||
"\n",
|
||
" out = torch.bmm(proj_value, attention.permute(0, 2, 1))\n",
|
||
" out = out.view(batch_size, C, width, height)\n",
|
||
"\n",
|
||
" out = self.gamma * out + x\n",
|
||
" return out\n",
|
||
" \n",
|
||
"class AttentionCNN(nn.Module):\n",
|
||
" def __init__(self):\n",
|
||
" super(AttentionCNN, self).__init__()\n",
|
||
"\n",
|
||
" self.layer1 = nn.Sequential(\n",
|
||
" nn.Conv2d(in_channels=1, out_channels=32, kernel_size=3, padding=1),\n",
|
||
" nn.BatchNorm2d(32),\n",
|
||
" nn.ReLU(),\n",
|
||
" nn.MaxPool2d(kernel_size=2),\n",
|
||
" SelfAttention(32)\n",
|
||
" )\n",
|
||
"\n",
|
||
" self.layer2 = nn.Sequential(\n",
|
||
" nn.Conv2d(in_channels=32, out_channels=64, kernel_size=3, padding=1),\n",
|
||
" nn.BatchNorm2d(64),\n",
|
||
" nn.ReLU(),\n",
|
||
" nn.MaxPool2d(kernel_size=2),\n",
|
||
" SelfAttention(64),\n",
|
||
" )\n",
|
||
"\n",
|
||
" self.fc_layer = nn.Sequential(\n",
|
||
" nn.Flatten(),\n",
|
||
" nn.Linear(64 * 2 * 2, 256),\n",
|
||
" nn.ReLU(),\n",
|
||
" nn.Dropout(0.5),\n",
|
||
" nn.Linear(256, 10)\n",
|
||
" )\n",
|
||
" \n",
|
||
" def forward(self, x):\n",
|
||
" x = self.layer1(x)\n",
|
||
" x = self.layer2(x)\n",
|
||
" x = self.fc_layer(x)\n",
|
||
" return x"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "d6022185",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"class MicroViT(nn.Module):\n",
|
||
" def __init__(self, image_size=8, patch_size=2, num_classes=10, dim=64, depth=4, heads=4, mlp_dim=128):\n",
|
||
" super(MicroViT, self).__init__()\n",
|
||
" \n",
|
||
" num_patches = (image_size // patch_size) ** 2\n",
|
||
" patch_dim = 1 * patch_size * patch_size\n",
|
||
" \n",
|
||
" self.patch_to_embedding = nn.Linear(patch_dim, dim)\n",
|
||
" \n",
|
||
" self.pos_embedding = nn.Parameter(torch.randn(1, num_patches + 1, dim))\n",
|
||
"\n",
|
||
" self.cls_token = nn.Parameter(torch.randn(1, 1, dim))\n",
|
||
"\n",
|
||
" encoder_layer = nn.TransformerEncoderLayer(d_model=dim, nhead=heads, dim_feedforward=mlp_dim, dropout=0.1, batch_first=True)\n",
|
||
" self.transformer = nn.TransformerEncoder(encoder_layer, num_layers=depth)\n",
|
||
" self.to_cls_token = nn.Identity()\n",
|
||
" self.mlp_head = nn.Sequential(\n",
|
||
" nn.LayerNorm(dim),\n",
|
||
" nn.Linear(dim, num_classes)\n",
|
||
" )\n",
|
||
"\n",
|
||
" self.patch_size = patch_size\n",
|
||
" self.dim = dim\n",
|
||
"\n",
|
||
" def forward(self, img):\n",
|
||
" # img shape: (batch, 1, 8, 8)\n",
|
||
" p = self.patch_size\n",
|
||
" # Flatten Patches\n",
|
||
" # (batch, 1, 8, 8) -> (batch, 16, 4)\n",
|
||
" x = img.unfold(2, p, p).unfold(3, p, p).permute(0, 2, 3, 1, 4, 5).contiguous().view(img.shape[0], -1, p*p)\n",
|
||
" # Embedding\n",
|
||
" x = self.patch_to_embedding(x) # (batch, 16, 64)\n",
|
||
" cls_tokens = self.cls_token.expand(x.shape[0], -1, -1)\n",
|
||
" x = torch.cat((cls_tokens, x), dim=1) # (batch, 17, 64)\n",
|
||
" x += self.pos_embedding[:, :(x.shape[1])]\n",
|
||
" x = self.transformer(x)\n",
|
||
" x = x[:, 0]\n",
|
||
" return self.mlp_head(x)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 56,
|
||
"id": "a8d6d064",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Model Declaration\n",
|
||
"sklearn.tree.DecisionTreeClassifier\n",
|
||
"models = {\n",
|
||
" \"Logistic Regression\": sklearn.linear_model.LogisticRegression(random_state=8),\n",
|
||
" \"KNN (k=3)\": sklearn.neighbors.KNeighborsClassifier(n_neighbors=3,),\n",
|
||
" \"KNN (k=5)\": sklearn.neighbors.KNeighborsClassifier(n_neighbors=5,),\n",
|
||
" \"KNN (k=7)\": sklearn.neighbors.KNeighborsClassifier(n_neighbors=7,),\n",
|
||
" \"SVM-rbf\": sklearn.svm.SVC(kernel = 'rbf', random_state=8),\n",
|
||
" \"SVM-linear\": sklearn.svm.SVC(kernel='linear', random_state=8),\n",
|
||
" #\"SVM-sigmoid\": sklearn.svm.SVC(kernel=\"sigmoid\", random_state=8),\n",
|
||
" \"Decision Tree\": sklearn.tree.DecisionTreeClassifier(random_state=8, ),\n",
|
||
" \"Random Forest (50)\": sklearn.ensemble.RandomForestClassifier(n_estimators=50, random_state=8),\n",
|
||
" \"Random Forest (100)\": sklearn.ensemble.RandomForestClassifier(n_estimators=100, random_state=8),\n",
|
||
"\n",
|
||
" \"FDA\": sklearn.discriminant_analysis.LinearDiscriminantAnalysis(),\n",
|
||
" \"Gaussian NB\": sklearn.naive_bayes.GaussianNB(),\n",
|
||
" # \"Bernoulli NB\": sklearn.naive_bayes.BernoulliNB(),\n",
|
||
" \"MLP (100)\": sklearn.neural_network.MLPClassifier(random_state=8, hidden_layer_sizes=(100,)),\n",
|
||
" \"MLP (200)\": sklearn.neural_network.MLPClassifier(random_state=8, hidden_layer_sizes=(200,)),\n",
|
||
" \"MLP (256)\": sklearn.neural_network.MLPClassifier(random_state=8, hidden_layer_sizes=(256,)),\n",
|
||
"\n",
|
||
" \"Voting (Hard)\": sklearn.ensemble.VotingClassifier(estimators=\n",
|
||
" [\n",
|
||
" ('knn', sklearn.neighbors.KNeighborsClassifier(n_neighbors=5)),\n",
|
||
" ('svm', sklearn.svm.SVC(kernel='rbf', random_state=8)),\n",
|
||
" ('mlp', sklearn.neural_network.MLPClassifier(random_state=8, hidden_layer_sizes=(200,)))\n",
|
||
" ],\n",
|
||
" voting='hard'\n",
|
||
" ),\n",
|
||
"}\n",
|
||
"\n",
|
||
"results = OrderedDict()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "355b4d31",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"ename": "AttributeError",
|
||
"evalue": "This 'SVC' has no attribute 'predict_proba'",
|
||
"output_type": "error",
|
||
"traceback": [
|
||
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
|
||
"\u001b[31mAttributeError\u001b[39m Traceback (most recent call last)",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~/uworkspace/2025-02-AI-HW2/.venv/lib/python3.12/site-packages/sklearn/utils/_available_if.py:32\u001b[39m, in \u001b[36m_AvailableIfDescriptor._check\u001b[39m\u001b[34m(self, obj, owner)\u001b[39m\n\u001b[32m 31\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m---> \u001b[39m\u001b[32m32\u001b[39m check_result = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mcheck\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 33\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~/uworkspace/2025-02-AI-HW2/.venv/lib/python3.12/site-packages/sklearn/svm/_base.py:831\u001b[39m, in \u001b[36mBaseSVC._check_proba\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 830\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m.probability:\n\u001b[32m--> \u001b[39m\u001b[32m831\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\n\u001b[32m 832\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mpredict_proba is not available when probability=False\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 833\u001b[39m )\n\u001b[32m 834\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m._impl \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m (\u001b[33m\"\u001b[39m\u001b[33mc_svc\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mnu_svc\u001b[39m\u001b[33m\"\u001b[39m):\n",
|
||
"\u001b[31mAttributeError\u001b[39m: predict_proba is not available when probability=False",
|
||
"\nThe above exception was the direct cause of the following exception:\n",
|
||
"\u001b[31mAttributeError\u001b[39m Traceback (most recent call last)",
|
||
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[104]\u001b[39m\u001b[32m, line 10\u001b[39m\n\u001b[32m 8\u001b[39m elapsed = time.time() - now\n\u001b[32m 9\u001b[39m \u001b[38;5;66;03m# Prediction\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m10\u001b[39m y_proba = \u001b[43mmodel\u001b[49m\u001b[43m.\u001b[49m\u001b[43mpredict_proba\u001b[49m(X_test_scaled)\n\u001b[32m 11\u001b[39m y_pred = model.predict(X_test_scaled)\n\u001b[32m 13\u001b[39m \u001b[38;5;66;03m# Evaluation\u001b[39;00m\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~/uworkspace/2025-02-AI-HW2/.venv/lib/python3.12/site-packages/sklearn/utils/_available_if.py:43\u001b[39m, in \u001b[36m_AvailableIfDescriptor.__get__\u001b[39m\u001b[34m(self, obj, owner)\u001b[39m\n\u001b[32m 39\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__get__\u001b[39m(\u001b[38;5;28mself\u001b[39m, obj, owner=\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[32m 40\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m obj \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 41\u001b[39m \u001b[38;5;66;03m# delegate only on instances, not the classes.\u001b[39;00m\n\u001b[32m 42\u001b[39m \u001b[38;5;66;03m# this is to allow access to the docstrings.\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m43\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_check\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mowner\u001b[49m\u001b[43m=\u001b[49m\u001b[43mowner\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 44\u001b[39m out = MethodType(\u001b[38;5;28mself\u001b[39m.fn, obj)\n\u001b[32m 46\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 47\u001b[39m \u001b[38;5;66;03m# This makes it possible to use the decorated method as an unbound method,\u001b[39;00m\n\u001b[32m 48\u001b[39m \u001b[38;5;66;03m# for instance when monkeypatching.\u001b[39;00m\n",
|
||
"\u001b[36mFile \u001b[39m\u001b[32m~/uworkspace/2025-02-AI-HW2/.venv/lib/python3.12/site-packages/sklearn/utils/_available_if.py:34\u001b[39m, in \u001b[36m_AvailableIfDescriptor._check\u001b[39m\u001b[34m(self, obj, owner)\u001b[39m\n\u001b[32m 32\u001b[39m check_result = \u001b[38;5;28mself\u001b[39m.check(obj)\n\u001b[32m 33\u001b[39m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[32m---> \u001b[39m\u001b[32m34\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(attr_err_msg) \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01me\u001b[39;00m\n\u001b[32m 36\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m check_result:\n\u001b[32m 37\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(attr_err_msg)\n",
|
||
"\u001b[31mAttributeError\u001b[39m: This 'SVC' has no attribute 'predict_proba'"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# scikit-learn Model\n",
|
||
"import time\n",
|
||
"\n",
|
||
"for name, model in models.items():\n",
|
||
" # Model\n",
|
||
" now = time.time()\n",
|
||
" model.fit(X_train_scaled, y_train)\n",
|
||
" elapsed = time.time() - now\n",
|
||
" # Prediction\n",
|
||
" y_pred = model.predict(X_test_scaled)\n",
|
||
" \n",
|
||
" # Evaluation\n",
|
||
" acc = sklearn.metrics.accuracy_score(y_test, y_pred)\n",
|
||
" results[name] = {\n",
|
||
" \"accuracy\": acc,\n",
|
||
" \"confusion\": sklearn.metrics.confusion_matrix(y_test, y_pred),\n",
|
||
" \"elapsed\": elapsed,\n",
|
||
" \"classreport\": sklearn.metrics.classification_report(y_test, y_pred),\n",
|
||
" }\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 94,
|
||
"id": "b5299a97",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sorted_time = dict(\n",
|
||
" sorted(\n",
|
||
" map(lambda x: (x[0], x[1][\"elapsed\"]), results.items())\n",
|
||
" , key=lambda item: -item[1])\n",
|
||
" )\n",
|
||
"plt.figure(figsize=(5, 6))\n",
|
||
"plt.xscale('log')\n",
|
||
"sns.barplot(x=list(sorted_time.values()), y=list(sorted_time.keys()), hue=list(sorted_time.keys()), palette=\"plasma\", legend=False)\n",
|
||
"plt.title(\"Model Training Time Comparison (Log Scale)\")\n",
|
||
"plt.xlabel(\"Training Time (seconds, log scale)\")\n",
|
||
"plt.grid(axis='x', linestyle='--', alpha=0.7)\n",
|
||
"import matplotlib.ticker as ticker\n",
|
||
"plt.gca().axes.xaxis.set_major_formatter(ticker.FuncFormatter(lambda x, pos: '{:.0e}'.format(x)))\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"id": "60671a49",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Algorithm | Accuracy \n",
|
||
"--------------------------------------------------\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
|
||
"\n",
|
||
"print(f\"{'Algorithm':<35} | {'Accuracy':<10}\")\n",
|
||
"print(\"-\" * 50)\n",
|
||
"\n",
|
||
"sr = OrderedDict(\n",
|
||
" sorted(map(lambda x: (x[0], x[1][\"accuracy\"]), results.items()), key=lambda item: item[1], reverse=True)\n",
|
||
")\n",
|
||
"\n",
|
||
"fig, ax = plt.subplots(figsize=(5, 6))\n",
|
||
"\n",
|
||
"# Use a custom transformation: compress 0.75-0.9, expand 0.9-1.0\n",
|
||
"def transform_x(x):\n",
|
||
" \"\"\"Compress 0.75-0.9 into smaller space, keep 0.9-1.0 normal\"\"\"\n",
|
||
" if x < 0.9:\n",
|
||
" return 0.75 + (x - 0.75) * 0.3 # compress to 30% of original\n",
|
||
" else:\n",
|
||
" return 0.795 + (x - 0.95) * 1.0 # normal scale\n",
|
||
"\n",
|
||
"# Transform the data\n",
|
||
"transformed_values = [transform_x(v) for v in sr.values()]\n",
|
||
"\n",
|
||
"sns.barplot(x=transformed_values, y=list(results.keys()), hue=list(results.keys()), palette=\"plasma\", legend=False, ax=ax)\n",
|
||
"plt.title(\"Model Accuracy Comparison\")\n",
|
||
"plt.xlabel(\"Accuracy\")\n",
|
||
"\n",
|
||
"# Custom x-axis labels\n",
|
||
"tick_positions = [transform_x(v) for v in [0.75, 0.80, 0.85, 0.90, 0.95, 1.00]]\n",
|
||
"tick_labels = ['0.75', '0.80', '0.85', '0.90', '0.95', '1.00']\n",
|
||
"ax.set_xticks(tick_positions)\n",
|
||
"ax.set_xticklabels(tick_labels)\n",
|
||
"ax.set_xlim(transform_x(0.75), transform_x(1.0))\n",
|
||
"\n",
|
||
"plt.grid(axis='x', linestyle='--', alpha=0.7)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 112,
|
||
"id": "234735ce",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(6, 5))\n",
|
||
"sns.heatmap(results[\"MLP (200)\"][\"confusion\"], annot=True, fmt='d', cmap='Blues')\n",
|
||
"\n",
|
||
"plt.xlabel('Predicted Label')\n",
|
||
"plt.ylabel('True Label')\n",
|
||
"plt.title('Confusion Matrix (MLP (200))')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 113,
|
||
"id": "966eba8c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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HEyZMgKura7GZtSmuCoVCXdhkMhmCg4Pxzz//oHfv3oVuAwA1atTAtWvX1Hl++OEHAAWX+nz48CGAgi8o9+/fhxACixYtQmJiovpzFZbr2c8NAFu3bkWjRo1Qs2ZNBAUFYdSoURg5cmShhfhZnTt3RnJysvpLXYUKFeDu7o4BAwaoMwLAf//9h0OHDmmc7PhYjx49kJSUVOTx8Gf3S3BwME6dOqUxlP54G6HDdQqK209AwX5eunSp+vG6devg7OyMTp06AXhy7kZhv59r1qzBpEmTDHbxGaJSM9FZ8SRhSqVSLF26VNStW1fY29uLwMBAsWnTJo1t7t+/L4YPHy5GjRolRo0aJYYPH66eSnbhwgXx6quvCgBizJgxQggh0tPTxdChQwUA8cYbb4j4+HgRFhYmPD09hVwuF+PGjdNoPy4uTrRr10688MILomPHjmLXrl2iXbt2ws3NTYSHhwulUim6desm+vfvL4YMGSL69Okjvv/+eyGEEDt37hTNmjUTAMR7770nEhMThRBCnDt3TgQHB4vx48eLt956S3z66afqKWpbt24VtWvXFhUqVBDfffedEEKI8+fPi3bt2gmZTCamTJlS5P4aOnSosLe3Fy+99JLYs2ePEEKIM2fOiDfeeEO9zfDhw4W9vb1wcXERkydPFkIIceTIEdGkSRPRrVs30aJFCzF16lTRtm1b0aBBA/HgwQMhhBARERGicuXKonXr1mLt2rXi0qVLYuDAgQKA6NixowgPD1e/R2Gf+4MPPhDly5cXY8eOFbdu3RIpKSmid+/eAoBo0aKF2LVrV4m/D7t371b/HIUQ4s8//xT29vbCzc1N9OrVS7z99tuiX79+IioqqtDXZ2VliVatWhX63Pr164W/v79wc3MTs2fPVq9v3LixuH//vhBCiJ9//ln4+/urP/PVq1dLzHz06FH1VLx+/fqJc+fOaTwfGhoqIiIixPvvvy/69+8vBg4cKAYNGqSehnfhwgXRvXt3AUAEBQWJvXv3ql+bmJgoWrdurTEVjchUZEIY+BJcRGRxJk6ciHHjxj03XG6NpkyZghEjRqBhw4amjkLE4XQiKtmSJUvwzz//mDqGycXGxqJVq1Ys4CQZ7IkTERGZKfbEiYiIzBSLOBERkZliESciIjJTLOJERERmikWciIjITJUzdQBDCPxYu1sHGtO/ofrfuIGIyNo4lHFVcmw83mBtZZ/71mBtlZZFFHEiIiKtyCxrANqyPg0REZEVYU+ciIish4XdtIZFnIiIrAeH04mIiEgK2BMnIiLrweF0IiIiM8XhdCIiIpIC9sSJiMh6cDidiIjITHE4nYiIiKSAPXEiIrIeHE4nIiIyUxY2nG7VRXx0u5pwsrdFrlKFOpXLY/nBG7h6J0P9vL+XM34e3QzNPws3Sb6LkZHYtHEDqlf3QXx8HKbPnA0PDw+TZJFyJqnmYiZmsoZcUsxkTWRCCGHqEPoqza1IX/Rxw5eDXsRriw8DAOpUdsHC/oHo++1x9TaL3wzEa/Uqoemn/+jcvr63Is3LzcXAN4Oxeu16uLm749DBcOz+aycWLlmqV7uWlkmquZiJmawhV1lkKvNbkbb60GBtZR+db7C2SsuyxhV0EP8gC+uPxakf30rJgld5ufpx18AqOHI92RTRAACnTp2Er68f3NzdAQCt27TFiRPHkJWVxUxmkIuZmMkackkxU4lkNoZbJMAkKbKzs3H69GkcPnwYhw8fxunTp43+Q0/NysOaiIIiLpMBI9rWxNqjsQAAJ3tbtK9XCTvO3zFqpqdFR11HLX9/9WNbW1t4V/VGTHQ0Mz1DirmYiZkMTYq5pJjJ2hj1mPiDBw8wceJE/P333/Dz80OFChUAACkpKYiLi0PHjh2xbNkyVKxYscg2FAoFFAqFxjpVfi5sytmXKtOINn5oWbsizsenYdWRWAAFx8pXHrpRqvYMJSsrC46OjhrrXN3ckZOTbaJE0swESDMXM2mHmbQnxVxSzFQiCzs73ag98cmTJ+Ott97CnTt3cPLkSezZswd79uzBqVOncOfOHQwaNAiTJ08uto2wsDC4ublpLPePbip1plVHYjFizRncSs3G0gGN4O/lDAEg+t6jUrdJREQSxeH00vP390f37t1hY/P829rY2KBHjx6oXbt2sW2EhIQgPT1dY6nUaqDe2badTUS9quUxqm1NrDx0U+/29OXk5ITsbM1vsw/T0+Dg4FjEK8qeFDMB0szFTNphJu1JMZcUM1kboxbxGzduID09vcjn09LSEBMTU2wbcrkcrq6uGktphtL7vOyN0e1qaqxzc7SDZ3k5pnaug4971sfHPeujnK0NPu5ZX+OkN2OoHVAHN57aF0qlEomJCfB/6viTsUkxEyDNXMzETIYmxVxSzFQi9sRLb/z48WjTpg369++P0NBQLFq0CIsWLUJoaCj69euHdu3aYcKECUbJUtnNAT4eT74ters7ID07D2N+Oot5O66oF6VKYN6OK7iXoSimNcNr1iwIcXGxSE9LAwBEHDmMoOYt4eTsbNQcUs8k1VzMxEzWkEuKmUpkIzPcIgFGnyeel5eH8PBwXLx4EZmZmQAAFxcXBAYG4tVXX4WdnZ3ObZZmnri8nA2mdg5Adp4Kufkq1PJyxg8Hb+BaUkGmqm4OGNCsOka0rYkfDt7AzyfikfIoT+v29Z0nDjy5iIKPTw3ExcVK4iIKUswk1VzMxEzWkMvQmcp8nvir8wzWVnb4xwZrq7Ss9mIvZc0QRZyIyNqUeRF/zXAXaMn+x3AXjiktq77sKhERWRlOMSMiIiIpYE+ciIish0TOKjcUFnEiIrIeHE4nIiIiKWBPnIiIrAeH04mIiMwUh9OJiIhICtgTJyIi68HhdCIiIjPF4XQiIiKSAvbEiYjIenA4nYiIyExZ2HC6RRRxKd4xrP70v0wdoVBXlnQ3dQSzkK+U3s39ytla1h8fItKfRRRxIiIirXA4nYiIyExZWBG3rE9DRERkRdgTJyIi68ET24iIiMwUh9OJiIhICtgTJyIi68HhdCIiIjPF4XQiIiKSAvbEiYjIenA4nYiIyDzJLKyIczidiIjITLEnTkREVsPSeuIs4v/vYmQkNm3cgOrVfRAfH4fpM2fDw8PD6DnGv14bTnJb5OarUK+qK5bti8LlhIeo710eg1r4Iik9G4E+7lhxIAbn49OMnk8q+8lccqWmpGDG1IlYuWaDqaMAkOZ+YibzziXFTMWyrBoOmRBCevdc1FFOvn6vz8vNxcA3g7F67Xq4ubvj0MFw7P5rJxYuWVrqNktzK9KX/Srgf+++jKDQAwCAelXL46t3GqP/smP4dujLGLXqNHLzVZjdqz4yFflYtjdK5/fQ51akZbGfDKEscul7K9K8vFzs+HMrrly+hJ3bt+H46Ui92gP0vxWpFH9+zGTeucoik0MZdy2d+68xWFuPfnvXYG2VFo+JAzh16iR8ff3g5u4OAGjdpi1OnDiGrKwso+aIvf8Iqw/dVD+Oe5CFyq5yBL9SHTvPJSI3XwUAWLD9SqkKuL6ksp/MIZednT369huAD+d8arIMz5LifmIm884lxUwlkclkBlukgEUcQHTUddTy91c/trW1hXdVb8RERxs1R8qjXKz45waAglkQ4zr4Y+XBG2heuyKUKoEZPepifv8X0P2lqkbN9ZhU9tOzpJpLaqS4n5hJe1LMJcVMJbG0Im52x8QVCgUUCoXGOmErh1wuL3WbWVlZcHR01Fjn6uaOnJzsUrepj7Ed/NG2biWcuZmC/x2Iwa5pbdAioCJmboqEjUyGVaNeQW6+Cvv/u2vUXFLbT49JNZfUSHE/MZP2pJhLipmsjeR64hs3biz2+bCwMLi5uWksSxaFGSmdcSw/EIO3vj+B+AdZ+G7oy3CWl8OyfVFQCSBfJfBDeAzealnD1DGJiMyOpfXEJVfEw8PDi30+JCQE6enpGsv0mSF6vaeTkxOyszW/OT5MT4ODg2MRrzCO307dRoNqrvCu4AjlUydaJaRko4qbg9HzSHU/STWX1EhxPzGT9qSYS4qZSsIirof27dvDycmpyEUul2PVqlXFtiGXy+Hq6qqx6DOUDgC1A+rgRkyM+rFSqURiYgL8nzrWYwxvBvlg/Ou1NdY9zM7HyZgHqOXlol5XwdkeDzJzjZoNkM5+epZUc0mNFPcTM2lPirmkmMnaGLWI//bbbxgyZAiysrKKXIYMGWLMSACAZs2CEBcXi/S0NABAxJHDCGreEk7OzkbNUcXdATUqOqkfV6vgCFfHcvjlWDzeaFpNvb7jC5Xx1/lEo2YDpLOfzCUXUPBHTaUSkMJMTinuJ2Yy71xSzFQimQGXUlCpVGjdujU2bdoEAFi9ejXee+89zJo1C5MnT4ZSqdTt4xh7nvjKlSsxatSoIp9fu3Ythg0bplOb+s4TB55csMDHpwbi4mL1vmBBaeaJy+1sMLtnfWTnKaHIUyGgigu+2ReNK4kP8X7H2vBylUMAyMrNx5K/rqE0Pzl95okDht9PhmLoXPrOEweA7dt+x5nT/2Ln9m3o3acfmjYLQrfuPUvdnr7zxAFp/vyYybxzGTpTWc8Td3/bcBdeSvt5sM6v+emnnzBjxgx8/fXXaNSoEd577z2Eh4dDJpNh2rRpqFOnDkaPHq11e0Yv4nl5ebCzszNom4Yo4oZWmiJuDPoWcWthiCJuaIYo4kRSZ8lFPC0tDePGjYO9vT26du2KCxcuwNvbGxMmTAAAnDlzBh988AEiIiK0btPoJ7YZuoATERFpy5AntikUCjx8+FBjeXYK9NPmzZuHOXPmqE+Ku3jxIho0aKB+vl69ejh79qxOn0dyZ6cTERGVFUMW8cKmPIeFFT7l+fz583ByckL9+vXV6zIzM+Hk9OQ8KGdnZ52PiZvdxV6IiIikICQkBFOmTNFYV9hsKZVKhcWLF2PlypUGz8AiTkREVsOQ87vlcu2uFrpu3Tr0798fzs+cte/i4qJxnflHjx7B1tZWpwws4kREZD1McH7owYMHIZfLsXfvXgDA8ePHcfv2bSQkJODy5cvo0KEDAODq1ato3LixTm2ziBMREZWhtWvXajweOnQounTpgkaNGuH999/H+PHjIZPJsHHjRp2vlcIiTkREVsPUl0v94YcfEB4ejoSEBISGhmLIkCEYP348XF1doVQqMXLkSJ3aM/o88bLAeeLa4zxx7XCeOJFplPU88UrvbjZYW/fXDDBYW6XFKWZERERmisPpRERkNUw9nG5oLOJERGQ9LKuGczidiIjIXLEnTkREVoPD6URERGaKRZy0ItWpXO0/P2TqCM85OK2dqSM8h9O5iMgcsIgTEZHVYE+ciIjITFlaEefZ6URERGaKPXEiIrIeltURZxEnIiLrweF0IiIikgT2xImIyGpYWk+cRZyIiKyGpRVxDqcTERGZKfbEiYjIelhWR5xFnIiIrAeH04mIiEgS2BMnIiKrYWk9cRbx/3cxMhKbNm5A9eo+iI+Pw/SZs+Hh4cFMAN5tWQOOdrbIVapQ28sFq4/G4U5aDt5/tSaSM3NR3qHg12jZPzegVAmj5wOks6+YiZmsLZcUMxXH0oq4TAhhmr+6BpSTr9/r83JzMfDNYKxeux5u7u44dDAcu//aiYVLlhomoIQy6Xor0sBqrgjr0wA9vj0BAKhdyRmf9KqPS4kPcSTqAY5EPwAAzOgcgLgHWdh8OkHnTPreitSafn7MZJ2ZpJqrLDI5lHHX0u+DnQZrK/brHgZrq7R4TBzAqVMn4evrBzd3dwBA6zZtceLEMWRlZVl9plsp2dj075PCfDstG54u9qjh4YTaXs7q9ZcSH6Kmp5NRsz0mlX3FTMxkbbmkmKkkMpnMYIsUSKaIX7hwAYmJiSZ57+io66jl769+bGtrC++q3oiJjjZJHillSsvOw4aTtwAUzMwY0rwGfjl1G5/9dRV/X7mv3u7lGu64fjfTqNkek8q+YiZmKktSzCXFTCWSGXCRAKMW8StXrqBx48ZwcnJCixYtcOzYMfVzjo6OWLBgAby9vYttQ6FQ4OHDhxqLQqHQK1dWVhYcHR011rm6uSMnJ1uvdvUhtUzvNPfBt4NehAzAuuPxuJ2Wg1upBVma+VVAbS9n7IxMMkk2qe0rgJm0xUzak2IuKWayNkYt4p988gmWL1+OzMxMhIWFYezYsfjll18AAHXq1MG3336LunXrFttGWFgY3NzcNJYli8KMEd+qrT9xC+9vvICE9Bws6NNAvd6ngiPea18T07b8h1yl2Z9eQUQWjsPpeqhbty6CgoJgY2OD9u3bIyIiAlu2bMGKFSvU21SqVKnYNkJCQpCenq6xTJ8ZolcuJycnZGdrfnN8mJ4GBwfHIl5R9qSYCQB2RiYhwMsFVd0cUF5eDiFd62D21su4n5FrskxS3FfMpB1m0p4Uc0kxU0lYxPXw6NEjAIBKpQIAuLq6YsuWLbh58yZCQkKgzYnycrkcrq6uGotcLtcrV+2AOrgRE6N+rFQqkZiYAP+njvUYm1Qy9WxUBe+2rKGxLlORD2e5Laa+XhvL/olBYnoOAKBjveK/gJUVqewrZmKmsiTFXFLMZG2MWsRr1KiB4OBgNGzYEAcPHiwIYGODhQsXokWLFujbty+uX79uzEgAgGbNghAXF4v0tDQAQMSRwwhq3hJOzs7Fv9AKMnmVl6Oa+5Nv1VXd5HCRl0MdLxdcuJ2Oq0kFJ7M52duiVe2KRs32mFT2FTMxk7XlkmKmkshkhlukwOjzxI8ePYpr165h8ODBsLe313juwYMHWLFiBWbPnq1Tm/rOEweeXLDAx6cG4uJiJXHBgrLIpOs8cXk5G4x/tRYUeSoolCrUrOiENcfisOCNBoh9kIU8pYCNDAio7IIDV+7j+0M3dc6k7zxxwHp+fsxkvZmkmsvQmcp6nnjA9D0GaytqSReDtVVavNiLldG1iBuDIYo4EVkGFnHd8LKrRERkNaQyDG4oLOJERGQ1pHJWuaFI5optREREpBv2xImIyGpYWEecRZyIiKyHjY1lVXEOpxMREZkp9sSJiMhqWNpwOnviREREZoo9cSIishqWNsWMRZyIiKyGhdVwDqcTERGZK/bEiYjIanA4nYiIyEyxiJNZk+IdwwIm/WnqCM+J+qq3qSM8J18pvRsOlrO1rD+IROaGRZyIiKyGhXXEWcSJiMh6WNpwOs9OJyIiMlPsiRMRkdWwsI44izgREVkPDqcTERGRJLAnTkREVsPCOuIs4kREZD04nE5ERESSwJ44ERFZDQvriLOIExGR9eBwOhEREUkCe+JERGQ1LKwjziL+2MXISGzauAHVq/sgPj4O02fOhoeHBzNJNNPEznXgJC+H3Hwl6ldzw1e7r6FNvUoY06E2zsWmQqUquONXUEBFNP94Px4p8o2eUSr7qjCpKSmYMXUiVq7ZYOooktxPUswk1VxSzFQcSxtOlwkhpHd/Qx3l6Pn3OS83FwPfDMbqtevh5u6OQwfDsfuvnVi4ZKlhAjJTsXS9FWmTmhWwYmQzNP1wLwCgnrcrvh3WBNfuPMSSHVcRm/wIABDo44YeL1dD2J+Xdc6k761Iy2JfGeJWpHl5udjx51ZcuXwJO7dvw/HTkXq1p++tSK3p99wSc5VFJocy7lq2WHTYYG0dn9nWYG2VFo+JAzh16iR8ff3g5u4OAGjdpi1OnDiGrKwsZpJgppv3H+HH8Bj147jkR6js5oATUQ/UBRwAxnasjeV/Rxs122NS2VfPsrOzR99+A/DhnE9NmuMxKe4nKWaSai4pZiqJTGa4RQpYxAFER11HLX9/9WNbW1t4V/VGTLRpCgAzFS8lM1ddnGUy4P3XA7DiQDTWR8Sqtwn0ccO9dAVSH+UaNdtjUtlXUifF/STFTIA0c0kxU0lkMpnBFimQxDHxuLg4ZGRkoEGDBrCxKf57hUKhgEKh0FgnbOWQy+Wlfv+srCw4OjpqrHN1c0dOTnap29QXM5XsvdcD0K5+JZy+kYLv9kc999yi7VdMkguQ3r6SKinuJylmAqSZS4qZrI1Re+Lnz59HYGAgPD09sWjRIgBAv3790KFDBwwbNgx169ZFZGTxx+jCwsLg5uamsSxZFGaM+CQx3++PwoBlxxCfnIXlI15Rr/eu4AgvVweNoXUiIoDD6XqZN28efvnlF8TFxeHRo0eYM2cOunfvjujoaJw+fRr79+/HZ599VmwbISEhSE9P11imzwzRK5eTkxOyszW/OT5MT4ODg2MRryh7zKS9zSfi0bCaG3wqOgEA+gf54J/Ld02aSar7SmqkuJ+kmAmQZi4pZiqJpQ2nG7WIBwYGIjAwEM7Ozvjkk08QERGBd999V/28n58f6tevX2wbcrkcrq6uGos+Q+kAUDugDm7EPDlRSqlUIjExAf5PHesxNmYq2oAWNTCxcx2NdenZeXCWFxwdeq1hZZy5mWLUTM+Syr6SOinuJylmAqSZS4qZrI1Ri3hu7pOTjGQyGTp37vzcNs8e7zaGZs2CEBcXi/S0NABAxJHDCGreEk7OzkbPwkwlq+ruCN9KT96zuocj3BztEJWUARsZ0LC6G5JSc4ya6VlS2VdFUSqVUKkETD3DVIr7SYqZpJpLiplKYmk9caPOE58/fz6+//57TJ48GdOmTXvuuRs3bsDZ2RnLli3TqV1954kDTy5Y4ONTA3FxsZK4YIG1ZNJ1nriDnQ0+fKMhsnOVUOSrEFClPJbtuYbLCQ9hX84GR+d2RMf54UjPzit1Jn3niQOG31eGmCcOANu3/Y4zp//Fzu3b0LtPPzRtFoRu3XuWqi1954kD1vN7bqm5DJ2prOeJt/vyqMHaOjS5lcHaKi2jX+zl+PHjCAgIgKenp8b61atX4/bt25gxYwYcHBx0atMQRZxMR9cibgyGKOKGZqgibkiGKOJET2MR143Rp5i1aNGi0PXDhw83chIiIrI2phgGF0Jg/vz5yMzMhFwuR2RkJObMmYPGjRtjwYIFePDgAZRKJby8vDB79myd2pbEPHEiIiJjMMWh7OPHj+O7775DYmIiZDIZIiMj8dZbb+GLL77ApUuX8PPPPwMomHK9b98+dOrUSeu2ecU2IiKiMhQQEIDJkyerH/v7+yMxMRFr1qzBwIED1esHDRqEdevW6dQ2e+JERGQ1DDmcXtgVROXy568gWqlSJcyYMQMAoFKpsHDhQkybNg2//PILGjRooN6uXr16OHv2rE4Z2BMnIiKrYcgrthV2BdGwsKKvILpw4UJ06NABQgjMmjULmZmZcHJyUj/v4eGh881jWMSJiIhKobAriIaEFH0F0VmzZuGff/5BrVq10L9/f4Ncp4HD6UREZDVsDDicXtjQeUlkMhneffddzJ8/H8nJyRo975SUFI2euTbYEyciIqthihugrFq1SuO+IDKZDO7u7ujUqRMuX76sXn/16lU0btxYp8/DIk5ERFSGbt++jZinrjEfGxuLtLQ0jB07Fps3b1av37hxI4YMGaJT2xxOJyIiq2GKi73MmDED06dPV1+R9PLly/j999/x0ksv4cyZM5g2bRqUSiUaN25c6D1FisMiTkREVsPGBBd7cXR0xLffflvoc7peoe1ZHE4nIiIyU+yJExGR1ZDKLUQNhUWciIishoXVcBZxMj0p3vZz6o4rpo7wnKU965s6AlmYnDylqSM8x6GcrakjmBUWcSIishoyWFZXnEWciIishinOTi9LPDudiIjITLEnTkREVoNnpxMREZkpC6vhHE4nIiIyVwbriSsUCp1vyUZERGRMhrwVqRQYrCe+YMECQzVFRERUJkxxK9KypFVP3MfHBw8ePCjyeZVKhby8PHzyyScGC0ZERETF06on/t577+HRo0fIysoqdMnOzsbUqVPLOisREZFeZDKZwRYp0KonHhISUuzzKpUKoaGhBglERERUViRSew1G52PiGRkZGDVqFKpUqYJevXoBADZs2IBz584ZPBwREREVTeciPmXKFPTu3Ru3b99Gly5dAABDhw7F3r17DR6OiIjIkGxkMoMtUqDzFDM/Pz/06NGj4MXlnrw8Ly/PcKlM4GJkJDZt3IDq1X0QHx+H6TNnw8PDg5nMIJNUcrX3rwAPJzso8lWo4iLHX1fvIykjV/181fL2mNbOD1N3XjdqrqdJYT8xk2Xl2vTzeiTdSYSjkxPibt7AyLHvo5Z/bZNmKo40Sq/h6FzEr1+/jry8PNjZ2anXZWdn4+bNmwYNZkx5ubmYO+dDrF67Hm7u7jh0MByLw+Zj4ZKlzCTxTFLJ5V/REQGeTlh5MgEA4FfBAe82rYaw8Cf/X3Sp5wlbE959QQr7iZksK9f5c2dw7sy/WPTFMgDAxcgLmBMyHRt+3WqyTNZG5+H03r1746WXXkJoaCiOHDmCRYsWoW3bthg9enRZ5DOKU6dOwtfXD27u7gCA1m3a4sSJY8jKymImiWeSSi4vF3tULS9X3yEpLjUHlcvbq59vUt0Vl5IeGS1PYaSwn5jJsnLFx8biRkw08vPzAQANGr6AuFhpd+gs7ex0nYt437598euvv0KlUsHR0REqlQq//fYbOnTooFeQP/74AwBw9OhRvdopjeio66jl769+bGtrC++q3oiJjjZ6FmbSnRRy/XvrITadT4JKFDyu7emEhHQFAEBezgaNqrjg1K10o+UpjBT2EzOVnhRzde7WAzM/nKM+tHr+7BkE1KlrsjzasJEZbpGCUl121dHREc7OznB0dIRMJoNKpdLqdb/++muRz/3444/Iy8vDqlWrsG/fviK3UygUUCgUGuuErVyvS75mZWXB0dFRY52rmztycrJL3aa+mEl7UsiVrxK4nlzQI3IoZ4P+jSpj84UkAECXuhWx51rRF0syFinsp2cxk/akmEsul6Nps+YAgMzMTCxdNB/TZ39ssjzWSOee+J49exAcHAylUonAwEAolUr069cPu3btKvG133zzDT744APs3r37uSU+Ph67d+/G9evFn/QTFhYGNzc3jWXJojBdPwZRmZABeKeJN/6OeoCYB9moWt4eQgB3MhQlvpbIXCmVSnz6cQgGDxuBxi83NXWcYlnacLrOPfHffvsNJ0+ehL39k+N906dPx3vvvYdu3boV+9rDhw9j3bp12Lt3L0JDQ1G37pNhl3HjxuF///sfVq5cWWwbISEhmDJlisY6YavfjVecnJyQkZGhse5hehocHByLeEXZYybtSSlXr4aVcPVeJk7deggA6FTHE5v+v0dualLaT48xk/akmgsA/vfNVwhq0QrdevQydZQSSaT2GozOPXE/Pz+NAg4A9vb2qFmzZomvlclkGDp0qLpYh4aGIicnR/0cAIwaNarYNuRyOVxdXTUWfe+eVjugDm7ExKgfK5VKJCYmwP+p40/Gxkzak0quRlVdAABHbqYBKDjZzdneFn1e8MLAl6pg4EtVYGsjw8CXqsDNwWA3ENSaVPYTM5WOVHMdCj8AAAh+cyAAIC72Jq5dvWzKSFZF5yKenp6O5ORkjXXJycmIjY3Vug03Nzd8/vnn6Nu3L0aMGIE///wTQghdoxhMs2ZBiIuLRXpaGgAg4shhBDVvCSdnZ2aSeCap5HK2t0XzGu7Yfum+el17/wr45dwdbDqfpF6UKoFN55OQnpNvtGyPSWE/MZNl5UpLTcXOP7di3IRJ6nWbf9kA9wqmn1NfFEsbTpcJLarne++9p/737du3ceTIEXTt2hVVqlRBUlIS9uzZgwULFmDs2LE6BxBCYN26dTh48CDWrFmj8+sBwBB/Dx9fRMHHpwbi4mIlcREFZjJdrqk7rui0fec6FdGkuivuZRZc3MXZ3hZVyssRsjsKAODhWA5talVApzqe2H01GQdjUpCZq9TpPZb2rK/T9oWR4s+PmUyXKydPt9/BZ61ZuRx/79sDH18/AEB6aipiY29g94EjpW7T3dFWr0wlGbYx0mBtrR3UyGBtlZZWRbxPnz544403Smxs6NChhsikMxN0asjC6VrEjcEQRZzoafoW8bLAIq4brQ7MLV68GAEBAWWdhYiIqExJZRjcULQ6Jv5sAVcqlbh37556uXv3rsl64URERNqSGXCRAp1Pkf3222+xYMEC5OTkwMXFBba2tkhNTcVLL71UBvGIiIioKDoX8cTERCQmJuL48eMQQqBly5ZIS0vD5MmTyyIfERGRwUjlFqKGovMUs1q1agEAAgMDcfjwYQCAu7s73P//ovxERERSJZMZbpECnYv4iRMnMH/+fADAf//9h/j4eCiVSiQkJBg8HBERERVN5yI+duxYXLx4EQqFAlOmTEGbNm3g5eWF5s2bl0U+IiIig7G0i73ofEy8adOm2LRpEwCgYsWKWL9+PQBoXAediIhIiiRSew1G5574swIDA7Fz5054e3sbIg8RERFpSe+7MFSoUAGLFy/G+fPnDRCHiIio7Fja2ekGu5VSUFCQoZoiIiIqExZWw7UbTo+KiipxG0dH09/TloiIyJpo1RMPCQnB9OnTizwbTwiBo0ePGjQYERGRoUnlrHJD0aqIHzhwAA8ePCjyeSEEj4mTRZHiHcMqvDLe1BGek/rvt6aOQHooZ6P3uc1mx9I+sVZFfMGCBRg3blyx23z11VeGyENERERa0qqIl1TAAWDSpEn6ZiEiIipTVjmcTkREZAlsLKuGW9zhASIiIqvBnjgREVkNS+uJG6SIK5VK2NraGqIpIiKiMmNpx8R1Hk7PyMjAqFGjUKVKFfTq1QsAsGHDBkRERBg8HBERERVN5yI+ZcoU9O7dG7dv30aXLl0AAEOHDsXevXsNHo6IiMiQbGSGW6RA5+F0Pz8/9OjRo+DF5Z68PC8vz3CpiIiIyoCFjabr3hO/fv36cwU7OzsbN2/eNFgoIiIiKpnOPfHevXvjpZdeQr9+/XDjxg2kpqZiy5YtWLhwYVnkIyIiMhirvxVp3759UadOHWzevBmOjo5QKpX47bff4OfnVwbxiIiIDMfSLo5SqilmL7zwAl544QWNdbt27UK3bt0MEoqIiIhKVqqeeE5OjsY6IQROnDiB1NRUgwUztouRkdi0cQOqV/dBfHwcps+cDQ8PD2Yyg0xSzSWlTDKZDH+vmoTlmw9jy76zCJv8BsrZ2iA9MwcV3Z0x64utyFGY5uRUKe0nKWeScq7UlBTMmDoRK9dsMHWUElnYaDpkQgihywsmTpyIPn36wOb/b2EnhMDKlSsRFBSEiRMnlknIkuTk6/f6vNxcDHwzGKvXroebuzsOHQzH7r92YuGSpYYJyExWl6ssMulzK9K3ewZh/ge9MX3J77CRydC5dQMM/2gdAGD8W+3h5CjH4lW6TxPV91ak1vKzk2qufKVOf/6fz5SXix1/bsWVy5ewc/s2HD8dqVd7AOAiL9sq+/GeKIO1Na9LgMHaKi2dDw8sWrQIr776Ktq1a4d27dqhffv22LBhA6Kjo8sin1GcOnUSvr5+cHN3BwC0btMWJ04cQ1ZWFjNJPJNUc0kpk5uLIzq1rI/9x64AABoGeOPyjST18xeuJaCOn5fRcwHS2k9SziTVXHZ29ujbbwA+nPOpyTJYO52LuKOj43PrZDKZWQ+lR0ddRy1/f/VjW1tbeFf1RowJv5gwk/akmEtKmUJGd8GCH3bj8aDb38evoF+nl+Fe3hEymQx9X2+M7f9cMHouQFr7ScqZAOnmMjcymeEWKdD5mPiSJUvw9Ai8EALXr19HcnJyqQLcuXMHSUlJ8Pb2RuXKlUvcXqFQQKFQaKwTtnLI5fJSvT8AZGVlPfflxNXNHTk52aVuU1/MpD0p5pJKpkZ1qiErJxfXbt5Vrzt8Ogprtx7DmS0fIj0zG/+cuIrt4foPg5aGVPbT06SYCZBuLnMjlSutGYrOPfGIiAg8evQI2dnZyM7ORk5ODpo0aYJNmzaV+Np+/fqp/52VlYVevXohKCgIEyZMQMuWLdGxY0ckJSUV0wIQFhYGNzc3jWXJojBdPwaRxZPJZJgy7HV8vnq/xvqgRjUR1KgmGvSci2YDwuDq4ohxA9uZKCUR6UPnnviXX36JWrVqlerNYmJi1P9eunQpunfvju3bt6vXHT16FLNnz8bq1auLbCMkJARTpkzRWCdsS98LBwAnJydkZGRorHuYngYHh+cPHRgLM2lPirmkkOntHs3wx/6zyMrJ1Vj/6YRemLn0dyhyC84I/eS7ndj34wf436ZDRsv2mBT207OkmAmQbi5zY2kXe9G5J96tWzfcvn27VG/29C3gMjMzMWbMGI3nW7VqherVqxfbhlwuh6urq8aiz1A6ANQOqIMbT33BUCqVSExMgP9Tx5+MjZm0J8VcUsjUtmkAXm/ZAMs+HIhlHw5EUKOaGNanBapXdkdyaqZ6uwfpj+Du6mS0XE+Twn4yh0yAdHOZG0s7Jq5zEW/fvn2hhfbZ49QlcXd3R2Gz2/Lz9ZwvVgrNmgUhLi4W6WlpAICII4cR1LwlnJydjZ6FmSwjlxQyjQ7dgAnzN2Hi/y+nLsbip23HsSfiErq1DVRv1/6VOth39LLRcj1NCvvJHDJJORdQ8IVCpRKF/k2nsqXzPPG///4b//33H8aMGaNxkkVISAjCwoo/Nt26dWtUr14dcrkcGRkZqFWrFj7//HP16+/evYuKFStiyZIlOn0IfeeJA08uouDjUwNxcbGSuIgCM5l3LkNn0mee+PC+rTBrZGdExd9D2Mo9GNClKRS5ecjNU8Ld1QkffrUNqQ91n6qk7zxxwDp+dlLNpe88cQDYvu13nDn9L3Zu34beffqhabMgdOves9TtlfU88fkHDHc2/4cdahusrdLSuYjXqFEDCQkJsLW1Vd+KVKVSIS8vD0qlUqs2lEol7t69i7S0NDRo0AAA8OOPP+Lhw4eYMGEC7OzsdPoQhijiRFKnTxEvK4Yo4mQ6hijihlbWRXzBgZiSN9LS7A6mP5Sh84ltY8eOxaxZs9RXbAMKppk9e7JZcWxtbeHt7Q1vb2/1upEjR+oahYiIyKppVcSPHz+OyMhINGzYELNnz37ueZlMhs8++8zg4YiIiAzJKueJd+zYER4eHmjdunWR2zhL4OQKIiKi4tjIDLdIgVY98XHjxqF///7FbpOVlQUnJ9NMUyEiIpKyr7/+GnFxcXBxccHVq1cxd+5cNGjQAAsWLMCDBw+gVCrh5eVV6Gh3cbQq4m5ubiVu8/nnn2POnDk6vTkREZExyUwwwTsiIgKHDh3CH3/8AQA4ceIE3nrrLSxevBiXLl3Czz//DKDgqqb79u1Dp06dtG5bqyI+b948/PLLL0V+eJVKhdjYWBZxIiKSNFMMg1+7dg2XLl1Cfn4+ypUrh1deeQVXr17FmjVr8NZbb6m3GzRoENatW2f4Iv7WW29h7ty5xRZxXYcAiIiIzFlhN+SSy5+/Idfbb7+NmjVrqqdlHzlyBC+++CIuXryonmYNAPXq1cPZs2d1yqDViW0BAQHw8/ODr69voUvNmjVZxImISPIMednVwm7IVdhFzxwcHPDaa68BgPp6KJ9//jkyMzM1ziXz8PDQ+f7wWhXx1atXIyEhodhtAgMDi32eiIjI1GxkMoMtISEhSE9P11hCQkKKfG+lUomhQ4dixowZaNOmjWE+jzYbDRo0CDNnzsSRI0cM8qZERETmTtcbcs2ePRudOnXCO++8AwBwcXHR6HmnpKToPMtLq2PivJALERFZAlPN7/7zzz8BFEzZBgpOdvPx8cHly5fVd6K7evUqGjdurFO7Ot/FjIiIyFyZ4lakycnJWLNmDRYsWKBet2zZMgwcOBCbN29Wr9u4cSOGDBmi0+fR+drpREREpL0VK1bgxo0bGDBgAICCon716lV89913SEhIwLRp06BUKtG4cWN07txZp7Z1vouZFPEuZmQNeBczMjRrvIvZd0djDdbW+638DNZWabEnTmQmpFgwAyb9aeoIhYr6qrepI5iFcrYSuQC4EZnggm1lisfEiYiIzBR74kREZDWkcvcxQ2ERJyIiq2FjYePpHE4nIiIyU+yJExGR1bCwjjiLOBERWQ8OpxMREZEksCdORERWw8I64iziRERkPSxt+NnSPg8REZHVYE+ciIishszCxtNZxImIyGpYVgnncDoREZHZYk/8/12MjMSmjRtQvboP4uPjMH3mbHh4eDCTGWSSai5mKtrEznXgJC+H3Hwl6ldzw1e7r6FNvUoY06E2zsWmQqUquEVmUEBFNP94Px4pjHu/YansJ3PIJcVMxbG0eeK8nziAvNxcDHwzGKvXroebuzsOHQzH7r92YuGSpYYJyExWl8taMpXmVqRNalbAipHN0PTDvQCAet6u+HZYE1y78xBLdlxFbPIjAECgjxt6vFwNYX9e1vk99LkVqRR/dlLNVRaZHMq4a/nzmdsGa+vtJtUN1lZpcTgdwKlTJ+Hr6wc3d3cAQOs2bXHixDFkZWUxk8QzSTUXMxXt5v1H+DE8Rv04LvkRKrs54ETUA3UBB4CxHWtj+d/RRs0GSGc/mUMuKWayNiYv4vfv38e5c+eQkJBgsgzRUddRy99f/djW1hbeVb0RE238PyDMpDsp5mKmoqVk5qqLs0wGvP96AFYciMb6iFj1NoE+briXrkDqo1yjZgOks5+eJcVcUsxUEpnMcIsUGPWY+KeffooNGzbg+vXryMjIwJAhQ3D27Fn4+PggOTkZlSpVwoYNG+Dr61tkGwqFAgqFQmOdsJVDLpeXOldWVhYcHR011rm6uSMnJ7vUbeqLmbQnxVzMVLL3Xg9Au/qVcPpGCr7bH/Xcc4u2XzFJLqntp8ekmEuKmUpiaVPMjNoTv3fvHrZs2QIACAsLQ3BwMOLi4hAREYGrV69i5cqV+Oijj4ptIywsDG5ubhrLkkVhxohPRAb0/f4oDFh2DPHJWVg+4hX1eu8KjvByddAYWieiwhm1iFepUgWNGjUCAOTm5mLw4MEaz9erVw/Vqxd/okBISAjS09M1lukzQ/TK5eTkhOxszW+OD9PT4ODgWMQryh4zaU+KuZhJe5tPxKNhNTf4VHQCAPQP8sE/l++aLI9U95MUc0kxU0lsDLhIgVFzZGRk4Pjx4wAADw8P3L6teZZgamoq4uLiim1DLpfD1dVVY9FnKB0AagfUwY2YJyfaKJVKJCYmwP+pYz3Gxkzak2IuZiragBY1MLFzHY116dl5cJYXHN17rWFlnLmZYtRMT5PKfnqWFHNJMVNJZDKZwRYpMGoRf3xM/PXXX0d8fDxatGiBuXPn4rPPPsPgwYPRsmVLTJo0yZiRAADNmgUhLi4W6WlpAICII4cR1LwlnJydjZ6FmSwjFzMVraq7I3wrPXnP6h6OcHO0Q1RSBmxkQMPqbkhKzTFqpqdJZT+ZQy4pZrI2JpknnpKSgoiICERHRyMzMxO2traoV68eunbtCicnJ53b03eeOPDkggU+PjUQFxcriQsWMJN557KGTKWZJ+5gZ4MP32iI7FwlFPkqBFQpj2V7ruFywkPYl7PB0bkd0XF+ONKz80qdS5954oA0f3ZSzWXoTGU9T/y384kGa6v/S94Ga6u0eLEXIiq10hRxY9C3iJPplHUR33LhjsHa6vdiVYO1VVpSOTZPREREOuK104mIyGpYWs+VRZyIiKyGVM4qNxRL+1JCRERkNdgTJyIiq2FZ/XAWcSIisiIWNprO4XQiIiJzxZ44ERFZDRsLG1BnESciIqvB4XQiIiKSBPbEiYjIasg4nE5ERGSeOJxOREREksCeOBGVmlTvFlZ12M+mjvCcO2vfNnUEAs9OJyIiMlscTiciIiJJYE+ciIishqX1xFnEiYjIaljaFDMOpxMREZkp9sSJiMhq2FhWR5xFnIiIrAeH04mIiEgS2BMnIiKrwbPTiYiIzBSH04mIiEgS2BMnIiKrwbPTiYiIzJSlDaeziP+/i5GR2LRxA6pX90F8fBymz5wNDw8PZjKDTFLNxUzmmUkmA3Z99DpW7r+OP07E4e22tdC4VkVkZOfBvpwNPv7lHFRCmCSb1PaVVDNZE5kQJvptNKCcfP1en5ebi4FvBmP12vVwc3fHoYPh2P3XTixcstQwAZnJ6nIxk2kz6XMr0oFtauKTgY0Rsv4MLsWn4vN3m6Hn/L8BAJ8OaoyYpAz8FB6tc7v63orUWn5+DmXctYyISjVYW60DKhisrdLiiW0ATp06CV9fP7i5uwMAWrdpixMnjiErK4uZJJ5JqrmYyTwzuTrZoWMjbxyIvAMAGNC6Frafilc///vxOAxsXdMk2aS2r6SaqSQyAy5SwCIOIDrqOmr5+6sf29rawruqN2Kidf+2zUzGJ8VczGSemaa/EYjFWy/i8QBlAx93XEtMVz8fdScdjfxMM1QstX0l1UzWxqhFfNWqVcjNzdWrDYVCgYcPH2osCoVCrzazsrLg6Oiosc7VzR05Odl6tasPZtKeFHMxk3aklOmFGhWQnZuP64kP1eucHcohW6FUP85SKGFrotObpbSvHpNippLYyGQGW6TAqEX8888/R//+/bFixYpSF/OwsDC4ublpLEsWhRk4KRFZE5kM+KBHA3y145Kpo1AZ43C6HurVq4dt27bB09MTvXr1QmhoKKKionRqIyQkBOnp6RrL9JkheuVycnJCdrbmN8eH6WlwcHAs4hVlj5m0J8VczKQdqWQa2LoWtp2KQ9ZTvW4AeJSTD0e5rfqxk9wWSpVpzgWWyr56mhQzWRujFnGZTAaZTIbg4GDs3r0bzZo1w/jx49GwYUMMHz4cc+bMwerVq4ttQy6Xw9XVVWORy+V65aodUAc3YmLUj5VKJRITE+D/1LEeY2Mm7UkxFzOZV6bW9b3QsZE3vni3Gb54txleCaiEd9r7w8/LBXW93dTbBVR1w8U4w53drAup7CupZyqRhXXFjVrEMzIy1P+WyWTo3r079u7diz179iAoKAhJSUn4999/jRkJANCsWRDi4mKRnpYGAIg4chhBzVvCydnZ6FmYyTJyMZN5ZXr/hxOYvPoUpqwpWE5HJ2PDoRgMW3YEvZrVUG8X3MIXmyJuGDXbY1LZV1LPVBKZAf+TAqPOE7e1tcW8efMwZcoUODg4GKxdfeeJA08uWODjUwNxcbGSuGABM5l3LmYyXSZ95okPfbU2pvV+AdFJD7F460XUqlweL9UsuNiL3K70F3vRd544YB0/v7KeJ34yJr3kjbQU5O9W8kZlzKhF/N69ezh27BgyMjLwzjvvGKxdQxRxIrIc+hTxsmKIIm4NyrqIn7phuCLerJbpi7hRL7vq5eWFN954w5hvSUREpCaNQXDD4cVeiIiIzBRvgEJERNbDwrriLOJERGQ1pHJWuaFwOJ2IiMhMsSdORERWQyKXPDcYFnEiIiIjuH//Pvr164dDhw6p1y1YsAAPHjyAUqmEl5cXZs+erVObLOJERGQ1TNERz83Nxdq1a3HmzBmcPHlSvX7fvn24dOkSfv654LoG/fr1w759+9CpUyet2+YxcSIish4muHa6vb09Ro8ejRUrVmisX7NmDQYOHKh+PGjQIKxbt06nj8MiTkREZAIXL15EgwYN1I/r1auHs2fP6tQGh9OJiMhqGHKKmUKhgEKh0Fgnl8u1vrNmZmYmnJyc1I89PDyQlZWlUwb2xImIyGrIZIZbwsLC4ObmprGEhYUZ9fOwJ05ERFQKISEhmDJlisY6bXvhAODi4qLR805JSdHomWuDRZyIiKyGIc9O12XovDCBgYG4fPky/P39AQBXr15F48aNdWqDRbyM5OQpTR2hUOVspHcEpZythV19gUxOirf97Pb9cVNHeM6u91qYOoLxmfDPjVKphEqlghACMpkMw4YNw/r169GzZ08AwMaNGzFq1Cid2mQRJyIiKmNr1qzBoUOHkJeXh1GjRuHVV1/F22+/jTNnzmDatGlQKpVo3LgxOnfurFO7MiGEKKPMRpOTb+oEz2NPXHvsiZM1YE9cOw5l3LWMvJVpsLYa+bgYrK3SYk+ciIishqVdO1163TIiIiLSCnviRERkNSysI84iTkREVsTCqjiH04mIiMwUe+JERGQ1DHntdClgESciIqvBs9OJiIhIEtgTJyIiq2FhHXEWcSIisiIWVsU5nE5ERGSm2BP/fxcjI7Fp4wZUr+6D+Pg4TJ85Gx4eHibNtOnn9Ui6kwhHJyfE3byBkWPfRy3/2ibN9FhqSgpmTJ2IlWs2mDoKAGn+/JiJmfQ1+JVqcLSzRa5SBX9PZ6w7dQvR97PwVtNqcHUoB1uZDKnZefjldILRsz0mlX2lLUs7O503QAGQl5uLgW8GY/Xa9XBzd8ehg+HY/ddOLFyytPSZ9LwByvlzZ7Bx/U9Y9MUyAMDFyAtY9NlcbPh1q17t6nsDlLy8XOz4cyuuXL6Endu34fjpSL3aA/S/AUpZ/Pz0xUzM9Cxdb4DSsIoL5navi/6rzgAAalV0woddAvC/I7HoVK8SFuyLBgCEdquDv/67i9Px6Tpn0vcGKGWxr8r6BijXkrIM1lbdKk4Ga6u0OJwO4NSpk/D19YObuzsAoHWbtjhx4hiysgz3w9ZVfGwsbsREIz+/4BtKg4YvIC72psnyPGZnZ4++/QbgwzmfmjqKmhR/fszETPq6nZ6DLefuqB8npuegorM9utT3QnjUA/X6f64l4/V6lYya7TGp7CtrJokinpCQgP/++w8qlcok7x8ddR21/P3Vj21tbeFd1Rsx0dEmyQMAnbv1wMwP56BcuYKvpefPnkFAnbomyyNlUvz5MRMz6Ss9Ox+bzyYCKDgXa1DTavj1bCJqejohLuVJkbyVmo0AL2ejZntMKvtKFzIDLlJg1CJ+8+ZNdOrUCbVq1cLkyZORk5ODfv36oX379hg5ciReeOEFXLx4sdg2FAoFHj58qLEoFAq9cmVlZcHR0VFjnaubO3JysvVqVx9yuRxNmzUHAGRmZmLpovmYMGW6yfJImRR/fsykHWYq2aAm3vi8bwPIAGw8nQBHOxvk5D3p8DzMyYdDOdP0x6S2r7RiYVXcqD/5Tz75BEuWLEFMTAyaN2+ODh06oEuXLoiKisKJEydw+PBhfP7558W2ERYWBjc3N41lyaIwI30C41Mqlfj04xAMHjYCjV9uauo4RGRkG88kYuofl5H4MAeh3epY3IlZpB+jFvHatWvjxRdfhEwmw4ABAyCTyTBy5Ej1856enqhWrVqxbYSEhCA9PV1jmT4zRK9cTk5OyM7W/Ob4MD0NDg6ORbzCeP73zVcIatEK3Xr0MnUUyZLiz4+ZtMNM2ttz+T5qV3KGq2M5ONg9+dPt6lAOOfmmORQp1X1VHJkB/5MCoxbxqKgo9XHvixcvIioqCklJSRrb3L17t9g25HI5XF1dNRa5XK5XrtoBdXAjJkb9WKlUIjExAf5PHesxhUPhBwAAwW8OBADExd7EtauXTRlJkqT482MmZtJX1wZeGPyKZqcmU5GPM/Hp8PV4cla0TwVHRN97ZNRsj0llX+lCJjPcIgVGLeIdO3ZEvXr10LVrV/To0QM7duzAu+++i6+++go///wzBg4ciPr16xszEgCgWbMgxMXFIj0tDQAQceQwgpq3hJOzaU4WAYC01FTs/HMrxk2YpF63+ZcNcK8gjfmXSqUSKpWAFGYoSvHnx0zMpK9KLvbwdnNQP65cXg4XeTlsv5iE9gEV1etfq+uJfVfvGzXbY1LZV9bM6PPEb926hStXruCVV15BhQoVkJKSgm+++QZ37txB586d0adPH53b1HeeOPDkggU+PjUQFxer9wUL9J0nvmblcvy9bw98fP0AAOmpqYiNvYHdB47o1a6+88QBYPu233Hm9L/YuX0bevfph6bNgtCte8/SZ9Jznjhg+J+fITATMz1N13ni9rY2GNvaFzn5SuTmC/hWdMSGU7cRk/zkYi82soKz2H8u5cVe9J0nDhh+X5X1PPGYe4Y76c7fy/SHDXixlzKibxEvK4Yo4oZmiCJOJHW6FnFjMEQRN7QyL+L3DVjEK5m+iEvvLzoRERFphddOJyIiqyGVs8oNhUWciIishlTOKjcUDqcTERGZKfbEiYjIalhYR5xFnIiIrIiFVXEOpxMREZkp9sSJiMhq8Ox0IiIiM8Wz04mIiEgS2BMnIiKrYWEdcRZxIiKyHhxOJyIiIkngXcyIiKzUK5/sN3WE51yc93qZtn87NddgbVWvYG+wtkqLw+lERGQ1OJxOREREksCeOBERWQ0L64iziBMRkfXgcDoRERFJAnviRERkNXjtdCIiInNlWTWcw+lERETmij1xIiKyGhbWEWcRJyIi68Gz04mIiEgS2BMnIiKrwbPTiYiIzJVl1XAW8ccuRkZi08YNqF7dB/HxcZg+czY8PDyYyQwySTUXMzGTJeYa3a4mnOxtkatUoU7l8lh+8Aau3slQP+/v5YyfRzdD88/CjZrLWvFWpADycnMx8M1grF67Hm7u7jh0MBy7/9qJhUuWGiYgM1ldLmZiJnPIpeutSF/0ccOXg17Ea4sPAwDqVHbBwv6B6PvtcfU2i98MxGv1KqHpp/+UKlNZ34o0OdNw9672dDF9P5gntgE4deokfH394ObuDgBo3aYtTpw4hqysLGaSeCap5mImZrLEXPEPsrD+WJz68a2ULHiVl6sfdw2sgiPXk42WpzRkMsMtUsAiDiA66jpq+furH9va2sK7qjdioqOZSeKZAGnmYiZmMjQp5ErNysOaiIIiLpMBI9rWxNqjsQAAJ3tbtK9XCTvO3zFaHjLRMfH09HRERUVBCAEXFxf4+vrCyclJq9cqFAooFAqNdcJWDrlcXsQrSpaVlQVHR0eNda5u7sjJyS51m/piJu1JMRczaYeZtCelXCPa+KFl7Yo4H5+GVUdiARQcK1956IbRs+jK0s5ON2pPPCUlBcHBwahbty4++OADTJw4EY0bN0azZs3QunVrbN++vcQ2wsLC4ObmprEsWRRmhPRERAQAq47EYsSaM7iVmo2lAxrB38sZAkD0vUemjlYiSxtON2pPfNq0aRgxYgS2bNkC2f/vgb/++gtJSUno06cPvv76ayQlJWH06NFFthESEoIpU6ZorBO2pe+FA4CTkxMyMjI01j1MT4ODg2MRryh7zKQ9KeZiJu0wk/akmGvb2USMblcTo9rWxKfbr5gshzUzak/cx8cH3bp1UxdwAOjevTuio6Ph4eGBTz75BDExMcW2IZfL4erqqrHoM5QOALUD6uDGU++rVCqRmJgA/6eOPxkbM2lPirmYiZkMTQq5+rzsjdHtamqsc3O0g2d5OaZ2roOPe9bHxz3ro5ytDT7uWV/jpDcqG0Yt4klJSVCpVBrrYmJikJz85GxGOzs7Y0YCADRrFoS4uFikp6UBACKOHEZQ85ZwcnY2ehZmsoxczMRMlpirspsDfDye9Py93R2Qnp2HMT+dxbwdV9SLUiUwb8cV3MtQFNOaaVjacLpR54nv3r0bISEhePXVV+Hp6YmYmBgcPXoU27ZtQ/369VGjRg00bdoUf/zxh07t6jtPHHhyEQUfnxqIi4uVxMUdmMm8czETM0k9l67zxOXlbDC1cwCy81TIzVehlpczfjh4A9eSMgEAVd0cMKBZdYxoWxM/HLyBn0/EI+VRnk7vUdbzxNOylQZry93R1mBtlZbRL/Zy9+5d7Ny5E0lJSahRowZ69+4NV1dXAMDly5fh5+en9ZnqjxmiiBMRWRtdi7gxlHURT89WlbyRltwcTT9L2+hTzCpXrowRI0YU+lyDBg2MnIaIiKyJVIbBDcX0XyOIiIioVEx/4VciIiIjsbCOOIs4ERFZEQur4hxOJyIiMlPsiRMRkdWwtGuns4gTEZHV4NnpREREJAnsiRMRkdWwsI44izgREVkRC6viLOJERERl7NSpU/j2229Rq1YtREdH48svv0SlSpX0bpdFnIiIrIYpzk7Pzc3FiBEjcOjQIXh4eGDnzp344IMP8Msvv+jdNk9sIyIiq2GKW5GGh4ejTp066jvOde3aFX///TcePXqk9+dhESciIioFhUKBhw8faiwKxfP3UL948aLGDb5sbW3h6+uLS5cu6R9CkFpOTo4IDQ0VOTk5po6ixkzakWImIaSZi5m0w0zak2qushYaGioAaCyhoaGFbrdgwQKNdZ06dRLh4eF6ZzD6/cSl7OHDh3Bzc0N6err6HuemxkzakWImQJq5mEk7zKQ9qeYqawqF4rmet1wuh1wu11g3d+5cyOVyhISEqNd17twZISEhaN++vV4ZeGIbERFRKRRWsAvj4uKC9PR0jXUpKSlwcnLSOwOPiRMREZWhwMBAXL58Wf1YqVQiNjZW4zh5abGIExERlaFXX30V169fR0pKCgBg9+7d6NixI1xcXPRum8PpT5HL5QgNDdVqeMRYmEk7UswESDMXM2mHmbQn1VxSYW9vj1WrVmHSpEnw9/dHVFQUli1bZpC2eWIbERGRmeJwOhERkZliESciIjJTLOJERERmiie2/b+yusOMIdy/fx/9+vXDoUOHTB0FX3/9NeLi4uDi4oKrV69i7ty5BpkmoQ8hBObPn4/MzEzI5XJERkZizpw5aNy4sUlzAYBKpULbtm0xfvx4DBw40NRx0KpVK43rNdeqVQt//PGHCRMBOTk5mDNnDlxcXHD37l14eXkhNDTUZHnu3r2LqlWr4tVXX0X58uUBAFevXsXUqVMxatQok+UCgHXr1mH//v2oU6cOoqKiMHfuXNSqVcukmXbt2oVt27ahSpUqiI+Px+effw5PT0+TZrIqel/zzQIoFArxwgsviAcPHgghhNixY4cYNGiQiVMV5FqxYoUYPXq0kMvlpo4jjhw5Ivr06aN+fPz4cfHiiy+aLtD/O3r0qKhSpYpQqVRCCCEuXLggGjZsaOJUBdauXSu8vLzExo0bTR1FCCFE//79TR3hOePGjRMRERFCCCHOnz8v/P39TZrnjz/+EPPmzVM/ViqVokePHiI7O9uEqYSIi4sTtWvXFrm5uUIIIc6dOyc6duxo0kx37twRjRo1UmfauXOnxt8IKnscTkfZ3mFGH/b29hg9ejRWrFhh0hyPXbt2DZcuXUJ+fj4A4JVXXsHVq1dNnAoICAjA5MmT1Y/9/f2RmJhowkQF0tLSsGfPHnTp0sXUUQAA+fn5cHBwMHUMDQ8ePMC1a9fQqlUrAMCLL76I6Ohok2Z6+PAhpkyZon78xx9/oFu3bibfd1euXEGtWrVgZ2cHAGjUqBGioqJMmmnnzp1o3769OlPXrl1x9OhRpKammjSXNeFwOoq/w0yzZs1MmExa3n77bdSsWRPlyhX82hw5cgQvvviiiVMBlSpVwowZMwAUDF8vXLgQ06ZNM3EqYN68eZgzZw4WLVpk6igACoaJMzIyMH/+fKSnp8PZ2RnTpk2Ds7OzyTJFRESgdu3amD9/PlJSUmBnZ4fZs2eb9PrbQ4cOVf9bpVJh5cqV+PPPP02W57FXXnkFly9fRmRkJBo1aoTffvsNvXv3NmmmpKQkjaFzGxsb9Txo/u00DhZxAJmZmc9dw9bDwwNZWVkmSiRNDg4OeO211wAU9FYmTJiA77//3sSpnli4cCH27t2LVq1aYdasWSbNcv78eTg5OaF+/fomzfG0tLQ01KxZE7NmzYKtrS2WL1+OgQMHYseOHSbLFB0djZ07d+LYsWPw9fXF+vXrMWTIEGzbts1kmZ62a9cuNGvWzOS9cKDgb9KWLVvQsWNH1K5dG0IIHDhwwKSZatSogfDwcI11KpUKgpcfMRoOp5POlEolhg4dihkzZqBNmzamjqM2a9Ys/PPPP6hVqxb69+9vsj8kKpUKixcvNvkXiWc1bNgQX3zxBWxtbQEAY8aMwblz55CQkGCyTJmZmRgxYgR8fX0BAIMHD8aZM2dw9+5dk2V62rJlyzB48GBTxwBQcOghNDQU586dw9GjRzF8+HC88847Js3Uu3dvREREqIf1//rrL5w9e9YglxMl7bCIo+AOM8/2ug11hxlLNHv2bHTq1Mnkf0AKI5PJ8O677+L8+fOIjY01SYZ169ahf//+Jh2m1oZMJoOvry+SkpJMlsHW1lZ9eOZxpho1auD27dsmy/RYfHw8bt26hbp165o6CgDgm2++QadOnVCtWjXIZDKMHDkSFy5cwK1bt0yWyc3NDdu2bcOiRYswc+ZM3LlzB7Vr11Z/KaOyx+F0FNxh5ocfflA/NuQdZizN42OD48aNA1BwsltWVpZJp3OtWrUKd+7cwUcffQSgoBC4u7sjIyPDJHkOHjwIuVyOvXv3AgCOHz+O27dvo1y5cujXr59JMgHAypUrERMTg4ULF6rX3blzB97e3ibLVK9ePWzdulVjXXJyMry8vEyU6Ildu3YhKCjI1DHU7ty5A39/f/VjmUyGihUrIjU1FT4+PibL1aBBA/z4448ACkYLVq9ezZ64EbEnjrK9w4whKJVKSRxnSk5Oxpo1a7BgwQL1umXLlpl8Pv3t27cRExOjfhwbG4u0tDSTfQlbu3YtVqxYgeXLl2P58uVo3rw5RowYYdICDhScx/B0r/vo0aPw8/ND1apVTZapa9euOH36NB48eACgYD62p6enSYvSY2fOnEH16tVNHUOtc+fO2LFjh/rvQHJyMtLT003a2bh06RJq1Kihfvz111+rTzIl42BPHGV7hxl9rVmzBocOHUJeXh5GjRqFV199FW+//bZJsqxYsQI3btzAgAEDABT8Ebl69Sq+++47k+R5bMaMGZg+fTpmzJgBBwcHXL58Gb///rvGMK2p/PDDDwgPD0dCQgKqV69u0nMIJkyYgJCQEMyaNQt2dna4desWNmzYYLI8AODs7IyffvoJ48ePh6+vryQyPWZjYwM/Pz9Tx1Dr06cPoqOjMXz4cFSpUgW3b9/G5s2bTfp77ufnhyZNmmD27NnIy8uDv78/3njjDZPlsUa8ixkREZGZ4nA6ERGRmWIRJyIiMlMs4kRERGaKRZyIiMhMsYgTERGZKRZxIiIiM8UiTkREZKZYxMmqHD9+HG3btkX16tWxYMECzJs3D8OGDcM333xjkCviHT58GPXr18emTZsAADdu3IC3t7dW13FXqVSYMGGCzu+ZlJSE4cOHF3nf8suXL6N3797w8PDQuLywNn766Sc4ODjofH31s2fPonv37pK5DSuRpTL9Ja2IjKhFixZ49913ceLECcyePRtAQfF8/fXX4ePjo/fVptq2batxve1q1aohLCxMq+uT37p1C3l5eTq/Z5UqVTBkyBCNa6I/rUGDBpg0aRJycnIwevRondoeOnQoQkNDdc708ssvo0mTJia/VDCRpWNPnKyOTCaDTCZTP7axsUHv3r1x+PBhg7+XXC7H0KFDYW9vX+x2jx49wpdffmnw93/s2c9sDDY2/PNCVNbYEycCoFAo4ODggIMHD2L27NkYNGgQHjx4gLVr16pvYjJ58mTUqFEDCQkJ6N69O/r06QMA2L59O3bt2oWaNWsiOTkZd+7cUbe7fv16zJ49G//++y+qVKkCIQQWL16MR48eoVy5coiOjsby5cuxf/9+pKam4saNG+r3e+mll/C///0PZ8+eRbVq1ZCSkoLPP/8c9vb2SExMRGhoKHx9fZGTk4Ps7OxSf3alUonp06ejSpUqcHV1xeHDh7F06VKNG6OsWrUKWVlZUKlUyMjIwMKFC+Hi4oK0tLQi9wsRGYEgsjJr1qwRY8aMUT9OTk4WL7zwgjh9+rQQQojBgweLoKAgkZOTI+7duycePXokBgwYIH788UchhBD5+fmiVatWIjo6Wly6dEk0bdpU5OXlCSGESEpKEi4uLmLjxo3q9n18fMSdO3eEEEJ8/fXXIjQ0VP1cmzZtxMGDBwvNtXv3btG2bVuhVCrVr503b54QQohWrVqJf//9V71t//79RefOnYv8zOHh4UU+f/nyZWFvby8UCoX6febOnat+3tfXV8ycOVP9+KeffhLDhw8XQogi94sQQoSGhoqwsLAiMxGR/jjeRVYpMjISX331FZYsWYIvvvgCK1euRJMmTQAAtra2GDZsGORyOSpVqgSZTIYdO3bgrbfeUj/fsWNH7Nq1C7/99hsGDBigvpNU5cqV0alTJ433enpY+ZtvvsGYMWPUj8PDw9GuXbtCM27YsAFDhgxRv75Xr17YunUr4uLikJaWhqZNm6q3feedd0q9L+rVq4erV6/Czs4ON27cQFRUlMZoAgAMGzZM/e9BgwZh69atePToUZH7hYiMg8PpZJUaNWqESZMmFfm8u7u7+t8pKSkoV64cfvrpJ/W6tLQ01KlTB5GRkc8V4cqVKxfZ7q1bt1ClShX1Y1tb2yK3vXv3Li5cuIDly5cDADIzM/Hiiy/i9u3bGm2U9J4lUSqVWLNmDe7fv482bdqgatWqiI+P19jm6fezs7ODo6Mj0tLSitwvRGQcLOJEJahUqRLkcjlGjhz53L2br1+//tz0q/v37xfZlqenJ27fvg0fHx/1uszMTLi4uDy3rZ+fH1q0aIFBgwZprI+NjdXpPYuzbds23L17FwkJCVi1ahUAYO3atc8V8bt376q/2OTl5SE7Oxuenp5F7hciMg4Op5PVEUIUO/Xp2eft7e3Rt29fbNiwQb0uKSkJO3fuxJtvvolff/0V+fn5AIDk5GTs3btX4/VPtzd06FB89NFHUCqVAICjR49i8+bNAArOIM/NzQUAnDx5Eu+++y5Wr16t3lYIgVWrVsHPzw9ubm44c+aM+j1++eUXnT4TANy+fRsbN25EQkICAgIC1Otv3rz53Lbr1q1T/3vz5s3o3bs35HJ5kfulqPckIsOSCf5fRlbk5MmTmDVrFuLi4rB06dLnzqTeuHEjpk+fjoCAAHz++efq4+SPHj3CzJkzkZ+fD09PTzg6OmLatGmQy+X4448/8Pfff6NmzZq4dOkS4uLi4OTkhG+++Qa//vorPvroI4wcORILFiyAq6srQkNDER4eDk9PTwQEBGDx4sWwtbXF9evX0atXL7Rt2xbBwcHo3LkzfvnlF2zfvh1+fn6wsbHBoEGDEBgYiNu3b2Pu3LkICAjAvXv3kJKSgl27dmHlypXo1auXxmf677//MH36dBw9ehQffPAB7OzscPfuXfz666/o27cvPvzwQ4wdOxYBAQHIzMyEvb099u/fjx9//BHt27fHkCFDULduXaSnp0MulyM5ORmLFy9G+fLli9wvhw8fxtSpU2Fvb4+lS5cWedyfiPTDIk5ERGSmOJxORERkpljEiYiIzBSLOBERkZliESciIjJTLOJERERmikWciIjITLGIExERmSkWcSIiIjPFIk5ERGSmWMSJiIjM1P8BieEIwQ0yeocAAAAASUVORK5CYII=",
|
||
"text/plain": [
|
||
"<Figure size 600x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(6, 5))\n",
|
||
"sns.heatmap(results[\"SVM-rbf\"][\"confusion\"], annot=True, fmt='d', cmap='Blues')\n",
|
||
"\n",
|
||
"plt.xlabel('Predicted Label')\n",
|
||
"plt.ylabel('True Label')\n",
|
||
"plt.title('Confusion Matrix (SVM-rbf)')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 115,
|
||
"id": "deaac01c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(6, 5))\n",
|
||
"sns.heatmap(results[\"KNN (k=5)\"][\"confusion\"], annot=True, fmt='d', cmap='Blues')\n",
|
||
"\n",
|
||
"plt.xlabel('Predicted Label')\n",
|
||
"plt.ylabel('True Label')\n",
|
||
"plt.title('Confusion Matrix (KNN (k=5))')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 116,
|
||
"id": "8fb0dfb7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(6, 5))\n",
|
||
"sns.heatmap(results[\"Random Forest (50)\"][\"confusion\"], annot=True, fmt='d', cmap='Blues')\n",
|
||
"\n",
|
||
"plt.xlabel('Predicted Label')\n",
|
||
"plt.ylabel('True Label')\n",
|
||
"plt.title('Confusion Matrix (Random Forest (50))')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 117,
|
||
"id": "9531cd3a",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(6, 5))\n",
|
||
"sns.heatmap(results[\"FDA\"][\"confusion\"], annot=True, fmt='d', cmap='Blues')\n",
|
||
"\n",
|
||
"plt.xlabel('Predicted Label')\n",
|
||
"plt.ylabel('True Label')\n",
|
||
"plt.title('Confusion Matrix (FDA)')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 118,
|
||
"id": "2add0c90",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(6, 5))\n",
|
||
"sns.heatmap(results[\"Logistic Regression\"][\"confusion\"], annot=True, fmt='d', cmap='Blues')\n",
|
||
"\n",
|
||
"plt.xlabel('Predicted Label')\n",
|
||
"plt.ylabel('True Label')\n",
|
||
"plt.title('Confusion Matrix (Logistic Regression)')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 119,
|
||
"id": "810a5ffc",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 600x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(6, 5))\n",
|
||
"sns.heatmap(results[\"Voting (Hard)\"][\"confusion\"], annot=True, fmt='d', cmap='Blues')\n",
|
||
"\n",
|
||
"plt.xlabel('Predicted Label')\n",
|
||
"plt.ylabel('True Label')\n",
|
||
"plt.title('Confusion Matrix (Voting (Hard))')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 123,
|
||
"id": "cac71586",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"[[204 0 0 0 0 0 0 0 0 0]\n",
|
||
" [ 0 218 1 0 2 0 0 0 1 0]\n",
|
||
" [ 0 0 192 0 0 0 0 0 0 0]\n",
|
||
" [ 1 0 0 217 0 5 0 2 1 2]\n",
|
||
" [ 0 0 0 0 145 0 0 2 3 6]\n",
|
||
" [ 0 0 0 1 0 283 0 0 1 9]\n",
|
||
" [ 0 0 0 0 0 0 222 0 0 0]\n",
|
||
" [ 0 0 0 0 0 0 0 240 0 0]\n",
|
||
" [ 0 14 2 0 0 0 0 3 179 0]\n",
|
||
" [ 0 1 0 0 0 3 0 0 1 199]]\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"targets = [\"MLP (200)\", \"SVM-rbf\", \"KNN (k=5)\", \"Random Forest (50)\", \"FDA\", \"Logistic Regression\"]\n",
|
||
"\n",
|
||
"err = sum([results[target][\"confusion\"] for target in targets])\n",
|
||
"print(err)\n",
|
||
"err = err - np.diag(np.diag(err))\n",
|
||
"\n",
|
||
"sns.heatmap(err, annot=True, fmt='d', cmap='Reds')\n",
|
||
"plt.title('Combined Misclassification Confusion Matrix')\n",
|
||
"plt.xlabel('Predicted Label')\n",
|
||
"plt.ylabel('True Label')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "02290a5a",
|
||
"metadata": {},
|
||
"source": [
|
||
"## Error Analysis\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "19c824f7",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 6 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"model = models[\"CNN(Attention)\"]\n",
|
||
"model.eval()\n",
|
||
"\n",
|
||
"with torch.no_grad():\n",
|
||
" outputs = model(X_test_tensor)\n",
|
||
" _, predicted = torch.max(outputs, 1)\n",
|
||
" \n",
|
||
" # 정답과 예측이 다른 인덱스 추출\n",
|
||
" wrong_indices = (predicted != y_test_tensor).nonzero(as_tuple=True)[0].numpy()\n",
|
||
" \n",
|
||
" # 실제 라벨과 예측 라벨 가져오기\n",
|
||
" wrong_labels = y_test_tensor[wrong_indices].numpy()\n",
|
||
" wrong_preds = predicted[wrong_indices].numpy()\n",
|
||
" wrong_images = X_test_tensor[wrong_indices].numpy()\n",
|
||
"\n",
|
||
"# 시각화 (최대 10개만)\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"num_show = min(10, len(wrong_indices))\n",
|
||
"\n",
|
||
"for i in range(num_show):\n",
|
||
" ax = plt.subplot(2, 5, i + 1)\n",
|
||
" # 이미지 형태 복원 (1, 8, 8) -> (8, 8)\n",
|
||
" img = wrong_images[i].reshape(8, 8) \n",
|
||
" ax.imshow(img, cmap='gray_r')\n",
|
||
" ax.set_title(f\"True: {wrong_labels[i]}\\nPred: {wrong_preds[i]}\", color='red')\n",
|
||
" ax.axis('off')\n",
|
||
"\n",
|
||
"plt.suptitle(\"Misclassified Samples Analysis\", fontsize=16)\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "2025-02-ai-hw2",
|
||
"language": "python",
|
||
"name": "python3"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 3
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython3",
|
||
"version": "3.12.11"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|