hipom_data_mapping/post_process/tfidf_class/4z.plot_selection.ipynb

172 lines
223 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"# k 값\n",
"k_values = np.array([1, 2, 3, 4, 5, 6, 7, 8, 9])\n",
"\n",
"# BoW, TF-IDF, Word2Vec, TF-IDF Class 실험 결과\n",
"bow_c = np.array([90.13, 90.31, 90.41, 90.15, 90.11, 90.14, 90.16, 90.16, 90.12])\n",
"bow_e = np.array([86.32, 87.03, 87.61, 87.81, 87.83, 87.85, 88.06, 88.34, 88.42])\n",
"bow_j = np.array([86.58, 87.18, 87.80, 88.01, 88.07, 88.08, 88.21, 88.43, 88.40])\n",
"\n",
"tfidf_c = np.array([89.77, 90.30, 90.52, 90.78, 90.82, 90.77, 90.74, 90.70, 90.70])\n",
"tfidf_e = np.array([89.80, 90.23, 90.42, 90.64, 90.75, 90.81, 90.85, 90.83, 90.82])\n",
"\n",
"word2vec_c = np.array([88.44, 88.40, 88.16, 87.24, 86.83, 86.99, 86.51, 86.51, 86.28])\n",
"word2vec_e = np.array([87.47, 87.89, 88.03, 87.77, 87.71, 87.66, 87.57, 87.36, 87.26])\n",
"\n",
"tfidf_class_c = np.array([90.12, 90.12, 90.12, 90.12, 90.12, 90.12, 90.12, 90.12, 90.12])\n",
"\n",
"# 그래프 설정\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"# 글씨 크기 설정 (1단계 낮춤)\n",
"plt.rcParams.update({'font.size': 18})\n",
"\n",
"# 도형 크기를 1.5배로 설정\n",
"marker_size = 9 # 기본 크기가 6이므로 1.5배로 설정\n",
"\n",
"# BoW (C, E, J) -> 색상: 파란색, 도형: 원(circle), 사각형(square), 삼각형(triangle_up)\n",
"plt.plot(k_values, bow_c, 'bo--', label='KNN BoW C', markersize=marker_size) # C: 점선\n",
"plt.plot(k_values, bow_e, 'bs-', label='KNN BoW E', markersize=marker_size)\n",
"plt.plot(k_values, bow_j, 'b^-', label='KNN BoW J', markersize=marker_size)\n",
"\n",
"# TF-IDF (C, E) -> 색상: 빨간색, 도형: 원(circle), 사각형(square)\n",
"plt.plot(k_values, tfidf_c, 'ro--', label='KNN TF-IDF C', markersize=marker_size) # C: 점선\n",
"plt.plot(k_values, tfidf_e, 'rs-', label='KNN TF-IDF E', markersize=marker_size)\n",
"\n",
"# Word2Vec (C, E) -> 색상: 녹색, 실선, 도형: 원(circle), 사각형(square)\n",
"plt.plot(k_values, word2vec_c, 'go--', label='KNN Word2Vec C', markersize=marker_size) # C: 점선\n",
"plt.plot(k_values, word2vec_e, 'gs-', label='KNN Word2Vec E', markersize=marker_size) # 실선\n",
"\n",
"# TF-IDF Class (C) -> 색상: 보라색, 실선, 도형: 원(circle)\n",
"plt.plot(k_values, tfidf_class_c, 'mo-', label='KNN TF-IDF Class C', markersize=marker_size)\n",
"\n",
"# 그래프 꾸미기\n",
"plt.xlabel('K')\n",
"plt.ylabel('Recall')\n",
"\n",
"# 범례를 우측 하단에 위치시킴\n",
"plt.legend(loc='lower right')\n",
"\n",
"# 그래프 출력\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x700 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"\n",
"# 데이터 정의\n",
"data = {\n",
" 'THsim': [0.85, 0.86, 0.87, 0.88, 0.89, 0.9, 0.91, 0.92, 0.93, 0.94, 0.95, 0.96, 0.97, 0.98, 0.99, 1.0],\n",
" 'DistilBERT_Precision': [0.7144, 0.7153, 0.7159, 0.7164, 0.7168, 0.7174, 0.7181, 0.7189, 0.7202, 0.7208, 0.7217, 0.7225, 0.7235, 0.7245, 0.7258, 0.7277],\n",
" 'DistilBERT_Recall': [0.9101, 0.9102, 0.9102, 0.9103, 0.9104, 0.9105, 0.9106, 0.9105, 0.9105, 0.9105, 0.9105, 0.9102, 0.9104, 0.9104, 0.9102, 0.9086],\n",
" 'TF-IDF_Precision': [0.7240, 0.7245, 0.7245, 0.7245, 0.7247, 0.7248, 0.7247, 0.7254, 0.7259, 0.7264, 0.7265, 0.7266, 0.7268, 0.7268, 0.7268, 0.7268],\n",
" 'TF-IDF_Recall': [0.9093, 0.9096, 0.9095, 0.9095, 0.9091, 0.9091, 0.9090, 0.9093, 0.9094, 0.9094, 0.9094, 0.9092, 0.9089, 0.9089, 0.9086, 0.9086],\n",
" 'No_Refine_Precision': [0.7277, 0.7277, 0.7277, 0.7277, 0.7277, 0.7277, 0.7277, 0.7277, 0.7277, 0.7277, 0.7277, 0.7277, 0.7277, 0.7277, 0.7277, 0.7277],\n",
" 'No_Refine_Recall': [0.9086, 0.9086, 0.9086, 0.9086, 0.9086, 0.9086, 0.9086, 0.9086, 0.9086, 0.9086, 0.9086, 0.9086, 0.9086, 0.9086, 0.9086, 0.9086]\n",
"}\n",
"\n",
"# 데이터프레임으로 변환\n",
"df = pd.DataFrame(data)\n",
"\n",
"# 기본 figure 설정\n",
"fig, ax1 = plt.subplots(figsize=(12, 7))\n",
"\n",
"# 폰트 크기 설정 (모두 18로 설정)\n",
"plt.rcParams.update({'font.size': 20})\n",
"\n",
"# 첫 번째 y축 (왼쪽) - Precision\n",
"ax1.set_xlabel(r'TH$_{sim}$', fontsize=20, color='black')\n",
"ax1.set_ylabel('Precision', fontsize=20, color='black')\n",
"ax1.plot(df['THsim'], [x * 100 for x in df['DistilBERT_Precision']], label='DistilBERT Precision', marker='o', linestyle='-', color='blue')\n",
"ax1.plot(df['THsim'], [x * 100 for x in df['TF-IDF_Precision']], label='TF-IDF Precision', marker='x', linestyle='-', color='red')\n",
"ax1.plot(df['THsim'], [x * 100 for x in df['No_Refine_Precision']], label='No Refine Precision', marker='s', linestyle='-', color='green')\n",
"ax1.tick_params(axis='y', labelcolor='black')\n",
"ax1.set_ylim([70, 80]) # y축 범위를 적절하게 설정\n",
"\n",
"# 두 번째 y축 (오른쪽) - Recall\n",
"ax2 = ax1.twinx()\n",
"ax2.set_ylabel('Recall', fontsize=20, color='black')\n",
"ax2.plot(df['THsim'], [x * 100 for x in df['DistilBERT_Recall']], label='DistilBERT Recall', marker='o', linestyle='--', color='blue')\n",
"ax2.plot(df['THsim'], [x * 100 for x in df['TF-IDF_Recall']], label='TF-IDF Recall', marker='x', linestyle='--', color='red')\n",
"ax2.plot(df['THsim'], [x * 100 for x in df['No_Refine_Recall']], label='No Refine Recall', marker='s', linestyle='--', color='green')\n",
"ax2.tick_params(axis='y', labelcolor='black')\n",
"ax2.set_ylim([90.6, 91.2]) # y축 범위를 적절하게 설정\n",
"\n",
"# 제목과 레전드 설정\n",
"ax1.legend(loc='upper left')\n",
"ax2.legend(loc='upper right')\n",
"\n",
"# 왼쪽 y축에 맞춘 그리드 설정\n",
"ax1.grid(True)\n",
"\n",
"# 레이아웃 조정 및 그리드 설정\n",
"plt.tight_layout()\n",
"\n",
"# 그래프 출력\n",
"plt.show()\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "torch",
"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": "3.9.13"
}
},
"nbformat": 4,
"nbformat_minor": 2
}