hipom_data_mapping/data_import/plot_class_token.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Concatenated data saved to output/thing_property_grouped.csv\n",
"Total number of unique thing_property combinations: 691\n"
]
}
],
"source": [
"import pandas as pd\n",
"import os\n",
"import re\n",
"\n",
"# CSV 파일 읽기\n",
"df = pd.read_csv('raw_data.csv')\n",
"\n",
"# MDM이 True인 데이터만 필터링\n",
"mdm_true_df = df[df['MDM'] == True]\n",
"\n",
"# 'thing'과 'property'로 그룹화하여 'tag_description'을 이어붙이기 (NaN을 빈 문자열로 처리)\n",
"tag_description_concatenated = mdm_true_df.groupby(['thing', 'property'])['tag_description'].apply(lambda x: ' '.join(x.dropna().astype(str))).reset_index()\n",
"\n",
"# 'thing'과 'property'로 그룹화하여 'tag_name'을 이어붙이기 (NaN을 빈 문자열로 처리)\n",
"tag_name_concatenated = mdm_true_df.groupby(['thing', 'property'])['tag_name'].apply(lambda x: ' '.join(x.dropna().astype(str))).reset_index()\n",
"\n",
"# 'thing'과 'property'의 매핑 개수 계산\n",
"mapping_count = mdm_true_df.groupby(['thing', 'property']).size().reset_index(name='mapping_count')\n",
"\n",
"# 세 개의 데이터프레임 병합: mapping_count, tag_description_concatenated, tag_name_concatenated\n",
"thing_property_grouped = pd.merge(mapping_count, tag_description_concatenated, on=['thing', 'property'])\n",
"thing_property_grouped = pd.merge(thing_property_grouped, tag_name_concatenated, on=['thing', 'property'])\n",
"\n",
"# 'tag_description'에서 공백으로 분리된 토큰 수 계산\n",
"thing_property_grouped['td_token_count'] = thing_property_grouped['tag_description'].apply(lambda x: len(re.findall(r'\\S+', x)))\n",
"\n",
"# 'tag_description'에서 고유한 토큰 수 계산 (unique_token_count)\n",
"thing_property_grouped['unique_token_count'] = thing_property_grouped['tag_description'].apply(lambda x: len(set(re.findall(r'\\S+', x))))\n",
"\n",
"# 'thing'과 'property'에서 숫자를 '#'으로 대체하여 pattern 생성\n",
"thing_property_grouped['pattern'] = thing_property_grouped['thing'].str.replace(r'\\d', '#', regex=True) + \" \" + thing_property_grouped['property'].str.replace(r'\\d', '#', regex=True)\n",
"\n",
"# 고유한 thing_property 조합의 총 개수 계산\n",
"total_thing_property_count = thing_property_grouped.shape[0]\n",
"\n",
"# 저장 경로 지정\n",
"output_path = 'output/thing_property_grouped.csv'\n",
"\n",
"# 디렉터리 생성 (존재하지 않으면)\n",
"output_dir = os.path.dirname(output_path)\n",
"os.makedirs(output_dir, exist_ok=True)\n",
"\n",
"# 결과를 CSV 파일로 저장\n",
"thing_property_grouped.to_csv(output_path, index=False, encoding='utf-8-sig')\n",
"\n",
"# 결과 출력\n",
"print(f\"Concatenated data saved to {output_path}\")\n",
"print(f\"Total number of unique thing_property combinations: {total_thing_property_count}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"# Left axis: Plotting the histogram for mapping_count\n",
"fig, ax1 = plt.subplots(figsize=(12, 8))\n",
"\n",
"# Histogram for mapping_count\n",
"ax1.hist(thing_property_grouped['mapping_count'], bins=30, color='skyblue', edgecolor='black', alpha=0.7)\n",
"ax1.set_xlabel('Mapping Count', fontsize=24, color='black') # X-axis label with larger font\n",
"ax1.set_ylabel('Frequency', fontsize=24, color='black') # Y-axis label with larger font\n",
"ax1.grid(True, linestyle='--', alpha=0.7)\n",
"\n",
"# Set axis color to black\n",
"ax1.spines['bottom'].set_color('black')\n",
"ax1.spines['top'].set_color('black') \n",
"ax1.spines['right'].set_color('black')\n",
"ax1.spines['left'].set_color('black')\n",
"\n",
"# Make tick labels larger\n",
"ax1.tick_params(axis='x', colors='black', labelsize=18)\n",
"ax1.tick_params(axis='y', colors='black', labelsize=18)\n",
"\n",
"# Right axis: Plotting unique_token_count min, max, and average\n",
"ax2 = ax1.twinx()\n",
"\n",
"# Group by mapping_count to calculate min, max, and average of unique_token_count\n",
"grouped_token_stats = thing_property_grouped.groupby('mapping_count')['unique_token_count'].agg(['min', 'max', 'mean']).reset_index()\n",
"\n",
"# Plot the min-max range as a shaded area\n",
"ax2.fill_between(grouped_token_stats['mapping_count'],\n",
" grouped_token_stats['min'],\n",
" grouped_token_stats['max'],\n",
" color='lightgray', alpha=0.5, label='Min-Max Range')\n",
"\n",
"# Plot the average unique_token_count as a line\n",
"ax2.plot(grouped_token_stats['mapping_count'],\n",
" grouped_token_stats['mean'],\n",
" color='red', marker='o', linestyle='-', label='Average Unique Token Count')\n",
"\n",
"ax2.set_ylabel('Unique Token Count (Min/Max/Avg)', fontsize=24, color='black') # Larger font for right Y-axis label\n",
"ax2.tick_params(axis='y', colors='black', labelsize=18)\n",
"\n",
"# Add legends\n",
"ax1.legend(['Frequency'], loc='upper left', fontsize=18)\n",
"ax2.legend(loc='upper right', fontsize=18)\n",
"\n",
"# Add a logarithmic trendline\n",
"# Applying log to mapping_count for the trendline\n",
"log_mapping_count = np.log(grouped_token_stats['mapping_count'])\n",
"\n",
"# Fit a linear model on the log of the mapping_count\n",
"z = np.polyfit(log_mapping_count, grouped_token_stats['mean'], 1) # Linear fit on log-transformed data\n",
"p = np.poly1d(z)\n",
"\n",
"# Generate x values and corresponding y values for the trendline\n",
"x_vals = np.linspace(grouped_token_stats['mapping_count'].min(), grouped_token_stats['mapping_count'].max(), 500)\n",
"log_x_vals = np.log(x_vals)\n",
"y_vals = p(log_x_vals)\n",
"\n",
"# Plot the logarithmic trendline\n",
"ax2.plot(x_vals, y_vals, color='green', linestyle='--', label='Logarithmic Trendline')\n",
"\n",
"# Add the trendline to the legend\n",
"ax2.legend(loc='upper right', fontsize=18)\n",
"\n",
"plt.tight_layout()\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": "3.10.14"
}
},
"nbformat": 4,
"nbformat_minor": 2
}