{ "cells": [ { "cell_type": "code", "id": "initial_id", "metadata": { "collapsed": true, "ExecuteTime": { "end_time": "2026-03-21T05:23:49.442453Z", "start_time": "2026-03-21T05:23:49.438223Z" } }, "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import nltk\n", "import re\n", "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n", "from transformers import pipeline\n", "from tqdm import tqdm\n", "# 初始化 pandas 的进度条支持\n", "tqdm.pandas(desc=\"正在进行情感分析推理\")\n", "\n", "# 下载 NLTK 依赖包\n", "nltk.download('vader_lexicon')\n", "nltk.download('punkt')\n", "nltk.download('punkt_tab')\n", "\n", "# 设置 seaborn 的绘图风格\n", "sns.set_theme(style=\"whitegrid\")" ], "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[nltk_data] Downloading package vader_lexicon to\n", "[nltk_data] C:\\Users\\17164/nltk_data...\n", "[nltk_data] Package vader_lexicon is already up-to-date!\n", "[nltk_data] Downloading package punkt to C:\\Users\\17164/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n", "[nltk_data] Downloading package punkt_tab to\n", "[nltk_data] C:\\Users\\17164/nltk_data...\n", "[nltk_data] Package punkt_tab is already up-to-date!\n" ] } ], "execution_count": 9 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-21T05:23:49.489464Z", "start_time": "2026-03-21T05:23:49.449918Z" } }, "cell_type": "code", "source": [ "# 定义香港迪士尼处理后数据集的文件路径\n", "file_path = 'data/Disneyland_HongKong_Processed.csv'\n", "\n", "# 读取 CSV 文件到 pandas DataFrame 中\n", "df_hk = pd.read_csv(file_path)\n", "\n", "display(df_hk.head())" ], "id": "5120c0f04bd1d27d", "outputs": [ { "data": { "text/plain": [ " Review_ID Rating Year_Month Reviewer_Location \\\n", "0 670772142 4 2019-04 Australia \n", "1 670682799 4 2019-05 Philippines \n", "2 670623270 4 2019-04 United Arab Emirates \n", "3 670607911 4 2019-04 Australia \n", "4 670607296 4 2019-04 United Kingdom \n", "\n", " Review_Text Branch \\\n", "0 If you've ever been to Disneyland anywhere you... Disneyland_HongKong \n", "1 Its been a while since d last time we visit HK... Disneyland_HongKong \n", "2 Thanks God it wasn t too hot or too humid wh... Disneyland_HongKong \n", "3 HK Disneyland is a great compact park. Unfortu... Disneyland_HongKong \n", "4 the location is not in the city, took around 1... Disneyland_HongKong \n", "\n", " Monthly_Other_Visitor_Arrivals Expected_Staying_Days_Other_Visitors \n", "0 1042157.0 7295099.0 \n", "1 950880.0 6656160.0 \n", "2 1042157.0 7295099.0 \n", "3 1042157.0 7295099.0 \n", "4 1042157.0 7295099.0 " ], "text/html": [ "
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Review_IDRatingYear_MonthReviewer_LocationReview_TextBranchMonthly_Other_Visitor_ArrivalsExpected_Staying_Days_Other_Visitors
067077214242019-04AustraliaIf you've ever been to Disneyland anywhere you...Disneyland_HongKong1042157.07295099.0
167068279942019-05PhilippinesIts been a while since d last time we visit HK...Disneyland_HongKong950880.06656160.0
267062327042019-04United Arab EmiratesThanks God it wasn t too hot or too humid wh...Disneyland_HongKong1042157.07295099.0
367060791142019-04AustraliaHK Disneyland is a great compact park. Unfortu...Disneyland_HongKong1042157.07295099.0
467060729642019-04United Kingdomthe location is not in the city, took around 1...Disneyland_HongKong1042157.07295099.0
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" ] }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 10 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-21T05:23:50.717679Z", "start_time": "2026-03-21T05:23:49.495426Z" } }, "cell_type": "code", "source": [ "# 定义核心维度(方面)及其英文关键词\n", "aspect_dict = {\n", " 'Attractions_and_Shows': ['ride', 'attraction', 'parade', 'show', 'firework', 'castle', 'mountain', 'space', 'iron man'],\n", " 'Food_and_Dining': ['food', 'restaurant', 'eat', 'meal', 'snack', 'drink', 'lunch', 'dinner', 'pricey food'],\n", " 'Staff_and_Service': ['staff', 'cast member', 'service', 'friendly', 'helpful', 'rude', 'attitude'],\n", " 'Crowd_and_WaitTime': ['crowd', 'wait', 'line', 'queue', 'busy', 'packed', 'fastpass', 'hour'],\n", " 'Value_for_Money': ['ticket', 'price', 'expensive', 'worth', 'value', 'money', 'cost']\n", "}\n", "\n", "print(\"Initializing VADER...\")\n", "# 初始化 VADER 情感分析器\n", "sia = SentimentIntensityAnalyzer()\n", "\n", "print(\"Loading RoBERTa model... This might take a while.\")\n", "# 初始化 RoBERTa 情感分析 Pipeline (device=-1 表示使用 CPU,如果有 GPU 可改为 0)\n", "roberta_analyzer = pipeline(\n", " \"text-classification\",\n", " model=\"cardiffnlp/twitter-roberta-base-sentiment-latest\",\n", " top_k=None,\n", " device=-1\n", ")\n", "print(\"Both models loaded successfully!\")" ], "id": "405a4be3918ca3b", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initializing VADER...\n", "Loading RoBERTa model... This might take a while.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Loading weights: 100%|██████████| 201/201 [00:00<00:00, 59731.83it/s]\n", "\u001B[1mRobertaForSequenceClassification LOAD REPORT\u001B[0m from: cardiffnlp/twitter-roberta-base-sentiment-latest\n", "Key | Status | | \n", "--------------------------------+------------+--+-\n", "roberta.embeddings.position_ids | UNEXPECTED | | \n", "roberta.pooler.dense.bias | UNEXPECTED | | \n", "roberta.pooler.dense.weight | UNEXPECTED | | \n", "\n", "\u001B[3mNotes:\n", "- UNEXPECTED\u001B[3m\t:can be ignored when loading from different task/architecture; not ok if you expect identical arch.\u001B[0m\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Both models loaded successfully!\n" ] } ], "execution_count": 11 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-21T05:30:58.139681Z", "start_time": "2026-03-21T05:23:50.730089Z" } }, "cell_type": "code", "source": [ "def analyze_aspect_sentiment_dual(text):\n", " result_dict = {}\n", " for aspect in aspect_dict.keys():\n", " result_dict[f\"{aspect}_VADER\"] = np.nan\n", " result_dict[f\"{aspect}_RoBERTa\"] = np.nan\n", "\n", " if not isinstance(text, str):\n", " return pd.Series(result_dict)\n", "\n", " sentences = nltk.sent_tokenize(text.lower())\n", "\n", " vader_scores = {aspect: [] for aspect in aspect_dict.keys()}\n", " roberta_scores = {aspect: [] for aspect in aspect_dict.keys()}\n", "\n", " for sentence in sentences:\n", " matched_aspects = []\n", " for aspect, keywords in aspect_dict.items():\n", " if any(re.search(r'\\b' + kw + r'\\b', sentence) for kw in keywords):\n", " matched_aspects.append(aspect)\n", "\n", " if matched_aspects:\n", " # 1. 计算 VADER 得分\n", " v_score = sia.polarity_scores(sentence)['compound']\n", "\n", " # 2. 计算 RoBERTa 得分 (加入 truncation=True, max_length=512 防止 CUDA 报错)\n", " r_results = roberta_analyzer(sentence, truncation=True, max_length=512)[0]\n", "\n", " pos_prob = next(item['score'] for item in r_results if item['label'] == 'positive')\n", " neg_prob = next(item['score'] for item in r_results if item['label'] == 'negative')\n", " r_score = pos_prob - neg_prob\n", "\n", " for aspect in matched_aspects:\n", " vader_scores[aspect].append(v_score)\n", " roberta_scores[aspect].append(r_score)\n", "\n", " for aspect in aspect_dict.keys():\n", " if vader_scores[aspect]:\n", " result_dict[f\"{aspect}_VADER\"] = np.mean(vader_scores[aspect])\n", " result_dict[f\"{aspect}_RoBERTa\"] = np.mean(roberta_scores[aspect])\n", "\n", " return pd.Series(result_dict)\n", "\n", "print(\"Performing Dual Aspect-Based Sentiment Analysis...\")\n", "print(\"Processing with both VADER and RoBERTa. Please wait...\")\n", "\n", "# 应用函数生成双模型特征列\n", "aspect_sentiments = df_hk['Review_Text'].progress_apply(analyze_aspect_sentiment_dual)\n", "\n", "# 将新生成的特征列与原始数据集水平合并\n", "df_hk_augmented = pd.concat([df_hk, aspect_sentiments], axis=1)\n", "\n", "print(\"Data augmentation complete!\")" ], "id": "1b3aaeedfedcfe0d", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Performing Dual Aspect-Based Sentiment Analysis...\n", "Processing with both VADER and RoBERTa. Please wait...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "正在进行情感分析推理: 100%|██████████| 9147/9147 [07:07<00:00, 21.40it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Data augmentation complete!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "execution_count": 12 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-21T05:30:58.477296Z", "start_time": "2026-03-21T05:30:58.229210Z" } }, "cell_type": "code", "source": [ "# 提取所有包含情感得分的列名\n", "score_columns = [col for col in df_hk_augmented.columns if '_VADER' in col or '_RoBERTa' in col]\n", "\n", "# 转换为长格式以配合 seaborn 的分组箱线图\n", "df_melted = df_hk_augmented.melt(id_vars=['Review_ID'],\n", " value_vars=score_columns,\n", " var_name='Aspect_Model',\n", " value_name='Sentiment_Score')\n", "\n", "df_melted = df_melted.dropna(subset=['Sentiment_Score'])\n", "\n", "# 拆分 Aspect_Model 列,分离出 Aspect(方面) 和 Model(模型名称)\n", "df_melted[['Aspect', 'Model']] = df_melted['Aspect_Model'].str.rsplit('_', n=1, expand=True)\n", "\n", "# 创建分组箱线图进行对比\n", "plt.figure(figsize=(14, 8))\n", "sns.boxplot(data=df_melted, x='Sentiment_Score', y='Aspect', hue='Model', palette=['#4C72B0', '#DD8452'])\n", "\n", "plt.axvline(0, color='red', linestyle='--', alpha=0.5)\n", "\n", "plt.title('Comparison of Sentiment Scores: VADER vs RoBERTa (Hong Kong Disneyland)', fontsize=16)\n", "plt.xlabel('Sentiment Score (-1: Negative, 1: Positive)', fontsize=12)\n", "plt.ylabel('Aspects', fontsize=12)\n", "plt.legend(title='Model')\n", "\n", "plt.show()" ], "id": "c24038ce40d846ec", "outputs": [ { "data": { "text/plain": [ "
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}, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 13 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-21T05:30:58.652102Z", "start_time": "2026-03-21T05:30:58.505676Z" } }, "cell_type": "code", "source": [ "df_hk_augmented['Year_Month'] = pd.to_datetime(df_hk_augmented['Year_Month'])\n", "\n", "# 计算 Crowd_and_WaitTime 在两个模型下的月度平均分\n", "monthly_trend = df_hk_augmented.groupby('Year_Month')[['Crowd_and_WaitTime_VADER', 'Crowd_and_WaitTime_RoBERTa']].mean().reset_index()\n", "monthly_trend = monthly_trend.dropna()\n", "\n", "plt.figure(figsize=(14, 6))\n", "\n", "# 绘制 VADER 趋势线\n", "sns.lineplot(data=monthly_trend, x='Year_Month', y='Crowd_and_WaitTime_VADER',\n", " marker='o', label='VADER', color='#4C72B0')\n", "\n", "# 绘制 RoBERTa 趋势线\n", "sns.lineplot(data=monthly_trend, x='Year_Month', y='Crowd_and_WaitTime_RoBERTa',\n", " marker='s', label='RoBERTa', color='#DD8452')\n", "\n", "plt.axhline(0, color='grey', linestyle='--')\n", "\n", "plt.title('Trend Comparison: Crowd & Wait Time Sentiment (VADER vs RoBERTa)', fontsize=15)\n", "plt.xlabel('Date (Year-Month)', fontsize=12)\n", "plt.ylabel('Average Sentiment Score', fontsize=12)\n", "plt.xticks(rotation=45)\n", "plt.legend(title='Model')\n", "plt.tight_layout()\n", "\n", "plt.show()" ], "id": "32863390a2138b58", "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data", "jetTransient": { "display_id": null } } ], "execution_count": 14 }, { "metadata": { "ExecuteTime": { "end_time": "2026-03-21T05:32:30.500348Z", "start_time": "2026-03-21T05:32:30.436379Z" } }, "cell_type": "code", "source": [ "# 定义保存路径,存放在 data 文件夹下\n", "output_path = 'data/Disneyland_HongKong_Augmented.csv'\n", "\n", "# 将 DataFrame 保存为 CSV 文件\n", "# index=False 表示不保存行索引(0, 1, 2...)\n", "# encoding='utf-8-sig' 可以防止用 Excel 打开时出现中文/特殊字符乱码\n", "df_hk_augmented.to_csv(output_path, index=False, encoding='utf-8-sig')\n", "\n", "print(f\"增强后的数据已成功保存至: {output_path}\")" ], "id": "df5567a47c105012", "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "增强后的数据已成功保存至: data/Disneyland_HongKong_Augmented.csv\n" ] } ], "execution_count": 16 }, { "metadata": {}, "cell_type": "code", "outputs": [], "execution_count": null, "source": "", "id": "204097db2adc9037" } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }