增加更多的奖励和积分机制，以及成就系统。以下是一些具体的改进建议：
- 积分兑换奖励：用户达到一定积分后可以兑换奖励。
- 成就系统：用户达到特定成就时解锁更多权限或奖励。
- 更详细的成就和奖励机制：定义一组成就和奖励，并在用户满足条件时触发。
import nltk
from nltk.tokenize import word_tokenize
from nltk.corpus import stopwords
from nltk.stem import WordNetLemmatizer
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.naive_bayes import MultinomialNB
from sklearn.pipeline import make_pipeline
from sklearn.model_selection import train_test_split
from flask import Flask, render_template, request, jsonify
import os
import pandas as pd
from datetime import datetime# 初始化nltk
nltk.download('punkt')
nltk.download('stopwords')
nltk.download('wordnet')# 初始化分类器和评分模型
classifier = None# 初始化分类和评分标准
categories = ['工作', '生活', '家务']
score_criteria = {'工作': {'完成任务': 10,'解决问题': 5,'编程': 8,'参加会议': 4,'其他': 1},'生活': {'锻炼': 5,'学习': 3,'休息': 2,'看电影': 2,'其他': 1},'家务': {'打扫卫生': 5,'洗衣服': 3,'做饭': 4,'整理房间': 3,'其他': 1}
}# 初始化基础分数和等级
base_score = 0
level = '初级'
achievements = []
rewards = []# 初始化日志文件和评分记录
daily_log = []
scores = []# 初始化词形还原器
lemmatizer = WordNetLemmatizer()# 自定义数据集
data = {'工作': ['完成工作任务','解决问题','编写代码','参加会议','其他工作相关活动'],'生活': ['锻炼身体','学习新知识','看电影','休息','其他生活相关活动'],'家务': ['打扫卫生','洗衣服','做饭','整理房间','其他家务相关活动']
}# 训练分类器
def train_classifier():global classifiertexts = []labels = []for category, examples in data.items():texts.extend(examples)labels.extend([categories.index(category)] * len(examples))train_texts, val_texts, train_labels, val_labels = train_test_split(texts, labels, test_size=0.1, random_state=42)# 创建分类器管道classifier = make_pipeline(TfidfVectorizer(), MultinomialNB())classifier.fit(train_texts, train_labels)# 预处理文本数据
def preprocess_text(data):processed_data = []for text in data:# 分词tokens = word_tokenize(text.lower())# 去除停用词和标点符号stop_words = set(stopwords.words('english'))filtered_tokens = [token for token in tokens if token.isalnum() and token not in stop_words]# 词形还原lemmatized_tokens = [lemmatizer.lemmatize(token) for token in filtered_tokens]# 重新组合为文本processed_text = ' '.join(lemmatized_tokens)processed_data.append(processed_text)return processed_data# 智能分类工作日常
def classify_activity(activity):processed_activity = preprocess_text([activity])category = classifier.predict(processed_activity)[0]return categories[category]# 根据分类和评分标准计算活动得分
def score_activity(activity, category):score = 0for word, points in score_criteria[category].items():if word in activity:score += pointsreturn score# 检查成就和奖励
def check_achievements_and_rewards():global achievements, rewardsif base_score >= 50 and 'First Milestone' not in achievements:achievements.append('First Milestone')rewards.append('解锁额外的任务')if base_score >= 100 and 'Centurion' not in achievements:achievements.append('Centurion')rewards.append('获得免费咖啡')if base_score >= 200 and 'Super Achiever' not in achievements:achievements.append('Super Achiever')rewards.append('获得电影票')# 记录每天的工作日常到Excel
def log_daily_activity(activity):global base_score, level# 智能分类category = classify_activity(activity)# 计算得分score = score_activity(activity, category)# 更新基础分数和等级base_score += scoreif base_score >= 100:level = '高级'elif base_score >= 50:level = '中级'# 检查成就和奖励check_achievements_and_rewards()# 记录日志daily_log.append((activity, category, score))# 更新评分记录scores.append(score)# 获取当前时间timestamp = datetime.now().strftime('%Y-%m-%d %H:%M:%S')# 记录到Excellog_to_excel(timestamp, activity, category, score)# 记录数据到Excel文件
def log_to_excel(timestamp, activity, category, score):filename = 'activity_log.xlsx'if os.path.exists(filename):df = pd.read_excel(filename)else:df = pd.DataFrame(columns=['Timestamp', 'Activity', 'Category', 'Score'])new_entry = pd.DataFrame([[timestamp, activity, category, score]], columns=['Timestamp', 'Activity', 'Category', 'Score'])df = pd.concat([df, new_entry], ignore_index=True)df.to_excel(filename, index=False)# 创建Flask应用
app = Flask(__name__)@app.route('/')
def index():return render_template('index.html', base_score=base_score, level=level, achievements=achievements, rewards=rewards)@app.route('/log_activity', methods=['POST'])
def log_activity():activity = request.form['activity']log_daily_activity(activity)return jsonify({'base_score': base_score, 'level': level, 'achievements': achievements, 'rewards': rewards})@app.route('/simulate')
def simulate():global base_score, level# 模拟每天的活动记录activities = ['完成工作任务','锻炼身体','解决问题','学习新知识','编写代码','看电影','休息','参加会议','打扫卫生','洗衣服','做饭','整理房间','其他活动']for activity in activities:log_daily_activity(activity)# 返回当前分数和等级return jsonify({'base_score': base_score, 'level': level, 'achievements': achievements, 'rewards': rewards})if __name__ == '__main__':# 训练分类器和评分模型train_classifier()# 启动Flask应用app.run(debug=True)templates/index.html
<!DOCTYPE html>
<html lang="en">
<head><meta charset="UTF-8"><meta name="viewport" content="width=device-width, initial-scale=1.0"><title>升级动画</title><style>body {text-align: center;font-family: Arial, sans-serif;background-color: #f5f5f5;}.character {width: 200px;height: 200px;margin: 50px auto;border: 2px solid #000;border-radius: 10px;background-color: #f0f0f0;position: relative;}.character img {width: 100%;height: 100%;display: none;}.character img.active {display: block;}.level {font-size: 1.5em;margin-top: 20px;}.upgrade {font-size: 1.2em;color: green;}.form-container {margin: 20px auto;}.progress-bar {width: 80%;margin: 20px auto;background-color: #e0e0e0;border-radius: 10px;overflow: hidden;}.progress-bar-inner {height: 20px;background-color: #76c7c0;width: 0;}.achievements, .rewards {margin-top: 20px;}.achievement, .reward {display: inline-block;margin: 10px;padding: 10px;background-color: #fff;border: 1px solid #ddd;border-radius: 5px;box-shadow: 0 0 5px rgba(0,0,0,0.1);}</style>
</head>
<body><div class="character"><img src="/static/character_level1.png" id="level1" class="active"><img src="/static/character_level2.png" id="level2"><img src="/static/character_level3.png" id="level3"></div><div class="level" id="level">当前等级: 初级</div><div class="upgrade" id="upgrade"></div><div class="form-container"><form id="activity-form"><input type="text" id="activity" name="activity" placeholder="输入今天的活动" required><button type="submit">记录活动</button></form></div><div class="progress-bar"><div class="progress-bar-inner" id="progress-bar-inner"></div></div><div id="experience">当前经验值: {{ base_score }}</div><div class="achievements" id="achievements"><h2>成就</h2>{% for achievement in achievements %}<div class="achievement">{{ achievement }}</div>{% endfor %}</div><div class="rewards" id="rewards"><h2>奖励</h2>{% for reward in rewards %}<div class="reward">{{ reward }}</div>{% endfor %}</div><script>let baseScore = {{ base_score }};let level = "{{ level }}";function updateLevel(newLevel) {const levelImages = {'初级': document.getElementById('level1'),'中级': document.getElementById('level2'),'高级': document.getElementById('level3')};for (let level in levelImages) {if (level === newLevel) {levelImages[level].classList.add('active');document.getElementById('level').textContent = `当前等级: ${level}`;document.getElementById('upgrade').textContent = `升级到${level}!`;document.getElementById('upgrade').classList.add('animate');setTimeout(() => {document.getElementById('upgrade').classList.remove('animate');}, 3000);} else {levelImages[level].classList.remove('active');}}}function updateExperience(newScore) {baseScore = newScore;document.getElementById('experience').textContent = `当前经验值: ${baseScore}`;let progressBar = document.getElementById('progress-bar-inner');progressBar.style.width = `${Math.min((baseScore % 50) * 2, 100)}%`;}function updateAchievements(newAchievements) {const achievementsContainer = document.getElementById('achievements');achievementsContainer.innerHTML = '<h2>成就</h2>';newAchievements.forEach(achievement => {const achievementDiv = document.createElement('div');achievementDiv.classList.add('achievement');achievementDiv.textContent = achievement;achievementsContainer.appendChild(achievementDiv);});}function updateRewards(newRewards) {const rewardsContainer = document.getElementById('rewards');rewardsContainer.innerHTML = '<h2>奖励</h2>';newRewards.forEach(reward => {const rewardDiv = document.createElement('div');rewardDiv.classList.add('reward');rewardDiv.textContent = reward;rewardsContainer.appendChild(rewardDiv);});}function logActivity(event) {event.preventDefault();const activity = document.getElementById('activity').value;fetch('/log_activity', {method: 'POST',headers: {'Content-Type': 'application/x-www-form-urlencoded'},body: `activity=${encodeURIComponent(activity)}`}).then(response => response.json()).then(data => {updateLevel(data.level);updateExperience(data.base_score);updateAchievements(data.achievements);updateRewards(data.rewards);document.getElementById('activity').value = '';});}document.getElementById('activity-form').addEventListener('submit', logActivity);</script>
</body>
</html>
