stock-operation/user_events/analyze/BehaviorAnalyzer.py

# -*- coding: utf-8 -*-
"""
@author: zsc
@time: 2024/11/18
@desc:  行为分析
"""
import time
import random
from collections import defaultdict
import matplotlib.pyplot as plt

# 行为分析模块
class BehaviorAnalyzer:
    def __init__(self, data):
        self.data = data

    def analyze(self):
        # 分析行为数据，例如计算每个流程的行为次数
        process_stats = defaultdict(lambda: defaultdict(int))
        action_stats = defaultdict(int)
        product_stats = defaultdict(int)
        channel_stats = defaultdict(int)

        for user_actions in self.data:
            process = user_actions['process']
            actions = user_actions['actions']
            product = user_actions['product']
            channel = user_actions['channel']

            for action in actions:
                process_stats[process][action] += 1
                action_stats[action] += 1
            product_stats[product] += 1
            channel_stats[channel] += 1

        # 将内部字典转换为普通字典
        process_stats = {process: dict(actions) for process, actions in process_stats.items()}
        return self.data, process_stats, action_stats, product_stats, channel_stats