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):
        # 根据新的数据结构调整分析逻辑
        behavior_count = defaultdict(lambda: defaultdict(int))
        action_stats = defaultdict(int)
        product_stats = defaultdict(int)
        channel_stats = defaultdict(int)

        for item in self.data:
            user = item['user']
            action = item['action']
            product = item['product']
            channel = item['channel']
            behavior_count[user][action] += 1
            action_stats[action] += 1
            product_stats[product] += 1
            channel_stats[channel] += 1

        return behavior_count, action_stats, product_stats, channel_stats