基于Python爬虫的淘宝服装数据分析项目

import json
import os
import requests
from selenium import webdriver
from selenium.common.exceptions import TimeoutException
from selenium.webdriver.common.by import By
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
from pyquery import PyQuery as pq # 作用：解析网页
import time
import openpyxl as op


class TaobaoCrawler:
    # 初始化
    def __init__(self, keyword, start_page, end_page):
        self.keyword = keyword
        self.start_page = start_page
        self.end_page = end_page
        self.count = 1
        self.driver = self.init_driver()
        self.wait = WebDriverWait(self.driver, 10)
        self.wb, self.ws = self.init_excel()
        self.products = []
        self.create_images_folder()

    # 创建图片文件夹
    def create_images_folder(self):
        if not os.path.exists('images'):
            os.makedirs('images')

    # 下载图片
    def download_image(self, img_url, img_name):
        if img_url:
            response = requests.get(img_url)
            if response.status_code == 200:
                with open(f'images/{img_name}.png', 'wb') as f:
                    f.write(response.content)
        else:
            print(f"Image URL is None for {img_name}, skipping download.")

# 初始化浏览器
    def init_driver(self):
        options = webdriver.ChromeOptions()
        options.add_experimental_option("excludeSwitches", ['enable-automation'])
        driver = webdriver.Chrome(options=options)
        driver.maximize_window()
        return driver

# 初始化Excel
    def init_excel(self):
        wb = op.Workbook()
        ws = wb.create_sheet(index=0)
        title_list = ['Page', 'Num', 'Title', 'Price', 'Deal', 'Location', 'Shop', 'IsPostFree', 'Title_URL', 'Shop_URL', 'Img_URL']
        for i, title in enumerate(title_list):
            ws.cell(row=self.count, column=i + 1, value=title)
        self.count += 1
        return wb, ws

# 搜索商品
    def search_goods(self):
        try:# 搜索商品
            print('正在搜索: ')
            self.driver.get('https://www.taobao.com')
            self.driver.execute_cdp_cmd("Page.addScriptToEvaluateOnNewDocument",
                                        {"source": """Object.defineProperty(navigator, 'webdriver', {get: () => undefined})"""})
            input = self.wait.until(EC.presence_of_element_located((By.CSS_SELECTOR, "#q")))
            # 提交搜索
            submit = self.wait.until(EC.element_to_be_clickable((By.CSS_SELECTOR, '#J_TSearchForm > div.search-button > button')))
            # 输入关键字
            input.send_keys(self.keyword)
            submit.click()
            # 等待页面加载完成
            if self.start_page != 1:
                time.sleep(3)
                page_input = self.wait.until(EC.presence_of_element_located((By.XPATH, '//*[@id="pageContent"]/div[1]/div[3]/div[4]/div/div/span[3]/input')))
                page_input.send_keys(self.start_page)
                admit = self.wait.until(EC.element_to_be_clickable((By.XPATH, '//*[@id="pageContent"]/div[1]/div[3]/div[4]/div/div/button[3]')))
                admit.click()

            # 获取商品信息
            self.get_goods(self.start_page)

            for i in range(self.start_page + 1, self.end_page + 1):
                self.page_turning(i)

        # 捕获异常
        except TimeoutException:
            print("search_goods: error")
            self.search_goods()

    # 翻页
    def page_turning(self, page_number):
        print('正在翻页: ', page_number)
        try:
            time.sleep(2)
            submit = self.wait.until(EC.element_to_be_clickable((By.XPATH, '//*[@id="pageContent"]/div[1]/div[3]/div[4]/div/div/button[2]')))
            submit.click()
            self.wait.until(EC.text_to_be_present_in_element((By.XPATH, '//*[@id="sortBarWrap"]/div[1]/div[2]/div[2]/div[8]/div/span/em'), str(page_number)))
            self.get_goods(page_number)
        except TimeoutException:
            print("page_number: error")
            self.page_turning(page_number)

    # 获取商品信息
    def get_goods(self, page):
        time.sleep(10)
        html = self.driver.page_source
        doc = pq(html)
        items = doc('div.PageContent--contentWrap--mep7AEm > div.LeftLay--leftWrap--xBQipVc > div.LeftLay--leftContent--AMmPNfB > div.Content--content--sgSCZ12 > div > a').items()

        for item in items:
            title = item.find('.Title--title--jCOPvpf span').text()
            price_int = item.find('.Price--priceInt--ZlsSi_M').text()
            price_float = item.find('.Price--priceFloat--h2RR0RK').text()
            price = float(f"{price_int}{price_float}") if price_int and price_float else 0.0
            deal = item.find('.Price--realSales--FhTZc7U').text()
            location = item.find('.Price--procity--_7Vt3mX').text()
            shop = item.find('.ShopInfo--TextAndPic--yH0AZfx a').text()
            postText = "包邮" if "包邮" in item.find('.SalesPoint--subIconWrapper--s6vanNY span').text() else "/"
            t_url = item.attr('href')
            shop_url = item.find('.ShopInfo--TextAndPic--yH0AZfx a').attr('href')
            img_url = item.find('.MainPic--mainPicWrapper--iv9Yv90 img').attr('src')

            product = {
                'Page': page,
                'Num': self.count - 1,
                'title': title,
                'price': price,
                'deal': deal,
                'location': location,
                'shop': shop,
                'isPostFree': postText,
                'url': t_url,
                'shop_url': shop_url,
                'img_url': img_url
            }
            print(product)
            self.products.append(product)

            self.ws.cell(row=self.count, column=1, value=page)
            self.ws.cell(row=self.count, column=2, value=self.count - 1)
            self.ws.cell(row=self.count, column=3, value=title)
            self.ws.cell(row=self.count, column=4, value=price)
            self.ws.cell(row=self.count, column=5, value=deal)
            self.ws.cell(row=self.count, column=6, value=location)
            self.ws.cell(row=self.count, column=7, value=shop)
            self.ws.cell(row=self.count, column=8, value=postText)
            self.ws.cell(row=self.count, column=9, value=t_url)
            self.ws.cell(row=self.count, column=10, value=shop_url)
            self.ws.cell(row=self.count, column=11, value=img_url)
            self.count += 1

            self.download_image(img_url, f'img_{self.count - 1}')

    # 保存数据
    def save_excel(self, filename):
        self.wb.save(filename=filename)
        print(f"{filename} 存储成功~")

    # 保存json
    def save_json(self, filename):
        with open(filename, 'w', encoding='utf-8') as f:
            json.dump(self.products, f, ensure_ascii=False, indent=4)
        print(f"{filename} 存储成功~")

    # 运行
    def run(self):
        self.search_goods()
        excel_filename = 'data/服装(From-Tao).xlsx'
        self.save_excel(excel_filename)
        json_filename = 'data/content.json'
        self.save_json(json_filename)
        self.driver.quit()

# 主函数
if __name__ == '__main__':
    crawler = TaobaoCrawler(keyword='服装', start_page=1, end_page=45)
    crawler.run()

import json
import os
import requests
from selenium import webdriver
from selenium.common.exceptions import TimeoutException
from selenium.webdriver.common.by import By
from selenium.webdriver.support.ui import WebDriverWait
from selenium.webdriver.support import expected_conditions as EC
from pyquery import PyQuery as pq # 作用：解析网页
import time
import openpyxl as op

模块	作用
json	用于处理 JSON 数据。
os	用于操作系统相关功能，如文件路径操作。
requests	用于发送 HTTP 请求。
selenium 相关模块	用于自动化浏览器操作。
pyquery	用于解析 HTML 文档。
time	用于时间相关操作。
openpyxl	用于操作 Excel 文件`

# 主函数
if __name__ == '__main__':
    crawler = TaobaoCrawler(keyword='服装', start_page=1, end_page=45)
    crawler.run()

# 初始化
    def __init__(self, keyword, start_page, end_page):
        self.keyword = keyword
        self.start_page = start_page
        self.end_page = end_page
        self.count = 1
        self.driver = self.init_driver()
        self.wait = WebDriverWait(self.driver, 10)
        self.wb, self.ws = self.init_excel()
        self.products = []
        self.create_images_folder()

    # 创建图片文件夹
    def create_images_folder(self):
        if not os.path.exists('images'):
            os.makedirs('images')

    # 下载图片
    def download_image(self, img_url, img_name):
        if img_url:
            response = requests.get(img_url)
            if response.status_code == 200:
                with open(f'images/{img_name}.png', 'wb') as f:
                    f.write(response.content)
        else:
            print(f"Image URL is None for {img_name}, skipping download.")

# 初始化浏览器
    def init_driver(self):
        options = webdriver.ChromeOptions()
        options.add_experimental_option("excludeSwitches", ['enable-automation'])
        driver = webdriver.Chrome(options=options)
        driver.maximize_window()
        return driver

# 初始化Excel
    def init_excel(self):
        wb = op.Workbook()
        ws = wb.create_sheet(index=0)
        title_list = ['Page', 'Num', 'Title', 'Price', 'Deal', 'Location', 'Shop', 'IsPostFree', 'Title_URL', 'Shop_URL', 'Img_URL']
        for i, title in enumerate(title_list):
            ws.cell(row=self.count, column=i + 1, value=title)
        self.count += 1
        return wb, ws

# 搜索商品
    def search_goods(self):
        try:# 搜索商品
            print('正在搜索: ')
            self.driver.get('https://www.taobao.com')
            self.driver.execute_cdp_cmd("Page.addScriptToEvaluateOnNewDocument",
                                        {"source": """Object.defineProperty(navigator, 'webdriver', {get: () => undefined})"""})
            input = self.wait.until(EC.presence_of_element_located((By.CSS_SELECTOR, "#q")))
            # 提交搜索
            submit = self.wait.until(EC.element_to_be_clickable((By.CSS_SELECTOR, '#J_TSearchForm > div.search-button > button')))
            # 输入关键字
            input.send_keys(self.keyword)
            submit.click()
            # 等待页面加载完成
            if self.start_page != 1:
                time.sleep(3)
                page_input = self.wait.until(EC.presence_of_element_located((By.XPATH, '//*[@id="pageContent"]/div[1]/div[3]/div[4]/div/div/span[3]/input')))
                page_input.send_keys(self.start_page)
                admit = self.wait.until(EC.element_to_be_clickable((By.XPATH, '//*[@id="pageContent"]/div[1]/div[3]/div[4]/div/div/button[3]')))
                admit.click()

            # 获取商品信息
            self.get_goods(self.start_page)

            for i in range(self.start_page + 1, self.end_page + 1):
                self.page_turning(i)

        # 捕获异常
        except TimeoutException:
            print("search_goods: error")
            self.search_goods()

# 翻页
    def page_turning(self, page_number):
        print('正在翻页: ', page_number)
        try:
            time.sleep(2)
            submit = self.wait.until(EC.element_to_be_clickable((By.XPATH, '//*[@id="pageContent"]/div[1]/div[3]/div[4]/div/div/button[2]')))
            submit.click()
            self.wait.until(EC.text_to_be_present_in_element((By.XPATH, '//*[@id="sortBarWrap"]/div[1]/div[2]/div[2]/div[8]/div/span/em'), str(page_number)))
            self.get_goods(page_number)
        except TimeoutException:
            print("page_number: error")
            self.page_turning(page_number)

# 获取商品信息
    def get_goods(self, page):
        time.sleep(10)
        html = self.driver.page_source
        doc = pq(html)
        items = doc('div.PageContent--contentWrap--mep7AEm > div.LeftLay--leftWrap--xBQipVc > div.LeftLay--leftContent--AMmPNfB > div.Content--content--sgSCZ12 > div > a').items()

        for item in items:
            title = item.find('.Title--title--jCOPvpf span').text()
            price_int = item.find('.Price--priceInt--ZlsSi_M').text()
            price_float = item.find('.Price--priceFloat--h2RR0RK').text()
            price = float(f"{price_int}{price_float}") if price_int and price_float else 0.0
            deal = item.find('.Price--realSales--FhTZc7U').text()
            location = item.find('.Price--procity--_7Vt3mX').text()
            shop = item.find('.ShopInfo--TextAndPic--yH0AZfx a').text()
            postText = "包邮" if "包邮" in item.find('.SalesPoint--subIconWrapper--s6vanNY span').text() else "/"
            t_url = item.attr('href')
            shop_url = item.find('.ShopInfo--TextAndPic--yH0AZfx a').attr('href')
            img_url = item.find('.MainPic--mainPicWrapper--iv9Yv90 img').attr('src')

            product = {
                'Page': page,
                'Num': self.count - 1,
                'title': title,
                'price': price,
                'deal': deal,
                'location': location,
                'shop': shop,
                'isPostFree': postText,
                'url': t_url,
                'shop_url': shop_url,
                'img_url': img_url
            }
            print(product)
            self.products.append(product)

            self.ws.cell(row=self.count, column=1, value=page)
            self.ws.cell(row=self.count, column=2, value=self.count - 1)
            self.ws.cell(row=self.count, column=3, value=title)
            self.ws.cell(row=self.count, column=4, value=price)
            self.ws.cell(row=self.count, column=5, value=deal)
            self.ws.cell(row=self.count, column=6, value=location)
            self.ws.cell(row=self.count, column=7, value=shop)
            self.ws.cell(row=self.count, column=8, value=postText)
            self.ws.cell(row=self.count, column=9, value=t_url)
            self.ws.cell(row=self.count, column=10, value=shop_url)
            self.ws.cell(row=self.count, column=11, value=img_url)
            self.count += 1

            self.download_image(img_url, f'img_{self.count - 1}')

# 保存数据
    def save_excel(self, filename):
        self.wb.save(filename=filename)
        print(f"{filename} 存储成功~")

    # 保存json
    def save_json(self, filename):
        with open(filename, 'w', encoding='utf-8') as f:
            json.dump(self.products, f, ensure_ascii=False, indent=4)
        print(f"{filename} 存储成功~")

    # 运行
    def run(self):
        self.search_goods()
        excel_filename = 'data/服装(From-Tao).xlsx'
        self.save_excel(excel_filename)
        json_filename = 'data/content.json'
        self.save_json(json_filename)
        self.driver.quit()

const fs = require('fs').promises;
const path = require('path');

let data = null;
let d = null;

// 定义一个异步函数来加载数据
async function loadData() {
    try {
        const filePath = path.join(__dirname, '../data', 'content.json');
        const fileContent = await fs.readFile(filePath, 'utf8');
        data = JSON.parse(fileContent);
        console.log('Data loaded successfully:', data);
    } catch (error) {
        console.error('Failed to load data:', error);
    }
}

// 在程序启动时调用loadData函数
loadData().then(() => {
    // if (data) {
    //     console.log('Global data:', data[0].title);
    // }
    console.log("data.length", data.length)
    const dict = data.reduce((acc, item) => {
        acc[item.title] = item
        return acc
    }, {})

// console.log("dict", dict)
    const dict_arr = []
    for (const title in dict) {
        dict_arr.push(dict[title])
    }
// console.log("arr", arr)
    console.log("dict_arr.length", dict_arr.length)

    d = dict_arr.reduce((acc, item) => {
        let flag = false
        for (const v of acc) {
            if (v.name === item.location) {
                v.value += 1
                flag = true
            }
        }
        if (flag === false) {
            acc.push({
                name: item.location,
                value: 1
            })
        }
        return acc
    }, [])

    // 按value值降序排序
    d.sort((a, b) => b.value - a.value);

    console.log("data_handle\n", d)

}).catch(error => {
    // 处理加载数据时的错误
    console.error('Failed to load data during startup:', error);
});

<!DOCTYPE html>
<html lang="en" style="height: 100%">
  <head>
    <meta charset="utf-8" />
    <title>Region Distribution Map</title>
    <style>
      body,
      html {
        height: 100%;
        margin: 0;
        font-family: Arial, sans-serif;
        background-color: #f4f4f4;
      }

      #container {
        height: 100%;
        width: 100%;
        max-width: 1200px;
        margin: 0 auto;
        padding: 20px;
        box-shadow: 0 0 10px rgba(0, 0, 0, 0.1);
        background-color: #fff;
        border-radius: 8px;
      }
    </style>
  </head>
  <body>
    <div id="container"></div>

    <script src="./js/echarts.min.js"></script>
    <script src="./js/china.js"></script>
    <script>
      document.addEventListener("DOMContentLoaded", () => {
        const dom = document.getElementById("container");
        const myChart = echarts.init(dom, null, {
          renderer: "canvas",
          useDirtyRect: false,
        });

        const data = [
          { name: "福建", value: 716 },
          { name: "浙江", value: 557 },
          { name: "广东", value: 340 },
          { name: "湖北", value: 206 },
          { name: "江苏", value: 67 },
          { name: "上海", value: 12 },
          { name: "安徽", value: 10 },
          { name: "北京", value: 7 },
          { name: "山东", value: 4 },
          { name: "江西", value: 3 },
          { name: "湖南", value: 3 },
          { name: "广西", value: 3 },
          { name: "河南", value: 3 },
          { name: "河北", value: 1 },
          { name: "四川", value: 1 },
          { name: "新疆", value: 1 },
          { name: "辽宁", value: 1 },
        ];

        const option = {
          title: {
            text: "中国服装发出地",
            left: "center",
            textStyle: {
              color: "#333",
              fontSize: 24,
            },
          },
          tooltip: {
            trigger: "item",
            formatter: "{b}: {c}",
          },
          visualMap: {
            min: 0,
            max: 700,
            left: "left",
            top: "bottom",
            text: ["High", "Low"],
            calculable: true,
            inRange: {
              color: ["#e0ffff", "#006edd"],
            },
          },
          series: [
            {
              name: "服装发出地",
              type: "map",
              map: "china",
              roam: true,
              label: {
                show: true,
              },
              data: data,
            },
          ],
        };

        myChart.setOption(option);
        window.addEventListener("resize", myChart.resize);
      });
    </script>
  </body>
</html>

(function (root, factory) {
  if (typeof define === "function" && define.amd) {
    // AMD. Register as an anonymous module.
    define(["exports", "echarts"], factory);
  } else if (
    typeof exports === "object" &&
    typeof exports.nodeName !== "string"
  ) {
    // CommonJS
    factory(exports, require("echarts"));
  } else {
    // Browser globals
    factory({}, root.echarts);
  }
})(this, function (exports, echarts) {
  var log = function (msg) {
    if (typeof console !== "undefined") {
      console && console.error && console.error(msg);
    }
  };
  if (!echarts) {
    log("ECharts is not Loaded");
    return;
  }
  if (!echarts.registerMap) {
    log("ECharts Map is not loaded");
    return;
  }
  echarts.registerMap("china", {
    type: "FeatureCollection",
    features: [
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        properties: { cp: [121.509062, 25.044332], name: "台湾", childNum: 6 },
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            color: "#666",
            fontSize: 14,
          },
        },
        tooltip: {
          trigger: "axis",
          axisPointer: {
            type: "shadow",
          },
          formatter: "{b}: {c} items",
        },
        grid: {
          left: "3%",
          right: "4%",
          bottom: "3%",
          containLabel: true,
        },
        xAxis: {
          type: "category",
          data: data.map((item) => item.name),
          axisTick: {
            alignWithLabel: true,
          },
          axisLabel: {
            interval: 0,
            rotate: 30,
            textStyle: {
              fontSize: 12,
            },
          },
        },
        yAxis: {
          type: "value",
          axisLabel: {
            textStyle: {
              fontSize: 12,
            },
          },
          splitLine: {
            show: true,
            lineStyle: {
              color: "#ddd",
            },
          },
        },
        series: [
          {
            name: "数量",
            type: "bar",
            barWidth: "60%",
            data: data.map((item) => item.value),
            itemStyle: {
              color: new echarts.graphic.LinearGradient(0, 0, 0, 1, [
                { offset: 0, color: "#83bff6" },
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              ]),
            },
            showBackground: true,
            backgroundStyle: {
              color: "rgba(180, 180, 180, 0.2)",
            },
            label: {
              show: true,
              position: "top",
              formatter: "{c}",
            },
          },
        ],
      };

      if (option && typeof option === "object") {
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      window.addEventListener("resize", myChart.resize);
    </script>
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