Python爬虫实战之爬淘宝商品并做数据分析

前言

是这样的,之前接了一个金主的单子,他想在淘宝开个小鱼零食的网店,想对目前这个市场上的商品做一些分析,本来手动去做统计和分析也是可以的,这些信息都是对外展示的,只是手动比较麻烦,所以想托我去帮个忙。

在这里插入图片描述

一、 项目要求:

具体的要求如下:

1.在淘宝搜索“小鱼零食”,想知道前10页搜索结果的所有商品的销量和金额,按照他划定好的价格区间来统计数量,给我划分了如下的一张价格区间表:

在这里插入图片描述

2.这10页搜索结果中,商家都是分布在全国的哪些位置?

3.这10页的商品下面,用户评论最多的是什么?

4.从这些搜索结果中,找出销量最多的10家店铺名字和店铺链接。

从这些要求来看,其实这些需求也不难实现,我们先来看一下项目的效果。

二、效果预览

获取到数据之后做了下分析,最终做成了柱状图,鼠标移动可以看出具体的商品数量。

在这里插入图片描述

在10~30元之间的商品最多,越往后越少,看来大多数的产品都是定位为低端市场。

然后我们再来看一下全国商家的分布情况:

在这里插入图片描述

可以看出,商家分布大多都是在沿海和长江中下游附近,其中以沿海地区最为密集。

三、爬虫源码

由于源码分了几个源文件,还是比较长的,所以这里就不跟大家一一讲解了,懂爬虫的人看几遍就看懂了,不懂爬虫的说再多也是云里雾里,等以后学会了爬虫再来看就懂了。

3.1点击获取请求key和secret地址

3.2请求代码示例,支持高并发请求(CURL、PHP 、PHPsdk 、Java 、C# 、Python…)

# coding:utf-8
"""
Compatible for python2.x and python3.x
requirement: pip install requests
"""
from __future__ import print_function
import requests
# 请求示例 url 默认请求参数已经做URL编码
url = "https://wx19970108018/taobao/item_search/?key=<您自己的apiKey>&secret=<您自己的apiSecret>&q=女装&start_price=0&end_price=0&page=1&cat=0&discount_only=&sort=&page_size=&seller_info=&nick=&ppath=&imgid=&filter="
headers = {
    "Accept-Encoding": "gzip",
    "Connection": "close"
}
if __name__ == "__main__":
    r = requests.get(url, headers=headers)
    json_obj = r.json()
    print(json_obj)

3.3响应示例

{
	"items": {
		"page": "1",
		"real_total_results": 326348000,
		"total_results":326345100,
		"page_size": 40,
		"pagecount": 815870,
		"data_from": "hid",
		"item": [
			{
				"title": "【小鱼】上脚超舒适的经典款平底鞋 SF女鞋 蝴蝶结单鞋漆皮结婚鞋",
				"pic_url": "https://img.alicdn.com/imgextra/i3/O1CN01l3hGlF24e7WhMs6gx_!!2960437415.jpg",
				"promotion_price": "288.00",
				"price": "888.00",
				"sales": 10,
				"num_iid": "648682556542",
				"seller_nick": null,
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=648682556542",
				"data_f": "mz",
				"data_update": "2021-10-21 22:41:26"
			},
			{
				"title": "四洲 粟一烧香脆粟米条85g*3桶 烧烤味/香辣味/龙虾味 膨化 零食",
				"pic_url": "https://img.alicdn.com/bao/uploaded/i1/2953395609/O1CN014pSqIp1rIyDnoKE98_!!2953395609.png",
				"promotion_price": "27.60",
				"price": "27.60",
				"sales": 12,
				"num_iid": "600485873570",
				"seller_nick": "常乐百货",
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=600485873570",
				"data_f": "mz",
				"data_update": "2021-10-23 14:59:48"
			},
			{
				"title": "台湾特产食品 台中老店犁记太阳饼10入 传统糕点 新鲜出炉 零食",
				"pic_url": "https://img.alicdn.com/imgextra/i4/203885727/O1CN01h5kjtL1sB0kDHb0rq_!!0-item_pic.jpg",
				"promotion_price": "128.00",
				"price": "128.00",
				"sales": 0,
				"num_iid": "43322330471",
				"seller_nick": "雾里成熟",
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=43322330471",
				"data_f": "ez",
				"data_update": "2021-11-03 06:45:47"
			},
			{
				"title": "megahouse 迷你塑料玩具 食玩 超市系列 外国输入 零食 10号 S01",
				"pic_url": "https://img.alicdn.com/imgextra/i3/O1CN01fyQDsg1kXREmCJjso_!!62214693.jpg",
				"promotion_price": "158.00",
				"price": "158.00",
				"sales": 0,
				"num_iid": "587593868197",
				"seller_nick": null,
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=587593868197",
				"data_f": "mz",
				"data_update": "2021-10-24 10:17:30"
			},
			{
				"title": "味芝元鱼排洞26g*1包 湖南特产庭 香辣/微辣 两种口味 零食",
				"pic_url": "//img.alicdn.com/imgextra/i3/2633580514/O1CN01wuUr8Y1FfSCXsUL8L_!!0-item_pic.jpg",
				"promotion_price": "1.48",
				"price": "1.50",
				"sales": 1950000,
				"num_iid": "522934430387",
				"seller_nick": "味芝元旗舰店",
				"seller_id": "2633580514",
				"detail_url": "https://item.taobao.com/item.htm?id=522934430387",
				"data_f": "xdl",
				"data_update": "2022-08-27 09:19:55"
			},
			{
				"title": "奥源欧式麦丽素60g/袋 朱古力豆 巧克力豆 零食 休闲食品",
				"pic_url": "https://gw.alicdn.com/imgextra/TB2udrqh26TBKNjSZJiXXbKVFXa_!!1025213750.jpg",
				"promotion_price": "2.50",
				"price": "2.50",
				"sales": 0,
				"num_iid": "570228434282",
				"seller_nick": "ft07106",
				"seller_id": "1025213750",
				"detail_url": "https://item.taobao.com/item.htm?id=570228434282",
				"data_f": "Ha",
				"data_update": "2022-07-28 00:12:24"
			},
			{
				"title": "【百鱼坊】黄金大胡子 小鱼 除藻观赏鱼 除藻鱼 异型鱼 胡子鱼",
				"pic_url": "https://img.alicdn.com/bao/uploaded/i1/TB1Tk6BHpXXXXbbXpXXXXXXXXXX_!!0-item_pic.jpg",
				"promotion_price": "7.92",
				"price": "19.80",
				"sales": 32,
				"num_iid": "44360866525",
				"seller_nick": "百鱼坊",
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=44360866525",
				"data_f": "mz",
				"data_update": "2021-10-25 12:06:40"
			},
			{
				"title": "85口径 铝银盖 pet食品塑料A瓶 药材瓶 食品罐 零食 干果密封罐",
				"pic_url": "https://img.alicdn.com/imgextra/i4/2210175073406/O1CN01SfnhIb1Gs6pYRwwVz_!!0-item_pic.jpg",
				"promotion_price": "75.00",
				"price": "75.00",
				"sales": 0,
				"num_iid": "657434961156",
				"seller_nick": "tb8910579022",
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=657434961156",
				"data_f": "ez",
				"data_update": "2021-10-30 05:59:44"
			},
			{
				"title": "85口径黑色盖 食品级塑料瓶 中药材 茶叶 零食 饼干 干货 密封罐",
				"pic_url": "https://img.alicdn.com/imgextra/i3/3173529686/O1CN01JE5XGw2LQEsjefPOS_!!3173529686.jpg",
				"promotion_price": "43.00",
				"price": "43.00",
				"sales": 0,
				"num_iid": "583161814148",
				"seller_nick": "不泰一样",
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=583161814148",
				"data_f": "ez",
				"data_update": "2021-10-27 16:06:56"
			},
			{
				"title": "金帝 牛奶太妃糖500g散装结婚喜糖 零食 包邮  1斤大约85个",
				"pic_url": "https://img.alicdn.com/imgextra/i1/113374242/O1CN01Qqrhek1hCsaU0Wp1c_!!113374242.jpg",
				"promotion_price": "21.80",
				"price": "21.80",
				"sales": 0,
				"num_iid": "582405719580",
				"seller_nick": "快乐娃娃1120",
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=582405719580",
				"data_f": "ez",
				"data_update": "2021-10-27 02:00:57"
			},
			{
				"title": "儿时辣条大刀肉大礼包 整箱 混装 一箱零时 零食 休闲 整箱男女生",
				"pic_url": "https://img.alicdn.com/imgextra/i1/2201538081794/O1CN01zovcle1P7h6vK2Lrz_!!2201538081794.jpg",
				"promotion_price": "9.90",
				"price": "9.90",
				"sales": 0,
				"num_iid": "607011074775",
				"seller_nick": "宜家人食品",
				"seller_id": "2201538081794",
				"detail_url": "https://item.taobao.com/item.htm?id=607011074775",
				"data_f": "Ha",
				"data_update": "2022-10-22 15:45:09"
			},
			{
				"title": "印度小吃零食 Haldirams  BHUJIA snacks 印式薯条 namkeen 零食",
				"pic_url": "https://img.alicdn.com/imgextra/i3/3846671541/O1CN01vzZc0p1NFoyhFjiLh_!!3846671541.jpg",
				"promotion_price": "13.00",
				"price": "13.00",
				"sales": 0,
				"num_iid": "616603696506",
				"seller_nick": "tb86731259",
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=616603696506",
				"data_f": "ez",
				"data_update": "2021-10-27 20:12:30"
			},
			{
				"title": "【章福元淮安直销店】鸭肠淮安包邮 零食 麻辣香Q弹!包装200克",
				"pic_url": "https://img.alicdn.com/imgextra/i4/289589908/O1CN01WtHH3q2N3utizs0J7_!!289589908.jpg",
				"promotion_price": "20.80",
				"price": "20.80",
				"sales": 0,
				"num_iid": "44374120211",
				"seller_nick": "那些馒头271",
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=44374120211",
				"data_f": "ez",
				"data_update": "2021-10-29 12:32:08"
			},
			{
				"title": "INDIAN FOOD 印度食品 HALDIRAM LONG SEV SNACKS NAMKEEN 零食",
				"pic_url": "https://img.alicdn.com/imgextra/i3/3846671541/O1CN01EeZV5e1NFop1xUrHW_!!3846671541.jpg",
				"promotion_price": "13.00",
				"price": "13.00",
				"sales": 60000,
				"num_iid": "583576512931",
				"seller_nick": "tb86731259",
				"seller_id": "3846671541",
				"detail_url": "https://item.taobao.com/item.htm?id=583576512931",
				"data_f": "Ha",
				"data_update": "2022-10-30 06:48:31"
			},
			{
				"title": "【小鱼】可盐可甜的马衔扣小皮鞋 G家两穿踩跟单鞋平底女士乐福鞋",
				"pic_url": "https://img.alicdn.com/imgextra/i3/2960437415/O1CN014f3us424e7W4LBqip_!!2960437415.jpg",
				"promotion_price": "630.00",
				"price": "630.00",
				"sales": 0,
				"num_iid": "649291710432",
				"seller_nick": "舒适女鞋唯你钟情",
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=649291710432",
				"data_f": "ez",
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			},
			{
				"title": "台湾风味 宝岛黑珍猪肉纸脆片 杏仁香脆肉纸片薄脆肉脯猪肉 零食",
				"pic_url": "http://img.alicdn.com/imgextra/i1/183260906/O1CN01XMJc1I1IYzKuoyz2B_!!183260906.jpg",
				"promotion_price": "23.50",
				"price": "23.50",
				"sales": 0,
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				"seller_nick": "xiaolulu0804",
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			},
			{
				"title": "香港代购 楼上 【香脆蟹仔】 100克 补钙 强健骨骼 零食 食品",
				"pic_url": "http://img.alicdn.com/bao/uploaded/i4/1592283956/O1CN0105ReJI1f5tK3PLMDx_!!1592283956.jpg",
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				"price": "35.00",
				"sales": 0,
				"num_iid": "534832807666",
				"seller_nick": "美好生活zzx",
				"seller_id": "0",
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				"data_f": "ez",
				"data_update": "2021-10-31 11:25:59"
			},
			{
				"title": "85口径 铝银盖 pet食品塑料瓶 药材瓶 食品罐 零食 干果密封罐",
				"pic_url": "https://img.alicdn.com/imgextra/i2/2212130427182/TB1oNECrTM11u4jSZPxq6yhcXXa?_!!0-item_pic.jpg",
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				"price": "112.00",
				"sales": 0,
				"num_iid": "652665277065",
				"seller_nick": "柏霸商贸城",
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=652665277065",
				"data_f": "ez",
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			},
			{
				"title": "澳门特产 杏仁饼 零食 钜记饼家手信 海盐杏仁饼240g 2件顺丰包邮",
				"pic_url": "https://img.alicdn.com/imgextra/i2/3005656240/O1CN011vxxuOmxdUd1KoF_!!3005656240.jpg",
				"promotion_price": "52.00",
				"price": "52.00",
				"sales": 0,
				"num_iid": "561390319300",
				"seller_nick": "澳门正品零售",
				"seller_id": "0",
				"detail_url": "https://item.taobao.com/item.htm?id=561390319300",
				"data_f": "ez",
				"data_update": "2021-11-01 05:11:36"
			},
			{
				"title": "【米店MH】BJD/SD娃娃 三分/4分 尺寸 迷你小薯片 零食 食玩",
				"pic_url": "//img.alicdn.com/imgextra/i3/26107888/O1CN01IUyIUl288kisXRSJt_!!26107888.jpg",
				"promotion_price": "2.00",
				"price": "2.00",
				"sales": 130000,
				"num_iid": "601783810541",
				"seller_nick": "盗盗是只猫",
				"seller_id": "26107888",
				"detail_url": "https://item.taobao.com/item.htm?id=601783810541",
				"data_f": "xdl",
				"data_update": "2022-07-20 13:02:44"
			},
			{
				"title": "贵州特产 多味豆腐干200g 麻辣豆腐干 豆干小吃 零食 4包包邮",
				"pic_url": "https://img.alicdn.com/imgextra/i2/713759311/O1CN01FfKaSw2IeUKkX7rsP_!!713759311.jpg",
				"promotion_price": "8.00",
				"price": "8.00",
				"sales": 0,
				"num_iid": "605203540319",
				"seller_nick": "jy00747256",
				"seller_id": "713759311",
				"detail_url": "https://item.taobao.com/item.htm?id=605203540319",
				"data_f": "Ha",
				"data_update": "2022-10-21 00:39:41"
			},
			{
				"title": "五香颗粒豆香干 豆腐干 豆腐颗粒 500克 零食 小吃",
				"pic_url": "//img.alicdn.com/imgextra/i2/292112116/T2U6XlXi8cXXXXXXXX_!!292112116.jpg",
				"promotion_price": "18.00",
				"price": "18.00",
				"sales": 130000,
				"num_iid": "15119225794",
				"seller_nick": "sunyanqing09",
				"seller_id": "292112116",
				"detail_url": "https://item.taobao.com/item.htm?id=15119225794",
				"data_f": "xdl",
				"data_update": "2022-08-27 11:01:56"
			},
			{
				"title": "贵州特产 开阳麻辣土豆丝 嚼香缘 辣条芋丝 零食 散装",
				"pic_url": "https://img.alicdn.com/imgextra/i2/1083165425/O1CN01RBJetB1pwhFoEenLK_!!1083165425.jpg",
				"promotion_price": "4.60",
				"price": "4.60",
				"sales": 98,
				"num_iid": "542473409523",
				"seller_nick": "lemonade奥澳",
				"seller_id": "1083165425",
				"detail_url": "https://item.taobao.com/item.htm?id=542473409523",
				"data_f": "Ha",
				"data_update": "2022-10-29 01:51:46"
			},
			{
				"title": "贵州毕节威宁 富威小吃 零食 甜食 荞得见牌苦荞萨琪玛 沙琪玛1斤",
				"pic_url": "//img.alicdn.com/imgextra/i3/544517235/TB25mHWDKOSBuNjy0FdXXbDnVXa_!!544517235.jpg",
				"promotion_price": "16.00",
				"price": "16.00",
				"sales": 40000,
				"num_iid": "38246105820",
				"seller_nick": "诚信土特产6217",
				"seller_id": "544517235",
				"detail_url": "https://item.taobao.com/item.htm?id=38246105820",
				"data_f": "xdl",
				"data_update": "2022-08-26 19:08:13"
			},
			{
				"title": "贵州特产  李加西核桃软糖 核桃糖牛皮糖 核桃糕 500克小吃 零食",
				"pic_url": "https://img.alicdn.com/imgextra/i4/649749071/O1CN01doOhRb2GsZEbXAYjc_!!649749071.jpg",
				"promotion_price": "22.80",
				"price": "22.80",
				"sales": 0,
				"num_iid": "558222669069",
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转载自blog.csdn.net/weixin_49892805/article/details/134909461