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206 Python数据处理与可视化技能

  • 2026-07-02 16:37:02
206 Python数据处理与可视化技能
今天上课用Python数据处理与可视化技能完成了对电商用户画像,分析了用户概况、年龄、消费行为分析和用户互动的分析,最后用豆包撰写了对企业的建议:
策略方向具体建议
精准营销对高价值用户推送专属权益;对潜力用户开展满减活动;对流失用户发送召回优惠券
产品优化重点推广Top3受欢迎产品类型;针对核心用户群体偏好开发新品
用户运营提升低互动用户的内容推荐;为新用户设计首单优惠引导复购
渠道优化针对核心用户地域分布,加大对应区域的广告投放
整个过程都不是很难,按照老师示范的步骤来就行,然后写了一个实训报告和PPT制作。
这两天天气特别热,晚上吃了湘西姑娘凉菜,满满一大份看着就超有食欲,辣椒和香料的香气特别浓郁,辣度刚刚好不会呛口。各种素菜拌在一起口感层次很丰富,一口下去特别过瘾。

还和好朋友拼了一个西瓜,我们都想吃,但是半个又太大了吃不完就一起买了一个切了一半分。发现店里放了很多西瓜都不是很新鲜,挑了一个比较新鲜的,特别甜!买完饭后准备回寝室的路上出了一身汗,这么的很热!

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豆包优化版本

5月27日 星期三 晴

今天的专业课上,我运用Python数据处理与可视化知识,完成了电商用户画像分析实训。本次分析围绕用户基本概况、年龄分布、消费行为以及平台互动情况展开,全程参照老师演示的步骤操作,整体难度不大,推进得十分顺利。

结合分析得出的数据,我整理并撰写了面向企业的运营建议:精准营销方面,为高价值用户推送专属权益,给潜力用户推出满减优惠,向流失用户发放召回优惠券;产品优化上,主推销量与口碑靠前的三类热门产品,同时结合核心用户的喜好研发新品;用户运营环节,优化低活跃度用户的内容推送,并设置新用户首单福利,刺激复购;渠道推广则依据核心用户的地域分布,针对性加大对应地区的广告投入。实训结束后,我还完成了配套的实训报告与PPT制作。

这两天气温居高不下,格外闷热。傍晚我去吃了湘西姑娘凉菜,满满一份菜品色泽诱人,香辣气息扑面而来,辣度适中爽口不呛喉。各式素菜搭配在一起,口感丰富有层次,吃起来十分过瘾。之后和好友合伙买了西瓜,整瓜对半分食,刚好解决了单人吃不完的问题。店里不少西瓜新鲜度一般,我们仔细挑选了一个,果肉清甜多汁,味道很棒。饭后走回寝室的路上,烈日依旧,没走多久就出了一身汗,属实被这高温天气“拿捏”了。

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Wednesday, May 27th Sunny

In today's professional class, I used Python data processing and visualization knowledge to complete the e-commerce user portrait analysis training. This analysis focuses on the basic profile, age distribution, consumption behavior and platform interaction of users. The whole process refers to the steps demonstrated by the teacher. The overall difficulty is not high, and the progress is very smooth.

Combined with the data obtained from the analysis, I have sorted out and written operational suggestions for enterprises: in terms of accurate marketing, push exclusive rights and interests for high-value users, launch full discount discounts for potential users, and issue recall coupons to lost users; in terms of product optimization, the three types of popular products with the main sales volume and reputation are at the top, and at the same time combine the verification Research and development of new products according to the preferences of users; user operation link, optimize the content push of low-activity users, and set up the first order benefits of new users to stimulate repurchase; channel promotion is based on the geographical distribution of core users, and targeted advertising investment in the corresponding areas. After the practical training, I also completed the supporting practical training report and PPT production.

The temperature has been high these two days, which is particularly sultry. In the evening, I went to eat Xiangxi girl's cold dish, which was full of attractive color, and the spicy smell came to my face. The spiciness was moderate and refreshing without stinging my throat. All kinds of vegetarian dishes are combined together, with a rich and layered taste, which is very addictive to eat. After that, I partnered with my friend to buy watermelon, and the whole melon was eaten in half, which just solved the problem that one person could not finish it. Many watermelons in the store are of average freshness. We carefully selected one. The flesh is sweet and juicy, and the taste is great. On the way back to the dormitory after dinner, the sun was still scorching, and I sweated after walking for a long time. I was really "pinched" by this hot weather.

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  1. CONNECT:[ UseTime:0.000499s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000769s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000327s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000273s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000505s ]
  6. SELECT * FROM `set` [ RunTime:0.000195s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.000516s ]
  8. SELECT * FROM `article` WHERE `id` = 495813 LIMIT 1 [ RunTime:0.008019s ]
  9. UPDATE `article` SET `lasttime` = 1783016999 WHERE `id` = 495813 [ RunTime:0.000870s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000289s ]
  11. SELECT * FROM `article` WHERE `id` < 495813 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000795s ]
  12. SELECT * FROM `article` WHERE `id` > 495813 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000387s ]
  13. SELECT * FROM `article` WHERE `id` < 495813 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.003194s ]
  14. SELECT * FROM `article` WHERE `id` < 495813 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.030765s ]
  15. SELECT * FROM `article` WHERE `id` < 495813 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.059263s ]
0.173974s