大家好，我是菜鸟哥！
最近有不少粉丝问我关于Python批量操作Excel的问题。
大家的关注点主要是如何循环遍历表格、如何用Pandas批量处理，当然，还有在996的压迫下如何提效（来挤出更多摸鱼时间）。
为此，我特意肝了几天，用基于实际业务的脱敏数据，以完整小项目的形式，来集中解决这些问题。
我的Pandas实战系列老传统，完整案例代码和数据源，已经打包好放在文末，顺便剧透文末还有送书活动。
项目背景
不吹牛集团这几年孵化了50个品牌，在各渠道做了大量品宣层面的曝光。现在集团首席吹牛官提了两个需求：
1. 要一张大表，包含每个月搜索人数TOP5的品牌相关数据，以及对应品牌在当月的搜索份额和排名。
2. 在现有数据基础上，找到最近一年投放效果还不错的品牌，要吹吹牛，做年度表彰。
这是小z特别准备的两个具有代表性的需求：
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第一种：业务方已经定好了条条框框，需要数据分析师做的是取数和处理的工作，这样的“分析”工作，坑往往在于取数和清洗的复杂性。
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第二种：业务方自己想了个模糊的方向，需要分析师结合实际数据，定逻辑，给建议。
数据预览
话音未落，集团首席吹牛官的跟屁虫就把相关源数据丢过来了
一共24张Excel表格，按月存储，涵盖了从2019年1月到2020年12月的数据。
表格内部数据大同小异：
注：点击人数和支付人数，都是在搜索人数基础上统计的
每张表都有50个品牌，包括了品牌名、品牌搜索人数、点击人数和对应的支付人数这几个关键字段。
源数据就是这样简简单单中又透漏着麻麻烦烦，接下来，我们就开始手撕需求。
项目一：Python批量操作
开始动手前，我们要明确需求。
再回顾一下首席吹牛官的第一个需求：要一张大表，包含每个月搜索人数TOP5品牌的相关数据，以及对应品牌在当月的搜索份额和排名。
提炼：在现有源数据的基础上，我们还需要对各品牌月内按搜索人数排序，然后计算每个品牌搜索份额，取其前5，最后遍历汇总。
自动化之哥曾经说过：Python批量操作Excel，无论表格再多，处理逻辑再复杂，只要我们集中力量击破一张，就能够实现批量操作的全面胜利。
首先，我们要解决的是单张表的问题。
按搜索人数排序：
调用rank快速给到对应的排名：
再来计算搜索份额，搜索份额的计算公式：单品牌搜索人数/所有品牌搜索人数汇总，用Pandas计算，怎一个easy了的！
正当我们准备批量执行操作，首席吹牛官发来了消息：
“需求一略有调整，投资人最关注的是凌云这个品牌，要求在汇总表中，每个月凌云品牌的相关指标排在最前面，后面跟着搜索排名TOP5的品牌”。
具体排名逻辑如图所示：
面对需求的临时改动，见过大风大浪的我们内心没有一丝波澜，甚至还有一点想笑。小事一桩，改改Pandas逻辑就好了。
先找到目标品牌凌云：
再按照顺延的逻辑，定位TOP5品牌相关数据：
合并即可获取我们想要的结果：
单表操作完成，批量操作，只需要建立好循环+合并关系，并引入日期列，在合并结果中对不同的表数据做好区分：
Pandas批量操作，就是如此丝滑~
第一个需求搞定。
项目二：品牌投放分析
还记得那个明（che）确（dan）的需求二吗？
“在现有数据基础上，找到最近一年投放效果还不错的品牌，要吹吹牛，做年度表彰。”
首席吹牛官以成本数据过于机密为由，除了说各品牌费用基本无差别之外，没有透露任何关于成本方面的数据，我们自然也无法计算投放ROI了这些核心指标了。
目前能够拿到的，只有品牌、搜索人数、点击人数和对应支付人数这几个指标。
要找到最近一年投放效果还不错的品牌，我们可以用漏斗思维，从量级（人数）和效率（转化率）两个角度来考虑：
在费用无差别的情况下：
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人群基数大（搜索人数），表示投放的心智效果不错，让更多用户被广告触达后，在平台主动搜相关的品牌。
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搜索-点击转化率高，代表了搜索结果的精准度，搜索后展示页面的吸引力等等
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点击-支付转化率高，更可能受产品详情页面、活动力度等影响
在项目二场景中，三个指标越高越好。接下来，我们就结合搜索人数，搜索-点击转化率和点击-支付转化率，用Pandas做一波分析。
要对最近一年的数据做分析，我们先把2020年所有数据合并，拿到汇总表：
再按品牌的维度，做指标汇总：
计算对应的搜索-点击转化率，点击-支付转化率：
基础数据齐活了！
从仅有的head5数据可以看到，双敏品牌以160万的搜索人数独占鳌头，但是！排名第二的九方，虽然搜索人数少了40多万，却能凭借较高的搜索-点击转化率和点击-支付转化率，在支付人数上远超双敏，成为支付之王。
表格太晦涩，我们画个图吧：
注：因为分析背景是无差别投放，搜索人数重要性非常高，为了可视化简洁清晰，我们简单粗暴的筛选TOP15品牌来绘图
气泡大小代表着品牌搜索人数量级
根据气泡图，我们按照搜索-点击转化率和点击-支付转化率的高低划分了4个区间：
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区间1：高搜索-点击转化，高点击-支付转化
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区间2：低搜索-点击转化，高点击-支付转化
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区间3：低搜索-点击转化，低点击-支付转化
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区间4：高搜索-点击转化，低点击-支付转化
再结合数据表，看的更加清晰：
结果显而易见，高搜索量级的品牌，主要呈现出两种形态：
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以双敏（排名第1）、巨奥（排名第3）为代表的品牌主要分布在第三区间，量级较大，但两种转化效率均需要进一步提升，品牌没能较好的承接蜂拥而至的流量。
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九方（排名第2）、商软（排名第4）则是高搜索量级、高转化效率的代表，从现有数据看，他们才是不吹牛集团学习的榜样。
正当我们准备把这一步结果同步给首席吹牛官，顺便探讨进一步的数据分析方向，比如结合支付人数的金额贡献、留存率、LTV，以及引入两年增速的维度，结合业务动作来定位深层原因。
没想到首席吹牛官发来了这样的消息：
“第二个需求我可能没说清楚，这次不仅是表彰，也是给融资机构秀肌肉的一部分，我们关注的只是品牌声量，对应的就是品牌搜索人数这个指标，你汇总好排个序就好”
我们每个人会说超过5种语言的脏话，但在这个场景，大部分人只能条件反射般的打出这8个字：
“嗯嗯，好的，马上给到”
实例故事告一段落，上述数据维度和验证角度，大家可以做更多的探索。
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"Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;letter-spacing: 0.544px;white-space: normal;text-size-adjust: auto;text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><br style="max-width: 100%;box-sizing: border-box !important;overflow-wrap: break-word !important;" /></p>推荐阅读:
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干货:爬取豆瓣短评，电影《后来的我们》 | 38年NBA最佳球员分析 | 从万众期待到口碑扑街！唐探3令人失望 | 笑看新倚天屠龙记 | 灯谜答题王 ｜用Python做个海量小姐姐素描图 ｜碟中谍这么火，我用机器学习做个迷你推荐系统电影
趣味:弹球游戏 | 九宫格 | 漂亮的花 | 两百行Python《天天酷跑》游戏!
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小工具: Pdf转Word，轻松搞定表格和水印！ | 一键把html网页保存为pdf！| 再见PDF提取收费！ | 用90行代码打造最强PDF转换器，word、PPT、excel、markdown、html一键转换 | 制作一款钉钉低价机票提示器！ ｜60行代码做了一个语音壁纸切换器天天看小姐姐！｜
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1).卧槽！Pdf转Word用Python轻松搞定！
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3).首播过亿，火爆全网，我分析了《乘风破浪的姐姐》，发现了这些秘密
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4).80行代码！用Python做一个哆来A梦分身
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5).你必须掌握的20个python代码，短小精悍，用处无穷
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6).30个Python奇淫技巧集
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7).我总结的80页《菜鸟学Python精选干货.pdf》,都是干货
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8).再见Python！我要学Go了！2500字深度分析！
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9).发现一个舔狗福利！这个Python爬虫神器太爽了，自动下载妹子图片
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data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="padding: 18px 15px 20px 10px;max-width: 100%;background-size: 100% 100%;background-image: url('https://www.zkxjob.com/wp-content/uploads/2022/07/wxsync-2022-07-a2a8a5e1e58f30392066a170034ee027.png');color: rgb(86, 146, 214);letter-spacing: 1.5px;background-repeat: no-repeat;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(230, 230, 230)" data-darkmode-original-color-15860613985508="rgb(0, 0, 0)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" 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data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="max-width: 100%;display: flex;justify-content: center;align-items: center;box-sizing: border-box !important;overflow-wrap: break-word !important;"><section data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(230, 230, 230)" data-darkmode-original-color-15860613985508="rgb(0, 0, 0)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(230, 230, 230)" data-darkmode-original-color-15870356070738="rgb(0, 0, 0)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(230, 230, 230)" data-darkmode-original-color-15870356071023="rgb(0, 0, 0)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(230, 230, 230)" data-darkmode-original-color-15882384789136="rgb(0, 0, 0)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(230, 230, 230)" data-darkmode-original-color-15882396318564="rgb(0, 0, 0)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(230, 230, 230)" data-darkmode-original-color-15900529136199="rgb(0, 0, 0)" data-darkmode-bgimage-15900529136199="1" style="margin-left: 2px;max-width: 100%;width: 20px;box-sizing: border-box !important;overflow-wrap: break-word !important;"></section><section data-brushtype="text" data-darkmode-bgcolor-15860613985508="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15860613985508="rgb(255, 255, 255)" data-darkmode-color-15860613985508="rgb(51, 51, 51)" data-darkmode-original-color-15860613985508="rgb(51, 51, 51)" data-darkmode-bgimage-15860613985508="1" data-darkmode-bgcolor-15870356070738="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356070738="rgb(255, 255, 255)" data-darkmode-color-15870356070738="rgb(51, 51, 51)" data-darkmode-original-color-15870356070738="rgb(51, 51, 51)" data-darkmode-bgimage-15870356070738="1" data-darkmode-bgcolor-15870356071023="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15870356071023="rgb(255, 255, 255)" data-darkmode-color-15870356071023="rgb(51, 51, 51)" data-darkmode-original-color-15870356071023="rgb(51, 51, 51)" data-darkmode-bgimage-15870356071023="1" data-darkmode-bgcolor-15882384789136="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882384789136="rgb(255, 255, 255)" data-darkmode-color-15882384789136="rgb(51, 51, 51)" data-darkmode-original-color-15882384789136="rgb(51, 51, 51)" data-darkmode-bgimage-15882384789136="1" data-darkmode-bgcolor-15882396318564="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15882396318564="rgb(255, 255, 255)" data-darkmode-color-15882396318564="rgb(51, 51, 51)" data-darkmode-original-color-15882396318564="rgb(51, 51, 51)" data-darkmode-bgimage-15882396318564="1" data-darkmode-bgcolor-15900529136199="rgb(36, 36, 36)" data-darkmode-original-bgcolor-15900529136199="rgb(255, 255, 255)" data-darkmode-color-15900529136199="rgb(51, 51, 51)" data-darkmode-original-color-15900529136199="rgb(51, 51, 51)" data-darkmode-bgimage-15900529136199="1" style="max-width: 100%;font-size: 14px;color: rgb(51, 51, 51);text-align: left;box-sizing: border-box !important;overflow-wrap: break-word !important;"><span style="max-width: 100%;font-family: 楷体, 楷体_GB2312, SimKai;white-space: pre-wrap;font-size: 12px;box-sizing: border-box !important;overflow-wrap: break-word !important;">点阅读原文,领廖雪峰资料！</span></section></section></section></section></section></section></section>本篇文章来源于: 菜鸟学Python
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