我有一个很大的 csv 文件,我想将其转换为包含相关信息的表格。我会选择前五个来电者,然后在下面包含一些数据,例如最后一次来电描述,以及接到该客户来电最多的人。
它是这样的:
ComplaintNumber;CompanyName;CallerName;EmpName;CallStatus;Gen_Code;Detail Code;OtherDetail;CallDesc;QualityIssue;HighPriority;Received Data and Time; Call Type;count;Unnamed: 14;Unnamed: 15;Unnamed: 16;Unnamed: 17;Unnamed: 18;Unnamed: 19;Unnamed: 20;Unnamed: 21;Unnamed: 22;Unnamed: 23
5651;Company 1;joe;Rob;Closed;Maintenance;Code 1;;Sentence that is relatively long but not too long;No;1-No;6/11/2015 15:00;Type 1;8;;;;;;;;;;
6642;Company 1;joe;Rob;Closed;Support;Code 2;;another sentence that is relatively long but not too long;No;1-No;6/12/2015 15:00;Type 2;8;;;;;;;;;;
6893;Company 1;joe;Rob;Closed;Support;Code 2;;description and stuff;No;1-No;6/13/2015 15:00;Type 3;8;;;;;;;;;;
4535;Company 1;joe;Gwen;Closed;Maintenance;Code 4;;So and so called and said such and such;No;1-No;6/14/2015 15:00;Type 2;8;;;;;;;;;;
8655;Company 1;joe;Gwen;Closed;Support;Code 56;;Somebody needs a nap apparently;No;1-No;6/15/2015 15:00;Type 1;8;;;;;;;;;;
8656;Company 1;joe;Wendy;Closed;Computer;Code 12;;Yup just typing random notes here;No;1-No;6/12/2015 15:00;Type 1;8;;;;;;;;;;
8857;Company 1;joe;Sarah;Closed;Computer;Code 3;;Yup just typing random notes here;No;1-No;6/17/2015 15:00;Type 4;8;;;;;;;;;;
3348;Company 1;joe;John;Closed;Computer;Code;Red;Yup just typing random notes here;No;1-No;6/18/2015 15:00;Type 4;8;;;;;;;;;;
6679;Company 2;Belinda;John;Closed;Maintenance;Code 4;;Yup just typing random notes here;No;1-No;6/4/2015 19:00;Type 4;7;;;;;;;;;;
5510;Company 2;Belinda;Bob;Closed;Support;Code 1;;Yup just typing random notes here;No;;6/20/2015 15:00;Type 4;7;;;;;;;;;;
7711;Company 2;Belinda;Bob;Closed;Support;Code 1;;Yup just typing random notes here;No;1-No;6/21/2015 12:00;Type 4;7;;;;;;;;;;
6212;Company 2;Belinda;Bob;Closed;Support;Code 4;;Yup just typing random notes here;No;1-No;6/22/2015 15:00;Type 2;7;;;;;;;;;;
4413;Company 2;Belinda;Bob;Closed;Support;Code 34;;Yup just typing random notes here;No;1-No;6/23/2015 5:00;Type 2;7;;;;;;;;;;
1444;Company 2;Belinda;Bob;Closed;Support;Code 2;Blue;Yup just typing random notes here;No;1-No;6/23/2015 15:00;Type 2;7;;;;;;;;;;
5515;Company 2;Rodger;Yolanda;Closed;Maintenance;Code 1;;Yup just typing random notes here;No;1-No;6/25/2015 15:00;Type 2;7;;;;;;;;;;
1756;Company 3;Janet;Yolanda;Closed;Maintenance;Code 2;;Yup just typing random notes here;No;1-No;6/26/2015 15:00;Type 2;5;;;;;;;;;;
1557;Company 3;Janet;Yolanda;Closed;Computer;Code 4 ;;Yup just typing random notes here;No;1-No;6/27/2015 15:00;Type 2;5;;;;;;;;;;
1238;Company 3;Janet;Yolanda;Closed;Computer;Code 45;Purple;Yup just typing random notes here;No;1-No;6/28/2015 15:00;Type 1;5;;;;;;;;;;
1729;Company 3;Richard;Steve;Closed;Computer;Code 2 ;;Yup just typing random notes here;No;1-No;6/29/2015 15:00;Type 1;5;;;;;;;;;;
2340;Company 3;Richard;Fred;Closed;Support;Code 4;Yellow;Yup just typing random notes here;No;1-No;6/30/2015 15:00;Type 3;5;;;;;;;;;;
2131;Company 4;Pamela;Rob;Closed;Maintenance;Code 5;;Yup just typing random notes here;No;1-No;7/1/2015 15:00;Type 3;3;;;;;;;;;;
2662;Company 4;Pamela;Rob;Closed;Maintenance;Code 6;;Yup just typing random notes here;No;1-No;7/2/2015 15:00;Type 3;3;;;;;;;;;;
2833;Company 4;Pamela;Rob;Closed;Maintenance;Code 7;;Yup just typing random notes here;No;1-No;7/3/2015 15:00;Type 3;3;;;;;;;;;;
2564;Company 5;Stan;Steve;Closed;Computer;Code 8;;Yup just typing random notes here;No;1-No;7/4/2015 15:00;Type 3;1;;;;;;;;;;
2225;Company 6;Lee;Steve;Closed;Computer;Code 9;;Yup just typing random notes here;No;1-No;7/5/2015 15:00;Type 4;1;;;;;;;;;;
1326;Company 7;Jackie;Steven;Closed;Support;Code 10;;Yup just typing random notes here;No;1-No;7/6/2015 15:00;Type 1;1;;;;;;;;;;
7227;Company 8;Jake;Rob;Closed;Support;Code 11;;Yup just typing random notes here;No;1-No;7/7/2015 15:00;Type 2;1;;;;;;;;;;
4228;Company 9 ;Steve;Wendy;Closed;Computer;Code 12;;Yup just typing random notes here;No;1-No;7/8/2015 15:00;Type 3;1;;;;;;;;;;
我想制作一个表格,其中包含前五个来电者作为标题,并在 EmpName(接听该客户来电最多的人)、Gen_code 和最近的一个句子(来电也有接收日期和时间列)下方) 调用描述。
输出将像这张表一样排列(显然有不同的输入)
即使只是有关如何解决此问题的指导,我也将不胜感激。伪代码没问题。如果有一种快速简便的方法就更好了!
到目前为止,我已经对我的列表进行了排序,以便出现频率最高的客户位于列表的顶部。但是从那里我不知道如何获得最近的通话描述,甚至不知道如何只选择前五名。
最佳答案
将表读入 Pandas DataFrame:
import pandas as pd
filename = 'my_file.csv'
df = pd.read_csv(filename, sep=';')
创建一个数据透视表:雇主姓名与来电者姓名。
pivot = df.pivot_table(index='CallerName', columns='EmpName', values='ComplaintNumber', aggfunc='count')
# clean the table from NaNs (not necessary, but more beautiful):
pivot.fillna(0, inplace=True)
创建一个新的列 sum 并将每个调用者的总和保存到其中:
pivot['sum'] = pivot.sum(axis=1)
使用 sum 列降序对表进行排序:
pivot.sort('sum', ascending=False, inplace=True)
打印此表的前 5 个结果
print(pivot[:5])
我希望这就是你想要的!
编辑:您现在可以按调用者对原始数据框进行分组,只选择前 5 个并显示所需的所有信息。
EDIT2:A“pivot[:5].transpose()”将使您非常接近您建议的最终表格形式,其中前五名来电者是表格“标题”
关于python - Python 相关信息前五名表,我们在Stack Overflow上找到一个类似的问题:https://stackoverflow.com/questions/30813187/