{"id":1088152,"date":"2025-01-08T13:41:43","date_gmt":"2025-01-08T05:41:43","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1088152.html"},"modified":"2025-01-08T13:41:45","modified_gmt":"2025-01-08T05:41:45","slug":"%e5%a6%82%e4%bd%95%e7%94%a8python%e6%8b%86%e5%88%86%e8%a1%a8%e6%a0%bc%e5%b9%b6%e5%8f%91%e9%80%81%e9%82%ae%e4%bb%b6-2","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1088152.html","title":{"rendered":"\u5982\u4f55\u7528python\u62c6\u5206\u8868\u683c\u5e76\u53d1\u9001\u90ae\u4ef6"},"content":{"rendered":"

\"\u5982\u4f55\u7528python\u62c6\u5206\u8868\u683c\u5e76\u53d1\u9001\u90ae\u4ef6\"<\/p>\n

\u7528Python\u62c6\u5206\u8868\u683c\u5e76\u53d1\u9001\u90ae\u4ef6\u7684\u65b9\u6cd5\uff1a\u4f7f\u7528Pandas\u5904\u7406\u8868\u683c\u6570\u636e\u3001\u7528smtplib\u53d1\u9001\u90ae\u4ef6\u3001\u5b9a\u5236\u5316\u90ae\u4ef6\u5185\u5bb9<\/strong>\u3002\u5176\u4e2d\uff0c\u4f7f\u7528Pandas\u5904\u7406\u8868\u683c\u6570\u636e<\/strong>\u662f\u6700\u4e3a\u6838\u5fc3\u7684\u6b65\u9aa4\u4e4b\u4e00\u3002Pandas\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u5de5\u5177\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u8bfb\u53d6\u3001\u8fc7\u6ee4\u548c\u62c6\u5206\u8868\u683c\u6570\u636e\u3002\u63a5\u4e0b\u6765\uff0c\u6211\u5c06\u8be6\u7ec6\u63cf\u8ff0\u5982\u4f55\u7528Python\u62c6\u5206\u8868\u683c\u5e76\u53d1\u9001\u90ae\u4ef6\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u4f7f\u7528Pandas\u5904\u7406\u8868\u683c\u6570\u636e<\/h3>\n<\/p>\n

Pandas\u662fPython\u4e2d\u5904\u7406\u6570\u636e\u7684\u5f3a\u5927\u5de5\u5177\uff0c\u53ef\u4ee5\u5f88\u65b9\u4fbf\u5730\u8bfb\u53d6\u548c\u5904\u7406\u8868\u683c\u6570\u636e\u3002\u901a\u8fc7Pandas\uff0c\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u8bfb\u53d6Excel\u8868\u683c\u3001CSV\u6587\u4ef6\uff0c\u5e76\u5bf9\u6570\u636e\u8fdb\u884c\u8fc7\u6ee4\u3001\u62c6\u5206\u7b49\u64cd\u4f5c\u3002\u4ee5\u4e0b\u662f\u5177\u4f53\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n

1\u3001\u5b89\u88c5Pandas<\/h4>\n<\/p>\n

\u9996\u5148\uff0c\u9700\u8981\u5b89\u88c5Pandas\u5e93\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\uff1a<\/p>\n<\/p>\n

pip install pandas<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u8bfb\u53d6\u8868\u683c\u6570\u636e<\/h4>\n<\/p>\n
\u4f7f\u7528Pandas\u5e93\u8bfb\u53d6Excel\u6216CSV\u6587\u4ef6\u3002\u4ee5\u4e0b\u662f\u8bfb\u53d6Excel\u6587\u4ef6\u7684\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n
import pandas as pd<\/p>\n
\u8bfb\u53d6Excel\u6587\u4ef6<\/strong><\/h2>\n
data = pd.read_excel('example.xlsx')<\/p>\n
<\/code><\/pre>\n<\/p>\n
3\u3001\u8fc7\u6ee4\u548c\u62c6\u5206\u6570\u636e<\/h4>\n<\/p>\n
\u6211\u4eec\u53ef\u4ee5\u6839\u636e\u7279\u5b9a\u6761\u4ef6\u5bf9\u6570\u636e\u8fdb\u884c\u8fc7\u6ee4\u548c\u62c6\u5206\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u6839\u636e\u67d0\u4e00\u5217\u7684\u503c\u8fdb\u884c\u62c6\u5206\u7684\u793a\u4f8b\uff1a<\/p>\n<\/p>\n
# \u6839\u636e\u67d0\u4e00\u5217\u7684\u503c\u8fdb\u884c\u62c6\u5206<\/p>\n
grouped_data = data.groupby('column_name')<\/p>\n
\u904d\u5386\u6bcf\u4e2a\u5206\u7ec4\u5e76\u4fdd\u5b58\u4e3a\u5355\u72ec\u7684\u6587\u4ef6<\/strong><\/h2>\n
for name, group in grouped_data:<\/p>\n
    group.to_excel(f'{name}.xlsx', index=False)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e8c\u3001\u7528smtplib\u53d1\u9001\u90ae\u4ef6<\/h3>\n<\/p>\n
smtplib\u662fPython\u7684\u4e00\u4e2a\u5185\u7f6e\u5e93\uff0c\u7528\u4e8e\u53d1\u9001\u90ae\u4ef6\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528smtplib\u5e93\u5c06\u62c6\u5206\u540e\u7684\u8868\u683c\u901a\u8fc7\u90ae\u4ef6\u53d1\u9001\u7ed9\u4e0d\u540c\u7684\u6536\u4ef6\u4eba\u3002<\/p>\n<\/p>\n
1\u3001\u5b89\u88c5smtplib<\/h4>\n<\/p>\n
smtplib\u662fPython\u7684\u5185\u7f6e\u5e93\uff0c\u65e0\u9700\u5b89\u88c5\uff0c\u53ef\u4ee5\u76f4\u63a5\u5bfc\u5165\u4f7f\u7528\u3002<\/p>\n<\/p>\n
2\u3001\u914d\u7f6eSMTP\u670d\u52a1\u5668<\/h4>\n<\/p>\n
\u5728\u53d1\u9001\u90ae\u4ef6\u4e4b\u524d\uff0c\u9700\u8981\u914d\u7f6eSMTP\u670d\u52a1\u5668\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528GmAI<\/a>l SMTP\u670d\u52a1\u5668\u7684\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n
import smtplib<\/p>\n
from email.mime.multipart import MIMEMultipart<\/p>\n
from email.mime.text import MIMEText<\/p>\n
from email.mime.base import MIMEBase<\/p>\n
from email import encoders<\/p>\n
\u914d\u7f6eSMTP\u670d\u52a1\u5668<\/strong><\/h2>\n
smtp_server = 'smtp.gmail.com'<\/p>\n
smtp_port = 587<\/p>\n
sender_email = 'your_email@gmail.com'<\/p>\n
sender_password = 'your_password'<\/p>\n
<\/code><\/pre>\n<\/p>\n
3\u3001\u6784\u5efa\u90ae\u4ef6\u5e76\u53d1\u9001<\/h4>\n<\/p>\n
\u6784\u5efa\u90ae\u4ef6\u5e76\u5c06\u62c6\u5206\u540e\u7684\u8868\u683c\u4f5c\u4e3a\u9644\u4ef6\u53d1\u9001\u3002\u4ee5\u4e0b\u662f\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n
def send_email(recipient_email, subject, body, attachment_path):<\/p>\n
    # \u6784\u5efa\u90ae\u4ef6<\/p>\n
    msg = MIMEMultipart()<\/p>\n
    msg['From'] = sender_email<\/p>\n
    msg['To'] = recipient_email<\/p>\n
    msg['Subject'] = subject<\/p>\n
    # \u6dfb\u52a0\u90ae\u4ef6\u6b63\u6587<\/p>\n
    msg.attach(MIMEText(body, 'plain'))<\/p>\n
    # \u6dfb\u52a0\u9644\u4ef6<\/p>\n
    with open(attachment_path, 'rb') as attachment:<\/p>\n
        part = MIMEBase('application', 'octet-stream')<\/p>\n
        part.set_payload(attachment.read())<\/p>\n
        encoders.encode_base64(part)<\/p>\n
        part.add_header('Content-Disposition', f'attachment; filename={attachment_path}')<\/p>\n
        msg.attach(part)<\/p>\n
    # \u53d1\u9001\u90ae\u4ef6<\/p>\n
    with smtplib.SMTP(smtp_server, smtp_port) as server:<\/p>\n
        server.starttls()<\/p>\n
        server.login(sender_email, sender_password)<\/p>\n
        server.send_message(msg)<\/p>\n
\u793a\u4f8b\uff1a\u53d1\u9001\u62c6\u5206\u540e\u7684\u8868\u683c<\/strong><\/h2>\n
send_email('recipient_email@gmail.com', 'Subject', 'Email body', 'group1.xlsx')<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4e09\u3001\u5b9a\u5236\u5316\u90ae\u4ef6\u5185\u5bb9<\/h3>\n<\/p>\n
\u5728\u53d1\u9001\u90ae\u4ef6\u65f6\uff0c\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u7684\u6536\u4ef6\u4eba\u5b9a\u5236\u5316\u90ae\u4ef6\u5185\u5bb9\u3002\u4ee5\u4e0b\u662f\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n
1\u3001\u8bfb\u53d6\u6536\u4ef6\u4eba\u4fe1\u606f<\/h4>\n<\/p>\n
\u53ef\u4ee5\u5c06\u6536\u4ef6\u4eba\u4fe1\u606f\u4fdd\u5b58\u5728Excel\u6216CSV\u6587\u4ef6\u4e2d\uff0c\u5e76\u4f7f\u7528Pandas\u5e93\u8bfb\u53d6\u3002\u4ee5\u4e0b\u662f\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n
# \u8bfb\u53d6\u6536\u4ef6\u4eba\u4fe1\u606f<\/p>\n
recipients = pd.read_excel('recipients.xlsx')<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u6839\u636e\u6536\u4ef6\u4eba\u4fe1\u606f\u5b9a\u5236\u5316\u90ae\u4ef6\u5185\u5bb9<\/h4>\n<\/p>\n
\u904d\u5386\u6bcf\u4e2a\u6536\u4ef6\u4eba\uff0c\u6839\u636e\u5176\u4fe1\u606f\u5b9a\u5236\u5316\u90ae\u4ef6\u5185\u5bb9\u5e76\u53d1\u9001\u3002\u4ee5\u4e0b\u662f\u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n<\/p>\n
for index, row in recipients.iterrows():<\/p>\n
    recipient_email = row['Email']<\/p>\n
    recipient_name = row['Name']<\/p>\n
    subject = f'Hello, {recipient_name}'<\/p>\n
    body = f'Dear {recipient_name},\\n\\nPlease find the attached file.'<\/p>\n
    # \u793a\u4f8b\uff1a\u53d1\u9001\u62c6\u5206\u540e\u7684\u8868\u683c<\/p>\n
    send_email(recipient_email, subject, body, f'{row["Group"]}.xlsx')<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u56db\u3001\u603b\u7ed3<\/h3>\n<\/p>\n
\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\uff0c\u6211\u4eec\u53ef\u4ee5\u8f7b\u677e\u5730\u7528Python\u62c6\u5206\u8868\u683c\u5e76\u53d1\u9001\u90ae\u4ef6\u3002\u9996\u5148\uff0c\u4f7f\u7528Pandas\u5904\u7406\u8868\u683c\u6570\u636e\uff0c\u8bfb\u53d6\u3001\u8fc7\u6ee4\u548c\u62c6\u5206\u8868\u683c\uff1b\u5176\u6b21\uff0c\u4f7f\u7528smtplib\u53d1\u9001\u90ae\u4ef6\uff0c\u914d\u7f6eSMTP\u670d\u52a1\u5668\uff0c\u6784\u5efa\u90ae\u4ef6\u5e76\u53d1\u9001\uff1b\u6700\u540e\uff0c\u6839\u636e\u6536\u4ef6\u4eba\u4fe1\u606f\u5b9a\u5236\u5316\u90ae\u4ef6\u5185\u5bb9\uff0c\u786e\u4fdd\u6bcf\u4e2a\u6536\u4ef6\u4eba\u6536\u5230\u7684\u90ae\u4ef6\u5185\u5bb9\u7b26\u5408\u5176\u9700\u6c42\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\uff0c\u51cf\u5c11\u624b\u52a8\u64cd\u4f5c\u7684\u65f6\u95f4\u548c\u9519\u8bef\u3002<\/p>\n<\/p>\n
\u4e94\u3001\u5b9e\u9645\u5e94\u7528\u793a\u4f8b<\/h3>\n<\/p>\n
\u4ee5\u4e0b\u662f\u4e00\u4e2a\u5b9e\u9645\u5e94\u7528\u7684\u5b8c\u6574\u4ee3\u7801\u793a\u4f8b\uff1a<\/p>\n<\/p>\n
import pandas as pd<\/p>\n
import smtplib<\/p>\n
from email.mime.multipart import MIMEMultipart<\/p>\n
from email.mime.text import MIMEText<\/p>\n
from email.mime.base import MIMEBase<\/p>\n
from email import encoders<\/p>\n
\u914d\u7f6eSMTP\u670d\u52a1\u5668<\/strong><\/h2>\n
smtp_server = 'smtp.gmail.com'<\/p>\n
smtp_port = 587<\/p>\n
sender_email = 'your_email@gmail.com'<\/p>\n
sender_password = 'your_password'<\/p>\n
def send_email(recipient_email, subject, body, attachment_path):<\/p>\n
    # \u6784\u5efa\u90ae\u4ef6<\/p>\n
    msg = MIMEMultipart()<\/p>\n
    msg['From'] = sender_email<\/p>\n
    msg['To'] = recipient_email<\/p>\n
    msg['Subject'] = subject<\/p>\n
    # \u6dfb\u52a0\u90ae\u4ef6\u6b63\u6587<\/p>\n
    msg.attach(MIMEText(body, 'plain'))<\/p>\n
    # \u6dfb\u52a0\u9644\u4ef6<\/p>\n
    with open(attachment_path, 'rb') as attachment:<\/p>\n
        part = MIMEBase('application', 'octet-stream')<\/p>\n
        part.set_payload(attachment.read())<\/p>\n
        encoders.encode_base64(part)<\/p>\n
        part.add_header('Content-Disposition', f'attachment; filename={attachment_path}')<\/p>\n
        msg.attach(part)<\/p>\n
    # \u53d1\u9001\u90ae\u4ef6<\/p>\n
    with smtplib.SMTP(smtp_server, smtp_port) as server:<\/p>\n
        server.starttls()<\/p>\n
        server.login(sender_email, sender_password)<\/p>\n
        server.send_message(msg)<\/p>\n
\u8bfb\u53d6\u8868\u683c\u6570\u636e<\/strong><\/h2>\n
data = pd.read_excel('example.xlsx')<\/p>\n
\u6839\u636e\u67d0\u4e00\u5217\u7684\u503c\u8fdb\u884c\u62c6\u5206<\/strong><\/h2>\n
grouped_data = data.groupby('column_name')<\/p>\n
\u904d\u5386\u6bcf\u4e2a\u5206\u7ec4\u5e76\u4fdd\u5b58\u4e3a\u5355\u72ec\u7684\u6587\u4ef6<\/strong><\/h2>\n
for name, group in grouped_data:<\/p>\n
    group.to_excel(f'{name}.xlsx', index=False)<\/p>\n
\u8bfb\u53d6\u6536\u4ef6\u4eba\u4fe1\u606f<\/strong><\/h2>\n
recipients = pd.read_excel('recipients.xlsx')<\/p>\n
\u6839\u636e\u6536\u4ef6\u4eba\u4fe1\u606f\u5b9a\u5236\u5316\u90ae\u4ef6\u5185\u5bb9\u5e76\u53d1\u9001<\/strong><\/h2>\n
for index, row in recipients.iterrows():<\/p>\n
    recipient_email = row['Email']<\/p>\n
    recipient_name = row['Name']<\/p>\n
    subject = f'Hello, {recipient_name}'<\/p>\n
    body = f'Dear {recipient_name},\\n\\nPlease find the attached file.'<\/p>\n
    # \u53d1\u9001\u62c6\u5206\u540e\u7684\u8868\u683c<\/p>\n
    send_email(recipient_email, subject, body, f'{row["Group"]}.xlsx')<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u901a\u8fc7\u4ee5\u4e0a\u793a\u4f8b\u4ee3\u7801\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u7528Python\u62c6\u5206\u8868\u683c\u5e76\u53d1\u9001\u90ae\u4ef6\u7684\u6574\u4e2a\u6d41\u7a0b\uff0c\u5305\u62ec\u8bfb\u53d6\u8868\u683c\u6570\u636e\u3001\u8fc7\u6ee4\u548c\u62c6\u5206\u6570\u636e\u3001\u914d\u7f6eSMTP\u670d\u52a1\u5668\u3001\u6784\u5efa\u5e76\u53d1\u9001\u90ae\u4ef6\uff0c\u4ee5\u53ca\u6839\u636e\u6536\u4ef6\u4eba\u4fe1\u606f\u5b9a\u5236\u5316\u90ae\u4ef6\u5185\u5bb9\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\uff0c\u51cf\u5c11\u624b\u52a8\u64cd\u4f5c\u7684\u65f6\u95f4\u548c\u9519\u8bef\uff0c\u975e\u5e38\u9002\u5408\u9700\u8981\u5904\u7406\u5927\u91cf\u6570\u636e\u548c\u90ae\u4ef6\u53d1\u9001\u7684\u573a\u666f\u3002<\/p>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
 \u5982\u4f55\u4f7f\u7528Python\u5c06\u8868\u683c\u6570\u636e\u62c6\u5206\u4e3a\u591a\u4e2a\u90e8\u5206\uff1f<\/strong>
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