{"id":1183366,"date":"2025-01-15T19:13:50","date_gmt":"2025-01-15T11:13:50","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1183366.html"},"modified":"2025-01-15T19:13:54","modified_gmt":"2025-01-15T11:13:54","slug":"%e5%a6%82%e4%bd%95%e5%88%a9%e7%94%a8python%e8%87%aa%e5%8a%a8%e7%94%b3%e6%8a%a5%e7%ba%b3%e7%a8%8e","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1183366.html","title":{"rendered":"\u5982\u4f55\u5229\u7528python\u81ea\u52a8\u7533\u62a5\u7eb3\u7a0e"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25133132\/b1b4e2a7-039f-455e-82c1-6eda9877202a.webp\" alt=\"\u5982\u4f55\u5229\u7528python\u81ea\u52a8\u7533\u62a5\u7eb3\u7a0e\" \/><\/p>\n<p><p> <strong>\u5229\u7528Python\u81ea\u52a8\u7533\u62a5\u7eb3\u7a0e\u7684\u6b65\u9aa4\u5305\u62ec\uff1a\u6570\u636e\u6536\u96c6\u4e0e\u6574\u7406\u3001\u81ea\u52a8\u5316\u8868\u5355\u586b\u5199\u3001\u6570\u636e\u9a8c\u8bc1\u4e0e\u5904\u7406\u3001\u81ea\u52a8\u5316\u7533\u62a5\u63d0\u4ea4\u3001\u5b9a\u65f6\u4efb\u52a1\u53ca\u901a\u77e5\u7ba1\u7406\u3002<\/strong>\u5176\u4e2d\uff0c<strong>\u6570\u636e\u6536\u96c6\u4e0e\u6574\u7406<\/strong>\u662f\u6574\u4e2a\u8fc7\u7a0b\u7684\u57fa\u7840\uff0c\u901a\u8fc7\u7f16\u5199\u811a\u672c\u81ea\u52a8\u6536\u96c6\u76f8\u5173\u7a0e\u52a1\u6570\u636e\uff0c\u5e76\u8fdb\u884c\u6e05\u6d17\u4e0e\u6574\u7406\uff0c\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u4e0e\u5b8c\u6574\u6027\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u6570\u636e\u6536\u96c6\u4e0e\u6574\u7406<\/h3>\n<\/p>\n<p><p>\u6570\u636e\u6536\u96c6\u4e0e\u6574\u7406\u662f\u81ea\u52a8\u7533\u62a5\u7eb3\u7a0e\u8fc7\u7a0b\u7684\u7b2c\u4e00\u6b65\uff0c\u4e3b\u8981\u5305\u62ec\u4ece\u4e0d\u540c\u6570\u636e\u6e90\u6536\u96c6\u76f8\u5173\u4fe1\u606f\uff0c\u5e76\u8fdb\u884c\u6e05\u6d17\u548c\u6574\u7406\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u548c\u5b8c\u6574\u6027\u3002<\/p>\n<\/p>\n<p><h4>1. \u6570\u636e\u6765\u6e90<\/h4>\n<\/p>\n<p><p>\u5728\u8fdb\u884c\u81ea\u52a8\u7533\u62a5\u7eb3\u7a0e\u65f6\uff0c\u9996\u5148\u9700\u8981\u660e\u786e\u6570\u636e\u7684\u6765\u6e90\u3002\u5e38\u89c1\u7684\u6570\u636e\u6765\u6e90\u5305\u62ec\uff1a<\/p>\n<\/p>\n<ul>\n<li>\u4f01\u4e1a\u8d22\u52a1\u7cfb\u7edf\uff1a\u901a\u8fc7API\u6216\u6570\u636e\u5e93\u63a5\u53e3\u83b7\u53d6\u4f01\u4e1a\u7684\u6536\u5165\u3001\u652f\u51fa\u3001\u5229\u6da6\u7b49\u8d22\u52a1\u6570\u636e\u3002<\/li>\n<li>\u7a0e\u52a1\u5e73\u53f0\uff1a\u901a\u8fc7\u7a0e\u52a1\u5c40\u63d0\u4f9b\u7684\u63a5\u53e3\u6216\u7f51\u9875\u6293\u53d6\u65b9\u5f0f\u83b7\u53d6\u7a0e\u52a1\u76f8\u5173\u6570\u636e\u3002<\/li>\n<li>\u5176\u4ed6\u5916\u90e8\u6570\u636e\u6e90\uff1a\u5982\u94f6\u884c\u5bf9\u8d26\u5355\u3001\u53d1\u7968\u7cfb\u7edf\u7b49\u3002<\/li>\n<\/ul>\n<p><h4>2. \u6570\u636e\u6e05\u6d17\u4e0e\u6574\u7406<\/h4>\n<\/p>\n<p><p>\u6536\u96c6\u5230\u6570\u636e\u540e\uff0c\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u548c\u6574\u7406\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u548c\u4e00\u81f4\u6027\u3002\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<ul>\n<li>\u6570\u636e\u683c\u5f0f\u8f6c\u6362\uff1a\u5c06\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\u8f6c\u6362\u4e3a\u7edf\u4e00\u7684\u683c\u5f0f\uff0c\u65b9\u4fbf\u540e\u7eed\u5904\u7406\u3002<\/li>\n<li>\u6570\u636e\u53bb\u91cd\uff1a\u53bb\u9664\u91cd\u590d\u6570\u636e\uff0c\u786e\u4fdd\u6bcf\u6761\u6570\u636e\u90fd\u662f\u552f\u4e00\u7684\u3002<\/li>\n<li>\u6570\u636e\u6821\u9a8c\uff1a\u901a\u8fc7\u6821\u9a8c\u89c4\u5219\u68c0\u67e5\u6570\u636e\u7684\u6709\u6548\u6027\uff0c\u53d1\u73b0\u5e76\u4fee\u6b63\u9519\u8bef\u6570\u636e\u3002<\/li>\n<li>\u6570\u636e\u6c47\u603b\uff1a\u5c06\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\u6c47\u603b\u5230\u4e00\u4e2a\u6570\u636e\u96c6\u4e2d\uff0c\u65b9\u4fbf\u540e\u7eed\u7684\u5904\u7406\u548c\u5206\u6790\u3002<\/li>\n<\/ul>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<h2><strong>\u793a\u4f8b\uff1a\u4ece\u4e0d\u540c\u6765\u6e90\u6536\u96c6\u6570\u636e<\/strong><\/h2>\n<p>financial_data = pd.read_csv(&#39;financial_data.csv&#39;)<\/p>\n<p>tax_data = pd.read_csv(&#39;tax_data.csv&#39;)<\/p>\n<h2><strong>\u6570\u636e\u6e05\u6d17\u4e0e\u6574\u7406<\/strong><\/h2>\n<h2><strong>1. \u6570\u636e\u683c\u5f0f\u8f6c\u6362<\/strong><\/h2>\n<p>financial_data[&#39;date&#39;] = pd.to_datetime(financial_data[&#39;date&#39;])<\/p>\n<p>tax_data[&#39;date&#39;] = pd.to_datetime(tax_data[&#39;date&#39;])<\/p>\n<h2><strong>2. \u6570\u636e\u53bb\u91cd<\/strong><\/h2>\n<p>financial_data.drop_duplicates(inplace=True)<\/p>\n<p>tax_data.drop_duplicates(inplace=True)<\/p>\n<h2><strong>3. \u6570\u636e\u6821\u9a8c<\/strong><\/h2>\n<h2><strong>\u68c0\u67e5\u6570\u636e\u662f\u5426\u6709\u7f3a\u5931\u503c<\/strong><\/h2>\n<p>assert financial_data.isnull().sum().sum() == 0, &quot;Financial data cont<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>ns missing values&quot;<\/p>\n<p>assert tax_data.isnull().sum().sum() == 0, &quot;Tax data contains missing values&quot;<\/p>\n<h2><strong>4. \u6570\u636e\u6c47\u603b<\/strong><\/h2>\n<p>merged_data = pd.merge(financial_data, tax_data, on=&#39;date&#39;, how=&#39;inner&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u4e8c\u3001\u81ea\u52a8\u5316\u8868\u5355\u586b\u5199<\/h3>\n<\/p>\n<p><p>\u81ea\u52a8\u5316\u8868\u5355\u586b\u5199\u662f\u5229\u7528Python\u811a\u672c\u5c06\u6574\u7406\u597d\u7684\u6570\u636e\u81ea\u52a8\u586b\u5199\u5230\u7a0e\u52a1\u7533\u62a5\u8868\u5355\u4e2d\u7684\u8fc7\u7a0b\u3002\u901a\u8fc7\u6a21\u62df\u4eba\u5de5\u64cd\u4f5c\uff0c\u81ea\u52a8\u586b\u5199\u5e76\u751f\u6210\u7533\u62a5\u8868\u5355\u3002<\/p>\n<\/p>\n<p><h4>1. \u8868\u5355\u6a21\u677f\u51c6\u5907<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u9700\u8981\u51c6\u5907\u7a0e\u52a1\u7533\u62a5\u8868\u5355\u7684\u6a21\u677f\u3002\u6a21\u677f\u53ef\u4ee5\u662fExcel\u3001PDF\u6216\u7a0e\u52a1\u5c40\u63d0\u4f9b\u7684\u5728\u7ebf\u8868\u5355\u3002\u51c6\u5907\u597d\u6a21\u677f\u540e\uff0c\u53ef\u4ee5\u4f7f\u7528Python\u5e93\uff08\u5982openpyxl\u3001pdfplumber\u6216Selenium\uff09\u8fdb\u884c\u8868\u5355\u81ea\u52a8\u586b\u5199\u3002<\/p>\n<\/p>\n<p><h4>2. \u81ea\u52a8\u586b\u5199<\/h4>\n<\/p>\n<p><p>\u6839\u636e\u6574\u7406\u597d\u7684\u6570\u636e\uff0c\u7f16\u5199\u811a\u672c\u81ea\u52a8\u586b\u5199\u8868\u5355\u3002\u4ee5Excel\u4e3a\u4f8b\uff0c\u53ef\u4ee5\u4f7f\u7528openpyxl\u5e93\u5c06\u6570\u636e\u5199\u5165\u8868\u5355\u4e2d\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import openpyxl<\/p>\n<h2><strong>\u52a0\u8f7d\u8868\u5355\u6a21\u677f<\/strong><\/h2>\n<p>wb = openpyxl.load_workbook(&#39;tax_form_template.xlsx&#39;)<\/p>\n<p>sheet = wb.active<\/p>\n<h2><strong>\u81ea\u52a8\u586b\u5199\u8868\u5355<\/strong><\/h2>\n<p>sheet[&#39;B2&#39;] = merged_data[&#39;total_income&#39;].sum()  # \u603b\u6536\u5165<\/p>\n<p>sheet[&#39;B3&#39;] = merged_data[&#39;total_expense&#39;].sum()  # \u603b\u652f\u51fa<\/p>\n<p>sheet[&#39;B4&#39;] = merged_data[&#39;total_tax&#39;].sum()  # \u603b\u7a0e\u989d<\/p>\n<h2><strong>\u4fdd\u5b58\u586b\u5199\u597d\u7684\u8868\u5355<\/strong><\/h2>\n<p>wb.save(&#39;filled_tax_form.xlsx&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u4e09\u3001\u6570\u636e\u9a8c\u8bc1\u4e0e\u5904\u7406<\/h3>\n<\/p>\n<p><p>\u5728\u63d0\u4ea4\u7533\u62a5\u8868\u5355\u4e4b\u524d\uff0c\u9700\u8981\u5bf9\u586b\u597d\u7684\u6570\u636e\u8fdb\u884c\u9a8c\u8bc1\u548c\u5904\u7406\uff0c\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u548c\u5408\u6cd5\u6027\u3002<\/p>\n<\/p>\n<p><h4>1. \u6570\u636e\u9a8c\u8bc1<\/h4>\n<\/p>\n<p><p>\u901a\u8fc7\u7f16\u5199\u6821\u9a8c\u89c4\u5219\uff0c\u5bf9\u586b\u597d\u7684\u6570\u636e\u8fdb\u884c\u9a8c\u8bc1\uff0c\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u68c0\u67e5\u6536\u5165\u3001\u652f\u51fa\u548c\u7a0e\u989d\u662f\u5426\u5339\u914d\uff0c\u662f\u5426\u7b26\u5408\u76f8\u5173\u7a0e\u6cd5\u89c4\u5b9a\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u6570\u636e\u9a8c\u8bc1<\/p>\n<p>total_income = merged_data[&#39;total_income&#39;].sum()<\/p>\n<p>total_expense = merged_data[&#39;total_expense&#39;].sum()<\/p>\n<p>total_tax = merged_data[&#39;total_tax&#39;].sum()<\/p>\n<p>assert total_income &gt; 0, &quot;Total income must be greater than 0&quot;<\/p>\n<p>assert total_expense &gt; 0, &quot;Total expense must be greater than 0&quot;<\/p>\n<p>assert total_tax == total_income * 0.1, &quot;Total tax does not match the calculated value&quot;<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2. \u6570\u636e\u5904\u7406<\/h4>\n<\/p>\n<p><p>\u6839\u636e\u9a8c\u8bc1\u7ed3\u679c\uff0c\u5bf9\u6570\u636e\u8fdb\u884c\u5904\u7406\u548c\u4fee\u6b63\uff0c\u786e\u4fdd\u6570\u636e\u7684\u5408\u6cd5\u6027\u3002\u4f8b\u5982\uff0c\u5982\u679c\u53d1\u73b0\u9519\u8bef\u6570\u636e\uff0c\u53ef\u4ee5\u901a\u8fc7\u4eba\u5de5\u6216\u7f16\u5199\u4fee\u6b63\u811a\u672c\u8fdb\u884c\u4fee\u6b63\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u6570\u636e\u5904\u7406<\/p>\n<p>if total_tax != total_income * 0.1:<\/p>\n<p>    total_tax = total_income * 0.1<\/p>\n<p>    merged_data[&#39;total_tax&#39;] = total_tax<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u56db\u3001\u81ea\u52a8\u5316\u7533\u62a5\u63d0\u4ea4<\/h3>\n<\/p>\n<p><p>\u81ea\u52a8\u5316\u7533\u62a5\u63d0\u4ea4\u662f\u5229\u7528Python\u811a\u672c\u5c06\u586b\u5199\u597d\u7684\u7a0e\u52a1\u7533\u62a5\u8868\u5355\u81ea\u52a8\u63d0\u4ea4\u5230\u7a0e\u52a1\u5c40\u7684\u8fc7\u7a0b\u3002\u901a\u5e38\u901a\u8fc7\u6a21\u62df\u6d4f\u89c8\u5668\u64cd\u4f5c\u6216\u8c03\u7528\u7a0e\u52a1\u5c40\u63d0\u4f9b\u7684API\u63a5\u53e3\u8fdb\u884c\u63d0\u4ea4\u3002<\/p>\n<\/p>\n<p><h4>1. \u6a21\u62df\u6d4f\u89c8\u5668\u64cd\u4f5c<\/h4>\n<\/p>\n<p><p>\u901a\u8fc7Selenium\u5e93\uff0c\u6a21\u62df\u6d4f\u89c8\u5668\u64cd\u4f5c\u81ea\u52a8\u63d0\u4ea4\u7533\u62a5\u8868\u5355\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from selenium import webdriver<\/p>\n<h2><strong>\u521d\u59cb\u5316\u6d4f\u89c8\u5668<\/strong><\/h2>\n<p>driver = webdriver.Chrome()<\/p>\n<h2><strong>\u6253\u5f00\u7a0e\u52a1\u5c40\u7533\u62a5\u9875\u9762<\/strong><\/h2>\n<p>driver.get(&#39;https:\/\/tax-website.gov&#39;)<\/p>\n<h2><strong>\u767b\u5f55\u7a0e\u52a1\u5c40\u7cfb\u7edf<\/strong><\/h2>\n<p>driver.find_element_by_id(&#39;username&#39;).send_keys(&#39;your_username&#39;)<\/p>\n<p>driver.find_element_by_id(&#39;password&#39;).send_keys(&#39;your_password&#39;)<\/p>\n<p>driver.find_element_by_id(&#39;login&#39;).click()<\/p>\n<h2><strong>\u4e0a\u4f20\u586b\u5199\u597d\u7684\u8868\u5355<\/strong><\/h2>\n<p>upload_element = driver.find_element_by_id(&#39;upload_form&#39;)<\/p>\n<p>upload_element.send_keys(&#39;filled_tax_form.xlsx&#39;)<\/p>\n<h2><strong>\u63d0\u4ea4\u8868\u5355<\/strong><\/h2>\n<p>driver.find_element_by_id(&#39;submit&#39;).click()<\/p>\n<h2><strong>\u5173\u95ed\u6d4f\u89c8\u5668<\/strong><\/h2>\n<p>driver.quit()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2. \u8c03\u7528API\u63a5\u53e3<\/h4>\n<\/p>\n<p><p>\u5982\u679c\u7a0e\u52a1\u5c40\u63d0\u4f9bAPI\u63a5\u53e3\uff0c\u53ef\u4ee5\u76f4\u63a5\u8c03\u7528\u63a5\u53e3\u63d0\u4ea4\u7533\u62a5\u8868\u5355\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import requests<\/p>\n<h2><strong>\u5b9a\u4e49API\u63a5\u53e3URL\u548c\u53c2\u6570<\/strong><\/h2>\n<p>api_url = &#39;https:\/\/tax-website.gov\/api\/submit&#39;<\/p>\n<p>api_params = {<\/p>\n<p>    &#39;username&#39;: &#39;your_username&#39;,<\/p>\n<p>    &#39;password&#39;: &#39;your_password&#39;,<\/p>\n<p>    &#39;form_data&#39;: open(&#39;filled_tax_form.xlsx&#39;, &#39;rb&#39;)<\/p>\n<p>}<\/p>\n<h2><strong>\u8c03\u7528API\u63a5\u53e3\u63d0\u4ea4\u8868\u5355<\/strong><\/h2>\n<p>response = requests.post(api_url, files=api_params)<\/p>\n<h2><strong>\u68c0\u67e5\u63d0\u4ea4\u7ed3\u679c<\/strong><\/h2>\n<p>if response.status_code == 200:<\/p>\n<p>    print(&quot;Form submitted successfully&quot;)<\/p>\n<p>else:<\/p>\n<p>    print(&quot;Form submission failed&quot;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u4e94\u3001\u5b9a\u65f6\u4efb\u52a1\u53ca\u901a\u77e5\u7ba1\u7406<\/h3>\n<\/p>\n<p><p>\u4e3a\u4e86\u786e\u4fdd\u81ea\u52a8\u7533\u62a5\u7eb3\u7a0e\u7684\u53ca\u65f6\u6027\u548c\u53ef\u9760\u6027\uff0c\u53ef\u4ee5\u8bbe\u7f6e\u5b9a\u65f6\u4efb\u52a1\u548c\u901a\u77e5\u7ba1\u7406\u3002<\/p>\n<\/p>\n<p><h4>1. \u5b9a\u65f6\u4efb\u52a1<\/h4>\n<\/p>\n<p><p>\u901a\u8fc7\u5b9a\u65f6\u4efb\u52a1\u81ea\u52a8\u6267\u884c\u7533\u62a5\u811a\u672c\uff0c\u53ef\u4ee5\u4f7f\u7528\u64cd\u4f5c\u7cfb\u7edf\u81ea\u5e26\u7684\u5b9a\u65f6\u4efb\u52a1\u5de5\u5177\uff08\u5982Windows\u7684\u4efb\u52a1\u8ba1\u5212\u7a0b\u5e8f\u6216Linux\u7684crontab\uff09\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528Python\u4e2d\u7684\u8c03\u5ea6\u5e93\uff08\u5982schedule\uff09\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import schedule<\/p>\n<p>import time<\/p>\n<p>def job():<\/p>\n<p>    # \u7533\u62a5\u7eb3\u7a0e\u811a\u672c<\/p>\n<p>    # ...<\/p>\n<p>    print(&quot;Tax form submitted&quot;)<\/p>\n<h2><strong>\u8bbe\u7f6e\u5b9a\u65f6\u4efb\u52a1<\/strong><\/h2>\n<p>schedule.every().month.at(&quot;09:00&quot;).do(job)<\/p>\n<p>while True:<\/p>\n<p>    schedule.run_pending()<\/p>\n<p>    time.sleep(1)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2. \u901a\u77e5\u7ba1\u7406<\/h4>\n<\/p>\n<p><p>\u901a\u8fc7\u90ae\u4ef6\u6216\u77ed\u4fe1\u901a\u77e5\u7533\u62a5\u7ed3\u679c\uff0c\u786e\u4fdd\u7533\u62a5\u7684\u53ca\u65f6\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import smtplib<\/p>\n<p>from email.mime.text import MIMEText<\/p>\n<p>def send_email(subject, body):<\/p>\n<p>    msg = MIMEText(body)<\/p>\n<p>    msg[&#39;Subject&#39;] = subject<\/p>\n<p>    msg[&#39;From&#39;] = &#39;your_email@example.com&#39;<\/p>\n<p>    msg[&#39;To&#39;] = &#39;recipient@example.com&#39;<\/p>\n<p>    with smtplib.SMTP(&#39;smtp.example.com&#39;, 587) as server:<\/p>\n<p>        server.login(&#39;your_email@example.com&#39;, &#39;your_password&#39;)<\/p>\n<p>        server.sendmail(&#39;your_email@example.com&#39;, [&#39;recipient@example.com&#39;], msg.as_string())<\/p>\n<h2><strong>\u793a\u4f8b\uff1a\u7533\u62a5\u6210\u529f\u540e\u53d1\u9001\u901a\u77e5\u90ae\u4ef6<\/strong><\/h2>\n<p>send_email(&quot;Tax Form Submission&quot;, &quot;Your tax form has been submitted successfully&quot;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u901a\u8fc7\u4e0a\u8ff0\u6b65\u9aa4\uff0c\u53ef\u4ee5\u5229\u7528Python\u5b9e\u73b0\u81ea\u52a8\u7533\u62a5\u7eb3\u7a0e\uff0c\u63d0\u5347\u5de5\u4f5c\u6548\u7387\uff0c\u51cf\u5c11\u4eba\u5de5\u64cd\u4f5c\u7684\u9519\u8bef\u7387\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u4f7f\u7528Python\u83b7\u53d6\u7eb3\u7a0e\u7533\u62a5\u6240\u9700\u7684\u6570\u636e\uff1f<\/strong><br \/>\u8981\u81ea\u52a8\u7533\u62a5\u7eb3\u7a0e\uff0c\u9996\u5148\u9700\u8981\u6536\u96c6\u76f8\u5173\u7684\u6570\u636e\u3002\u53ef\u4ee5\u5229\u7528Python\u7684pandas\u5e93\u6765\u5904\u7406Excel\u6216CSV\u683c\u5f0f\u7684\u8d22\u52a1\u6570\u636e\uff0c\u4f7f\u7528requests\u5e93\u4ece\u76f8\u5173\u7f51\u7ad9\u83b7\u53d6\u5b9e\u65f6\u7a0e\u7387\u53ca\u653f\u7b56\u4fe1\u606f\u3002\u6b64\u5916\uff0c\u7ed3\u5408API\u63a5\u53e3\u53ef\u4ee5\u9ad8\u6548\u5730\u83b7\u53d6\u94f6\u884c\u4ea4\u6613\u8bb0\u5f55\u53ca\u5176\u4ed6\u5fc5\u8981\u7684\u8d22\u52a1\u6570\u636e\uff0c\u786e\u4fdd\u7533\u62a5\u4fe1\u606f\u7684\u51c6\u786e\u6027\u3002<\/p>\n<p><strong>\u5728Python\u4e2d\u5982\u4f55\u5b9e\u73b0\u81ea\u52a8\u8ba1\u7b97\u7a0e\u989d\uff1f<\/strong><br \/>\u53ef\u4ee5\u901a\u8fc7\u7f16\u5199Python\u51fd\u6570\u6765\u81ea\u52a8\u8ba1\u7b97\u7a0e\u989d\u3002\u6839\u636e\u4e0d\u540c\u7684\u7a0e\u79cd\u548c\u7a0e\u7387\uff0c\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u5305\u542b\u7a0e\u7387\u7684\u5b57\u5178\uff0c\u5229\u7528\u8f93\u5165\u7684\u8d22\u52a1\u6570\u636e\u8fdb\u884c\u8ba1\u7b97\u3002\u9488\u5bf9\u590d\u6742\u7684\u7a0e\u52a1\u89c4\u5219\uff0c\u53ef\u4ee5\u901a\u8fc7\u7f16\u5199\u6a21\u5757\u5316\u4ee3\u7801\u6765\u5904\u7406\u4e0d\u540c\u7684\u7a0e\u79cd\u548c\u7279\u6b8a\u60c5\u51b5\uff0c\u786e\u4fdd\u8ba1\u7b97\u7684\u7075\u6d3b\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n<p><strong>\u5982\u4f55\u5c06Python\u4e0e\u7535\u5b50\u7a0e\u52a1\u7cfb\u7edf\u5bf9\u63a5\u4ee5\u5b8c\u6210\u7533\u62a5\uff1f<\/strong><br 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[&hellip;]","protected":false},"author":3,"featured_media":1183374,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1183366"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=1183366"}],"version-history":[{"count":"1","href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1183366\/revisions"}],"predecessor-version":[{"id":1183376,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/1183366\/revisions\/1183376"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/1183374"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=1183366"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=1183366"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=1183366"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}