{"id":1110227,"date":"2025-01-08T17:17:40","date_gmt":"2025-01-08T09:17:40","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1110227.html"},"modified":"2025-01-08T17:17:43","modified_gmt":"2025-01-08T09:17:43","slug":"python%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e4%b8%a4%e5%88%97%e5%90%88%e5%b9%b6%e5%8d%95%e5%85%83%e6%a0%bc","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1110227.html","title":{"rendered":"python\u5982\u4f55\u5b9e\u73b0\u4e24\u5217\u5408\u5e76\u5355\u5143\u683c"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25073154\/f8b51176-cd30-4a61-8ce8-93c00fe67413.webp\" alt=\"python\u5982\u4f55\u5b9e\u73b0\u4e24\u5217\u5408\u5e76\u5355\u5143\u683c\" \/><\/p>\n<p><p> <strong>\u5728Python\u4e2d\u5b9e\u73b0\u4e24\u5217\u5408\u5e76\u5355\u5143\u683c\u7684\u65b9\u6cd5\u6709\u591a\u79cd\uff0c\u4e3b\u8981\u5305\u62ec\u4f7f\u7528Pandas\u3001Openpyxl\u548cXlsxWriter\u7b49\u5e93\u3002\u8fd9\u4e9b\u65b9\u6cd5\u5404\u6709\u4f18\u7f3a\u70b9\uff0c\u5982\u64cd\u4f5c\u7075\u6d3b\u3001\u6613\u4e8e\u4f7f\u7528\u3001\u529f\u80fd\u5f3a\u5927\u7b49\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528Pandas\u5e93\u7684\u4e00\u79cd\u5177\u4f53\u5b9e\u73b0\u65b9\u6cd5\uff1a<\/strong><\/p>\n<\/p>\n<p><h3>\u4e00\u3001Pandas\u5e93\u7684\u4f7f\u7528<\/h3>\n<\/p>\n<p><p>Pandas\u662fPython\u4e2d\u975e\u5e38\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u5e93\uff0c\u5b83\u4e0d\u4ec5\u53ef\u4ee5\u8f7b\u677e\u5730\u8bfb\u53d6\u548c\u5904\u7406\u5404\u79cd\u683c\u5f0f\u7684\u6570\u636e\uff0c\u8fd8\u53ef\u4ee5\u5bf9\u6570\u636e\u8fdb\u884c\u5404\u79cd\u590d\u6742\u7684\u64cd\u4f5c\u3002\u4e0b\u9762\u6211\u4eec\u8be6\u7ec6\u8bb2\u89e3\u5982\u4f55\u4f7f\u7528Pandas\u5e93\u5408\u5e76\u4e24\u5217\u5355\u5143\u683c\u3002<\/p>\n<\/p>\n<p><h4>1\u3001\u5b89\u88c5Pandas\u5e93<\/h4>\n<\/p>\n<p><p>\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u5b89\u88c5Pandas\u5e93\u3002\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install pandas<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2\u3001\u8bfb\u53d6Excel\u6587\u4ef6<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u8bfb\u53d6Excel\u6587\u4ef6\u4e2d\u7684\u6570\u636e\u3002\u5047\u8bbe\u6211\u4eec\u6709\u4e00\u4e2aExcel\u6587\u4ef6data.xlsx\uff0c\u5176\u4e2d\u5305\u542b\u4e24\u5217\u9700\u8981\u5408\u5e76\u7684\u5355\u5143\u683c\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528Pandas\u5e93\u7684read_excel\u51fd\u6570\u6765\u8bfb\u53d6\u8be5\u6587\u4ef6\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pandas as pd<\/p>\n<h2><strong>\u8bfb\u53d6Excel\u6587\u4ef6<\/strong><\/h2>\n<p>df = pd.read_excel(&#39;data.xlsx&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>3\u3001\u5408\u5e76\u4e24\u5217\u5355\u5143\u683c<\/h4>\n<\/p>\n<p><p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528Pandas\u5e93\u7684apply\u51fd\u6570\u6765\u5408\u5e76\u4e24\u5217\u5355\u5143\u683c\u3002\u5047\u8bbe\u6211\u4eec\u8981\u5408\u5e76\u7684\u4e24\u5217\u5206\u522b\u662f&#39;column1&#39;\u548c&#39;column2&#39;\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u6765\u5b9e\u73b0\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u5408\u5e76\u4e24\u5217\u5355\u5143\u683c<\/p>\n<p>df[&#39;merged_column&#39;] = df[[&#39;column1&#39;, &#39;column2&#39;]].apply(lambda x: &#39; &#39;.join(x.dropna().astype(str)), axis=1)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u8fd9\u6bb5\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528apply\u51fd\u6570\u5bf9\u6bcf\u4e00\u884c\u8fdb\u884c\u64cd\u4f5c\uff0c\u4f7f\u7528lambda\u51fd\u6570\u5c06&#39;column1&#39;\u548c&#39;column2&#39;\u7684\u503c\u62fc\u63a5\u5728\u4e00\u8d77\uff0c\u5e76\u53bb\u6389NaN\u503c\u3002<\/p>\n<\/p>\n<p><h4>4\u3001\u4fdd\u5b58\u5408\u5e76\u540e\u7684\u6570\u636e<\/h4>\n<\/p>\n<p><p>\u6700\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5408\u5e76\u540e\u7684\u6570\u636e\u4fdd\u5b58\u5230\u4e00\u4e2a\u65b0\u7684Excel\u6587\u4ef6\u4e2d\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528Pandas\u5e93\u7684to_excel\u51fd\u6570\u6765\u5b9e\u73b0\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u4fdd\u5b58\u5408\u5e76\u540e\u7684\u6570\u636e<\/p>\n<p>df.to_excel(&#39;merged_data.xlsx&#39;, index=False)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u4e8c\u3001Openpyxl\u5e93\u7684\u4f7f\u7528<\/h3>\n<\/p>\n<p><p>Openpyxl\u662f\u53e6\u4e00\u4e2a\u5e38\u7528\u7684Python\u5e93\uff0c\u7528\u4e8e\u8bfb\u53d6\u548c\u5199\u5165Excel\u6587\u4ef6\u3002\u5b83\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684API\uff0c\u53ef\u4ee5\u5bf9Excel\u6587\u4ef6\u8fdb\u884c\u5404\u79cd\u64cd\u4f5c\u3002\u4e0b\u9762\u6211\u4eec\u8be6\u7ec6\u8bb2\u89e3\u5982\u4f55\u4f7f\u7528Openpyxl\u5e93\u5408\u5e76\u4e24\u5217\u5355\u5143\u683c\u3002<\/p>\n<\/p>\n<p><h4>1\u3001\u5b89\u88c5Openpyxl\u5e93<\/h4>\n<\/p>\n<p><p>\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u5b89\u88c5Openpyxl\u5e93\u3002\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install openpyxl<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2\u3001\u8bfb\u53d6Excel\u6587\u4ef6<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u8bfb\u53d6Excel\u6587\u4ef6\u4e2d\u7684\u6570\u636e\u3002\u5047\u8bbe\u6211\u4eec\u6709\u4e00\u4e2aExcel\u6587\u4ef6data.xlsx\uff0c\u5176\u4e2d\u5305\u542b\u4e24\u5217\u9700\u8981\u5408\u5e76\u7684\u5355\u5143\u683c\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528Openpyxl\u5e93\u7684load_workbook\u51fd\u6570\u6765\u8bfb\u53d6\u8be5\u6587\u4ef6\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">from openpyxl import load_workbook<\/p>\n<h2><strong>\u8bfb\u53d6Excel\u6587\u4ef6<\/strong><\/h2>\n<p>wb = load_workbook(&#39;data.xlsx&#39;)<\/p>\n<p>ws = wb.active<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>3\u3001\u5408\u5e76\u4e24\u5217\u5355\u5143\u683c<\/h4>\n<\/p>\n<p><p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528Openpyxl\u5e93\u7684merge_cells\u51fd\u6570\u6765\u5408\u5e76\u4e24\u5217\u5355\u5143\u683c\u3002\u5047\u8bbe\u6211\u4eec\u8981\u5408\u5e76\u7684\u4e24\u5217\u5206\u522b\u662fA\u5217\u548cB\u5217\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u6765\u5b9e\u73b0\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u5408\u5e76\u4e24\u5217\u5355\u5143\u683c<\/p>\n<p>for row in range(1, ws.max_row + 1):<\/p>\n<p>    cell_value = f&quot;{ws[f&#39;A{row}&#39;].value} {ws[f&#39;B{row}&#39;].value}&quot;<\/p>\n<p>    ws[f&#39;A{row}&#39;] = cell_value<\/p>\n<p>    ws.merge_cells(f&#39;A{row}:B{row}&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>4\u3001\u4fdd\u5b58\u5408\u5e76\u540e\u7684\u6570\u636e<\/h4>\n<\/p>\n<p><p>\u6700\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5408\u5e76\u540e\u7684\u6570\u636e\u4fdd\u5b58\u5230\u4e00\u4e2a\u65b0\u7684Excel\u6587\u4ef6\u4e2d\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528Openpyxl\u5e93\u7684save\u51fd\u6570\u6765\u5b9e\u73b0\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u4fdd\u5b58\u5408\u5e76\u540e\u7684\u6570\u636e<\/p>\n<p>wb.save(&#39;merged_data.xlsx&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u4e09\u3001XlsxWriter\u5e93\u7684\u4f7f\u7528<\/h3>\n<\/p>\n<p><p>XlsxWriter\u662f\u53e6\u4e00\u4e2a\u5e38\u7528\u7684Python\u5e93\uff0c\u7528\u4e8e\u521b\u5efa\u548c\u5199\u5165Excel\u6587\u4ef6\u3002\u5b83\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684API\uff0c\u53ef\u4ee5\u5bf9Excel\u6587\u4ef6\u8fdb\u884c\u5404\u79cd\u64cd\u4f5c\u3002\u4e0b\u9762\u6211\u4eec\u8be6\u7ec6\u8bb2\u89e3\u5982\u4f55\u4f7f\u7528XlsxWriter\u5e93\u5408\u5e76\u4e24\u5217\u5355\u5143\u683c\u3002<\/p>\n<\/p>\n<p><h4>1\u3001\u5b89\u88c5XlsxWriter\u5e93<\/h4>\n<\/p>\n<p><p>\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u6211\u4eec\u9700\u8981\u5b89\u88c5XlsxWriter\u5e93\u3002\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u6765\u5b89\u88c5\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-bash\">pip install XlsxWriter<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>2\u3001\u521b\u5efaExcel\u6587\u4ef6<\/h4>\n<\/p>\n<p><p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u521b\u5efa\u4e00\u4e2a\u65b0\u7684Excel\u6587\u4ef6\uff0c\u5e76\u521b\u5efa\u4e00\u4e2a\u5de5\u4f5c\u8868\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528XlsxWriter\u5e93\u7684Workbook\u51fd\u6570\u6765\u521b\u5efa\u8be5\u6587\u4ef6\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import xlsxwriter<\/p>\n<h2><strong>\u521b\u5efaExcel\u6587\u4ef6<\/strong><\/h2>\n<p>workbook = xlsxwriter.Workbook(&#39;merged_data.xlsx&#39;)<\/p>\n<p>worksheet = workbook.add_worksheet()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>3\u3001\u5408\u5e76\u4e24\u5217\u5355\u5143\u683c<\/h4>\n<\/p>\n<p><p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528XlsxWriter\u5e93\u7684merge_range\u51fd\u6570\u6765\u5408\u5e76\u4e24\u5217\u5355\u5143\u683c\u3002\u5047\u8bbe\u6211\u4eec\u8981\u5408\u5e76\u7684\u4e24\u5217\u5206\u522b\u662fA\u5217\u548cB\u5217\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u6765\u5b9e\u73b0\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u5408\u5e76\u4e24\u5217\u5355\u5143\u683c<\/p>\n<p>data = [[&#39;A1&#39;, &#39;B1&#39;], [&#39;A2&#39;, &#39;B2&#39;], [&#39;A3&#39;, &#39;B3&#39;]]<\/p>\n<p>for row, (col1, col2) in enumerate(data):<\/p>\n<p>    merged_value = f&quot;{col1} {col2}&quot;<\/p>\n<p>    worksheet.merge_range(row, 0, row, 1, merged_value)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h4>4\u3001\u4fdd\u5b58\u5408\u5e76\u540e\u7684\u6570\u636e<\/h4>\n<\/p>\n<p><p>\u6700\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u5408\u5e76\u540e\u7684\u6570\u636e\u4fdd\u5b58\u5230\u4e00\u4e2a\u65b0\u7684Excel\u6587\u4ef6\u4e2d\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528XlsxWriter\u5e93\u7684close\u51fd\u6570\u6765\u5b9e\u73b0\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\"># \u4fdd\u5b58\u5408\u5e76\u540e\u7684\u6570\u636e<\/p>\n<p>workbook.close()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><h3>\u56db\u3001\u603b\u7ed3<\/h3>\n<\/p>\n<p><p>\u901a\u8fc7\u4ee5\u4e0a\u4ecb\u7ecd\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u4f7f\u7528Pandas\u3001Openpyxl\u548cXlsxWriter\u5e93\u90fd\u53ef\u4ee5\u5b9e\u73b0\u4e24\u5217\u5408\u5e76\u5355\u5143\u683c\u7684\u64cd\u4f5c\u3002<strong>Pandas\u5e93\u64cd\u4f5c\u7075\u6d3b\u4e14\u6613\u4e8e\u4f7f\u7528\uff0c\u9002\u5408\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\uff1bOpenpyxl\u5e93\u529f\u80fd\u5f3a\u5927\uff0c\u9002\u5408\u5bf9Excel\u6587\u4ef6\u8fdb\u884c\u8be6\u7ec6\u64cd\u4f5c\uff1bXlsxWriter\u5e93\u9002\u5408\u521b\u5efa\u548c\u5199\u5165\u65b0\u7684Excel\u6587\u4ef6\u3002<\/strong>\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u5e93\uff0c\u53ef\u4ee5\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\uff0c\u7b80\u5316\u4ee3\u7801\u7f16\u5199\u8fc7\u7a0b\u3002\u5e0c\u671b\u672c\u6587\u5bf9\u60a8\u6709\u6240\u5e2e\u52a9\uff01<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> <strong>\u5982\u4f55\u5728Python\u4e2d\u4f7f\u7528Pandas\u5408\u5e76DataFrame\u7684\u4e24\u5217\uff1f<\/strong><br \/>\u8981\u5408\u5e76DataFrame\u4e2d\u7684\u4e24\u5217\uff0c\u53ef\u4ee5\u4f7f\u7528Pandas\u5e93\u7684<code>agg<\/code>\u6216\u8005<code>apply<\/code>\u65b9\u6cd5\u3002\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u5217\uff0c\u5c06\u76ee\u6807\u4e24\u5217\u7684\u5185\u5bb9\u5408\u5e76\u4e3a\u4e00\u4e2a\u5b57\u7b26\u4e32\u3002\u4f8b\u5982\uff0c<code>df[&#39;\u65b0\u5217&#39;] = df[[&#39;\u52171&#39;, &#39;\u52172&#39;]].agg(&#39; &#39;.join, axis=1)<\/code>\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u5c06\u52171\u548c\u52172\u7684\u5185\u5bb9\u7528\u7a7a\u683c\u8fde\u63a5\u5728\u4e00\u8d77\u3002<\/p>\n<p><strong>\u5728Excel\u6587\u4ef6\u4e2d\u5982\u4f55\u4f7f\u7528Python\u5408\u5e76\u5355\u5143\u683c\uff1f<\/strong><br \/>\u5982\u679c\u9700\u8981\u5728Excel\u6587\u4ef6\u4e2d\u5408\u5e76\u5355\u5143\u683c\uff0c\u53ef\u4ee5\u4f7f\u7528<code>openpyxl<\/code>\u5e93\u3002\u53ef\u4ee5\u901a\u8fc7\u8bbe\u7f6e\u5355\u5143\u683c\u7684<code>merge_cells<\/code>\u5c5e\u6027\u6765\u5408\u5e76\u6307\u5b9a\u533a\u57df\u7684\u5355\u5143\u683c\u3002\u793a\u4f8b\u4ee3\u7801\u5982\u4e0b\uff1a<code>ws.merge_cells(&#39;A1:B1&#39;)<\/code>\uff0c\u8fd9\u5c06\u5408\u5e76A1\u548cB1\u5355\u5143\u683c\u3002<\/p>\n<p><strong>\u5408\u5e76\u5355\u5143\u683c\u540e\u5982\u4f55\u5904\u7406\u539f\u6709\u6570\u636e\uff1f<\/strong><br 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