Id：\u6837\u672cID<\/p>\n<\/li>\n
SepalLengthCm：\u843c\u7247\u957f\u5ea6（\u5398\u7c73）<\/p>\n<\/li>\n
SepalWidthCm：\u843c\u7247\u5bbd\u5ea6（\u5398\u7c73）<\/p>\n<\/li>\n
PetalLengthCm：\u82b1\u74e3\u957f\u5ea6（\u5398\u7c73）<\/p>\n<\/li>\n
PetalWidthCm：\u82b1\u74e3\u5bbd\u5ea6（\u5398\u7c73）<\/p>\n<\/li>\n
Species：\u9e22\u5c3e\u82b1\u79cd\u7c7b（Iris-setosa \u6216 Iris-versicolor）<\/p>\n<\/li>\n<\/ul>\n
📥 1. \u8bfb\u53d6\u6570\u636e<\/h3>\n
\u9996\u5148\u5bfc\u5165\u5fc5\u8981\u7684\u5e93，\u5e76\u7528Pandas\u8bfb\u53d6\u6570\u636e\u3002<\/p>\n
import\u00a0pandas\u00a0as\u00a0pd
\nimport\u00a0matplotlib.pyplot\u00a0as\u00a0plt
\nimport\u00a0seaborn\u00a0as\u00a0sns<\/p>\n
original_data = pd.read_csv("Iris.csv")
\noriginal_data.head()<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090526-69a7f5d6af4c2.png\")
<\/p>\n
\u8f93\u51fa\u7ed3\u679c\u5c55\u793a\u4e86\u524d5\u884c\u6570\u636e，\u6bcf\u4e2a\u6837\u672c\u90fd\u6709\u5bf9\u5e94\u7684ID\u3001\u957f\u5ea6\u5bbd\u5ea6\u548c\u79cd\u7c7b\u3002<\/p>\n
🧹 2. \u8bc4\u4f30\u548c\u6e05\u7406\u6570\u636e<\/h3>\n
\u521b\u5efa\u6570\u636e\u526f\u672c，\u4ee5\u4fbf\u5728\u6e05\u7406\u65f6\u4fdd\u7559\u539f\u59cb\u6570\u636e\u3002<\/p>\n
cleaned_data = original_data.copy()<\/p>\n
2.1 \u6570\u636e\u6574\u9f50\u5ea6\u68c0\u67e5<\/h4>\n
\u68c0\u67e5\u6570\u636e\u662f\u5426\u7b26\u5408\u201c\u6bcf\u4e2a\u53d8\u91cf\u4e3a\u4e00\u5217，\u6bcf\u4e2a\u89c2\u5bdf\u503c\u4e3a\u4e00\u884c\u201d\u7684\u89c4\u8303\u3002\u67e5\u770b\u524d10\u884c\u6570\u636e，\u786e\u8ba4\u7ed3\u6784\u826f\u597d\u3002<\/p>\n
cleaned_data.head(10)<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090526-69a7f5d6cedf1.png\")
<\/p>\n
2.2 \u6570\u636e\u5e72\u51c0\u5ea6\u5904\u7406<\/h4>\n\u57fa\u672c\u4fe1\u606f\u67e5\u770b<\/h5>\n
\u4f7f\u7528\u00a0info()\u00a0\u67e5\u770b\u6570\u636e\u7c7b\u578b\u548c\u7f3a\u5931\u503c\u60c5\u51b5\u3002<\/p>\n
cleaned_data.info()<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090526-69a7f5d6f1eeb.png\")
<\/p>\n
\u7ed3\u679c\u663e\u793a\u5171\u6709100\u6761\u8bb0\u5f55，\u65e0\u7f3a\u5931\u503c\u3002\u4f46Id\u5217\u5e94\u4e3a\u5b57\u7b26\u4e32\u7c7b\u578b，\u9700\u8981\u8f6c\u6362\u3002<\/p>\n
cleaned_data["Id"] = cleaned_data["Id"].astype("str")
\ncleaned_data["Id"]<\/p>\n
\u7f3a\u5931\u6570\u636e\u5904\u7406<\/h5>\n
info()\u5df2\u663e\u793a\u65e0\u7f3a\u5931\u503c，\u65e0\u9700\u5904\u7406\u3002<\/p>\n
\u91cd\u590d\u6570\u636e\u5904\u7406<\/h5>\n
\u68c0\u67e5Id\u662f\u5426\u6709\u91cd\u590d\u503c：<\/p>\n
cleaned_data["Id"].duplicated().sum()<\/p>\n
\u8f93\u51fa0，\u65e0\u91cd\u590d\u6570\u636e\u3002<\/p>\n
\u4e0d\u4e00\u81f4\u6570\u636e\u5904\u7406<\/h5>\n
\u67e5\u770bSpecies\u5217\u7684\u552f\u4e00\u503c：<\/p>\n
cleaned_data["Species"].value_counts()<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090527-69a7f5d70e5c8.png\")
<\/p>\n
\u7ed3\u679c\u53ea\u6709\u4e24\u79cd\u7c7b\u522b：Iris-setosa\u548cIris-versicolor，\u65e0\u4e0d\u4e00\u81f4\u6570\u636e\u3002\u6211\u4eec\u5c06\u8be5\u5217\u8f6c\u6362\u4e3acategory\u7c7b\u578b\u4ee5\u8282\u7701\u5185\u5b58\u3002<\/p>\n
cleaned_data["Species"] = cleaned_data["Species"].astype("category")
\ncleaned_data["Species"]<\/p>\n
<\/h5>\n<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090527-69a7f5d718979.png\")
<\/p>\n
\u65e0\u6548\u6216\u9519\u8bef\u6570\u636e\u5904\u7406<\/h5>\n
\u4f7f\u7528\u00a0describe()\u00a0\u67e5\u770b\u6570\u503c\u5217\u7684\u7edf\u8ba1\u4fe1\u606f，\u786e\u8ba4\u65e0\u5f02\u5e38\u503c\u3002<\/p>\n
cleaned_data.describe()<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090527-69a7f5d728869.png\")
<\/p>\n
\u6240\u6709\u6570\u503c\u5747\u5728\u5408\u7406\u8303\u56f4\u5185，\u65e0\u9700\u5904\u7406\u3002<\/p>\n
📊 3. \u6574\u7406\u6570\u636e<\/h3>\n
\u6839\u636e\u5206\u6790\u76ee\u6807，\u6211\u4eec\u9700\u8981\u5c06\u4e24\u79cd\u9e22\u5c3e\u82b1\u7684\u6570\u636e\u5206\u5f00\u3002<\/p>\n
iris_setosa = cleaned_data.query('Species == "Iris-setosa"')
\niris_setosa.head()<\/p>\n
len(iris_setosa) \u00a0# 50<\/p>\n
iris_versicolor = cleaned_data.query('Species == "Iris-versicolor"')
\niris_versicolor.head()<\/p>\n
len(iris_versicolor) \u00a0# 50<\/p>\n
🔍 4. \u63a2\u7d22\u6570\u636e<\/h3>\n
\u4f7f\u7528pairplot\u53ef\u89c6\u5316\u4e24\u79cd\u9e22\u5c3e\u82b1\u5404\u7279\u5f81\u7684\u5206\u5e03\u5173\u7cfb，\u989c\u8272\u533a\u5206\u79cd\u7c7b\u3002<\/p>\n
sns.pairplot(cleaned_data, hue="Species")
\nplt.show()<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090527-69a7f5d73d824.png\")
<\/p>\n
\u4ece\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa，\u82b1\u74e3\u957f\u5ea6\u548c\u5bbd\u5ea6\u5728\u4e24\u7c7b\u4e4b\u95f4\u5dee\u5f02\u660e\u663e，\u800c\u843c\u7247\u957f\u5ea6\u548c\u5bbd\u5ea6\u6709\u4e00\u5b9a\u91cd\u53e0，\u9700\u8fdb\u4e00\u6b65\u7edf\u8ba1\u68c0\u9a8c\u3002<\/p>\n
📈 5. \u5206\u6790\u6570\u636e<\/h3>\n
\u6211\u4eec\u5c06\u5bf9\u843c\u7247\u957f\u5ea6\u3001\u843c\u7247\u5bbd\u5ea6\u3001\u82b1\u74e3\u957f\u5ea6\u3001\u82b1\u74e3\u5bbd\u5ea6\u5206\u522b\u8fdb\u884c\u72ec\u7acb\u6837\u672ct\u68c0\u9a8c，\u5224\u65ad\u5747\u503c\u662f\u5426\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
\u5f15\u5165t\u68c0\u9a8c\u6a21\u5757：<\/p>\n
from\u00a0scipy.stats\u00a0import\u00a0ttest_ind<\/p>\n
5.1 \u843c\u7247\u957f\u5ea6\u5206\u6790<\/h4>\n\u5206\u5e03\u53ef\u89c6\u5316<\/h5>\n
sns.histplot(iris_setosa['SepalLengthCm'], binwidth=0.1)
\nsns.histplot(iris_versicolor['SepalLengthCm'], binwidth=0.1)
\nplt.show()<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090527-69a7f5d7a6fc0.png\")
<\/p>\n
\u5047\u8bbe\u68c0\u9a8c<\/h5>\n\n- \n
\u539f\u5047\u8bbeH\u2080：\u4e24\u79cd\u9e22\u5c3e\u82b1\u843c\u7247\u957f\u5ea6\u5e73\u5747\u503c\u65e0\u663e\u8457\u5dee\u5f02\u3002<\/p>\n<\/li>\n
- \n
\u5907\u62e9\u5047\u8bbeH\u2081：\u4e24\u79cd\u9e22\u5c3e\u82b1\u843c\u7247\u957f\u5ea6\u5e73\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n<\/li>\n
- \n
\u68c0\u9a8c\u7c7b\u578b：\u53cc\u5c3e\u68c0\u9a8c（\u6211\u4eec\u53ea\u5173\u5fc3\u662f\u5426\u6709\u5dee\u5f02，\u4e0d\u5173\u5fc3\u8c01\u5927\u8c01\u5c0f）\u3002<\/p>\n<\/li>\n
- \n
\u663e\u8457\u6027\u6c34\u5e73\u03b1：0.05<\/p>\n<\/li>\n<\/ul>\n
t_stat, p_value = ttest_ind(iris_setosa["SepalLengthCm"], iris_versicolor["SepalLengthCm"])
\nprint(f"t\u503c：{t_stat}")
\nprint(f"p\u503c：{p_value}")<\/p>\n
\u8f93\u51fa：<\/p>\n
t\u503c：-10.52098626754911
\np\u503c：8.985235037487079e-18<\/p>\n
\u7ed3\u8bba：p\u503c\u8fdc\u5c0f\u4e8e0.05，\u62d2\u7edd\u539f\u5047\u8bbe，\u4e24\u79cd\u9e22\u5c3e\u82b1\u843c\u7247\u957f\u5ea6\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
5.2 \u843c\u7247\u5bbd\u5ea6\u5206\u6790<\/h4>\n\u5206\u5e03\u53ef\u89c6\u5316<\/h5>\n
sns.histplot(iris_setosa['SepalWidthCm'], binwidth=0.1)
\nsns.histplot(iris_versicolor['SepalWidthCm'], binwidth=0.1)
\nplt.show()<\/p>\n
<\/h5>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090527-69a7f5d7be32b.png\")
<\/p>\n
\u5047\u8bbe\u68c0\u9a8c<\/h5>\n\n- \n
\u539f\u5047\u8bbeH\u2080：\u4e24\u79cd\u9e22\u5c3e\u82b1\u843c\u7247\u5bbd\u5ea6\u5e73\u5747\u503c\u65e0\u663e\u8457\u5dee\u5f02\u3002<\/p>\n<\/li>\n
- \n
\u5907\u62e9\u5047\u8bbeH\u2081：\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n<\/li>\n
- \n
\u53cc\u5c3e\u68c0\u9a8c，\u03b1=0.05<\/p>\n<\/li>\n<\/ul>\n
t_stat, p_value = ttest_ind(iris_setosa["SepalWidthCm"], iris_versicolor["SepalWidthCm"])
\nprint(f"t\u503c：{t_stat}")
\nprint(f"p\u503c：{p_value}")<\/p>\n
\u8f93\u51fa：<\/p>\n
t\u503c：9.282772555558111
\np\u503c：4.362239016010214e-15<\/p>\n
\u7ed3\u8bba：p\u503c < 0.05，\u62d2\u7edd\u539f\u5047\u8bbe，\u843c\u7247\u5bbd\u5ea6\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
5.3 \u82b1\u74e3\u957f\u5ea6\u5206\u6790<\/h4>\n\u5206\u5e03\u53ef\u89c6\u5316<\/h5>\n
sns.histplot(iris_setosa['PetalLengthCm'], binwidth=0.1)
\nsns.histplot(iris_versicolor['PetalLengthCm'], binwidth=0.1)
\nplt.show()<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090527-69a7f5d7d2fc2.png\")
<\/p>\n
\u5047\u8bbe\u68c0\u9a8c<\/h5>\n
t_stat, p_value = ttest_ind(iris_setosa["PetalLengthCm"], iris_versicolor["PetalLengthCm"])
\nprint(f"t\u503c：{t_stat}")
\nprint(f"p\u503c：{p_value}")<\/p>\n
\u8f93\u51fa：<\/p>\n
t\u503c：-39.46866259397272
\np\u503c：5.717463758170621e-62<\/p>\n
\u7ed3\u8bba：p\u503c < 0.05，\u82b1\u74e3\u957f\u5ea6\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
5.4 \u82b1\u74e3\u5bbd\u5ea6\u5206\u6790<\/h4>\n\u5206\u5e03\u53ef\u89c6\u5316<\/h5>\n
sns.histplot(iris_setosa['PetalWidthCm'], binwidth=0.1)
\nsns.histplot(iris_versicolor['PetalWidthCm'], binwidth=0.1)
\nplt.show()<\/p>\n
![\"\u56fe\u7247\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090527-69a7f5d7e428a.png\")
<\/p>\n
\u5047\u8bbe\u68c0\u9a8c<\/h5>\n
t_stat, p_value = ttest_ind(iris_setosa["PetalWidthCm"], iris_versicolor["PetalWidthCm"])
\nprint(f"t\u503c：{t_stat}")
\nprint(f"p\u503c：{p_value}")<\/p>\n
\u8f93\u51fa：<\/p>\n
t\u503c：-34.01237858829048
\np\u503c：4.589080615710866e-56<\/p>\n
\u7ed3\u8bba：p\u503c < 0.05，\u82b1\u74e3\u5bbd\u5ea6\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
📝 6. \u7ed3\u8bba<\/h3>\n
\u901a\u8fc7\u4e0a\u8ff0\u5206\u6790，\u6211\u4eec\u5f97\u51fa\u4ee5\u4e0b\u7ed3\u8bba：<\/p>\n
\n- \n
Setosa\u9e22\u5c3e\u82b1\u548cVersicolor\u9e22\u5c3e\u82b1\u5728\u843c\u7247\u957f\u5ea6\u3001\u843c\u7247\u5bbd\u5ea6\u3001\u82b1\u74e3\u957f\u5ea6\u3001\u82b1\u74e3\u5bbd\u5ea6\u7684\u5e73\u5747\u503c\u4e0a\u5747\u5b58\u5728\u7edf\u8ba1\u663e\u8457\u6027\u5dee\u5f02（\u6240\u6709p\u503c\u5747\u8fdc\u5c0f\u4e8e0.05）\u3002<\/p>\n<\/li>\n<\/ul>\n
\u672c\u6b21\u9879\u76ee\u5b8c\u6574\u5730\u6f14\u793a\u4e86\u6570\u636e\u6e05\u6d17\u3001\u63a2\u7d22\u6027\u5206\u6790\u548c\u5047\u8bbe\u68c0\u9a8c\u7684\u6d41\u7a0b，\u5e0c\u671b\u5bf9\u5927\u5bb6\u7684\u6570\u636e\u5206\u6790\u5b66\u4e60\u6709\u6240\u5e2e\u52a9！\u5982\u679c\u4f60\u6709\u4efb\u4f55\u95ee\u9898\u6216\u60f3\u6cd5，\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\u4ea4\u6d41~ 💬<\/p>\n
\n\u275d<\/p>\n
💡 \u5b8c\u6574\u4ee3\u7801\u53ca\u6570\u636e\u53ef\u5728\u516c\u4f17\u53f7\u540e\u53f0\u56de\u590d\u300c\u9e22\u5c3e\u82b1\u300d\u83b7\u53d6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
Python\u6570\u636e\u5206\u6790：\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218\u5927\u5bb6\u597d！\u4eca\u5929\u5206\u4eab\u4e00\u4e2a\u7ecf\u5178\u7684\u6570\u636e\u5206\u6790\u9879\u76ee\u2014\u2014\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u5206\u6790\u3002\u6211\u4eec\u5c06\u901a\u8fc7Python\u5bf9\u4e24\u79cd\u9e22\u5c3e\u82b1\u7684\u843c\u7247\u3001\u82b1\u74e3\u7684\u957f\u5ea6\u548c\u5bbd\u5ea6\u8fdb\u884c\u7edf\u8ba1\u68c0\u9a8c，\u63a2\u7a76\u5b83\u4eec\u662f\u5426\u5b58\u5728\u663e\u8457\u6027\u5dee\u5f02\u3002\u6574\u4e2a\u8fc7\u7a0b\u5305\u62ec\u6570\u636e\u8bfb\u53d6\u3001\u6e05\u6d17\u3001\u63a2\u7d22\u6027\u5206\u6790\u548c\u5047\u8bbe\u68c0\u9a8c，\u4ee3\u7801\u5b8c\u6574，\u9002\u5408\u521d\u5b66\u8005\u5b66\u4e60\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u5f00\u59cb\u5427！🚀📌 \u5206\u6790\u76ee\u6807\u672c\u6b21\u5206\u6790\u7684\u76ee\u6807\u662f：\u57fa\u4e8e\u9e22\u5c3e\u82b1\u7684\u5c5e<\/p>\n","protected":false},"author":2,"featured_media":80209,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,1224,190,801],"topic":[],"class_list":["post-80220","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-python","tag-1224","tag-190","tag-801"],"yoast_head":"\n
Python\u6570\u636e\u5206\u6790\uff1a\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/80220.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\u6570\u636e\u5206\u6790\uff1a\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Python\u6570\u636e\u5206\u6790：\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218\u5927\u5bb6\u597d！\u4eca\u5929\u5206\u4eab\u4e00\u4e2a\u7ecf\u5178\u7684\u6570\u636e\u5206\u6790\u9879\u76ee\u2014\u2014\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u5206\u6790\u3002\u6211\u4eec\u5c06\u901a\u8fc7Python\u5bf9\u4e24\u79cd\u9e22\u5c3e\u82b1\u7684\u843c\u7247\u3001\u82b1\u74e3\u7684\u957f\u5ea6\u548c\u5bbd\u5ea6\u8fdb\u884c\u7edf\u8ba1\u68c0\u9a8c，\u63a2\u7a76\u5b83\u4eec\u662f\u5426\u5b58\u5728\u663e\u8457\u6027\u5dee\u5f02\u3002\u6574\u4e2a\u8fc7\u7a0b\u5305\u62ec\u6570\u636e\u8bfb\u53d6\u3001\u6e05\u6d17\u3001\u63a2\u7d22\u6027\u5206\u6790\u548c\u5047\u8bbe\u68c0\u9a8c，\u4ee3\u7801\u5b8c\u6574，\u9002\u5408\u521d\u5b66\u8005\u5b66\u4e60\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u5f00\u59cb\u5427！🚀📌 \u5206\u6790\u76ee\u6807\u672c\u6b21\u5206\u6790\u7684\u76ee\u6807\u662f：\u57fa\u4e8e\u9e22\u5c3e\u82b1\u7684\u5c5e\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/80220.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-04T09:05:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090526-69a7f5d6af4c2.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/80220.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/80220.html\",\"name\":\"Python\u6570\u636e\u5206\u6790\uff1a\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218 - 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\u539f\u5047\u8bbeH\u2080：\u4e24\u79cd\u9e22\u5c3e\u82b1\u843c\u7247\u957f\u5ea6\u5e73\u5747\u503c\u65e0\u663e\u8457\u5dee\u5f02\u3002<\/p>\n<\/li>\n
\u5907\u62e9\u5047\u8bbeH\u2081：\u4e24\u79cd\u9e22\u5c3e\u82b1\u843c\u7247\u957f\u5ea6\u5e73\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n<\/li>\n
\u68c0\u9a8c\u7c7b\u578b：\u53cc\u5c3e\u68c0\u9a8c（\u6211\u4eec\u53ea\u5173\u5fc3\u662f\u5426\u6709\u5dee\u5f02，\u4e0d\u5173\u5fc3\u8c01\u5927\u8c01\u5c0f）\u3002<\/p>\n<\/li>\n
\u663e\u8457\u6027\u6c34\u5e73\u03b1：0.05<\/p>\n<\/li>\n<\/ul>\n
t_stat, p_value = ttest_ind(iris_setosa["SepalLengthCm"], iris_versicolor["SepalLengthCm"])
\nprint(f"t\u503c：{t_stat}")
\nprint(f"p\u503c：{p_value}")<\/p>\n
\u8f93\u51fa：<\/p>\n
t\u503c：-10.52098626754911
\np\u503c：8.985235037487079e-18<\/p>\n
\u7ed3\u8bba：p\u503c\u8fdc\u5c0f\u4e8e0.05，\u62d2\u7edd\u539f\u5047\u8bbe，\u4e24\u79cd\u9e22\u5c3e\u82b1\u843c\u7247\u957f\u5ea6\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
5.2 \u843c\u7247\u5bbd\u5ea6\u5206\u6790<\/h4>\n\u5206\u5e03\u53ef\u89c6\u5316<\/h5>\n
sns.histplot(iris_setosa['SepalWidthCm'], binwidth=0.1)
\nsns.histplot(iris_versicolor['SepalWidthCm'], binwidth=0.1)
\nplt.show()<\/p>\n
<\/h5>\n
<\/p>\n
\u5047\u8bbe\u68c0\u9a8c<\/h5>\n\n- \n
\u539f\u5047\u8bbeH\u2080：\u4e24\u79cd\u9e22\u5c3e\u82b1\u843c\u7247\u5bbd\u5ea6\u5e73\u5747\u503c\u65e0\u663e\u8457\u5dee\u5f02\u3002<\/p>\n<\/li>\n
- \n
\u5907\u62e9\u5047\u8bbeH\u2081：\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n<\/li>\n
- \n
\u53cc\u5c3e\u68c0\u9a8c，\u03b1=0.05<\/p>\n<\/li>\n<\/ul>\n
t_stat, p_value = ttest_ind(iris_setosa["SepalWidthCm"], iris_versicolor["SepalWidthCm"])
\nprint(f"t\u503c：{t_stat}")
\nprint(f"p\u503c：{p_value}")<\/p>\n
\u8f93\u51fa：<\/p>\n
t\u503c：9.282772555558111
\np\u503c：4.362239016010214e-15<\/p>\n
\u7ed3\u8bba：p\u503c < 0.05，\u62d2\u7edd\u539f\u5047\u8bbe，\u843c\u7247\u5bbd\u5ea6\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
5.3 \u82b1\u74e3\u957f\u5ea6\u5206\u6790<\/h4>\n\u5206\u5e03\u53ef\u89c6\u5316<\/h5>\n
sns.histplot(iris_setosa['PetalLengthCm'], binwidth=0.1)
\nsns.histplot(iris_versicolor['PetalLengthCm'], binwidth=0.1)
\nplt.show()<\/p>\n
<\/p>\n
\u5047\u8bbe\u68c0\u9a8c<\/h5>\n
t_stat, p_value = ttest_ind(iris_setosa["PetalLengthCm"], iris_versicolor["PetalLengthCm"])
\nprint(f"t\u503c：{t_stat}")
\nprint(f"p\u503c：{p_value}")<\/p>\n
\u8f93\u51fa：<\/p>\n
t\u503c：-39.46866259397272
\np\u503c：5.717463758170621e-62<\/p>\n
\u7ed3\u8bba：p\u503c < 0.05，\u82b1\u74e3\u957f\u5ea6\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
5.4 \u82b1\u74e3\u5bbd\u5ea6\u5206\u6790<\/h4>\n\u5206\u5e03\u53ef\u89c6\u5316<\/h5>\n
sns.histplot(iris_setosa['PetalWidthCm'], binwidth=0.1)
\nsns.histplot(iris_versicolor['PetalWidthCm'], binwidth=0.1)
\nplt.show()<\/p>\n
<\/p>\n
\u5047\u8bbe\u68c0\u9a8c<\/h5>\n
t_stat, p_value = ttest_ind(iris_setosa["PetalWidthCm"], iris_versicolor["PetalWidthCm"])
\nprint(f"t\u503c：{t_stat}")
\nprint(f"p\u503c：{p_value}")<\/p>\n
\u8f93\u51fa：<\/p>\n
t\u503c：-34.01237858829048
\np\u503c：4.589080615710866e-56<\/p>\n
\u7ed3\u8bba：p\u503c < 0.05，\u82b1\u74e3\u5bbd\u5ea6\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
📝 6. \u7ed3\u8bba<\/h3>\n
\u901a\u8fc7\u4e0a\u8ff0\u5206\u6790，\u6211\u4eec\u5f97\u51fa\u4ee5\u4e0b\u7ed3\u8bba：<\/p>\n
\n- \n
Setosa\u9e22\u5c3e\u82b1\u548cVersicolor\u9e22\u5c3e\u82b1\u5728\u843c\u7247\u957f\u5ea6\u3001\u843c\u7247\u5bbd\u5ea6\u3001\u82b1\u74e3\u957f\u5ea6\u3001\u82b1\u74e3\u5bbd\u5ea6\u7684\u5e73\u5747\u503c\u4e0a\u5747\u5b58\u5728\u7edf\u8ba1\u663e\u8457\u6027\u5dee\u5f02（\u6240\u6709p\u503c\u5747\u8fdc\u5c0f\u4e8e0.05）\u3002<\/p>\n<\/li>\n<\/ul>\n
\u672c\u6b21\u9879\u76ee\u5b8c\u6574\u5730\u6f14\u793a\u4e86\u6570\u636e\u6e05\u6d17\u3001\u63a2\u7d22\u6027\u5206\u6790\u548c\u5047\u8bbe\u68c0\u9a8c\u7684\u6d41\u7a0b，\u5e0c\u671b\u5bf9\u5927\u5bb6\u7684\u6570\u636e\u5206\u6790\u5b66\u4e60\u6709\u6240\u5e2e\u52a9！\u5982\u679c\u4f60\u6709\u4efb\u4f55\u95ee\u9898\u6216\u60f3\u6cd5，\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\u4ea4\u6d41~ 💬<\/p>\n
\n\u275d<\/p>\n
💡 \u5b8c\u6574\u4ee3\u7801\u53ca\u6570\u636e\u53ef\u5728\u516c\u4f17\u53f7\u540e\u53f0\u56de\u590d\u300c\u9e22\u5c3e\u82b1\u300d\u83b7\u53d6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
Python\u6570\u636e\u5206\u6790：\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218\u5927\u5bb6\u597d！\u4eca\u5929\u5206\u4eab\u4e00\u4e2a\u7ecf\u5178\u7684\u6570\u636e\u5206\u6790\u9879\u76ee\u2014\u2014\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u5206\u6790\u3002\u6211\u4eec\u5c06\u901a\u8fc7Python\u5bf9\u4e24\u79cd\u9e22\u5c3e\u82b1\u7684\u843c\u7247\u3001\u82b1\u74e3\u7684\u957f\u5ea6\u548c\u5bbd\u5ea6\u8fdb\u884c\u7edf\u8ba1\u68c0\u9a8c，\u63a2\u7a76\u5b83\u4eec\u662f\u5426\u5b58\u5728\u663e\u8457\u6027\u5dee\u5f02\u3002\u6574\u4e2a\u8fc7\u7a0b\u5305\u62ec\u6570\u636e\u8bfb\u53d6\u3001\u6e05\u6d17\u3001\u63a2\u7d22\u6027\u5206\u6790\u548c\u5047\u8bbe\u68c0\u9a8c，\u4ee3\u7801\u5b8c\u6574，\u9002\u5408\u521d\u5b66\u8005\u5b66\u4e60\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u5f00\u59cb\u5427！🚀📌 \u5206\u6790\u76ee\u6807\u672c\u6b21\u5206\u6790\u7684\u76ee\u6807\u662f：\u57fa\u4e8e\u9e22\u5c3e\u82b1\u7684\u5c5e<\/p>\n","protected":false},"author":2,"featured_media":80209,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,1224,190,801],"topic":[],"class_list":["post-80220","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-python","tag-1224","tag-190","tag-801"],"yoast_head":"\n
Python\u6570\u636e\u5206\u6790\uff1a\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/80220.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\u6570\u636e\u5206\u6790\uff1a\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Python\u6570\u636e\u5206\u6790：\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218\u5927\u5bb6\u597d！\u4eca\u5929\u5206\u4eab\u4e00\u4e2a\u7ecf\u5178\u7684\u6570\u636e\u5206\u6790\u9879\u76ee\u2014\u2014\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u5206\u6790\u3002\u6211\u4eec\u5c06\u901a\u8fc7Python\u5bf9\u4e24\u79cd\u9e22\u5c3e\u82b1\u7684\u843c\u7247\u3001\u82b1\u74e3\u7684\u957f\u5ea6\u548c\u5bbd\u5ea6\u8fdb\u884c\u7edf\u8ba1\u68c0\u9a8c，\u63a2\u7a76\u5b83\u4eec\u662f\u5426\u5b58\u5728\u663e\u8457\u6027\u5dee\u5f02\u3002\u6574\u4e2a\u8fc7\u7a0b\u5305\u62ec\u6570\u636e\u8bfb\u53d6\u3001\u6e05\u6d17\u3001\u63a2\u7d22\u6027\u5206\u6790\u548c\u5047\u8bbe\u68c0\u9a8c，\u4ee3\u7801\u5b8c\u6574，\u9002\u5408\u521d\u5b66\u8005\u5b66\u4e60\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u5f00\u59cb\u5427！🚀📌 \u5206\u6790\u76ee\u6807\u672c\u6b21\u5206\u6790\u7684\u76ee\u6807\u662f：\u57fa\u4e8e\u9e22\u5c3e\u82b1\u7684\u5c5e\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/80220.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-04T09:05:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090526-69a7f5d6af4c2.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/80220.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/80220.html\",\"name\":\"Python\u6570\u636e\u5206\u6790\uff1a\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218 - 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\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/80220.html","og_locale":"zh_CN","og_type":"article","og_title":"Python\u6570\u636e\u5206\u6790\uff1a\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"Python\u6570\u636e\u5206\u6790：\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218\u5927\u5bb6\u597d！\u4eca\u5929\u5206\u4eab\u4e00\u4e2a\u7ecf\u5178\u7684\u6570\u636e\u5206\u6790\u9879\u76ee\u2014\u2014\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u5206\u6790\u3002\u6211\u4eec\u5c06\u901a\u8fc7Python\u5bf9\u4e24\u79cd\u9e22\u5c3e\u82b1\u7684\u843c\u7247\u3001\u82b1\u74e3\u7684\u957f\u5ea6\u548c\u5bbd\u5ea6\u8fdb\u884c\u7edf\u8ba1\u68c0\u9a8c，\u63a2\u7a76\u5b83\u4eec\u662f\u5426\u5b58\u5728\u663e\u8457\u6027\u5dee\u5f02\u3002\u6574\u4e2a\u8fc7\u7a0b\u5305\u62ec\u6570\u636e\u8bfb\u53d6\u3001\u6e05\u6d17\u3001\u63a2\u7d22\u6027\u5206\u6790\u548c\u5047\u8bbe\u68c0\u9a8c，\u4ee3\u7801\u5b8c\u6574，\u9002\u5408\u521d\u5b66\u8005\u5b66\u4e60\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u5f00\u59cb\u5427！🚀📌 \u5206\u6790\u76ee\u6807\u672c\u6b21\u5206\u6790\u7684\u76ee\u6807\u662f：\u57fa\u4e8e\u9e22\u5c3e\u82b1\u7684\u5c5e","og_url":"https:\/\/www.wsisp.com\/helps\/80220.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-03-04T09:05:29+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090526-69a7f5d6af4c2.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"3 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/80220.html","url":"https:\/\/www.wsisp.com\/helps\/80220.html","name":"Python\u6570\u636e\u5206\u6790\uff1a\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218 - 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\u539f\u5047\u8bbeH\u2080：\u4e24\u79cd\u9e22\u5c3e\u82b1\u843c\u7247\u5bbd\u5ea6\u5e73\u5747\u503c\u65e0\u663e\u8457\u5dee\u5f02\u3002<\/p>\n<\/li>\n
\u5907\u62e9\u5047\u8bbeH\u2081：\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n<\/li>\n
\u53cc\u5c3e\u68c0\u9a8c，\u03b1=0.05<\/p>\n<\/li>\n<\/ul>\n
t_stat, p_value = ttest_ind(iris_setosa["SepalWidthCm"], iris_versicolor["SepalWidthCm"])
\nprint(f"t\u503c：{t_stat}")
\nprint(f"p\u503c：{p_value}")<\/p>\n
\u8f93\u51fa：<\/p>\n
t\u503c：9.282772555558111
\np\u503c：4.362239016010214e-15<\/p>\n
\u7ed3\u8bba：p\u503c < 0.05，\u62d2\u7edd\u539f\u5047\u8bbe，\u843c\u7247\u5bbd\u5ea6\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
5.3 \u82b1\u74e3\u957f\u5ea6\u5206\u6790<\/h4>\n\u5206\u5e03\u53ef\u89c6\u5316<\/h5>\n
sns.histplot(iris_setosa['PetalLengthCm'], binwidth=0.1)
\nsns.histplot(iris_versicolor['PetalLengthCm'], binwidth=0.1)
\nplt.show()<\/p>\n
<\/p>\n
\u5047\u8bbe\u68c0\u9a8c<\/h5>\n
t_stat, p_value = ttest_ind(iris_setosa["PetalLengthCm"], iris_versicolor["PetalLengthCm"])
\nprint(f"t\u503c：{t_stat}")
\nprint(f"p\u503c：{p_value}")<\/p>\n
\u8f93\u51fa：<\/p>\n
t\u503c：-39.46866259397272
\np\u503c：5.717463758170621e-62<\/p>\n
\u7ed3\u8bba：p\u503c < 0.05，\u82b1\u74e3\u957f\u5ea6\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
5.4 \u82b1\u74e3\u5bbd\u5ea6\u5206\u6790<\/h4>\n\u5206\u5e03\u53ef\u89c6\u5316<\/h5>\n
sns.histplot(iris_setosa['PetalWidthCm'], binwidth=0.1)
\nsns.histplot(iris_versicolor['PetalWidthCm'], binwidth=0.1)
\nplt.show()<\/p>\n
<\/p>\n
\u5047\u8bbe\u68c0\u9a8c<\/h5>\n
t_stat, p_value = ttest_ind(iris_setosa["PetalWidthCm"], iris_versicolor["PetalWidthCm"])
\nprint(f"t\u503c：{t_stat}")
\nprint(f"p\u503c：{p_value}")<\/p>\n
\u8f93\u51fa：<\/p>\n
t\u503c：-34.01237858829048
\np\u503c：4.589080615710866e-56<\/p>\n
\u7ed3\u8bba：p\u503c < 0.05，\u82b1\u74e3\u5bbd\u5ea6\u5747\u503c\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/p>\n
📝 6. \u7ed3\u8bba<\/h3>\n
\u901a\u8fc7\u4e0a\u8ff0\u5206\u6790，\u6211\u4eec\u5f97\u51fa\u4ee5\u4e0b\u7ed3\u8bba：<\/p>\n
- \n
- \n
Setosa\u9e22\u5c3e\u82b1\u548cVersicolor\u9e22\u5c3e\u82b1\u5728\u843c\u7247\u957f\u5ea6\u3001\u843c\u7247\u5bbd\u5ea6\u3001\u82b1\u74e3\u957f\u5ea6\u3001\u82b1\u74e3\u5bbd\u5ea6\u7684\u5e73\u5747\u503c\u4e0a\u5747\u5b58\u5728\u7edf\u8ba1\u663e\u8457\u6027\u5dee\u5f02（\u6240\u6709p\u503c\u5747\u8fdc\u5c0f\u4e8e0.05）\u3002<\/p>\n<\/li>\n<\/ul>\n
\u672c\u6b21\u9879\u76ee\u5b8c\u6574\u5730\u6f14\u793a\u4e86\u6570\u636e\u6e05\u6d17\u3001\u63a2\u7d22\u6027\u5206\u6790\u548c\u5047\u8bbe\u68c0\u9a8c\u7684\u6d41\u7a0b，\u5e0c\u671b\u5bf9\u5927\u5bb6\u7684\u6570\u636e\u5206\u6790\u5b66\u4e60\u6709\u6240\u5e2e\u52a9！\u5982\u679c\u4f60\u6709\u4efb\u4f55\u95ee\u9898\u6216\u60f3\u6cd5，\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\u4ea4\u6d41~ 💬<\/p>\n
\n\u275d<\/p>\n
💡 \u5b8c\u6574\u4ee3\u7801\u53ca\u6570\u636e\u53ef\u5728\u516c\u4f17\u53f7\u540e\u53f0\u56de\u590d\u300c\u9e22\u5c3e\u82b1\u300d\u83b7\u53d6\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
Python\u6570\u636e\u5206\u6790：\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218\u5927\u5bb6\u597d！\u4eca\u5929\u5206\u4eab\u4e00\u4e2a\u7ecf\u5178\u7684\u6570\u636e\u5206\u6790\u9879\u76ee\u2014\u2014\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u5206\u6790\u3002\u6211\u4eec\u5c06\u901a\u8fc7Python\u5bf9\u4e24\u79cd\u9e22\u5c3e\u82b1\u7684\u843c\u7247\u3001\u82b1\u74e3\u7684\u957f\u5ea6\u548c\u5bbd\u5ea6\u8fdb\u884c\u7edf\u8ba1\u68c0\u9a8c，\u63a2\u7a76\u5b83\u4eec\u662f\u5426\u5b58\u5728\u663e\u8457\u6027\u5dee\u5f02\u3002\u6574\u4e2a\u8fc7\u7a0b\u5305\u62ec\u6570\u636e\u8bfb\u53d6\u3001\u6e05\u6d17\u3001\u63a2\u7d22\u6027\u5206\u6790\u548c\u5047\u8bbe\u68c0\u9a8c，\u4ee3\u7801\u5b8c\u6574，\u9002\u5408\u521d\u5b66\u8005\u5b66\u4e60\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u5f00\u59cb\u5427！🚀📌 \u5206\u6790\u76ee\u6807\u672c\u6b21\u5206\u6790\u7684\u76ee\u6807\u662f：\u57fa\u4e8e\u9e22\u5c3e\u82b1\u7684\u5c5e<\/p>\n","protected":false},"author":2,"featured_media":80209,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,1224,190,801],"topic":[],"class_list":["post-80220","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-python","tag-1224","tag-190","tag-801"],"yoast_head":"\n
Python\u6570\u636e\u5206\u6790\uff1a\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/80220.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python\u6570\u636e\u5206\u6790\uff1a\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Python\u6570\u636e\u5206\u6790：\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218\u5927\u5bb6\u597d！\u4eca\u5929\u5206\u4eab\u4e00\u4e2a\u7ecf\u5178\u7684\u6570\u636e\u5206\u6790\u9879\u76ee\u2014\u2014\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u5206\u6790\u3002\u6211\u4eec\u5c06\u901a\u8fc7Python\u5bf9\u4e24\u79cd\u9e22\u5c3e\u82b1\u7684\u843c\u7247\u3001\u82b1\u74e3\u7684\u957f\u5ea6\u548c\u5bbd\u5ea6\u8fdb\u884c\u7edf\u8ba1\u68c0\u9a8c，\u63a2\u7a76\u5b83\u4eec\u662f\u5426\u5b58\u5728\u663e\u8457\u6027\u5dee\u5f02\u3002\u6574\u4e2a\u8fc7\u7a0b\u5305\u62ec\u6570\u636e\u8bfb\u53d6\u3001\u6e05\u6d17\u3001\u63a2\u7d22\u6027\u5206\u6790\u548c\u5047\u8bbe\u68c0\u9a8c，\u4ee3\u7801\u5b8c\u6574，\u9002\u5408\u521d\u5b66\u8005\u5b66\u4e60\u3002\u8ba9\u6211\u4eec\u4e00\u8d77\u5f00\u59cb\u5427！🚀📌 \u5206\u6790\u76ee\u6807\u672c\u6b21\u5206\u6790\u7684\u76ee\u6807\u662f：\u57fa\u4e8e\u9e22\u5c3e\u82b1\u7684\u5c5e\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/80220.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-04T09:05:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/03\/20260304090526-69a7f5d6af4c2.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/80220.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/80220.html\",\"name\":\"Python\u6570\u636e\u5206\u6790\uff1a\u5206\u6790\u9e22\u5c3e\u82b1\u79cd\u7c7b\u6570\u636e\u9879\u76ee\u5b9e\u6218 - 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