{"id":2580,"date":"2024-09-26T08:07:41","date_gmt":"2024-09-25T23:07:41","guid":{"rendered":"https:\/\/secondlife.lol\/?p=2580"},"modified":"2024-09-27T20:56:56","modified_gmt":"2024-09-27T11:56:56","slug":"airbnb-pricing-analysis-new-york","status":"publish","type":"post","link":"https:\/\/secondlife.lol\/zh\/airbnb-pricing-analysis-new-york\/","title":{"rendered":"Python \u6570\u636e\u5206\u6790\u793a\u4f8b\uff1a\u5206\u6790 Airbnb \u623f\u6e90\u4ef7\u683c\u5e76\u8bc6\u522b\u70ed\u95e8\u8857\u533a"},"content":{"rendered":"<p class=\"wp-block-paragraph\">\u50cf Airbnb \u8fd9\u6837\u7684\u4f4f\u5bbf\u5171\u4eab\u5e73\u53f0\u4f1a\u5728\u5168\u7403\u8303\u56f4\u5185\u4ea7\u751f\u5927\u91cf\u6570\u636e\u3002\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u6765\u5206\u6790\u5404\u5730\u533a\u7684\u623f\u6e90\u4ef7\u683c\u5e76\u8bc6\u522b\u70ed\u95e8\u5730\u70b9\uff0c\u662f\u4e00\u4e2a\u975e\u5e38\u6709\u7528\u7684 Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u3002\u5728\u672c\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u4f7f\u7528 <strong>\u8bf4\u660e\u5982\u4f55\u4f7f\u7528\u7ebd\u7ea6 Airbnb \u623f\u6e90\u6570\u636e\u5206\u6790\u623f\u6e90\u4ef7\u683c\u548c\u8bc4\u8bba\u6570\u91cf<\/strong>\u5728 Python \u4e2d\u3002\u901a\u8fc7\u672c Python \u6570\u636e\u5206\u6790\u793a\u4f8b\uff0c\u4e86\u89e3\u5982\u4f55\u6309\u5730\u533a\u6709\u6548\u63a8\u5bfc\u51fa\u4ef7\u683c\u70b9\u548c\u70ed\u95e8\u793e\u533a\u3002<\/p>\n\n\n<style>.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-sm, 1.5rem);border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title-wrap{color:var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{color:var(--global-palette2, #2B6CB0);font-size:28px;font-weight:regular;font-style:normal;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list{color:var(--global-palette1, #3182CE);line-height:2em;font-weight:regular;font-style:normal;margin-top:var(--global-kb-spacing-sm, 1.5rem);margin-right:0px;margin-bottom:0px;margin-left:0px;}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap .kb-table-of-content-list .kb-table-of-contents__entry:hover{color:var(--global-palette6, #718096);}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}}@media all and (max-width: 1024px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}@media all and (max-width: 767px){.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-content-wrap{border-top:3px solid var(--global-palette2, #2B6CB0);border-right:3px solid var(--global-palette2, #2B6CB0);border-bottom:3px solid var(--global-palette2, #2B6CB0);border-left:3px solid var(--global-palette2, #2B6CB0);}.kb-table-of-content-nav.kb-table-of-content-id83_5f28a6-34 .kb-table-of-contents-title{font-size:28px;}}<\/style>\n\n\n<h2 class=\"wp-block-heading\">Airbnb \u623f\u6e90\u4ef7\u683c\u5206\u6790\u7684\u91cd\u8981\u6027<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u65c5\u884c\u8005\u548c\u623f\u4e1c\u6765\u8bf4\uff0c\u623f\u6e90\u4ef7\u683c\u90fd\u662f\u6700\u91cd\u8981\u7684\u4fe1\u606f\u3002\u901a\u8fc7\u5206\u6790\u623f\u6e90\u4ef7\u683c\uff0c\u65c5\u884c\u8005\u53ef\u4ee5\u66f4\u597d\u5730\u89c4\u5212\u9884\u7b97\uff0c\u623f\u4e1c\u53ef\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u76c8\u5229\u80fd\u529b\u3002\u5728\u672c Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u4e2d\uff0c\u60a8\u5c06\u5b66\u4e60\u5982\u4f55\u5206\u6790\u7ebd\u7ea6\u7684 Airbnb \u6570\u636e\uff0c\u4ee5\u5f97\u51fa\u5404\u5730\u533a\u7684\u623f\u6e90\u4ef7\u683c\u548c\u8bc4\u8bba\u6570\u3002<\/p>\n\n\n<style>.kb-image2580_2679a2-52 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image2580_2679a2-52 img.kb-img, .kb-image2580_2679a2-52 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image2580_2679a2-52\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"600\" height=\"343\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-20-600x343.jpg\" alt=\"\ud30c\uc774\uc36c \ub370\uc774\ud130\ubd84\uc11d \uc608\uc81c - \ub300\ud45c \uadf8\ub9bc\" class=\"kb-img wp-image-2583\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-20-600x343.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-20-300x171.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-20.jpg 768w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u52a0\u8f7d\u548c\u63a2\u7d22\u6570\u636e<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\u662f <strong>Airbnb \u5185\u90e8<\/strong>\u8fd9\u4e2a Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u4ece Airbnb \u516c\u53f8\u63d0\u4f9b\u7684\u7ebd\u7ea6\u5e02 Airbnb \u623f\u6e90\u4e2d\u5bfc\u5165\u5e76\u63a2\u7d22\u6570\u636e\u3002\u6570\u636e\u5305\u542b\u4ef7\u683c\u3001\u5730\u70b9\u3001\u8bc4\u8bba\u6570\u91cf\u7b49\u4fe1\u606f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ece Python \u52a0\u8f7d\u6570\u636e<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\n\n# \u52a0\u8f7d Airbnb \u623f\u6e90\u6570\u636e\nurl = 'https:\/\/raw.githubusercontent.com\/erkansirin78\/datasets\/refs\/heads\/master\/AB_NYC_2019.csv'\nairbnb_data = pd.read_csv(url)\n\n\u63a2\u7d22 # \u6570\u636e\nprint(airbnb_data.head())\nprint(airbnb_data.describe())<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u6bb5\u4ee3\u7801\u662f\u6211\u4eec\u7684 Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u7684\u7b2c\u4e00\u6b65\uff0c\u5411\u60a8\u5c55\u793a\u4e86\u5982\u4f55\u52a0\u8f7d\u548c\u63a2\u7d22\u7ebd\u7ea6\u7684 Airbnb \u6570\u636e\u3002\u6570\u636e\u5305\u62ec\u6bcf\u4e2a\u623f\u6e90\u7684\u4ef7\u683c\u3001\u8bc4\u8bba\u6570\u91cf\u548c\u4f4d\u7f6e\u4fe1\u606f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u9884\u5904\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5206\u6790\u6570\u636e\u4e4b\u524d\uff0c\u91cd\u8981\u7684\u662f\u8bc6\u522b\u548c\u5904\u7406\u7f3a\u5931\u503c\u6216\u9519\u8bef\u7684\u6570\u636e\u3002 <strong>Python \u6570\u636e\u5206\u6790\u793a\u4f8b<\/strong>\u8fdb\u884c\u9884\u5904\u7406\uff0c\u4ee5\u5904\u7406\u7f3a\u5931\u503c\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>\u68c0\u67e5 # \u7f3a\u5931\u503c\nprint(airbnb_data.isnull().sum())\n\n\u5c06 # \u4e0e\u8bc4\u8bba\u76f8\u5173\u7684\u7f3a\u5931\u503c\u586b\u4e3a 0\nairbnb_data['reviews_per_month'].fillna(0, inplace=True)\nairbnb_data['last_review'].fillna('No Review', inplace=True)\n\n# \u5904\u7406\u7f3a\u5931\u503c\u540e\u8fdb\u884c\u68c0\u67e5\nprint(airbnb_data.isnull().sum())<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u4ee3\u7801\u63cf\u8ff0\u4e86\u5982\u4f55\u5904\u7406\u4e0e\u5ba1\u67e5\u76f8\u5173\u7684\u7f3a\u5931\u3002 \u60a8\u9700\u8981\u6b63\u786e\u5904\u7406\u7f3a\u5931\uff0c\u4ee5\u786e\u4fdd <strong>Python \u6570\u636e\u5206\u6790\u793a\u4f8b<\/strong>\u4ee5\u83b7\u5f97\u53ef\u9760\u7684\u5206\u6790\u7ed3\u679c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6309\u5730\u533a\u7ec6\u5206\u6302\u724c\u4ef7\u683c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u5728\uff0c\u60a8\u60f3\u5206\u6790\u7ebd\u7ea6\u5404\u4e2a\u793e\u533a\u7684\u6302\u724c\u4ef7\u683c\u3002\u5229\u7528\u6b64 Python \u6570\u636e\u5206\u6790\u793a\u4f8b\uff0c\u8ba1\u7b97\u5e76\u76f4\u89c2\u663e\u793a\u5404\u5730\u533a\u7684\u5e73\u5747\u6302\u724c\u4ef7\u683c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6309\u5730\u533a\u8ba1\u7b97\u548c\u663e\u793a\u5e73\u5747\u4ef7\u683c<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>import seaborn as sns\nimport matplotlib.pyplot as plt\n\n\u6309 # \u8857\u533a\u8ba1\u7b97\u5e73\u5747\u6302\u724c\u4ef7\u683c\navg_price_by_neighbourhood = airbnb_data.groupby('neighbourhood_group')['price'].mean().sort_values(ascending=False)\n\n\u53ef\u89c6\u5316 #\nplt.figure(figsize=(10, 6))\navg_price_by_neighbourhood.plot(kind='bar', color='orange')\nplt.title('Average listing price by neighbourhood in New York')\nplt.xlabel('Neighbourhood')\nplt.ylabel\uff08'\u5e73\u5747\u4ef7\u683c\uff08\u7f8e\u5143\uff09')\nplt.show()<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8fd9\u4e2a Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u8ba1\u7b97\u4e86\u7ebd\u7ea6\u5404\u5730\u533a\u7684\u5e73\u5747\u6302\u724c\u4ef7\u683c\uff0c\u5e76\u5c06\u5176\u53ef\u89c6\u5316\u4e3a\u67f1\u72b6\u56fe\u3002\u5206\u6790\u7ed3\u679c\u663e\u793a\uff0c\u66fc\u54c8\u987f\u662f\u6700\u6602\u8d35\u7684\u5730\u533a\u3002<\/p>\n\n\n<style>.kb-image2580_6ed8ec-09 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image2580_6ed8ec-09 img.kb-img, .kb-image2580_6ed8ec-09 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image2580_6ed8ec-09\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"600\" height=\"440\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-21-600x440.jpg\" alt=\"\ud30c\uc774\uc36c \ub370\uc774\ud130\ubd84\uc11d \uc608\uc81c - \ud3c9\uade0\uc219\uc18c \uac00\uaca9 \uadf8\ub9bc\" class=\"kb-img wp-image-2588\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-21-600x440.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-21-300x220.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-21-768x564.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-21.jpg 850w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ed\u95e8\u5730\u70b9\u5206\u6790\uff1a\u6839\u636e\u8bc4\u8bba\u6570\u91cf<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bc4\u8bba\u6570\u662f\u8861\u91cf\u5217\u8868\u53d7\u6b22\u8fce\u7a0b\u5ea6\u7684\u95f4\u63a5\u6307\u6807\u3002 \u5728\u8fd9\u4e2a Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5206\u6790\u4e86\u6bcf\u4e2a\u5730\u533a\u7684\u5e73\u5747\u8bc4\u8bba\u6570\uff0c\u4ee5\u786e\u5b9a\u53d7\u6b22\u8fce\u7684\u5730\u533a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8ba1\u7b97\u6bcf\u4e2a\u5730\u533a\u7684\u5e73\u5747\u5ba1\u67e5\u6570\u91cf\u5e76\u5c06\u5176\u53ef\u89c6\u5316<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code># \u6309\u793e\u533a\u8ba1\u7b97\u5e73\u5747\u8bc4\u8bba\u6570\navg_reviews_by_neighbourhood = airbnb_data.groupby('neighbourhood_group')['number_of_reviews'].mean().sort_values(ascending=False)\n\n\u53ef\u89c6\u5316 #\nplt.figure(figsize=(10, 6))\navg_reviews_by_neighbourhood.plot(kind='bar', color='blue')\nplt.title('Average number of reviews by neighbourhood in New York')\nplt.xlabel('Neighbourhood')\nplt.ylabel\uff08'\u8bc4\u8bba\u5e73\u5747\u6570\u91cf\uff09\nplt.show()<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8fd9\u4e2a Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5206\u6790\u4e86\u6bcf\u4e2a\u5730\u533a\u7684\u5e73\u5747\u8bc4\u8bba\u6570\uff0c\u5e76\u76f4\u89c2\u5730\u770b\u5230\u54ea\u4e9b\u5730\u533a\u83b7\u5f97\u4e86\u66f4\u591a\u8bc4\u8bba\u3002\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u65af\u5766\u987f\u5c9b\u548c\u7687\u540e\u533a\u662f\u8bc4\u8bba\u6570\u91cf\u8f83\u591a\u7684\u70ed\u95e8\u5730\u533a\u3002<\/p>\n\n\n<style>.kb-image2580_3ba95d-b8 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image2580_3ba95d-b8 img.kb-img, .kb-image2580_3ba95d-b8 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image2580_3ba95d-b8\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"600\" height=\"445\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-22-600x445.jpg\" alt=\"\ud30c\uc774\uc36c \ub370\uc774\ud130\ubd84\uc11d \uc608\uc81c - \ub9ac\ubdf0\uc218 \uadf8\ub9bc\" class=\"kb-img wp-image-2593\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-22-600x445.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-22-300x223.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-22-768x570.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-22.jpg 841w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u5206\u6790\u6302\u724c\u4ef7\u683c\u4e0e\u8bc4\u8bba\u6570\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8fd9\u4e2a Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5206\u6790\u4e86\u5217\u8868\u4ef7\u683c\u4e0e\u8bc4\u8bba\u6570\u91cf\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u3002\u6211\u4eec\u60f3\u627e\u51fa\u4ef7\u683c\u8f83\u9ad8\u7684\u5217\u8868\u662f\u5426\u4f1a\u83b7\u5f97\u66f4\u591a\u8bc4\u8bba\uff0c\u6216\u8005\u4ef7\u683c\u548c\u8bc4\u8bba\u6570\u91cf\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u67d0\u79cd\u6a21\u5f0f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ef7\u683c\u4e0e\u8bc4\u8bba\u6570\u91cf\u7684\u76f8\u5173\u6027<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code># \u8ba1\u7b97\u4ef7\u683c\u4e0e\u8bc4\u8bba\u6570\u4e4b\u95f4\u7684\u76f8\u5173\u6027\ncorrelation = airbnb_data[['price', 'number_of_reviews']].corr()\nprint(correlation)\n\n\u53ef\u89c6\u5316\u4e3a # \u6563\u70b9\u56fe\nplt.figure(figsize=(10, 6))\nsns.scatterplot(data=airbnb_data, x='price', y='number_of_reviews')\nplt.title('listing price and number of reviews')\nplt.xlabel('Price (USD)')\nplt.ylabel\uff08'\u8bc4\u8bba\u6570\u91cf\uff09\nplt.show()<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f8\u5173\u6027\u5206\u6790\u76f4\u89c2\u5730\u5206\u6790\u4e86\u4ef7\u683c\u4e0e\u8bc4\u8bba\u6570\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u8fd9\u4e2a Python \u6570\u636e\u5206\u6790\u793a\u4f8b\u8868\u660e\uff0c\u4ef7\u683c\u8d8a\u9ad8\u5e76\u4e0d\u4e00\u5b9a\u610f\u5473\u7740\u8bc4\u8bba\u6570\u91cf\u8d8a\u591a\uff0c\u4ef7\u683c\u8f83\u4f4e\u7684\u5217\u8868\u66f4\u6709\u53ef\u80fd\u83b7\u5f97\u66f4\u591a\u8bc4\u8bba\u3002<\/p>\n\n\n<style>.kb-image2580_4b2e8c-42 .kb-image-has-overlay:after{opacity:0.3;border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;}.kb-image2580_4b2e8c-42 img.kb-img, .kb-image2580_4b2e8c-42 .kb-img img{border-top-left-radius:5px;border-top-right-radius:5px;border-bottom-right-radius:5px;border-bottom-left-radius:5px;box-shadow:0px 0px 14px 0px rgba(0, 0, 0, 0.2);}<\/style>\n<div class=\"wp-block-kadence-image kb-image2580_4b2e8c-42\"><figure class=\"aligncenter size-large\"><img decoding=\"async\" width=\"600\" height=\"386\" src=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-23-600x386.jpg\" alt=\"\ud30c\uc774\uc36c \ub370\uc774\ud130\ubd84\uc11d \uc608\uc81c - \ub9ac\ubdf0\uc218\uc640 \uac00\uaca9 \uad00\uacc4\" class=\"kb-img wp-image-2596\" srcset=\"https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-23-600x386.jpg 600w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-23-300x193.jpg 300w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-23-768x494.jpg 768w, https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/image-23.jpg 850w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u6570\u636e\u5206\u6790\u4e2d\u7684\u5e38\u89c1\u9519\u8bef\u53ca\u7ea0\u6b63\u65b9\u6cd5<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd Python \u6570\u636e\u5206\u6790\u4e2d\u7684\u5e38\u89c1\u9519\u8bef\u4ee5\u53ca\u5982\u4f55\u7ea0\u6b63\u8fd9\u4e9b\u9519\u8bef\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7f3a\u5c11\u7f3a\u5931\u503c\u5904\u7406<\/strong>:\u5982\u679c\u60a8\u7684\u6570\u636e\u5305\u542b\u7f3a\u5931\u503c\uff0c\u5c31\u4f1a\u5f71\u54cd\u5206\u6790\u7ed3\u679c\u3002 \u8bf7\u786e\u4fdd\u59a5\u5584\u5904\u7406\u7f3a\u5931\u503c\u3002<\/li>\n\n\n\n<li><strong>\u89e3\u91ca\u5e73\u5747\u4ef7\u683c\u7684\u9519\u8bef<\/strong>\u5e73\u5747\u4ef7\u683c\uff1a\u4ec5\u51ed\u5e73\u5747\u4ef7\u683c\u5e76\u4e0d\u80fd\u51c6\u786e\u63cf\u8ff0\u4e00\u4e2a\u5730\u533a\u7684\u4ef7\u4f4d\uff0c\u56e0\u6b64\u8fd8\u9700\u8981\u8003\u8651\u4ef7\u683c\u5206\u5e03\u3002<\/li>\n\n\n\n<li><strong>\u5ba1\u67e5\u8ba1\u6570\u89e3\u91ca\u7684\u5c40\u9650\u6027<\/strong>:\u8bc4\u8bba\u6570\u91cf\u591a\u5e76\u4e0d\u603b\u662f\u8bf4\u660e\u5217\u8868\u53d7\u6b22\u8fce\uff0c\u56e0\u6b64\u60a8\u5e94\u8be5\u8003\u8651\u5404\u79cd\u5206\u6790\u56e0\u7d20\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u89c1\u95ee\u9898<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898 1\uff1a\u4ece\u54ea\u91cc\u83b7\u53d6 Airbnb \u6570\u636e\uff1f<\/strong><br>A: <a href=\"http:\/\/insideairbnb.com\/\" target=\"_blank\" rel=\"noopener\">Airbnb \u5185\u90e8<\/a>\u60a8\u53ef\u4ee5\u4ece Airbnb.com \u4e0b\u8f7d\u7279\u5b9a\u57ce\u5e02\u7684 Airbnb \u6570\u636e\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u8c37\u6b4c\u641c\u7d22\u5728 GitHub \u7b49\u5730\u65b9\u627e\u5230\u3002 <\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898 2\uff1a\u5982\u4f55\u8fdb\u4e00\u6b65\u4e86\u89e3 Python \u6570\u636e\u5206\u6790\uff1f<\/strong><br>\u7b54\uff1a\u6211\u4eec\u5efa\u8bae\u67e5\u627e\u6709\u5173\u5404\u79cd\u6570\u636e\u5206\u6790\u5e73\u53f0\u7684 Python \u5b9e\u8df5\u6559\u7a0b\uff0c\u6216\u5206\u6790\u771f\u5b9e\u4e16\u754c\u7684\u6570\u636e\uff08\u5982 Airbnb \u6570\u636e\uff09\u3002\u6709\u5173\u4f7f\u7528\u6807\u51c6\u666e\u5c14 500 \u6307\u6570\u6570\u636e\u7684\u793a\u4f8b\uff0c\u8bf7\u53c2\u9605 <a href=\"https:\/\/secondlife.lol\/zh\/stock-data-time-series-analysis-trend-forecasting\/\" data-type=\"post\" data-id=\"2545\">\u8fd9\u91cc<\/a>\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u95ee\u9898 3\uff1a \u6211\u80fd\u5426\u4e3a\u6211\u7684\u5217\u8868\u521b\u5efa\u4e00\u4e2a\u4ef7\u683c\u9884\u6d4b\u6a21\u578b\uff1f<\/strong><br>\u7b54\uff1a\u53ef\u4ee5\u3002\u6839\u636e\u8fd9\u4e9b\u6570\u636e\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u7ebf\u6027\u56de\u5f52\u3001\u968f\u673a\u68ee\u6797\u7b49\u5404\u79cd\u673a\u5668\u5b66\u4e60\u6280\u672f\u4e3a\u60a8\u7684\u5217\u8868\u521b\u5efa\u4ef7\u683c\u9884\u6d4b\u6a21\u578b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ec4\u7ec7\u8d77\u6765<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u672c\u7bc7\u535a\u6587\u4e2d\uff0c\u60a8\u5c06\u5b66\u4e60\u5982\u4f55\u4f7f\u7528 Python \u5206\u6790\u7ebd\u7ea6 Airbnb \u623f\u6e90\u6570\u636e\uff0c\u5e76\u6839\u636e\u6bcf\u4e2a\u793e\u533a\u7684\u623f\u6e90\u4ef7\u683c\u548c\u8bc4\u8bba\u6570\u91cf\u8bc6\u522b\u70ed\u95e8\u793e\u533a\u3002 \u8fd9\u5c06\u5e2e\u52a9\u60a8\u4e86\u89e3\u623f\u6e90\u7684\u4ef7\u4f4d\u548c\u53d7\u6b22\u8fce\u7a0b\u5ea6\uff0c\u5e76\u4e3a\u521b\u5efa\u4ef7\u683c\u9884\u6d4b\u6a21\u578b\u5960\u5b9a\u57fa\u7840\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73b0\u5728\uff0c\u60a8\u53ef\u4ee5\u4eb2\u8eab\u4f53\u9a8c Python \u6570\u636e\u5206\u6790\u793a\u4f8b\uff0c\u5e76\u5f00\u59cb\u64b0\u5199\u81ea\u5df1\u7684\u89c1\u89e3\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"># \u672f\u8bed\u8868<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Airbnb<\/strong>\u8fde\u63a5\u4e16\u754c\u5404\u5730\u65c5\u884c\u8005\u548c\u623f\u4e1c\u7684\u4f4f\u5bbf\u5171\u4eab\u5e73\u53f0\u3002<\/li>\n\n\n\n<li><strong>\u7f3a\u5931\u503c<\/strong>:\u6570\u636e\u4e2d\u7f3a\u5931\u7684\u503c\uff0c\u5206\u6790\u65f6\u5e94\u59a5\u5584\u5904\u7406\u3002<\/li>\n\n\n\n<li><strong>\u76f8\u5173\u6027<\/strong>\u76f8\u5173\u7cfb\u6570\uff1a\u8868\u793a\u4e24\u4e2a\u53d8\u91cf\u4e4b\u95f4\u5173\u7cfb\u7684\u6307\u6807\uff0c\u76f8\u5173\u7cfb\u6570\u8d8a\u5927\uff0c\u4e24\u4e2a\u53d8\u91cf\u4e4b\u95f4\u7684\u5173\u7cfb\u8d8a\u5bc6\u5207\u3002<\/li>\n\n\n\n<li><strong>\u8bc4\u8bba\u6570\u91cf<\/strong>\u6bcf\u4e2a\u5217\u8868\u4e0a\u7559\u4e0b\u7684\u8bc4\u8bba\u6570\u91cf\uff0c\u662f\u53cd\u6620\u5217\u8868\u53d7\u6b22\u8fce\u7a0b\u5ea6\u7684\u6307\u6807\u4e4b\u4e00\u3002<\/li>\n\n\n\n<li><strong>\u5747\u65b9\u8bef\u5dee (MSE)<\/strong>\u6a21\u578b\u9884\u6d4b\u503c\u4e0e\u5b9e\u9645\u503c\u4e4b\u95f4\u7684\u5e73\u65b9\u5dee\u548c\u5e73\u5747\u5dee\uff0c\u7528\u4e8e\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u9884\u5904\u7406<\/strong>:\u4e3a\u6570\u636e\u5206\u6790\u9002\u5f53\u51c6\u5907\u6570\u636e\u7684\u8fc7\u7a0b\uff0c\u5305\u62ec\u5904\u7406\u7f3a\u5931\u503c\u3001\u6570\u636e\u8f6c\u6362\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u89c6\u5316<\/strong>:\u7528\u56fe\u5f62\u6216\u56fe\u8868\u8868\u793a\u6570\u636e\u7684\u65b9\u6cd5\uff0c\u4ee5\u4fbf\u4e8e\u53d1\u73b0\u6a21\u5f0f\u6216\u8d8b\u52bf\u3002<\/li>\n\n\n\n<li><strong>\u5730\u533a\u7ec4<\/strong>:Airbnb\u6570\u636e\u4e2d\u7684\u4e00\u4e2a\u53d8\u91cf\uff0c\u6307\u7684\u662f\u623f\u6e90\u6240\u5728\u57ce\u5e02\u7684\u4e00\u4e2a\u5206\u7c7b\u8857\u533a\u3002<\/li>\n\n\n\n<li><strong>\u7269\u4e1a\u7c7b\u578b<\/strong>:Airbnb\u63d0\u4f9b\u7684\u4e00\u79cd\u623f\u6e90\u7c7b\u578b\uff0c\u53ef\u4ee5\u662f\u6574\u4e2a\u623f\u5c4b\u3001\u79c1\u4eba\u623f\u95f4\u7b49\u3002<\/li>\n<\/ol>","protected":false},"excerpt":{"rendered":"<p>\uc5d0\uc5b4\ube44\uc564\ube44\uc640 \uac19\uc740 \uc219\ubc15 \uacf5\uc720 \ud50c\ub7ab\ud3fc\uc740 \uc804 \uc138\uacc4\uc801\uc73c\ub85c \ub9ce\uc740 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4&#8230;.<\/p>","protected":false},"author":3,"featured_media":2624,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","footnotes":""},"categories":[3],"tags":[263,177,262,261,260,264,33],"class_list":["post-2580","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python-coding","tag-263","tag-177","tag-262","tag-261","tag-260","tag-264","tag-33"],"taxonomy_info":{"category":[{"value":3,"label":"\ud30c\uc774\uc36c(Python)"}],"post_tag":[{"value":263,"label":"\ub274\uc695 \uc5d0\uc5b4\ube44\uc564\ube44"},{"value":177,"label":"\ub370\uc774\ud130 \ubd84\uc11d"},{"value":262,"label":"\ub9ac\ubdf0 \uc218"},{"value":261,"label":"\uc219\uc18c \uac00\uaca9"},{"value":260,"label":"\uc5d0\uc5b4\ube44\uc564\ube44"},{"value":264,"label":"\uc9c0\uc5ed\ubcc4 \ubd84\uc11d"},{"value":33,"label":"\ud30c\uc774\uc36c"}]},"featured_image_src_large":["https:\/\/secondlife.lol\/wp-content\/uploads\/2024\/09\/\ud30c\uc774\uc36c-\ub370\uc774\ud130\ubd84\uc11d-\uc608\uc81c-\ud3ec\uc2a4\ud2b8-\uc378\ub124\uc77c-600x600.webp",600,600,true],"author_info":{"display_name":"TERE","author_link":"https:\/\/secondlife.lol\/zh\/author\/tere\/"},"comment_info":0,"category_info":[{"term_id":3,"name":"\ud30c\uc774\uc36c(Python)","slug":"python-coding","term_group":0,"term_taxonomy_id":3,"taxonomy":"category","description":"","parent":20,"count":119,"filter":"raw","cat_ID":3,"category_count":119,"category_description":"","cat_name":"\ud30c\uc774\uc36c(Python)","category_nicename":"python-coding","category_parent":20}],"tag_info":[{"term_id":263,"name":"\ub274\uc695 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