{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "5a2b479d", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 3, "id": "f203e4ac", "metadata": {}, "outputs": [], "source": [ "listing = pd.read_csv(\"data\\listings.csv\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "bec320e6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idlisting_urlscrape_idlast_scrapednamedescriptionneighborhood_overviewpicture_urlhost_idhost_url...review_scores_communicationreview_scores_locationreview_scores_valuelicenseinstant_bookablecalculated_host_listings_countcalculated_host_listings_count_entire_homescalculated_host_listings_count_private_roomscalculated_host_listings_count_shared_roomsreviews_per_month
02797791https://www.airbnb.com/rooms/2797791202206210605172022-06-21Beijing Great Wall EscapeA perfect escape only 2 hours away from Beijin...Located in a small village at the base of the ...https://a0.muscache.com/pictures/da7d00b7-37f0...14311129https://www.airbnb.com/users/show/14311129...4.924.914.30NaNf11000.57
14990531https://www.airbnb.com/rooms/4990531202206210605172022-06-21Monthly Discounted- Orchid's Residence Expansi...Begin the day in the tiled rain shower and wit...The neighborhood is very safe and full of loca...https://a0.muscache.com/pictures/ebd3ed91-02e2...25729513https://www.airbnb.com/users/show/25729513...4.884.884.76NaNf106400.22
26207089https://www.airbnb.com/rooms/6207089202206210605172022-06-21雍和宫地铁附近崇文门东单南二环精装双床房位于北京市丰台区方庄物美大卖场旁(地铁5号线蒲黄榆站楼上)。交通非常便利:距离南二环玉蜓桥南...公寓北部是龙潭湖公园,西北是天坛公园、北京游乐场、北京教学植物园、北京国际网球中心、南面是中...https://a0.muscache.com/pictures/83597610/e003...32187257https://www.airbnb.com/users/show/32187257...5.005.005.00NaNt99000.12
36223892https://www.airbnb.com/rooms/6223892202206210605172022-06-21北京家诚-方庄蒲黄榆南站地铁情侣观景房,舒适大床,可做饭,新中式风房间位于地铁五号线蒲黄榆站楼上,楼下是方庄物美大卖场,房间设施免费使用,35寸超大液晶电视,...美食:海底捞火锅方庄店、全聚德烤鸭店,方庄时代广场<br />娱乐:博纳国际电影院https://a0.muscache.com/pictures/miso/Hosting-...32187257https://www.airbnb.com/users/show/32187257...5.005.005.00NaNt99000.23
46232044https://www.airbnb.com/rooms/6232044202206210605172022-06-21同仁协和医院东单五号线地铁旁家庭双床房位于北京市丰台区方庄物美大卖场旁(地铁5号线蒲黄榆站楼上)。交通非常便利:距离南二环玉蜓桥南...北部是龙潭湖公园,西北是天坛公园、北京游乐场、北京教学植物园、北京国际网球中心、南面是中央音...https://a0.muscache.com/pictures/miso/Hosting-...32187257https://www.airbnb.com/users/show/32187257...5.005.005.00NaNt99000.17
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5 rows × 74 columns

\n", "
" ], "text/plain": [ " id listing_url scrape_id last_scraped \\\n", "0 2797791 https://www.airbnb.com/rooms/2797791 20220621060517 2022-06-21 \n", "1 4990531 https://www.airbnb.com/rooms/4990531 20220621060517 2022-06-21 \n", "2 6207089 https://www.airbnb.com/rooms/6207089 20220621060517 2022-06-21 \n", "3 6223892 https://www.airbnb.com/rooms/6223892 20220621060517 2022-06-21 \n", "4 6232044 https://www.airbnb.com/rooms/6232044 20220621060517 2022-06-21 \n", "\n", " name \\\n", "0 Beijing Great Wall Escape \n", "1 Monthly Discounted- Orchid's Residence Expansi... \n", "2 雍和宫地铁附近崇文门东单南二环精装双床房 \n", "3 北京家诚-方庄蒲黄榆南站地铁情侣观景房,舒适大床,可做饭,新中式风 \n", "4 同仁协和医院东单五号线地铁旁家庭双床房 \n", "\n", " description \\\n", "0 A perfect escape only 2 hours away from Beijin... \n", "1 Begin the day in the tiled rain shower and wit... \n", "2 位于北京市丰台区方庄物美大卖场旁(地铁5号线蒲黄榆站楼上)。交通非常便利:距离南二环玉蜓桥南... \n", "3 房间位于地铁五号线蒲黄榆站楼上,楼下是方庄物美大卖场,房间设施免费使用,35寸超大液晶电视,... \n", "4 位于北京市丰台区方庄物美大卖场旁(地铁5号线蒲黄榆站楼上)。交通非常便利:距离南二环玉蜓桥南... \n", "\n", " neighborhood_overview \\\n", "0 Located in a small village at the base of the ... \n", "1 The neighborhood is very safe and full of loca... \n", "2 公寓北部是龙潭湖公园,西北是天坛公园、北京游乐场、北京教学植物园、北京国际网球中心、南面是中... \n", "3 美食:海底捞火锅方庄店、全聚德烤鸭店,方庄时代广场
娱乐:博纳国际电影院 \n", "4 北部是龙潭湖公园,西北是天坛公园、北京游乐场、北京教学植物园、北京国际网球中心、南面是中央音... \n", "\n", " picture_url host_id \\\n", "0 https://a0.muscache.com/pictures/da7d00b7-37f0... 14311129 \n", "1 https://a0.muscache.com/pictures/ebd3ed91-02e2... 25729513 \n", "2 https://a0.muscache.com/pictures/83597610/e003... 32187257 \n", "3 https://a0.muscache.com/pictures/miso/Hosting-... 32187257 \n", "4 https://a0.muscache.com/pictures/miso/Hosting-... 32187257 \n", "\n", " host_url ... \\\n", "0 https://www.airbnb.com/users/show/14311129 ... \n", "1 https://www.airbnb.com/users/show/25729513 ... \n", "2 https://www.airbnb.com/users/show/32187257 ... \n", "3 https://www.airbnb.com/users/show/32187257 ... \n", "4 https://www.airbnb.com/users/show/32187257 ... \n", "\n", " review_scores_communication review_scores_location review_scores_value \\\n", "0 4.92 4.91 4.30 \n", "1 4.88 4.88 4.76 \n", "2 5.00 5.00 5.00 \n", "3 5.00 5.00 5.00 \n", "4 5.00 5.00 5.00 \n", "\n", " license instant_bookable calculated_host_listings_count \\\n", "0 NaN f 1 \n", "1 NaN f 10 \n", "2 NaN t 9 \n", "3 NaN t 9 \n", "4 NaN t 9 \n", "\n", " calculated_host_listings_count_entire_homes \\\n", "0 1 \n", "1 6 \n", "2 9 \n", "3 9 \n", "4 9 \n", "\n", " calculated_host_listings_count_private_rooms \\\n", "0 0 \n", "1 4 \n", "2 0 \n", "3 0 \n", "4 0 \n", "\n", " calculated_host_listings_count_shared_rooms reviews_per_month \n", "0 0 0.57 \n", "1 0 0.22 \n", "2 0 0.12 \n", "3 0 0.23 \n", "4 0 0.17 \n", "\n", "[5 rows x 74 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 查看数据集基本情况\n", "listing.head()" ] }, { "cell_type": "code", "execution_count": 5, "id": "08d36be9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 6657 entries, 0 to 6656\n", "Data columns (total 74 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 id 6657 non-null int64 \n", " 1 listing_url 6657 non-null object \n", " 2 scrape_id 6657 non-null int64 \n", " 3 last_scraped 6657 non-null object \n", " 4 name 6657 non-null object \n", " 5 description 6564 non-null object \n", " 6 neighborhood_overview 5835 non-null object \n", " 7 picture_url 6657 non-null object \n", " 8 host_id 6657 non-null int64 \n", " 9 host_url 6657 non-null object \n", " 10 host_name 6657 non-null object \n", " 11 host_since 6657 non-null object \n", " 12 host_location 6655 non-null object \n", " 13 host_about 3511 non-null object \n", " 14 host_response_time 5599 non-null object \n", " 15 host_response_rate 5599 non-null object \n", " 16 host_acceptance_rate 5936 non-null object \n", " 17 host_is_superhost 6657 non-null object \n", " 18 host_thumbnail_url 6657 non-null object \n", " 19 host_picture_url 6657 non-null object \n", " 20 host_neighbourhood 754 non-null object \n", " 21 host_listings_count 6657 non-null int64 \n", " 22 host_total_listings_count 6657 non-null int64 \n", " 23 host_verifications 6657 non-null object \n", " 24 host_has_profile_pic 6657 non-null object \n", " 25 host_identity_verified 6657 non-null object \n", " 26 neighbourhood 5835 non-null object \n", " 27 neighbourhood_cleansed 6657 non-null object \n", " 28 neighbourhood_group_cleansed 0 non-null float64\n", " 29 latitude 6657 non-null float64\n", " 30 longitude 6657 non-null float64\n", " 31 property_type 6657 non-null object \n", " 32 room_type 6657 non-null object \n", " 33 accommodates 6657 non-null int64 \n", " 34 bathrooms 0 non-null float64\n", " 35 bathrooms_text 6654 non-null object \n", " 36 bedrooms 6552 non-null float64\n", " 37 beds 6634 non-null float64\n", " 38 amenities 6657 non-null object \n", " 39 price 6657 non-null object \n", " 40 minimum_nights 6657 non-null int64 \n", " 41 maximum_nights 6657 non-null int64 \n", " 42 minimum_minimum_nights 6657 non-null int64 \n", " 43 maximum_minimum_nights 6657 non-null int64 \n", " 44 minimum_maximum_nights 6657 non-null int64 \n", " 45 maximum_maximum_nights 6657 non-null int64 \n", " 46 minimum_nights_avg_ntm 6657 non-null float64\n", " 47 maximum_nights_avg_ntm 6657 non-null float64\n", " 48 calendar_updated 0 non-null float64\n", " 49 has_availability 6657 non-null object \n", " 50 availability_30 6657 non-null int64 \n", " 51 availability_60 6657 non-null int64 \n", " 52 availability_90 6657 non-null int64 \n", " 53 availability_365 6657 non-null int64 \n", " 54 calendar_last_scraped 6657 non-null object \n", " 55 number_of_reviews 6657 non-null int64 \n", " 56 number_of_reviews_ltm 6657 non-null int64 \n", " 57 number_of_reviews_l30d 6657 non-null int64 \n", " 58 first_review 3976 non-null object \n", " 59 last_review 3976 non-null object \n", " 60 review_scores_rating 3976 non-null float64\n", " 61 review_scores_accuracy 3864 non-null float64\n", " 62 review_scores_cleanliness 3864 non-null float64\n", " 63 review_scores_checkin 3864 non-null float64\n", " 64 review_scores_communication 3864 non-null float64\n", " 65 review_scores_location 3864 non-null float64\n", " 66 review_scores_value 3864 non-null float64\n", " 67 license 0 non-null float64\n", " 68 instant_bookable 6657 non-null object \n", " 69 calculated_host_listings_count 6657 non-null int64 \n", " 70 calculated_host_listings_count_entire_homes 6657 non-null int64 \n", " 71 calculated_host_listings_count_private_rooms 6657 non-null int64 \n", " 72 calculated_host_listings_count_shared_rooms 6657 non-null int64 \n", " 73 reviews_per_month 3976 non-null float64\n", "dtypes: float64(18), int64(23), object(33)\n", "memory usage: 3.8+ MB\n" ] } ], "source": [ "listing.info()" ] }, { "cell_type": "code", "execution_count": 6, "id": "15047f4f", "metadata": {}, "outputs": [], "source": [ "# 预处理price,将object数据转化为int格式\n", "def convert_currency(var):\n", " \"\"\"\n", " convert the string number to a float\n", " _ 去除$\n", " - 去除逗号,\n", " - 转化为浮点数类型\n", " \"\"\"\n", " new_value = var.replace(\",\",\"\").replace(\"$\",\"\")\n", " return float(new_value)\n", "\n", "listing[\"price\"] = listing[\"price\"].apply(convert_currency)" ] }, { "cell_type": "code", "execution_count": 7, "id": "229eda42", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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priceminimum_nightsnumber_of_reviewscalculated_host_listings_countavailability_365
count6657.0000006657.0000006657.0000006657.0000006657.000000
mean1687.6603581.1805625.2896209.44734928.368034
std2080.9668514.05329915.00502514.53863713.946877
min0.0000001.0000000.0000001.0000000.000000
25%374.0000001.0000000.0000002.00000020.000000
50%848.0000001.0000001.0000006.00000037.000000
75%2400.0000001.0000004.00000010.00000038.000000
max25091.000000300.000000490.000000100.00000038.000000
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" ], "text/plain": [ " price minimum_nights number_of_reviews \\\n", "count 6657.000000 6657.000000 6657.000000 \n", "mean 1687.660358 1.180562 5.289620 \n", "std 2080.966851 4.053299 15.005025 \n", "min 0.000000 1.000000 0.000000 \n", "25% 374.000000 1.000000 0.000000 \n", "50% 848.000000 1.000000 1.000000 \n", "75% 2400.000000 1.000000 4.000000 \n", "max 25091.000000 300.000000 490.000000 \n", "\n", " calculated_host_listings_count availability_365 \n", "count 6657.000000 6657.000000 \n", "mean 9.447349 28.368034 \n", "std 14.538637 13.946877 \n", "min 1.000000 0.000000 \n", "25% 2.000000 20.000000 \n", "50% 6.000000 37.000000 \n", "75% 10.000000 38.000000 \n", "max 100.000000 38.000000 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 连续性数据\n", "new_columns = ['price','minimum_nights','number_of_reviews','calculated_host_listings_count','availability_365']\n", "data = listing[new_columns]\n", "data.describe()" ] }, { "cell_type": "code", "execution_count": 8, "id": "5821181d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# 民宿分布分析\n", "data = listing['room_type'].value_counts().tolist()\n", "a = listing['room_type'].unique()\n", "plt.bar(x=a, height=data)" ] }, { "cell_type": "code", "execution_count": 9, "id": "e3d2426f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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name
host_name
108
Wohkoon者行孙青年旅舍什刹海店57
广安门51
45
40
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" ], "text/plain": [ " name\n", "host_name \n", "李 108\n", "Wohkoon者行孙青年旅舍什刹海店 57\n", "广安门 51\n", "辉 45\n", "静 40" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "listing[['host_name','name']].groupby('host_name').count().sort_values(by='name',ascending=False).head()" ] }, { "cell_type": "code", "execution_count": 10, "id": "e15f21ca", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "怀柔区 / Huairou 1445\n", "延庆县 / Yanqing 1136\n", "密云县 / Miyun 767\n", "朝阳区 / Chaoyang 568\n", "通州区 / Tongzhou 510\n", "东城区 495\n", "房山区 416\n", "平谷区 / Pinggu 241\n", "西城区 204\n", "昌平区 178\n", "大兴区 / Daxing 168\n", "丰台区 / Fengtai 155\n", "门头沟区 / Mentougou 132\n", "海淀区 93\n", "石景山区 88\n", "顺义区 / Shunyi 61\n", "Name: neighbourhood_cleansed, dtype: int64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "listing['neighbourhood_cleansed'].value_counts()" ] }, { "cell_type": "code", "execution_count": 11, "id": "e520c18a", "metadata": {}, "outputs": [], "source": [ "# 定义了一个查看哪些区域超过了平均民宿数量来用作饼图的参数分配\n", "def explode_situtation(data):\n", " explode = {}\n", " for i in range(len(data)):\n", " if data[i]>data.mean():\n", " explode[data.index[i]] = 0.1\n", " else:\n", " explode[data.index[i]] = 0\n", " return explode\n", "\n", "\n", "explode = list(explode_situtation(listing.neighbourhood_cleansed.value_counts()).values())" ] }, { "cell_type": "code", "execution_count": 12, "id": "348ee985", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "\n", "# 解决中文乱码\n", "plt.rcParams[\"font.sans-serif\"]=[\"SimHei\"]\n", "plt.rcParams[\"font.family\"]=\"sans-serif\"\n", "\n", "data2 = listing.neighbourhood_cleansed.value_counts()\n", "plt.figure(figsize=(20,20))\n", "plt.title('民宿区域分布比例图',fontdict={'fontsize':18})\n", "plt.pie(data2,labels=data2.index,autopct='%.2f%%',explode=explode,startangle=90,\n", " textprops={'fontsize':12,'color':'black'},colors=sns.color_palette('hls',n_colors=18))\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 13, "id": "ecba04ed", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ltingsong\\AppData\\Local\\Temp\\ipykernel_2088\\1912807224.py:2: UserWarning: \n", "\n", "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n", "\n", "Please adapt your code to use either `displot` (a figure-level function with\n", "similar flexibility) or `histplot` (an axes-level function for histograms).\n", "\n", "For a guide to updating your code to use the new functions, please see\n", "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n", "\n", " sns.distplot(listing['price'],color='b')\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 查看价格情况\n", "sns.distplot(listing['price'],color='b')" ] }, { "cell_type": "code", "execution_count": 14, "id": "a1b1adf8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idlisting_urlscrape_idlast_scrapednamedescriptionneighborhood_overviewpicture_urlhost_idhost_url...review_scores_communicationreview_scores_locationreview_scores_valuelicenseinstant_bookablecalculated_host_listings_countcalculated_host_listings_count_entire_homescalculated_host_listings_count_private_roomscalculated_host_listings_count_shared_roomsreviews_per_month
633243369350https://www.airbnb.com/rooms/43369350202206210605172022-06-21野三坡百里峡村北山舍民宿,自助烧烤,露天游泳池村北山舍民宿第二个院子\"右舍\"是以田园风光的格调设计完成,整体面积大约300平米。本小院拥有...首都环线G95高速野三坡都衙出口,右转三分钟即到。高德地图直接导航村北山舍民宿https://a0.muscache.com/pictures/a6a25260-6da6...277558727https://www.airbnb.com/users/show/277558727...3.03.03.0NaNf33000.09
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1 rows × 74 columns

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" ], "text/plain": [ " id listing_url scrape_id \\\n", "6332 43369350 https://www.airbnb.com/rooms/43369350 20220621060517 \n", "\n", " last_scraped name \\\n", "6332 2022-06-21 野三坡百里峡村北山舍民宿,自助烧烤,露天游泳池 \n", "\n", " description \\\n", "6332 村北山舍民宿第二个院子\"右舍\"是以田园风光的格调设计完成,整体面积大约300平米。本小院拥有... \n", "\n", " neighborhood_overview \\\n", "6332 首都环线G95高速野三坡都衙出口,右转三分钟即到。高德地图直接导航村北山舍民宿 \n", "\n", " picture_url host_id \\\n", "6332 https://a0.muscache.com/pictures/a6a25260-6da6... 277558727 \n", "\n", " host_url ... \\\n", "6332 https://www.airbnb.com/users/show/277558727 ... \n", "\n", " review_scores_communication review_scores_location review_scores_value \\\n", "6332 3.0 3.0 3.0 \n", "\n", " license instant_bookable calculated_host_listings_count \\\n", "6332 NaN f 3 \n", "\n", " calculated_host_listings_count_entire_homes \\\n", "6332 3 \n", "\n", " calculated_host_listings_count_private_rooms \\\n", "6332 0 \n", "\n", " calculated_host_listings_count_shared_rooms reviews_per_month \n", "6332 0 0.09 \n", "\n", "[1 rows x 74 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "price_is_0 = listing[listing['price']==0]\n", "price_is_0" ] }, { "cell_type": "code", "execution_count": 20, "id": "a0d7befc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 怀柔区 / Huairou\n", "1 东城区\n", "2 丰台区 / Fengtai\n", "3 丰台区 / Fengtai\n", "4 丰台区 / Fengtai\n", " ... \n", "6652 房山区\n", "6653 房山区\n", "6654 房山区\n", "6655 房山区\n", "6656 密云县 / Miyun\n", "Name: neighbourhood_cleansed, Length: 6656, dtype: object" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 清除异常数据\n", "drop_index_list = price_is_0.index.tolist()\n", "listing_dealt = listing.drop(drop_index_list)\n", "listing_dealt[listing_dealt['price']==0]\n", "listing_dealt['neighbourhood_cleansed']" ] }, { "cell_type": "code", "execution_count": 22, "id": "6503f02c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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区域最高价格最低价格中位数价格25%价格75%价格
0怀柔区 / Huairou20686.042.0342.0432.00654.00
1东城区3366.070.0338.088.00398.00
2丰台区 / Fengtai4998.025.0254.0361.00559.00
3朝阳区 / Chaoyang10541.061.0994.01709.502109.50
4密云县 / Miyun25091.0151.02568.02359.003639.00
5房山区24214.0131.01866.02393.753200.00
6西城区18056.0118.01981.02709.003418.00
7大兴区 / Daxing15000.067.0999.02287.502575.50
8延庆县 / Yanqing22000.076.02097.52424.753223.00
9顺义区 / Shunyi9999.034.0458.0227.25571.25
10通州区 / Tongzhou5434.0120.0458.0189.00557.00
11昌平区10120.0239.0389.5120.00493.00
12门头沟区 / Mentougou12800.0112.0527.0168.00639.00
13平谷区 / Pinggu9598.019.0359.5523.75747.75
14海淀区20000.0150.01550.52359.003000.00
15石景山区12800.0168.02028.02331.003000.00
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" ], "text/plain": [ " 区域 最高价格 最低价格 中位数价格 25%价格 75%价格\n", "0 怀柔区 / Huairou 20686.0 42.0 342.0 432.00 654.00\n", "1 东城区 3366.0 70.0 338.0 88.00 398.00\n", "2 丰台区 / Fengtai 4998.0 25.0 254.0 361.00 559.00\n", "3 朝阳区 / Chaoyang 10541.0 61.0 994.0 1709.50 2109.50\n", "4 密云县 / Miyun 25091.0 151.0 2568.0 2359.00 3639.00\n", "5 房山区 24214.0 131.0 1866.0 2393.75 3200.00\n", "6 西城区 18056.0 118.0 1981.0 2709.00 3418.00\n", "7 大兴区 / Daxing 15000.0 67.0 999.0 2287.50 2575.50\n", "8 延庆县 / Yanqing 22000.0 76.0 2097.5 2424.75 3223.00\n", "9 顺义区 / Shunyi 9999.0 34.0 458.0 227.25 571.25\n", "10 通州区 / Tongzhou 5434.0 120.0 458.0 189.00 557.00\n", "11 昌平区 10120.0 239.0 389.5 120.00 493.00\n", "12 门头沟区 / Mentougou 12800.0 112.0 527.0 168.00 639.00\n", "13 平谷区 / Pinggu 9598.0 19.0 359.5 523.75 747.75\n", "14 海淀区 20000.0 150.0 1550.5 2359.00 3000.00\n", "15 石景山区 12800.0 168.0 2028.0 2331.00 3000.00" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 对各个区的价格进行可视化描述\n", "\n", "b=pd.DataFrame(listing_dealt['neighbourhood_cleansed'].unique(),columns=['区域'])\n", "b['最高价格']=listing_dealt[['price','neighbourhood_cleansed']].groupby('neighbourhood_cleansed').max().price.tolist()\n", "b['最低价格']=listing_dealt[['price','neighbourhood_cleansed']].groupby('neighbourhood_cleansed').min().price.tolist()\n", "b['中位数价格']=listing_dealt[['price','neighbourhood_cleansed']].groupby('neighbourhood_cleansed').median().price.tolist()\n", "b['25%价格']=listing_dealt[['price','neighbourhood_cleansed']].groupby('neighbourhood_cleansed').quantile(0.25).price.tolist()\n", "b['75%价格']=listing_dealt[['price','neighbourhood_cleansed']].groupby('neighbourhood_cleansed').quantile(0.75).price.tolist()\n", "b['25%价格']=np.array(listing_dealt[['price','neighbourhood_cleansed']].groupby('neighbourhood_cleansed').quantile(0.75).price.tolist())-np.array(listing_dealt[['price','neighbourhood_cleansed']].groupby('neighbourhood_cleansed').quantile(0.25).price.tolist())\n", "b" ] }, { "cell_type": "code", "execution_count": 23, "id": "33752909", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "13.0\n", "1.12\n" ] } ], "source": [ "# 获取90分位数值\n", "\n", "avg_review = listing_dealt['number_of_reviews'].quantile(0.9)\n", "avg_month_review = listing_dealt['reviews_per_month'].quantile(0.9)\n", "print(avg_review)\n", "print(avg_month_review)" ] }, { "cell_type": "code", "execution_count": 26, "id": "07b80655", "metadata": { "scrolled": true }, "outputs": [], "source": [ "# 根据90分位数值找到受欢迎的民宿\n", "\n", "popular_home = listing_dealt[(listing_dealt['number_of_reviews']>avg_review)&(listing_dealt['reviews_per_month']>avg_month_review)]\n", "head10=popular_home.sort_values(by=['number_of_reviews','reviews_per_month'],ascending=False).head(10)" ] }, { "cell_type": "code", "execution_count": 32, "id": "af106003", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "824 610.0\n", "2516 319.0\n", "40 75.0\n", "4414 344.0\n", "2513 315.0\n", "1085 606.0\n", "526 310.0\n", "51 76.0\n", "1733 530.0\n", "1798 181.0\n", "Name: price, dtype: float64" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# head10\n", "# head10['property_type']\n", "head10['price']" ] }, { "cell_type": "code", "execution_count": 42, "id": "44e8ed65", "metadata": { "scrolled": false }, "outputs": [], "source": [ "import jieba\n", "\n", "# 对描述进行分词\n", "\n", "def jieba_cut(data):\n", " a=[]\n", " worddict={}\n", " with open('cn_stopwords.txt', encoding='utf8') as f:\n", " result=f.read().split()\n", " for i in data:\n", " words=jieba.lcut(i)\n", " word=[x for x in words if x not in result]\n", " a.extend(word)\n", " for word in a:\n", " worddict.setdefault(word,0)\n", " worddict[word]+=1\n", " return worddict\n", "popular_words = jieba_cut(popular_home.name.astype('str'))" ] }, { "cell_type": "code", "execution_count": 41, "id": "f07da64a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "地铁 88\n", "胡同 52\n", "投影 47\n", "烧烤 40\n", "别墅 37\n", "独立 36\n", "大床 36\n", "环球 33\n", "步行 31\n", "天安门 31\n", "五道 30\n", "分钟 30\n", "国贸 30\n", "四合院 30\n", "影城 27\n", "dtype: int64" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def deal_with_meanless_word(data):\n", " mean_words={}\n", " for i in data.keys():\n", " if len(i)>1:\n", " mean_words[i]=data[i]\n", " return mean_words\n", "mean_words=deal_with_meanless_word(popular_words)\n", "mean_words_df=pd.Series(mean_words).sort_values(ascending=False)\n", "mean_words_df_top15=mean_words_df.head(15)\n", "mean_words_df_top15" ] }, { "cell_type": "code", "execution_count": 44, "id": "9f84f178", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,8))\n", "plt.title('最受欢迎的房间中关键词')\n", "mean_words_df_top15.plot(kind='bar',ylim=[0,100])" ] }, { "cell_type": "code", "execution_count": 56, "id": "aa05cbaf", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "%pylab is deprecated, use %matplotlib inline and import the required libraries.\n", "Populating the interactive namespace from numpy and matplotlib\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ltingsong\\.conda\\envs\\airbnb\\lib\\site-packages\\IPython\\core\\magics\\pylab.py:162: UserWarning: pylab import has clobbered these variables: ['f', 'axis']\n", "`%matplotlib` prevents importing * from pylab and numpy\n", " warn(\"pylab import has clobbered these variables: %s\" % clobbered +\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import re\n", "from wordcloud import WordCloud\n", "%pylab inline\n", "%matplotlib inline\n", "\n", "wordcloud_use=' '.join(mean_words_df.keys())\n", "resultword=re.sub(\"[A-Za-z0-9\\[\\`\\~\\!\\@\\#\\$\\^\\&\\*\\(\\)\\=\\|\\{\\}\\'\\:\\;\\'\\,\\[\\]\\.\\<\\>\\/\\?\\~\\。\\@\\#\\\\\\&\\*\\%]\",\"\",wordcloud_use)\n", "w=WordCloud(scale=26,margin=3,background_color='black',font_path='simhei.ttf',max_words=100,max_font_size=50,random_state=20).generate(resultword)\n", "f,axis=plt.subplots(figsize=(15,15))\n", "plt.axis('off')\n", "plt.imshow(w)" ] }, { "cell_type": "code", "execution_count": null, "id": "25e92805", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:.conda-airbnb]", "language": "python", "name": "conda-env-.conda-airbnb-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.15" } }, "nbformat": 4, "nbformat_minor": 5 }