EDA&시각화_과제.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"EDA&시각화_과제.ipynb","provenance":[],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.4"}},"cells":[{"cell_type":"markdown","metadata":{"id":"x0yoa3uTfcoz"},"source":["# EDA 과제 \n","#### <font color='orange'> - 약간 매운맛"]},{"cell_type":"markdown","metadata":{"id":"PfuUHX59fco0"},"source":["by YBIGTA 16기 DA Team 김지환"]},{"cell_type":"markdown","metadata":{"id":"vfK2PJbOfco1"},"source":["<img src='https://i.imgur.com/cqdVyfs.jpg'>\n","\n","\n","---\n","여러분은 Airbnb 런던 지사의 데이터 분석가입니다.\n","\n","이번에 호스트들에게 적정한 방 가격을 책정해주는 프로젝트를 진행할 예정입니다.\n","\n","이를 위해 기존에 런던에 있던 Airbnb 방 데이터를 분석할 것입니다.\n","\n","각 문제에 대해 적절한 코드 혹은 답변을 제시해보세요.\n","\n","---"]},{"cell_type":"code","metadata":{"id":"tROG2Acf2eKM","executionInfo":{"status":"ok","timestamp":1611131132326,"user_tz":-540,"elapsed":1663,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}}},"source":["import pandas as pd\n","import numpy as np\n","import matplotlib.pyplot as plt\n","%matplotlib inline\n","# notebook을 실행한 브라우저에서 바로 그림을 볼 수 있게 해주는 코드. 버전에 따라 필요 없을 수도 있습니다.\n","import seaborn as sns"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oscOdIKmnY7p","executionInfo":{"status":"ok","timestamp":1611131164950,"user_tz":-540,"elapsed":30523,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"143fe481-e128-4d2c-e4d3-0bf3528bc90d"},"source":["# Google Drive Mount\r\n","\r\n","from google.colab import auth\r\n","auth.authenticate_user()\r\n","\r\n","from google.colab import drive\r\n","drive.mount('/content/gdrive')"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Mounted at /content/gdrive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Ay_oqYuW2eKP","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611131169288,"user_tz":-540,"elapsed":2646,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"e43ebe81-e1fd-4e9e-bea9-ef818d491dba"},"source":["dir  = '/content/gdrive/MyDrive/Colab Notebooks/airbnb_listings.csv'\r\n","df = pd.read_csv(dir, index_col=0)"],"execution_count":3,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/IPython/core/interactiveshell.py:2718: DtypeWarning: Columns (25,26,47) have mixed types.Specify dtype option on import or set low_memory=False.\n","  interactivity=interactivity, compiler=compiler, result=result)\n"],"name":"stderr"}]},{"cell_type":"markdown","metadata":{"id":"PJLnjOfZfco8"},"source":["# EDA"]},{"cell_type":"markdown","metadata":{"id":"W4Bydfl-fco9"},"source":["### 1) 전체 데이터 확인"]},{"cell_type":"markdown","metadata":{"id":"E3dSDYVGfco9"},"source":["- #### <font color='orange'> Q1. 상위 5개의 데이터를 확인해보세요. 컬럼 수가 많으니 모든 컬럼을 표시하도록 조정하세요. </font>"]},{"cell_type":"code","metadata":{"id":"13sbz1b62eKT","colab":{"base_uri":"https://localhost:8080/","height":360},"executionInfo":{"status":"ok","timestamp":1611131172638,"user_tz":-540,"elapsed":1029,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"569d44c3-7a6e-41d7-be49-8d0b36e5c95e"},"source":["# Q1\n","pd.set_option('max_columns', None)\n","df.head()"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>host_response_time</th>\n","      <th>host_response_rate</th>\n","      <th>host_acceptance_rate</th>\n","      <th>host_is_superhost</th>\n","      <th>host_listings_count</th>\n","      <th>host_total_listings_count</th>\n","      <th>host_verifications</th>\n","      <th>host_has_profile_pic</th>\n","      <th>host_identity_verified</th>\n","      <th>neighborhood</th>\n","      <th>latitude</th>\n","      <th>longitude</th>\n","      <th>is_location_exact</th>\n","      <th>property_type</th>\n","      <th>room_type</th>\n","      <th>accommodates</th>\n","      <th>bathrooms</th>\n","      <th>bedrooms</th>\n","      <th>beds</th>\n","      <th>bed_type</th>\n","      <th>amenities</th>\n","      <th>square_feet</th>\n","      <th>price</th>\n","      <th>weekly_price</th>\n","      <th>monthly_price</th>\n","      <th>security_deposit</th>\n","      <th>guests_included</th>\n","      <th>extra_people</th>\n","      <th>minimum_nights</th>\n","      <th>maximum_nights</th>\n","      <th>has_availability</th>\n","      <th>availability_30</th>\n","      <th>availability_60</th>\n","      <th>availability_90</th>\n","      <th>availability_365</th>\n","      <th>number_of_reviews</th>\n","      <th>number_of_reviews_ltm</th>\n","      <th>review_scores_rating</th>\n","      <th>review_scores_accuracy</th>\n","      <th>review_scores_cleanliness</th>\n","      <th>review_scores_checkin</th>\n","      <th>review_scores_communication</th>\n","      <th>review_scores_location</th>\n","      <th>review_scores_value</th>\n","      <th>requires_license</th>\n","      <th>license</th>\n","      <th>jurisdiction_names</th>\n","      <th>instant_bookable</th>\n","      <th>is_business_travel_ready</th>\n","      <th>cancellation_policy</th>\n","      <th>require_guest_profile_picture</th>\n","      <th>require_guest_phone_verification</th>\n","      <th>reviews_per_month</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>2060</td>\n","      <td>a few days or more</td>\n","      <td>22%</td>\n","      <td>50%</td>\n","      <td>f</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>['reviews']</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>Manhattan</td>\n","      <td>40.85722</td>\n","      <td>-73.93790</td>\n","      <td>t</td>\n","      <td>Other</td>\n","      <td>Private room</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>2.0</td>\n","      <td>Real Bed</td>\n","      <td>{Internet,Wifi}</td>\n","      <td>NaN</td>\n","      <td>100</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>$0.00</td>\n","      <td>1</td>\n","      <td>730</td>\n","      <td>t</td>\n","      <td>30</td>\n","      <td>60</td>\n","      <td>90</td>\n","      <td>365</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>80.0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>flexible</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2595</td>\n","      <td>within a day</td>\n","      <td>87%</td>\n","      <td>38%</td>\n","      <td>f</td>\n","      <td>6.0</td>\n","      <td>6.0</td>\n","      <td>['email', 'phone', 'reviews', 'offline_governm...</td>\n","      <td>t</td>\n","      <td>t</td>\n","      <td>Manhattan</td>\n","      <td>40.75362</td>\n","      <td>-73.98377</td>\n","      <td>f</td>\n","      <td>Apartment</td>\n","      <td>Entire home/apt</td>\n","      <td>2</td>\n","      <td>1.0</td>\n","      <td>0.0</td>\n","      <td>1.0</td>\n","      <td>Real Bed</td>\n","      <td>{TV,Wifi,\"Air conditioning\",Kitchen,\"Paid park...</td>\n","      <td>NaN</td>\n","      <td>225</td>\n","      <td>$1,995.00</td>\n","      <td>NaN</td>\n","      <td>$350.00</td>\n","      <td>1</td>\n","      <td>$0.00</td>\n","      <td>7</td>\n","      <td>1125</td>\n","      <td>t</td>\n","      <td>4</td>\n","      <td>34</td>\n","      <td>64</td>\n","      <td>339</td>\n","      <td>48</td>\n","      <td>5</td>\n","      <td>94.0</td>\n","      <td>9.0</td>\n","      <td>9.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>9.0</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>strict_14_with_grace_period</td>\n","      <td>t</td>\n","      <td>t</td>\n","      <td>0.38</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>3831</td>\n","      <td>within an hour</td>\n","      <td>83%</td>\n","      <td>96%</td>\n","      <td>f</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>['email', 'phone', 'reviews', 'kba']</td>\n","      <td>t</td>\n","      <td>t</td>\n","      <td>Brooklyn</td>\n","      <td>40.68514</td>\n","      <td>-73.95976</td>\n","      <td>t</td>\n","      <td>Guest suite</td>\n","      <td>Entire home/apt</td>\n","      <td>3</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>4.0</td>\n","      <td>Real Bed</td>\n","      <td>{TV,\"Cable TV\",Internet,Wifi,\"Air conditioning...</td>\n","      <td>500.0</td>\n","      <td>89</td>\n","      <td>$575.00</td>\n","      <td>$2,100.00</td>\n","      <td>$500.00</td>\n","      <td>1</td>\n","      <td>$0.00</td>\n","      <td>1</td>\n","      <td>730</td>\n","      <td>t</td>\n","      <td>6</td>\n","      <td>10</td>\n","      <td>13</td>\n","      <td>151</td>\n","      <td>313</td>\n","      <td>69</td>\n","      <td>90.0</td>\n","      <td>9.0</td>\n","      <td>9.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>8.0</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>moderate</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>4.71</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>5099</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>71%</td>\n","      <td>f</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>['email', 'phone', 'reviews', 'jumio', 'govern...</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>Manhattan</td>\n","      <td>40.74767</td>\n","      <td>-73.97500</td>\n","      <td>f</td>\n","      <td>Apartment</td>\n","      <td>Entire home/apt</td>\n","      <td>2</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>Real Bed</td>\n","      <td>{TV,\"Cable TV\",Internet,Wifi,\"Air conditioning...</td>\n","      <td>NaN</td>\n","      <td>200</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>$300.00</td>\n","      <td>2</td>\n","      <td>$100.00</td>\n","      <td>3</td>\n","      <td>21</td>\n","      <td>t</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>78</td>\n","      <td>8</td>\n","      <td>90.0</td>\n","      <td>10.0</td>\n","      <td>9.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>9.0</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>moderate</td>\n","      <td>t</td>\n","      <td>t</td>\n","      <td>0.59</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5114</td>\n","      <td>within a day</td>\n","      <td>50%</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>3.0</td>\n","      <td>3.0</td>\n","      <td>['email', 'phone', 'reviews']</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>Manhattan</td>\n","      <td>40.71910</td>\n","      <td>-73.99040</td>\n","      <td>t</td>\n","      <td>Apartment</td>\n","      <td>Private room</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>Real Bed</td>\n","      <td>{TV,Internet,Wifi,\"Air conditioning\",Kitchen,E...</td>\n","      <td>NaN</td>\n","      <td>94</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>$13.00</td>\n","      <td>1</td>\n","      <td>730</td>\n","      <td>t</td>\n","      <td>30</td>\n","      <td>60</td>\n","      <td>90</td>\n","      <td>109</td>\n","      <td>75</td>\n","      <td>0</td>\n","      <td>94.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>strict_14_with_grace_period</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>0.56</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["     id  host_response_time host_response_rate host_acceptance_rate  \\\n","0  2060  a few days or more                22%                  50%   \n","1  2595        within a day                87%                  38%   \n","2  3831      within an hour                83%                  96%   \n","3  5099                 NaN                NaN                  71%   \n","4  5114        within a day                50%                  NaN   \n","\n","  host_is_superhost  host_listings_count  host_total_listings_count  \\\n","0                 f                  0.0                        0.0   \n","1                 f                  6.0                        6.0   \n","2                 f                  1.0                        1.0   \n","3                 f                  1.0                        1.0   \n","4                 f                  3.0                        3.0   \n","\n","                                  host_verifications host_has_profile_pic  \\\n","0                                        ['reviews']                    t   \n","1  ['email', 'phone', 'reviews', 'offline_governm...                    t   \n","2               ['email', 'phone', 'reviews', 'kba']                    t   \n","3  ['email', 'phone', 'reviews', 'jumio', 'govern...                    t   \n","4                      ['email', 'phone', 'reviews']                    t   \n","\n","  host_identity_verified neighborhood  latitude  longitude is_location_exact  \\\n","0                      f    Manhattan  40.85722  -73.93790                 t   \n","1                      t    Manhattan  40.75362  -73.98377                 f   \n","2                      t     Brooklyn  40.68514  -73.95976                 t   \n","3                      f    Manhattan  40.74767  -73.97500                 f   \n","4                      f    Manhattan  40.71910  -73.99040                 t   \n","\n","  property_type        room_type  accommodates  bathrooms  bedrooms  beds  \\\n","0         Other     Private room             2        NaN       1.0   2.0   \n","1     Apartment  Entire home/apt             2        1.0       0.0   1.0   \n","2   Guest suite  Entire home/apt             3        1.0       1.0   4.0   \n","3     Apartment  Entire home/apt             2        1.0       1.0   1.0   \n","4     Apartment     Private room             2        NaN       1.0   1.0   \n","\n","   bed_type                                          amenities  square_feet  \\\n","0  Real Bed                                    {Internet,Wifi}          NaN   \n","1  Real Bed  {TV,Wifi,\"Air conditioning\",Kitchen,\"Paid park...          NaN   \n","2  Real Bed  {TV,\"Cable TV\",Internet,Wifi,\"Air conditioning...        500.0   \n","3  Real Bed  {TV,\"Cable TV\",Internet,Wifi,\"Air conditioning...          NaN   \n","4  Real Bed  {TV,Internet,Wifi,\"Air conditioning\",Kitchen,E...          NaN   \n","\n","   price weekly_price monthly_price security_deposit  guests_included  \\\n","0    100          NaN           NaN              NaN                1   \n","1    225    $1,995.00           NaN          $350.00                1   \n","2     89      $575.00     $2,100.00          $500.00                1   \n","3    200          NaN           NaN          $300.00                2   \n","4     94          NaN           NaN              NaN                1   \n","\n","  extra_people  minimum_nights  maximum_nights has_availability  \\\n","0        $0.00               1             730                t   \n","1        $0.00               7            1125                t   \n","2        $0.00               1             730                t   \n","3      $100.00               3              21                t   \n","4       $13.00               1             730                t   \n","\n","   availability_30  availability_60  availability_90  availability_365  \\\n","0               30               60               90               365   \n","1                4               34               64               339   \n","2                6               10               13               151   \n","3                0                0                0                 0   \n","4               30               60               90               109   \n","\n","   number_of_reviews  number_of_reviews_ltm  review_scores_rating  \\\n","0                  1                      0                  80.0   \n","1                 48                      5                  94.0   \n","2                313                     69                  90.0   \n","3                 78                      8                  90.0   \n","4                 75                      0                  94.0   \n","\n","   review_scores_accuracy  review_scores_cleanliness  review_scores_checkin  \\\n","0                     NaN                        NaN                    NaN   \n","1                     9.0                        9.0                   10.0   \n","2                     9.0                        9.0                   10.0   \n","3                    10.0                        9.0                   10.0   \n","4                    10.0                       10.0                   10.0   \n","\n","   review_scores_communication  review_scores_location  review_scores_value  \\\n","0                          NaN                     NaN                  NaN   \n","1                         10.0                    10.0                  9.0   \n","2                         10.0                    10.0                  8.0   \n","3                         10.0                    10.0                  9.0   \n","4                         10.0                    10.0                 10.0   \n","\n","  requires_license license jurisdiction_names instant_bookable  \\\n","0                f     NaN                NaN                f   \n","1                f     NaN                NaN                f   \n","2                f     NaN                NaN                f   \n","3                f     NaN                NaN                f   \n","4                f     NaN                NaN                f   \n","\n","  is_business_travel_ready          cancellation_policy  \\\n","0                        f                     flexible   \n","1                        f  strict_14_with_grace_period   \n","2                        f                     moderate   \n","3                        f                     moderate   \n","4                        f  strict_14_with_grace_period   \n","\n","  require_guest_profile_picture require_guest_phone_verification  \\\n","0                             f                                f   \n","1                             t                                t   \n","2                             f                                f   \n","3                             t                                t   \n","4                             f                                f   \n","\n","   reviews_per_month  \n","0               0.01  \n","1               0.38  \n","2               4.71  \n","3               0.59  \n","4               0.56  "]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"markdown","metadata":{"id":"bs39AwwafcpA"},"source":["---\n","### 2) 결측치 확인"]},{"cell_type":"markdown","metadata":{"id":"9-IpP0m4fcpA"},"source":["- #### <font color='orange'> Q2. 각 컬럼의 결측치를 확인하고, 결측치가 많은 순서대로 결측치 비율과 함께 표로 나타내보세요.\n","<font color='orange'> (결측치 0개인 컬럼은 나타내지 마세요)"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":824},"id":"wSSno3h3bM0d","executionInfo":{"status":"ok","timestamp":1611131176712,"user_tz":-540,"elapsed":874,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"6c0ca15b-b95d-400b-b3cd-6cbd2874af11"},"source":["null_columns = df.isnull().sum().to_frame('missing_num')\r\n","null_columns['missing_%'] = df.isnull().sum() / len(df) * 100 \r\n","\r\n","null_columns = null_columns[null_columns.missing_num>0].sort_values('missing_num', ascending=False)\r\n","null_columns"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>missing_num</th>\n","      <th>missing_%</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>jurisdiction_names</th>\n","      <td>50781</td>\n","      <td>99.970470</td>\n","    </tr>\n","    <tr>\n","      <th>license</th>\n","      <td>50759</td>\n","      <td>99.927160</td>\n","    </tr>\n","    <tr>\n","      <th>square_feet</th>\n","      <td>50407</td>\n","      <td>99.234192</td>\n","    </tr>\n","    <tr>\n","      <th>monthly_price</th>\n","      <td>46119</td>\n","      <td>90.792582</td>\n","    </tr>\n","    <tr>\n","      <th>weekly_price</th>\n","      <td>45411</td>\n","      <td>89.398772</td>\n","    </tr>\n","    <tr>\n","      <th>host_response_rate</th>\n","      <td>19006</td>\n","      <td>37.416332</td>\n","    </tr>\n","    <tr>\n","      <th>host_response_time</th>\n","      <td>19006</td>\n","      <td>37.416332</td>\n","    </tr>\n","    <tr>\n","      <th>security_deposit</th>\n","      <td>17325</td>\n","      <td>34.107016</td>\n","    </tr>\n","    <tr>\n","      <th>host_acceptance_rate</th>\n","      <td>14015</td>\n","      <td>27.590755</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_value</th>\n","      <td>11482</td>\n","      <td>22.604142</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_location</th>\n","      <td>11482</td>\n","      <td>22.604142</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_checkin</th>\n","      <td>11479</td>\n","      <td>22.598236</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_accuracy</th>\n","      <td>11466</td>\n","      <td>22.572644</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_communication</th>\n","      <td>11463</td>\n","      <td>22.566738</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_cleanliness</th>\n","      <td>11452</td>\n","      <td>22.545082</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_rating</th>\n","      <td>11431</td>\n","      <td>22.503740</td>\n","    </tr>\n","    <tr>\n","      <th>reviews_per_month</th>\n","      <td>10453</td>\n","      <td>20.578392</td>\n","    </tr>\n","    <tr>\n","      <th>beds</th>\n","      <td>482</td>\n","      <td>0.948894</td>\n","    </tr>\n","    <tr>\n","      <th>bedrooms</th>\n","      <td>77</td>\n","      <td>0.151587</td>\n","    </tr>\n","    <tr>\n","      <th>bathrooms</th>\n","      <td>54</td>\n","      <td>0.106308</td>\n","    </tr>\n","    <tr>\n","      <th>host_listings_count</th>\n","      <td>5</td>\n","      <td>0.009843</td>\n","    </tr>\n","    <tr>\n","      <th>host_total_listings_count</th>\n","      <td>5</td>\n","      <td>0.009843</td>\n","    </tr>\n","    <tr>\n","      <th>host_has_profile_pic</th>\n","      <td>5</td>\n","      <td>0.009843</td>\n","    </tr>\n","    <tr>\n","      <th>host_is_superhost</th>\n","      <td>5</td>\n","      <td>0.009843</td>\n","    </tr>\n","    <tr>\n","      <th>host_identity_verified</th>\n","      <td>5</td>\n","      <td>0.009843</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                             missing_num  missing_%\n","jurisdiction_names                 50781  99.970470\n","license                            50759  99.927160\n","square_feet                        50407  99.234192\n","monthly_price                      46119  90.792582\n","weekly_price                       45411  89.398772\n","host_response_rate                 19006  37.416332\n","host_response_time                 19006  37.416332\n","security_deposit                   17325  34.107016\n","host_acceptance_rate               14015  27.590755\n","review_scores_value                11482  22.604142\n","review_scores_location             11482  22.604142\n","review_scores_checkin              11479  22.598236\n","review_scores_accuracy             11466  22.572644\n","review_scores_communication        11463  22.566738\n","review_scores_cleanliness          11452  22.545082\n","review_scores_rating               11431  22.503740\n","reviews_per_month                  10453  20.578392\n","beds                                 482   0.948894\n","bedrooms                              77   0.151587\n","bathrooms                             54   0.106308\n","host_listings_count                    5   0.009843\n","host_total_listings_count              5   0.009843\n","host_has_profile_pic                   5   0.009843\n","host_is_superhost                      5   0.009843\n","host_identity_verified                 5   0.009843"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"GN2gxJDifcpB","outputId":"941793c4-8218-4fab-cb95-3ca6247e292f"},"source":["# Q2\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>missing_num</th>\n","      <th>missing_%</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>jurisdiction_names</th>\n","      <td>50781</td>\n","      <td>100.0</td>\n","    </tr>\n","    <tr>\n","      <th>license</th>\n","      <td>50759</td>\n","      <td>100.0</td>\n","    </tr>\n","    <tr>\n","      <th>square_feet</th>\n","      <td>50407</td>\n","      <td>99.0</td>\n","    </tr>\n","    <tr>\n","      <th>monthly_price</th>\n","      <td>46119</td>\n","      <td>91.0</td>\n","    </tr>\n","    <tr>\n","      <th>weekly_price</th>\n","      <td>45411</td>\n","      <td>89.0</td>\n","    </tr>\n","    <tr>\n","      <th>host_response_rate</th>\n","      <td>19006</td>\n","      <td>37.0</td>\n","    </tr>\n","    <tr>\n","      <th>host_response_time</th>\n","      <td>19006</td>\n","      <td>37.0</td>\n","    </tr>\n","    <tr>\n","      <th>security_deposit</th>\n","      <td>17325</td>\n","      <td>34.0</td>\n","    </tr>\n","    <tr>\n","      <th>host_acceptance_rate</th>\n","      <td>14015</td>\n","      <td>28.0</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_location</th>\n","      <td>11482</td>\n","      <td>23.0</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_value</th>\n","      <td>11482</td>\n","      <td>23.0</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_checkin</th>\n","      <td>11479</td>\n","      <td>23.0</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_accuracy</th>\n","      <td>11466</td>\n","      <td>23.0</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_communication</th>\n","      <td>11463</td>\n","      <td>23.0</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_cleanliness</th>\n","      <td>11452</td>\n","      <td>23.0</td>\n","    </tr>\n","    <tr>\n","      <th>review_scores_rating</th>\n","      <td>11431</td>\n","      <td>23.0</td>\n","    </tr>\n","    <tr>\n","      <th>reviews_per_month</th>\n","      <td>10453</td>\n","      <td>21.0</td>\n","    </tr>\n","    <tr>\n","      <th>beds</th>\n","      <td>482</td>\n","      <td>1.0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                             missing_num  missing_%\n","jurisdiction_names                 50781      100.0\n","license                            50759      100.0\n","square_feet                        50407       99.0\n","monthly_price                      46119       91.0\n","weekly_price                       45411       89.0\n","host_response_rate                 19006       37.0\n","host_response_time                 19006       37.0\n","security_deposit                   17325       34.0\n","host_acceptance_rate               14015       28.0\n","review_scores_location             11482       23.0\n","review_scores_value                11482       23.0\n","review_scores_checkin              11479       23.0\n","review_scores_accuracy             11466       23.0\n","review_scores_communication        11463       23.0\n","review_scores_cleanliness          11452       23.0\n","review_scores_rating               11431       23.0\n","reviews_per_month                  10453       21.0\n","beds                                 482        1.0"]},"metadata":{"tags":[]},"execution_count":79}]},{"cell_type":"markdown","metadata":{"id":"87TiQRKbfcpE"},"source":["- #### <font color='orange'> Q3. 결측치가 있는 컬럼과 결측치 비율을 보기쉽게 그래프로 나타내 보세요."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":835},"id":"eSwerY68n_GF","executionInfo":{"status":"ok","timestamp":1611131181737,"user_tz":-540,"elapsed":1450,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"60d92ff4-8a30-4228-d970-0f93f45e8618"},"source":["sns.set()\r\n","plt.figure(figsize = (15,4))\r\n","sns.set_palette('pastel')\r\n","sns.barplot(x=null_columns.index, y='missing_%', data=null_columns).set_xticklabels(null_columns.index, rotation=45, ha='right')\r\n","# null_columns['missing_%'].plot(kind='bar').set_xticklabels(null_c, rotation=45, ha='right')"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[Text(0, 0, 'jurisdiction_names'),\n"," Text(0, 0, 'license'),\n"," Text(0, 0, 'square_feet'),\n"," Text(0, 0, 'monthly_price'),\n"," Text(0, 0, 'weekly_price'),\n"," Text(0, 0, 'host_response_rate'),\n"," Text(0, 0, 'host_response_time'),\n"," Text(0, 0, 'security_deposit'),\n"," Text(0, 0, 'host_acceptance_rate'),\n"," Text(0, 0, 'review_scores_value'),\n"," Text(0, 0, 'review_scores_location'),\n"," Text(0, 0, 'review_scores_checkin'),\n"," Text(0, 0, 'review_scores_accuracy'),\n"," Text(0, 0, 'review_scores_communication'),\n"," Text(0, 0, 'review_scores_cleanliness'),\n"," Text(0, 0, 'review_scores_rating'),\n"," Text(0, 0, 'reviews_per_month'),\n"," Text(0, 0, 'beds'),\n"," Text(0, 0, 'bedrooms'),\n"," Text(0, 0, 'bathrooms'),\n"," Text(0, 0, 'host_listings_count'),\n"," Text(0, 0, 'host_total_listings_count'),\n"," Text(0, 0, 'host_has_profile_pic'),\n"," Text(0, 0, 'host_is_superhost'),\n"," Text(0, 0, 'host_identity_verified')]"]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"1PVB7F3yfcpE","outputId":"dcd3c658-2ddd-43bf-871f-629b886141bd"},"source":["# Q3\n","plt.figure(figsize = (15,4))"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<AxesSubplot:ylabel='missing_%'>"]},"metadata":{"tags":[]},"execution_count":80},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"D8Xr7__1fcpI"},"source":["- #### <font color='orange'> Q4. 결측치가 적은 beds 컬럼을 좀 더 자세히 살펴보겠습니다. \n","  #### <font color='orange'> 'beds' 컬럼이 결측치인 데이터의 상위 5개를 출력해주세요."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":343},"id":"TetuZWuoz8oY","executionInfo":{"status":"ok","timestamp":1611131188241,"user_tz":-540,"elapsed":1025,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"f1f070be-907f-4c54-c3ea-6433b56a0e1f"},"source":["df[df.beds.isnull()].head()"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>host_response_time</th>\n","      <th>host_response_rate</th>\n","      <th>host_acceptance_rate</th>\n","      <th>host_is_superhost</th>\n","      <th>host_listings_count</th>\n","      <th>host_total_listings_count</th>\n","      <th>host_verifications</th>\n","      <th>host_has_profile_pic</th>\n","      <th>host_identity_verified</th>\n","      <th>neighborhood</th>\n","      <th>latitude</th>\n","      <th>longitude</th>\n","      <th>is_location_exact</th>\n","      <th>property_type</th>\n","      <th>room_type</th>\n","      <th>accommodates</th>\n","      <th>bathrooms</th>\n","      <th>bedrooms</th>\n","      <th>beds</th>\n","      <th>bed_type</th>\n","      <th>amenities</th>\n","      <th>square_feet</th>\n","      <th>price</th>\n","      <th>weekly_price</th>\n","      <th>monthly_price</th>\n","      <th>security_deposit</th>\n","      <th>guests_included</th>\n","      <th>extra_people</th>\n","      <th>minimum_nights</th>\n","      <th>maximum_nights</th>\n","      <th>has_availability</th>\n","      <th>availability_30</th>\n","      <th>availability_60</th>\n","      <th>availability_90</th>\n","      <th>availability_365</th>\n","      <th>number_of_reviews</th>\n","      <th>number_of_reviews_ltm</th>\n","      <th>review_scores_rating</th>\n","      <th>review_scores_accuracy</th>\n","      <th>review_scores_cleanliness</th>\n","      <th>review_scores_checkin</th>\n","      <th>review_scores_communication</th>\n","      <th>review_scores_location</th>\n","      <th>review_scores_value</th>\n","      <th>requires_license</th>\n","      <th>license</th>\n","      <th>jurisdiction_names</th>\n","      <th>instant_bookable</th>\n","      <th>is_business_travel_ready</th>\n","      <th>cancellation_policy</th>\n","      <th>require_guest_profile_picture</th>\n","      <th>require_guest_phone_verification</th>\n","      <th>reviews_per_month</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>808</th>\n","      <td>321845</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>['email']</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>Manhattan</td>\n","      <td>40.70850</td>\n","      <td>-74.01795</td>\n","      <td>t</td>\n","      <td>Apartment</td>\n","      <td>Private room</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>NaN</td>\n","      <td>Real Bed</td>\n","      <td>{}</td>\n","      <td>NaN</td>\n","      <td>150</td>\n","      <td>$500.00</td>\n","      <td>$1,600.00</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>$0.00</td>\n","      <td>1</td>\n","      <td>1125</td>\n","      <td>t</td>\n","      <td>30</td>\n","      <td>60</td>\n","      <td>90</td>\n","      <td>365</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>strict_14_with_grace_period</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>1002</th>\n","      <td>468613</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>['email', 'phone', 'facebook', 'reviews', 'kba']</td>\n","      <td>t</td>\n","      <td>t</td>\n","      <td>Manhattan</td>\n","      <td>40.72152</td>\n","      <td>-73.99279</td>\n","      <td>t</td>\n","      <td>Apartment</td>\n","      <td>Private room</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>NaN</td>\n","      <td>Real Bed</td>\n","      <td>{}</td>\n","      <td>NaN</td>\n","      <td>1300</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>$0.00</td>\n","      <td>1</td>\n","      <td>1125</td>\n","      <td>t</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>flexible</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>1058</th>\n","      <td>499249</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0%</td>\n","      <td>f</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>['email', 'phone', 'reviews', 'offline_governm...</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>Brooklyn</td>\n","      <td>40.70528</td>\n","      <td>-73.95756</td>\n","      <td>t</td>\n","      <td>Apartment</td>\n","      <td>Private room</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>NaN</td>\n","      <td>Real Bed</td>\n","      <td>{}</td>\n","      <td>NaN</td>\n","      <td>190</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>$0.00</td>\n","      <td>1</td>\n","      <td>$100.00</td>\n","      <td>1</td>\n","      <td>218</td>\n","      <td>t</td>\n","      <td>30</td>\n","      <td>60</td>\n","      <td>90</td>\n","      <td>365</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>10.0</td>\n","      <td>8.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>strict_14_with_grace_period</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>1074</th>\n","      <td>505231</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>['email', 'phone', 'reviews']</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>Manhattan</td>\n","      <td>40.77799</td>\n","      <td>-73.95223</td>\n","      <td>t</td>\n","      <td>Apartment</td>\n","      <td>Private room</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>NaN</td>\n","      <td>Real Bed</td>\n","      <td>{}</td>\n","      <td>NaN</td>\n","      <td>80</td>\n","      <td>$700.00</td>\n","      <td>$3,000.00</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>$0.00</td>\n","      <td>1</td>\n","      <td>60</td>\n","      <td>t</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>100.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>moderate</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>1208</th>\n","      <td>587519</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0%</td>\n","      <td>f</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>['email', 'phone', 'facebook', 'reviews']</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>Brooklyn</td>\n","      <td>40.71099</td>\n","      <td>-73.95217</td>\n","      <td>t</td>\n","      <td>Apartment</td>\n","      <td>Private room</td>\n","      <td>1</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>NaN</td>\n","      <td>Real Bed</td>\n","      <td>{}</td>\n","      <td>NaN</td>\n","      <td>48</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>$0.00</td>\n","      <td>5</td>\n","      <td>30</td>\n","      <td>t</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>80.0</td>\n","      <td>6.0</td>\n","      <td>6.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>6.0</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>flexible</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>0.02</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["          id host_response_time host_response_rate host_acceptance_rate  \\\n","808   321845                NaN                NaN                  NaN   \n","1002  468613                NaN                NaN                  NaN   \n","1058  499249                NaN                NaN                   0%   \n","1074  505231                NaN                NaN                  NaN   \n","1208  587519                NaN                NaN                   0%   \n","\n","     host_is_superhost  host_listings_count  host_total_listings_count  \\\n","808                  f                  0.0                        0.0   \n","1002                 f                  1.0                        1.0   \n","1058                 f                  1.0                        1.0   \n","1074                 f                  1.0                        1.0   \n","1208                 f                  1.0                        1.0   \n","\n","                                     host_verifications host_has_profile_pic  \\\n","808                                           ['email']                    t   \n","1002   ['email', 'phone', 'facebook', 'reviews', 'kba']                    t   \n","1058  ['email', 'phone', 'reviews', 'offline_governm...                    t   \n","1074                      ['email', 'phone', 'reviews']                    t   \n","1208          ['email', 'phone', 'facebook', 'reviews']                    t   \n","\n","     host_identity_verified neighborhood  latitude  longitude  \\\n","808                       f    Manhattan  40.70850  -74.01795   \n","1002                      t    Manhattan  40.72152  -73.99279   \n","1058                      f     Brooklyn  40.70528  -73.95756   \n","1074                      f    Manhattan  40.77799  -73.95223   \n","1208                      f     Brooklyn  40.71099  -73.95217   \n","\n","     is_location_exact property_type     room_type  accommodates  bathrooms  \\\n","808                  t     Apartment  Private room             2        NaN   \n","1002                 t     Apartment  Private room             1        NaN   \n","1058                 t     Apartment  Private room             1        NaN   \n","1074                 t     Apartment  Private room             1        NaN   \n","1208                 t     Apartment  Private room             1        1.0   \n","\n","      bedrooms  beds  bed_type amenities  square_feet  price weekly_price  \\\n","808        1.0   NaN  Real Bed        {}          NaN    150      $500.00   \n","1002       1.0   NaN  Real Bed        {}          NaN   1300          NaN   \n","1058       1.0   NaN  Real Bed        {}          NaN    190          NaN   \n","1074       1.0   NaN  Real Bed        {}          NaN     80      $700.00   \n","1208       1.0   NaN  Real Bed        {}          NaN     48          NaN   \n","\n","     monthly_price security_deposit  guests_included extra_people  \\\n","808      $1,600.00              NaN                1        $0.00   \n","1002           NaN              NaN                1        $0.00   \n","1058           NaN            $0.00                1      $100.00   \n","1074     $3,000.00              NaN                1        $0.00   \n","1208           NaN              NaN                1        $0.00   \n","\n","      minimum_nights  maximum_nights has_availability  availability_30  \\\n","808                1            1125                t               30   \n","1002               1            1125                t                0   \n","1058               1             218                t               30   \n","1074               1              60                t                0   \n","1208               5              30                t                0   \n","\n","      availability_60  availability_90  availability_365  number_of_reviews  \\\n","808                60               90               365                  0   \n","1002                0                0                 0                  0   \n","1058               60               90               365                  1   \n","1074                0                0                 0                  1   \n","1208                0                0                 0                  1   \n","\n","      number_of_reviews_ltm  review_scores_rating  review_scores_accuracy  \\\n","808                       0                   NaN                     NaN   \n","1002                      0                   NaN                     NaN   \n","1058                      0                   NaN                    10.0   \n","1074                      0                 100.0                    10.0   \n","1208                      0                  80.0                     6.0   \n","\n","      review_scores_cleanliness  review_scores_checkin  \\\n","808                         NaN                    NaN   \n","1002                        NaN                    NaN   \n","1058                        8.0                   10.0   \n","1074                       10.0                   10.0   \n","1208                        6.0                   10.0   \n","\n","      review_scores_communication  review_scores_location  \\\n","808                           NaN                     NaN   \n","1002                          NaN                     NaN   \n","1058                         10.0                    10.0   \n","1074                         10.0                    10.0   \n","1208                         10.0                    10.0   \n","\n","      review_scores_value requires_license license jurisdiction_names  \\\n","808                   NaN                f     NaN                NaN   \n","1002                  NaN                f     NaN                NaN   \n","1058                 10.0                f     NaN                NaN   \n","1074                 10.0                f     NaN                NaN   \n","1208                  6.0                f     NaN                NaN   \n","\n","     instant_bookable is_business_travel_ready          cancellation_policy  \\\n","808                 f                        f  strict_14_with_grace_period   \n","1002                f                        f                     flexible   \n","1058                t                        f  strict_14_with_grace_period   \n","1074                f                        f                     moderate   \n","1208                f                        f                     flexible   \n","\n","     require_guest_profile_picture require_guest_phone_verification  \\\n","808                              f                                f   \n","1002                             f                                f   \n","1058                             f                                f   \n","1074                             f                                f   \n","1208                             f                                f   \n","\n","      reviews_per_month  \n","808                 NaN  \n","1002                NaN  \n","1058               0.01  \n","1074               0.01  \n","1208               0.02  "]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"id":"52-Do2c_fcpJ","outputId":"12ded756-c69a-4291-ad52-04318a2bd826"},"source":["# Q4\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>id</th>\n","      <th>host_response_time</th>\n","      <th>host_response_rate</th>\n","      <th>host_acceptance_rate</th>\n","      <th>host_is_superhost</th>\n","      <th>host_listings_count</th>\n","      <th>host_total_listings_count</th>\n","      <th>host_verifications</th>\n","      <th>host_has_profile_pic</th>\n","      <th>host_identity_verified</th>\n","      <th>neighborhood</th>\n","      <th>latitude</th>\n","      <th>longitude</th>\n","      <th>is_location_exact</th>\n","      <th>property_type</th>\n","      <th>room_type</th>\n","      <th>accommodates</th>\n","      <th>bathrooms</th>\n","      <th>bedrooms</th>\n","      <th>beds</th>\n","      <th>bed_type</th>\n","      <th>amenities</th>\n","      <th>square_feet</th>\n","      <th>price</th>\n","      <th>weekly_price</th>\n","      <th>monthly_price</th>\n","      <th>security_deposit</th>\n","      <th>guests_included</th>\n","      <th>extra_people</th>\n","      <th>minimum_nights</th>\n","      <th>maximum_nights</th>\n","      <th>has_availability</th>\n","      <th>availability_30</th>\n","      <th>availability_60</th>\n","      <th>availability_90</th>\n","      <th>availability_365</th>\n","      <th>number_of_reviews</th>\n","      <th>number_of_reviews_ltm</th>\n","      <th>review_scores_rating</th>\n","      <th>review_scores_accuracy</th>\n","      <th>review_scores_cleanliness</th>\n","      <th>review_scores_checkin</th>\n","      <th>review_scores_communication</th>\n","      <th>review_scores_location</th>\n","      <th>review_scores_value</th>\n","      <th>requires_license</th>\n","      <th>license</th>\n","      <th>jurisdiction_names</th>\n","      <th>instant_bookable</th>\n","      <th>is_business_travel_ready</th>\n","      <th>cancellation_policy</th>\n","      <th>require_guest_profile_picture</th>\n","      <th>require_guest_phone_verification</th>\n","      <th>reviews_per_month</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>808</th>\n","      <td>321845</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>0.0</td>\n","      <td>0.0</td>\n","      <td>['email']</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>Manhattan</td>\n","      <td>40.70850</td>\n","      <td>-74.01795</td>\n","      <td>t</td>\n","      <td>Apartment</td>\n","      <td>Private room</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>NaN</td>\n","      <td>Real Bed</td>\n","      <td>{}</td>\n","      <td>NaN</td>\n","      <td>$150.00</td>\n","      <td>$500.00</td>\n","      <td>$1,600.00</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>$0.00</td>\n","      <td>1</td>\n","      <td>1125</td>\n","      <td>t</td>\n","      <td>30</td>\n","      <td>60</td>\n","      <td>90</td>\n","      <td>365</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>strict_14_with_grace_period</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>1002</th>\n","      <td>468613</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>['email', 'phone', 'facebook', 'reviews', 'kba']</td>\n","      <td>t</td>\n","      <td>t</td>\n","      <td>Manhattan</td>\n","      <td>40.72152</td>\n","      <td>-73.99279</td>\n","      <td>t</td>\n","      <td>Apartment</td>\n","      <td>Private room</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>NaN</td>\n","      <td>Real Bed</td>\n","      <td>{}</td>\n","      <td>NaN</td>\n","      <td>$1,300.00</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>$0.00</td>\n","      <td>1</td>\n","      <td>1125</td>\n","      <td>t</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>flexible</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","    </tr>\n","    <tr>\n","      <th>1058</th>\n","      <td>499249</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0%</td>\n","      <td>f</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>['email', 'phone', 'reviews', 'offline_governm...</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>Brooklyn</td>\n","      <td>40.70528</td>\n","      <td>-73.95756</td>\n","      <td>t</td>\n","      <td>Apartment</td>\n","      <td>Private room</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>NaN</td>\n","      <td>Real Bed</td>\n","      <td>{}</td>\n","      <td>NaN</td>\n","      <td>$190.00</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>$0.00</td>\n","      <td>1</td>\n","      <td>$100.00</td>\n","      <td>1</td>\n","      <td>218</td>\n","      <td>t</td>\n","      <td>30</td>\n","      <td>60</td>\n","      <td>90</td>\n","      <td>365</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>NaN</td>\n","      <td>10.0</td>\n","      <td>8.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>strict_14_with_grace_period</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>1074</th>\n","      <td>505231</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>['email', 'phone', 'reviews']</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>Manhattan</td>\n","      <td>40.77799</td>\n","      <td>-73.95223</td>\n","      <td>t</td>\n","      <td>Apartment</td>\n","      <td>Private room</td>\n","      <td>1</td>\n","      <td>NaN</td>\n","      <td>1.0</td>\n","      <td>NaN</td>\n","      <td>Real Bed</td>\n","      <td>{}</td>\n","      <td>NaN</td>\n","      <td>$80.00</td>\n","      <td>$700.00</td>\n","      <td>$3,000.00</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>$0.00</td>\n","      <td>1</td>\n","      <td>60</td>\n","      <td>t</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>100.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>moderate</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>0.01</td>\n","    </tr>\n","    <tr>\n","      <th>1208</th>\n","      <td>587519</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>0%</td>\n","      <td>f</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>['email', 'phone', 'facebook', 'reviews']</td>\n","      <td>t</td>\n","      <td>f</td>\n","      <td>Brooklyn</td>\n","      <td>40.71099</td>\n","      <td>-73.95217</td>\n","      <td>t</td>\n","      <td>Apartment</td>\n","      <td>Private room</td>\n","      <td>1</td>\n","      <td>1.0</td>\n","      <td>1.0</td>\n","      <td>NaN</td>\n","      <td>Real Bed</td>\n","      <td>{}</td>\n","      <td>NaN</td>\n","      <td>$48.00</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>1</td>\n","      <td>$0.00</td>\n","      <td>5</td>\n","      <td>30</td>\n","      <td>t</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>80.0</td>\n","      <td>6.0</td>\n","      <td>6.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>10.0</td>\n","      <td>6.0</td>\n","      <td>f</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>flexible</td>\n","      <td>f</td>\n","      <td>f</td>\n","      <td>0.02</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["          id host_response_time host_response_rate host_acceptance_rate  \\\n","808   321845                NaN                NaN                  NaN   \n","1002  468613                NaN                NaN                  NaN   \n","1058  499249                NaN                NaN                   0%   \n","1074  505231                NaN                NaN                  NaN   \n","1208  587519                NaN                NaN                   0%   \n","\n","     host_is_superhost  host_listings_count  host_total_listings_count  \\\n","808                  f                  0.0                        0.0   \n","1002                 f                  1.0                        1.0   \n","1058                 f                  1.0                        1.0   \n","1074                 f                  1.0                        1.0   \n","1208                 f                  1.0                        1.0   \n","\n","                                     host_verifications host_has_profile_pic  \\\n","808                                           ['email']                    t   \n","1002   ['email', 'phone', 'facebook', 'reviews', 'kba']                    t   \n","1058  ['email', 'phone', 'reviews', 'offline_governm...                    t   \n","1074                      ['email', 'phone', 'reviews']                    t   \n","1208          ['email', 'phone', 'facebook', 'reviews']                    t   \n","\n","     host_identity_verified neighborhood  latitude  longitude  \\\n","808                       f    Manhattan  40.70850  -74.01795   \n","1002                      t    Manhattan  40.72152  -73.99279   \n","1058                      f     Brooklyn  40.70528  -73.95756   \n","1074                      f    Manhattan  40.77799  -73.95223   \n","1208                      f     Brooklyn  40.71099  -73.95217   \n","\n","     is_location_exact property_type     room_type  accommodates  bathrooms  \\\n","808                  t     Apartment  Private room             2        NaN   \n","1002                 t     Apartment  Private room             1        NaN   \n","1058                 t     Apartment  Private room             1        NaN   \n","1074                 t     Apartment  Private room             1        NaN   \n","1208                 t     Apartment  Private room             1        1.0   \n","\n","      bedrooms  beds  bed_type amenities  square_feet      price weekly_price  \\\n","808        1.0   NaN  Real Bed        {}          NaN    $150.00      $500.00   \n","1002       1.0   NaN  Real Bed        {}          NaN  $1,300.00          NaN   \n","1058       1.0   NaN  Real Bed        {}          NaN    $190.00          NaN   \n","1074       1.0   NaN  Real Bed        {}          NaN     $80.00      $700.00   \n","1208       1.0   NaN  Real Bed        {}          NaN     $48.00          NaN   \n","\n","     monthly_price security_deposit  guests_included extra_people  \\\n","808      $1,600.00              NaN                1        $0.00   \n","1002           NaN              NaN                1        $0.00   \n","1058           NaN            $0.00                1      $100.00   \n","1074     $3,000.00              NaN                1        $0.00   \n","1208           NaN              NaN                1        $0.00   \n","\n","      minimum_nights  maximum_nights has_availability  availability_30  \\\n","808                1            1125                t               30   \n","1002               1            1125                t                0   \n","1058               1             218                t               30   \n","1074               1              60                t                0   \n","1208               5              30                t                0   \n","\n","      availability_60  availability_90  availability_365  number_of_reviews  \\\n","808                60               90               365                  0   \n","1002                0                0                 0                  0   \n","1058               60               90               365                  1   \n","1074                0                0                 0                  1   \n","1208                0                0                 0                  1   \n","\n","      number_of_reviews_ltm  review_scores_rating  review_scores_accuracy  \\\n","808                       0                   NaN                     NaN   \n","1002                      0                   NaN                     NaN   \n","1058                      0                   NaN                    10.0   \n","1074                      0                 100.0                    10.0   \n","1208                      0                  80.0                     6.0   \n","\n","      review_scores_cleanliness  review_scores_checkin  \\\n","808                         NaN                    NaN   \n","1002                        NaN                    NaN   \n","1058                        8.0                   10.0   \n","1074                       10.0                   10.0   \n","1208                        6.0                   10.0   \n","\n","      review_scores_communication  review_scores_location  \\\n","808                           NaN                     NaN   \n","1002                          NaN                     NaN   \n","1058                         10.0                    10.0   \n","1074                         10.0                    10.0   \n","1208                         10.0                    10.0   \n","\n","      review_scores_value requires_license license jurisdiction_names  \\\n","808                   NaN                f     NaN                NaN   \n","1002                  NaN                f     NaN                NaN   \n","1058                 10.0                f     NaN                NaN   \n","1074                 10.0                f     NaN                NaN   \n","1208                  6.0                f     NaN                NaN   \n","\n","     instant_bookable is_business_travel_ready          cancellation_policy  \\\n","808                 f                        f  strict_14_with_grace_period   \n","1002                f                        f                     flexible   \n","1058                t                        f  strict_14_with_grace_period   \n","1074                f                        f                     moderate   \n","1208                f                        f                     flexible   \n","\n","     require_guest_profile_picture require_guest_phone_verification  \\\n","808                              f                                f   \n","1002                             f                                f   \n","1058                             f                                f   \n","1074                             f                                f   \n","1208                             f                                f   \n","\n","      reviews_per_month  \n","808                 NaN  \n","1002                NaN  \n","1058               0.01  \n","1074               0.01  \n","1208               0.02  "]},"metadata":{"tags":[]},"execution_count":81}]},{"cell_type":"markdown","metadata":{"id":"aG4VKbWVfcpM"},"source":["---\n","### 3) 범주형 변수 확인\n","<font color='gray'> - 편의를 위해 결측치가 있는 컬럼을 모두 제거하고 진행하겠습니다."]},{"cell_type":"code","metadata":{"id":"82BUbKO1fcpM","executionInfo":{"status":"ok","timestamp":1611131192005,"user_tz":-540,"elapsed":811,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}}},"source":["drop_col = ['jurisdiction_names', 'license', 'square_feet', 'monthly_price',\n","       'weekly_price', 'host_response_rate', 'host_response_time',\n","       'security_deposit', 'host_acceptance_rate', 'review_scores_location',\n","       'review_scores_value', 'review_scores_checkin',\n","       'review_scores_accuracy', 'review_scores_communication',\n","       'review_scores_cleanliness', 'review_scores_rating',\n","       'reviews_per_month', 'beds']"],"execution_count":8,"outputs":[]},{"cell_type":"code","metadata":{"id":"pgWTlyZ0fcpO","executionInfo":{"status":"ok","timestamp":1611131195616,"user_tz":-540,"elapsed":812,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}}},"source":["df = df.drop(columns=drop_col)"],"execution_count":9,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"9uEFs_yxfcpR"},"source":["- #### 각 컬럼별 변수 타입 확인"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"TMX4XCqf0cgw","executionInfo":{"status":"ok","timestamp":1611131198136,"user_tz":-540,"elapsed":767,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"a0524fa6-ac36-495c-969a-376b7f6f4047"},"source":["df.info()"],"execution_count":10,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","Int64Index: 50796 entries, 0 to 50795\n","Data columns (total 36 columns):\n"," #   Column                            Non-Null Count  Dtype  \n","---  ------                            --------------  -----  \n"," 0   id                                50796 non-null  int64  \n"," 1   host_is_superhost                 50791 non-null  object \n"," 2   host_listings_count               50791 non-null  float64\n"," 3   host_total_listings_count         50791 non-null  float64\n"," 4   host_verifications                50796 non-null  object \n"," 5   host_has_profile_pic              50791 non-null  object \n"," 6   host_identity_verified            50791 non-null  object \n"," 7   neighborhood                      50796 non-null  object \n"," 8   latitude                          50796 non-null  float64\n"," 9   longitude                         50796 non-null  float64\n"," 10  is_location_exact                 50796 non-null  object \n"," 11  property_type                     50796 non-null  object \n"," 12  room_type                         50796 non-null  object \n"," 13  accommodates                      50796 non-null  int64  \n"," 14  bathrooms                         50742 non-null  float64\n"," 15  bedrooms                          50719 non-null  float64\n"," 16  bed_type                          50796 non-null  object \n"," 17  amenities                         50796 non-null  object \n"," 18  price                             50796 non-null  int64  \n"," 19  guests_included                   50796 non-null  int64  \n"," 20  extra_people                      50796 non-null  object \n"," 21  minimum_nights                    50796 non-null  int64  \n"," 22  maximum_nights                    50796 non-null  int64  \n"," 23  has_availability                  50796 non-null  object \n"," 24  availability_30                   50796 non-null  int64  \n"," 25  availability_60                   50796 non-null  int64  \n"," 26  availability_90                   50796 non-null  int64  \n"," 27  availability_365                  50796 non-null  int64  \n"," 28  number_of_reviews                 50796 non-null  int64  \n"," 29  number_of_reviews_ltm             50796 non-null  int64  \n"," 30  requires_license                  50796 non-null  object \n"," 31  instant_bookable                  50796 non-null  object \n"," 32  is_business_travel_ready          50796 non-null  object \n"," 33  cancellation_policy               50796 non-null  object \n"," 34  require_guest_profile_picture     50796 non-null  object \n"," 35  require_guest_phone_verification  50796 non-null  object \n","dtypes: float64(6), int64(12), object(18)\n","memory usage: 14.3+ MB\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"C52vx5OEfcpR","outputId":"c066d361-312e-4c28-d1d2-f87e244fc111"},"source":["df.info()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","Int64Index: 50796 entries, 0 to 50795\n","Data columns (total 54 columns):\n"," #   Column                            Non-Null Count  Dtype  \n","---  ------                            --------------  -----  \n"," 0   id                                50796 non-null  int64  \n"," 1   host_response_time                31790 non-null  object \n"," 2   host_response_rate                31790 non-null  object \n"," 3   host_acceptance_rate              36781 non-null  object \n"," 4   host_is_superhost                 50791 non-null  object \n"," 5   host_listings_count               50791 non-null  float64\n"," 6   host_total_listings_count         50791 non-null  float64\n"," 7   host_verifications                50796 non-null  object \n"," 8   host_has_profile_pic              50791 non-null  object \n"," 9   host_identity_verified            50791 non-null  object \n"," 10  neighborhood                      50796 non-null  object \n"," 11  latitude                          50796 non-null  float64\n"," 12  longitude                         50796 non-null  float64\n"," 13  is_location_exact                 50796 non-null  object \n"," 14  property_type                     50796 non-null  object \n"," 15  room_type                         50796 non-null  object \n"," 16  accommodates                      50796 non-null  int64  \n"," 17  bathrooms                         50742 non-null  float64\n"," 18  bedrooms                          50719 non-null  float64\n"," 19  beds                              50314 non-null  float64\n"," 20  bed_type                          50796 non-null  object \n"," 21  amenities                         50796 non-null  object \n"," 22  square_feet                       389 non-null    float64\n"," 23  price                             50796 non-null  int64  \n"," 24  weekly_price                      5385 non-null   object \n"," 25  monthly_price                     4677 non-null   object \n"," 26  security_deposit                  33471 non-null  object \n"," 27  guests_included                   50796 non-null  int64  \n"," 28  extra_people                      50796 non-null  object \n"," 29  minimum_nights                    50796 non-null  int64  \n"," 30  maximum_nights                    50796 non-null  int64  \n"," 31  has_availability                  50796 non-null  object \n"," 32  availability_30                   50796 non-null  int64  \n"," 33  availability_60                   50796 non-null  int64  \n"," 34  availability_90                   50796 non-null  int64  \n"," 35  availability_365                  50796 non-null  int64  \n"," 36  number_of_reviews                 50796 non-null  int64  \n"," 37  number_of_reviews_ltm             50796 non-null  int64  \n"," 38  review_scores_rating              39365 non-null  float64\n"," 39  review_scores_accuracy            39330 non-null  float64\n"," 40  review_scores_cleanliness         39344 non-null  float64\n"," 41  review_scores_checkin             39317 non-null  float64\n"," 42  review_scores_communication       39333 non-null  float64\n"," 43  review_scores_location            39314 non-null  float64\n"," 44  review_scores_value               39314 non-null  float64\n"," 45  requires_license                  50796 non-null  object \n"," 46  license                           37 non-null     object \n"," 47  jurisdiction_names                15 non-null     object \n"," 48  instant_bookable                  50796 non-null  object \n"," 49  is_business_travel_ready          50796 non-null  object \n"," 50  cancellation_policy               50796 non-null  object \n"," 51  require_guest_profile_picture     50796 non-null  object \n"," 52  require_guest_phone_verification  50796 non-null  object \n"," 53  reviews_per_month                 40343 non-null  float64\n","dtypes: float64(16), int64(12), object(26)\n","memory usage: 21.3+ MB\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"wmmKNpDffcpT"},"source":["- #### <font color='orange'> Q5. Room Type 에는 어떤 것들이 있는지 살펴보겠습니다. \n","#### <font color='orange'> room_type의 종류별 갯수에 대한 그래프를 그려주세요."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":303},"id":"HYKBernb0mq_","executionInfo":{"status":"ok","timestamp":1611131207632,"user_tz":-540,"elapsed":836,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"5cb59846-331b-43a2-b5fd-3ca052e18162"},"source":["sns.countplot(x='room_type', data=df)"],"execution_count":11,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7fdedb2bae10>"]},"metadata":{"tags":[]},"execution_count":11},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"L5NgpaZAfcpU","outputId":"e6f75eb5-74cb-45c6-95fc-20942c14a401"},"source":["# Q5\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<AxesSubplot:xlabel='room_type', ylabel='count'>"]},"metadata":{"tags":[]},"execution_count":85},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"tDraukBJfcpW"},"source":["- #### <font color='orange'> Q6. 위 그래프의 세로축이 갯수가 아닌 비율을 나타내도록 재구성해보세요."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"vzIKu5Gk3pMi","executionInfo":{"status":"ok","timestamp":1611131417659,"user_tz":-540,"elapsed":781,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"a7c7ba13-11b0-41a7-9e4a-3131a3d02776"},"source":["df['room_type'].value_counts() / len(df)"],"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Entire home/apt    0.517245\n","Private room       0.450724\n","Shared room        0.024116\n","Hotel room         0.007914\n","Name: room_type, dtype: float64"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":365},"id":"7X8_rDCA1R7x","executionInfo":{"status":"ok","timestamp":1611132743874,"user_tz":-540,"elapsed":830,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"e6e26015-33a6-48e8-f238-ca472bb3a068"},"source":["cnt = df['room_type'].value_counts() / df['room_type'].shape\r\n","\r\n","cnt.plot.bar()\r\n","# sns.barplot(x='room_type', y=cnt[df['room_type']], data=df)"],"execution_count":29,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7fded16e7f60>"]},"metadata":{"tags":[]},"execution_count":29},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"0Sw6cCs0fcpW","outputId":"89c9d5d7-c37e-49ff-a859-843816209bf3"},"source":["# Q6\n"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<AxesSubplot:ylabel='room_type'>"]},"metadata":{"tags":[]},"execution_count":86},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"iN06xvJufcpZ"},"source":["- #### <font color='orange'> Q7. 각 지역별로 room_type의 비율이 어땠는 지 알고 싶습니다.\n","#### <font color='orange'> 아래 그래프와 같이 각 지역별로 room_type의 갯수가 어땠는지 보여주세요.    "]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":412},"id":"g52d4xUb_4aO","executionInfo":{"status":"ok","timestamp":1611132867009,"user_tz":-540,"elapsed":1184,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"022e7993-6f97-4e20-92c8-1ef61d63121b"},"source":["plt.figure(figsize=(15,6))\r\n","sns.countplot(x='neighborhood', hue='room_type', data=df)"],"execution_count":31,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 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\n","text/plain":["<Figure size 1080x432 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"wAXnxXDVfcpa","outputId":"3f3af483-07a8-4a6d-920a-08fe3be1e1a8"},"source":["# Q7\n","plt.figure(figsize=(15,6))"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<AxesSubplot:xlabel='neighborhood', ylabel='count'>"]},"metadata":{"tags":[]},"execution_count":97},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"UA5MIpa0fcpg"},"source":["- #### <font color='orange'> Q8. 각 지역별로 가격의 분포가 어떤지 알고 싶습니다.\n","#### <font color='orange'> 아래 그래프와 같이 각 지역별로 가격의 분포를 보여주세요."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":412},"id":"ctFVTFRzAGTx","executionInfo":{"status":"ok","timestamp":1611133390654,"user_tz":-540,"elapsed":1672,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"a8115330-cdce-41d3-d944-1c5df8ffa08d"},"source":["plt.figure(figsize=(15,6))\r\n","sns.stripplot(x='neighborhood', y='price', data=df)"],"execution_count":33,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 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\n","text/plain":["<Figure size 1080x432 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"7tcvOOZmfcpg","outputId":"a3f6f467-c4cb-4949-9ddb-80d1b7d44e4b"},"source":["# Q8\n","# plt.figure() 여기부턴 직접 사이즈 조절해보세요"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<AxesSubplot:xlabel='neighborhood', ylabel='price'>"]},"metadata":{"tags":[]},"execution_count":196},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"xVaZ98NWfcpj"},"source":["- #### <font color='orange'> Q9. 위 그래프들로부터 알 수 있는 사실은 무엇인가요? 그 이유는 무엇이라고 생각하시나요?"]},{"cell_type":"markdown","metadata":{"id":"CjWumnVOfcpj"},"source":["# Q9\n","Q5: 대부분 private room 또는 entire home/apt  \n","Q6~8: Bronx에서 Manhattan으로 갈수록 방의 개수도 많고 가격도 전체적으로 높아짐. 특히나 Manhattan에선 매우 높은 가격의 방도 있음 -> Bronx에서 Manhattan으로 갈수록 인구수 등도 많아지고 평균 소득 등도 높아질 것이다\n"]},{"cell_type":"markdown","metadata":{"id":"orxw6U8C2eK5"},"source":["---\n","### 4) 연속형 변수 확인"]},{"cell_type":"markdown","metadata":{"id":"fnmWOYOnfcpn"},"source":["- #### <font color='orange'> Q10. 각 방의 수용가능인원의 분포를 알고싶습니다.\n","#### <font color='orange'> 'accommodates' 칼럼에 대한 히스토그램을 그려주세요."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":395},"id":"5lGRzU6fCmhh","executionInfo":{"status":"ok","timestamp":1611133635497,"user_tz":-540,"elapsed":1480,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"715445a2-b07e-4096-aa36-e714e696cc46"},"source":["df['accommodates'].plot(kind='hist', bins=20, figsize=(15,6))"],"execution_count":39,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7fded10cbe10>"]},"metadata":{"tags":[]},"execution_count":39},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x432 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"P4Ttc5iGfcpo","outputId":"797bee99-86e1-4edf-f6c1-41f8f34cb0e5"},"source":["# Q10\n"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"Likx5P43fcpr"},"source":["- #### <font color='orange'> Q11. 각 방의 가격의 분포를 알고 싶습니다.\n","#### <font color='orange'> 'price' 칼럼에 대한 히스토그램을 그려주세요. 범위는 0~1000까지만 보여주세요."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":395},"id":"pE9YRzd3DHUc","executionInfo":{"status":"ok","timestamp":1611134056233,"user_tz":-540,"elapsed":2804,"user":{"displayName":"주우진","photoUrl":"","userId":"18417040899282978373"}},"outputId":"d1616501-1d47-4ac7-d2cf-fb9103ad33e9"},"source":["df['price'].plot(kind='hist', xlim=(0,1000), bins=1000, figsize=(15,6))"],"execution_count":51,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7fdeb710b1d0>"]},"metadata":{"tags":[]},"execution_count":51},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1080x432 with 1 Axes>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"PM4oic9Ffcpr","outputId":"714ab71b-ceb7-44fd-d64d-d92bfb9eccf5"},"source":["# Q11"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 864x432 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"ZXHTpb4bfcpt"},"source":["---\n","\n","EDA는 언뜻보면 불필요해 보이는 과정이지만, 실제 데이터를 다룰때 매우매우 중요한 과정입니다.\n","\n","때문에 기본적인 개념 및 시각화 방법은 숙지해 두시는 것이 좋습니다!\n","\n","시각화한 자료를 바탕으로 실제 특성들을 가공하는 방법에 대해서는 \n","\n","<font color='orange'> 다음 시간인 FE 시간에 배우게 될 예정입니다.\n","\n","다음 시간에 봐요!\n","\n","---"]},{"cell_type":"markdown","metadata":{"id":"PCG3bSBpfcpu"},"source":["  "]},{"cell_type":"markdown","metadata":{"id":"86rqFGIXfcpu"},"source":["  "]},{"cell_type":"markdown","metadata":{"id":"LnK6vNAQfcpu"},"source":["  "]},{"cell_type":"markdown","metadata":{"id":"MNkTCRuzfcpv"},"source":["      "]},{"cell_type":"markdown","metadata":{"id":"Ws-3Vawbfcpv"},"source":["\n","\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"QCliOYxPfcpw"},"source":["* Q2 hint\n","\n","<font color='white'> df의 null의 개수를 센 다음에, \".to_frame()\" 을 써보세요. </font>"]},{"cell_type":"markdown","metadata":{"id":"bhGUNQPlfcpw"},"source":["* Q3 hint\n","\n","<font color='white'> x축 라벨을 45도 기울이려면 plot.set_xticklabels()을 찾아보세요. </font>\n","\n"]},{"cell_type":"code","metadata":{"id":"Mrthg6qafcpw"},"source":[""],"execution_count":null,"outputs":[]}]}