산림체험 관심인구 정보 2,30대 필터링.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"authorship_tag":"ABX9TyN8HJAch1HLCAyekrETqmsu"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":2,"metadata":{"id":"b9Q_VcU-ynbv","executionInfo":{"status":"ok","timestamp":1710338176182,"user_tz":-540,"elapsed":6,"user":{"displayName":"김효대","userId":"14871952557497568874"}}},"outputs":[],"source":["import numpy as np\n","import pandas as pd"]},{"cell_type":"code","source":["import os\n","\n","#현재 폴더 경로; 작업 폴더 기준\n","print(os.getcwd())"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"HMvfjpFQ9_JM","executionInfo":{"status":"ok","timestamp":1710338176182,"user_tz":-540,"elapsed":5,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"00c9c5eb-24ed-4309-b792-05e6754315ee"},"execution_count":3,"outputs":[{"output_type":"stream","name":"stdout","text":["/content\n"]}]},{"cell_type":"markdown","source":["# 산림체험 관심인구 정보 EDA"],"metadata":{"id":"snuz3wLUgxrh"}},{"cell_type":"code","source":["# df2: 산림체험\n","df2 = pd.read_csv('/content/sample_data/FPL060101txt.txt', encoding ='utf-8')"],"metadata":{"id":"qpv8E7eNgxMx","executionInfo":{"status":"ok","timestamp":1710338177524,"user_tz":-540,"elapsed":2,"user":{"displayName":"김효대","userId":"14871952557497568874"}}},"execution_count":4,"outputs":[]},{"cell_type":"code","source":["df2.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":400},"id":"ncgqxoxzg7Dn","executionInfo":{"status":"ok","timestamp":1710253109800,"user_tz":-540,"elapsed":5,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"b402b9fd-7931-4514-8d28-dfac0b602912"},"execution_count":83,"outputs":[{"output_type":"execute_result","data":{"text/plain":["  auser_info_id extrc_word_nm info_obtn_dt auser_sxdst_cd  age_group_cd  \\\n","0          F***        산림복합체험     201903**              F             3   \n","1          F***           숲체험     201903**              F             4   \n","2          F***        산림복합체험     201903**              F             3   \n","3         F***0          산림체험     201903**              F             3   \n","4         F***0           숲체험     201903**              F             4   \n","\n","                 occpn_nm hshld_incm_group_nm mrrg_yn_nm chdrn_yn_nm  \\\n","0  사무직 (일반사무직, 공무원, 직업군인)           800~899만원      예          자녀 있음    \n","1                     NaN                 NaN                          \n","2  사무직 (일반사무직, 공무원, 직업군인)           900~999만원      예          자녀 있음    \n","3                     NaN                 NaN                          \n","4   주부 (전업주부, 파트타임 근무 주부)           500~599만원      예          자녀 있음    \n","\n","  rsid_fom_nm auser_ara_ctprv_nm auser_ara_gu_nm auser_ara_dong_nm  \\\n","0   아파트/ 주상복합                 서울             송파구              문정1동   \n","1         NaN                 대전             대덕구               비래동   \n","2   아파트/ 주상복합                 서울            영등포구              여의도동   \n","3         NaN                 서울             은평구               응암동   \n","4   아파트/ 주상복합                 서울             강동구               천호동   \n","\n","                car_group_nm craln_tlphn_mkr_nm craln_tlphn_sbscr_cmpn_nm  \\\n","0        대형차 (제너시스, BMW5급 등)                 애플                        KT   \n","1                        NaN                NaN                       NaN   \n","2  중형차 (쏘나타, K5, 말리부, 골프급 등)                 삼성                       SKT   \n","3                        NaN                NaN                       NaN   \n","4             경차 (모닝, 스파크 등)                 LG                        KT   \n","\n","                                info_obtn_site_url  \\\n","0  https://m.blog.naver.com/isaythati/221335128968   \n","1   https://blog.naver.com/alsdud0613/221300197180   \n","2  https://m.blog.naver.com/isaythati/221335128968   \n","3   https://m.blog.naver.com/allenhan/221379860924   \n","4    https://m.blog.naver.com/masurit/221522634527   \n","\n","             info_obtn_site_subjc_nm  \n","0                       유명산 산림복합체험센터  \n","1                    <지리산 자연휴양림> 숲체험  \n","2                       유명산 산림복합체험센터  \n","3  카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원  \n","4          봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>  "],"text/html":["\n","  <div id=\"df-218d7004-e876-4835-91d7-ad490cf5250c\" class=\"colab-df-container\">\n","    <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>auser_info_id</th>\n","      <th>extrc_word_nm</th>\n","      <th>info_obtn_dt</th>\n","      <th>auser_sxdst_cd</th>\n","      <th>age_group_cd</th>\n","      <th>occpn_nm</th>\n","      <th>hshld_incm_group_nm</th>\n","      <th>mrrg_yn_nm</th>\n","      <th>chdrn_yn_nm</th>\n","      <th>rsid_fom_nm</th>\n","      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<td>201903**</td>\n","      <td>F</td>\n","      <td>4</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td></td>\n","      <td></td>\n","      <td>NaN</td>\n","      <td>대전</td>\n","      <td>대덕구</td>\n","      <td>비래동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://blog.naver.com/alsdud0613/221300197180</td>\n","      <td>&lt;지리산 자연휴양림&gt; 숲체험</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>F***</td>\n","      <td>산림복합체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>3</td>\n","      <td>사무직 (일반사무직, 공무원, 직업군인)</td>\n","      <td>900~999만원</td>\n","      <td>예</td>\n","      <td>자녀 있음</td>\n","      <td>아파트/ 주상복합</td>\n","      <td>서울</td>\n","      <td>영등포구</td>\n","      <td>여의도동</td>\n","      <td>중형차 (쏘나타, K5, 말리부, 골프급 등)</td>\n","      <td>삼성</td>\n","      <td>SKT</td>\n","      <td>https://m.blog.naver.com/isaythati/221335128968</td>\n","      <td>유명산 산림복합체험센터</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>F***0</td>\n","      <td>산림체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>3</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td></td>\n","      <td></td>\n","      <td>NaN</td>\n","      <td>서울</td>\n","      <td>은평구</td>\n","      <td>응암동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://m.blog.naver.com/allenhan/221379860924</td>\n","      <td>카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>F***0</td>\n","      <td>숲체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>4</td>\n","      <td>주부 (전업주부, 파트타임 근무 주부)</td>\n","      <td>500~599만원</td>\n","      <td>예</td>\n","      <td>자녀 있음</td>\n","      <td>아파트/ 주상복합</td>\n","      <td>서울</td>\n","      <td>강동구</td>\n","      <td>천호동</td>\n","      <td>경차 (모닝, 스파크 등)</td>\n","      <td>LG</td>\n","      <td>KT</td>\n","      <td>https://m.blog.naver.com/masurit/221522634527</td>\n","      <td>봄날에 딱 숲체험,체험놀이&lt;숲속곰디 체험학교&gt;</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-218d7004-e876-4835-91d7-ad490cf5250c')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: 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\"column\": \"info_obtn_dt\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 9,\n        \"samples\": [\n          \"201910**\",\n          \"201904**\",\n          \"201908**\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"auser_sxdst_cd\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"M\",\n          \"F\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"age_group_cd\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 2,\n        \"max\": 5,\n        \"num_unique_values\": 4,\n        \"samples\": [\n          4,\n          5\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"occpn_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 15,\n        \"samples\": [\n          \"\\uc11c\\ube44\\uc2a4\\uc9c1 (\\uc694\\uc2dd\\uc5c5, \\uc219\\ubc15\\uc5c5, \\ubbf8\\uc6a9\\uc2e4\\uc885\\uc5c5\\uc6d0)\",\n          \"\\ud310\\ub9e4\\uc9c1 (\\uc0c1\\uc810\\uc810\\uc6d0, \\ubcf4\\ud5d8\\uc124\\uacc4\\uc0ac, \\ub178\\uc810\\uc0c1)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"hshld_incm_group_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 11,\n        \"samples\": [\n          \"200~299\\ub9cc\\uc6d0\",\n          \"800~899\\ub9cc\\uc6d0\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"mrrg_yn_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\uc608    \",\n          \"      \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"chdrn_yn_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\uc790\\ub140 \\uc788\\uc74c \",\n          \"          \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"rsid_fom_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"\\uc5f0\\ub9bd\\uc8fc\\ud0dd/ \\ub2e4\\uc138\\ub300/ \\ube4c\\ub77c\",\n          \"\\ub2e8\\ub3c5\\uc8fc\\ud0dd\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"auser_ara_ctprv_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 16,\n        \"samples\": [\n          \"\\uc11c\\uc6b8\",\n          \"\\ub300\\uc804\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"auser_ara_gu_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 206,\n        \"samples\": [\n          \"\\uc6a9\\uc778\\uc2dc \\uae30\\ud765\\uad6c\",\n          \"\\uad00\\uc545\\uad6c\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"auser_ara_dong_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2074,\n        \"samples\": [\n          \"\\uace0\\uac151\\ub3d9\",\n          \"\\uac08\\uc0b02\\ub3d9\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"car_group_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 16,\n        \"samples\": [\n          \"\\ub300\\ud615\\ucc28 (\\uc81c\\ub108\\uc2dc\\uc2a4, BMW5\\uae09 \\ub4f1)\",\n          \"\\uc911\\ud615\\ucc28 (\\uc3d8\\ub098\\ud0c0, K5, \\ub9d0\\ub9ac\\ubd80, \\uace8\\ud504\\uae09 \\ub4f1)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"craln_tlphn_mkr_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"\\uc0bc\\uc131\",\n          \"\\uae30\\ud0c0\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"craln_tlphn_sbscr_cmpn_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"SKT\",\n          \"\\ud734\\ub300\\uc804\\ud654 \\uc0ac\\uc6a9\\uc548\\ud568\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 203,\n        \"samples\": [\n          \"https://m.blog.naver.com/anna0510/221706521640\",\n          \"https://m.blog.naver.com/kong0295/221359304387\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 197,\n        \"samples\": [\n          \"\\uc11c\\uc6b8 \\uc544\\uc774\\ub791 \\uac00\\ubcfc\\ub9cc\\ud55c\\uacf3 \\ub458\\ub9ac\\ubba4\\uc9c0\\uc5c4\\uacfc \\uc720\\uc544\\uc232\\uccb4\\ud5d8\\uc7a5 : \\ub124\\uc774\\ubc84 \\ube14\\ub85c\\uadf8\",\n          \"\\uc2dc\\ud765\\uc2dc \\uc232\\uccb4\\ud5d8 : \\ub124\\uc774\\ubc84 \\ud1b5\\ud569\\uac80\\uc0c9\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":83}]},{"cell_type":"markdown","source":["# 민석이가 한거 EDA 따라하기"],"metadata":{"id":"y3ZHK1OvGJCr"}},{"cell_type":"markdown","source":["# 전체 대상"],"metadata":{"id":"Jsu44YgeGaYZ"}},{"cell_type":"code","source":["grouped_df = df2.groupby('extrc_word_nm').size().reset_index(name='count')\n","\n","sorted_df = grouped_df.sort_values(by='count', ascending=False)\n","print(sorted_df)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bVpjPWQLGZ7h","executionInfo":{"status":"ok","timestamp":1710338202998,"user_tz":-540,"elapsed":373,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"774e8210-82aa-41dc-93ab-fdbf177d3622"},"execution_count":6,"outputs":[{"output_type":"stream","name":"stdout","text":["  extrc_word_nm  count\n","2           숲체험   4962\n","0        산림복합체험   2518\n","1          산림체험   2486\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","# 데이터\n","program_names = ['Forest Experience', 'Forest Complex Experience', 'sanrim Experience']\n","counts = [4962, 2518, 2486]\n","\n","# 바차트 그리기\n","\n","plt.figure(figsize=(10, 6))\n","plt.bar(program_names, counts, color='skyblue')\n","plt.xlabel('program name')\n","plt.ylabel('count')\n","plt.title('program count')\n","plt.xticks(rotation=45, ha='right')\n","plt.tight_layout()\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":607},"id":"gfs8XghjHlkE","executionInfo":{"status":"ok","timestamp":1710338512976,"user_tz":-540,"elapsed":1147,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"c203b4de-c0fe-4449-af5b-9318e26a73cb"},"execution_count":15,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 20대 여성 대상"],"metadata":{"id":"TNNHca36GT4Z"}},{"cell_type":"code","source":["# 성별 : F, 나이 코드 2로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'F']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([2])]\n","\n","grouped_df = filtered_df.groupby('extrc_word_nm').size().reset_index(name='count')\n","\n","sorted_df = grouped_df.sort_values(by='count', ascending=False)\n","print(sorted_df)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0ImofWHuGMFW","executionInfo":{"status":"ok","timestamp":1710338183143,"user_tz":-540,"elapsed":345,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"1e9de2f3-6644-4d4b-d6c3-5cf87c73f42f"},"execution_count":5,"outputs":[{"output_type":"stream","name":"stdout","text":["  extrc_word_nm  count\n","2           숲체험    558\n","0        산림복합체험    278\n","1          산림체험    246\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","# 데이터\n","program_names = ['Forest Experience', 'Forest Complex Experience', 'sanrim Experience']\n","counts = [558, 278, 246]\n","\n","# 바차트 그리기\n","\n","plt.figure(figsize=(10, 6))\n","plt.bar(program_names, counts, color='skyblue')\n","plt.xlabel('program name')\n","plt.ylabel('count')\n","plt.title('program count')\n","plt.xticks(rotation=45, ha='right')\n","plt.tight_layout()\n","plt.show()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":607},"id":"cyJCZxsaHV6x","executionInfo":{"status":"ok","timestamp":1710338480067,"user_tz":-540,"elapsed":5,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"1325908a-273c-46c5-fe46-b68e783fd9e2"},"execution_count":14,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 20대 남성 대상"],"metadata":{"id":"0BV5jKGEGgNM"}},{"cell_type":"code","source":["# 성별 : M, 나이 코드 2로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'M']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([2])]\n","\n","grouped_df = filtered_df.groupby('extrc_word_nm').size().reset_index(name='count')\n","\n","sorted_df = grouped_df.sort_values(by='count', ascending=False)\n","print(sorted_df)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Iqe9Bb2lGhyB","executionInfo":{"status":"ok","timestamp":1710338231583,"user_tz":-540,"elapsed":325,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"660ac219-9051-4efc-c81f-8775c9a606d2"},"execution_count":7,"outputs":[{"output_type":"stream","name":"stdout","text":["  extrc_word_nm  count\n","2           숲체험    105\n","0        산림복합체험     48\n","1          산림체험     43\n"]}]},{"cell_type":"code","source":["import matplotlib.pyplot as plt\n","\n","# 데이터\n","program_names = ['Forest Experience', 'Forest Complex Experience', 'sanrim Experience']\n","counts = [105, 48, 43]\n","\n","# 바차트 그리기\n","\n","plt.figure(figsize=(10, 6))\n","plt.bar(program_names, counts, color='skyblue')\n","plt.xlabel('program name')\n","plt.ylabel('count')\n","plt.title('program count')\n","plt.xticks(rotation=45, ha='right')\n","plt.tight_layout()\n","plt.show()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":607},"id":"IdWEJiUvHtn3","executionInfo":{"status":"ok","timestamp":1710338542461,"user_tz":-540,"elapsed":989,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"ab1bf98a-8e06-4340-9916-76dfcd98e901"},"execution_count":16,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1000x600 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["# 여기서부턴 내가한거(~3/12)\n","\n"],"metadata":{"id":"8bDJyk0KGlw8"}},{"cell_type":"markdown","source":["# 20대 여성\n","> 자녀 유무는 구분 안한거\n","\n","> 1082명으로 필터링됨\n","\n","> 관심있는 곳은 81곳(관심있는 곳 중복 제거)"],"metadata":{"id":"ALqjW--xpkaI"}},{"cell_type":"code","source":["# 성별 : F, 나이 코드 2로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'F']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([2])]"],"metadata":{"id":"ICAojc8JhAe0","executionInfo":{"status":"ok","timestamp":1710253114314,"user_tz":-540,"elapsed":372,"user":{"displayName":"김효대","userId":"14871952557497568874"}}},"execution_count":84,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"n90UgiYHhuZ3","executionInfo":{"status":"ok","timestamp":1710253115416,"user_tz":-540,"elapsed":2,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"2a15369c-5b15-4284-94b6-608c346b7d90"},"execution_count":85,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                1082\n","extrc_word_nm                1082\n","info_obtn_dt                 1082\n","auser_sxdst_cd               1082\n","age_group_cd                 1082\n","occpn_nm                      589\n","hshld_incm_group_nm           589\n","mrrg_yn_nm                   1082\n","chdrn_yn_nm                  1082\n","rsid_fom_nm                   589\n","auser_ara_ctprv_nm           1062\n","auser_ara_gu_nm              1062\n","auser_ara_dong_nm            1062\n","car_group_nm                  109\n","craln_tlphn_mkr_nm            584\n","craln_tlphn_sbscr_cmpn_nm     587\n","info_obtn_site_url           1082\n","info_obtn_site_subjc_nm      1082\n","dtype: int64"]},"metadata":{},"execution_count":85}]},{"cell_type":"code","source":["filtered_df.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":400},"id":"czQ1I11Fifsb","executionInfo":{"status":"ok","timestamp":1710253117699,"user_tz":-540,"elapsed":378,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"ed2d2677-94b6-4334-eca0-64c20a5d1bf8"},"execution_count":86,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   auser_info_id extrc_word_nm info_obtn_dt auser_sxdst_cd  age_group_cd  \\\n","5          F***4           숲체험     201903**              F             2   \n","18         F***6        산림복합체험     201903**              F             2   \n","41         F***8        산림복합체험     201903**              F             2   \n","46         F***1           숲체험     201903**              F             2   \n","55          F***          산림체험     201903**              F             2   \n","\n","                   occpn_nm hshld_incm_group_nm mrrg_yn_nm chdrn_yn_nm  \\\n","5                       NaN                 NaN                          \n","18                      NaN                 NaN                          \n","41  전문직 (의사, 판검사, 예술가, 종교인)           500~599만원        아니오               \n","46  서비스직 (요식업, 숙박업, 미용실종업원)           300~399만원      예          자녀 있음    \n","55                      NaN                 NaN                          \n","\n","      rsid_fom_nm auser_ara_ctprv_nm auser_ara_gu_nm auser_ara_dong_nm  \\\n","5             NaN                 경기         부천시 원미구                상동   \n","18            NaN                 대구             수성구              만촌1동   \n","41  연립주택/ 다세대/ 빌라                 서울             중랑구              면목5동   \n","46  연립주택/ 다세대/ 빌라                 인천             부평구              십정2동   \n","55            NaN                 경기         안산시 단원구               신길동   \n","\n","                  car_group_nm craln_tlphn_mkr_nm craln_tlphn_sbscr_cmpn_nm  \\\n","5                          NaN                NaN                       NaN   \n","18                         NaN                NaN                       NaN   \n","41                         NaN                 삼성                        KT   \n","46  준중형차 (아반떼, K3, 크루즈, 제타급 등)                 삼성                     LG U+   \n","55                         NaN                NaN                       NaN   \n","\n","                               info_obtn_site_url  \\\n","5      https://m.cafe.naver.com/songpamom/1714677   \n","18   https://blog.naver.com/pkapiace/221281344781   \n","41   https://blog.naver.com/pkapiace/221281344781   \n","46  https://blog.naver.com/janiskiki/221306370124   \n","55   https://m.blog.naver.com/smsmb1/221733368554   \n","\n","               info_obtn_site_subjc_nm  \n","5                            서울대공원 숲체험  \n","18  가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯  \n","41  가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯  \n","46              [인천대공원]산림치유센터_가족 숲체험!   \n","55   강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹  "],"text/html":["\n","  <div id=\"df-4c5e34da-c073-4761-a73c-340b95e56e41\" class=\"colab-df-container\">\n","    <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>auser_info_id</th>\n","      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<td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://m.cafe.naver.com/songpamom/1714677</td>\n","      <td>서울대공원 숲체험</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>F***6</td>\n","      <td>산림복합체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td></td>\n","      <td></td>\n","      <td>NaN</td>\n","      <td>대구</td>\n","      <td>수성구</td>\n","      <td>만촌1동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://blog.naver.com/pkapiace/221281344781</td>\n","      <td>가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯</td>\n","    </tr>\n","    <tr>\n","      <th>41</th>\n","      <td>F***8</td>\n","      <td>산림복합체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>전문직 (의사, 판검사, 예술가, 종교인)</td>\n","      <td>500~599만원</td>\n","      <td>아니오</td>\n","      <td></td>\n","      <td>연립주택/ 다세대/ 빌라</td>\n","      <td>서울</td>\n","      <td>중랑구</td>\n","      <td>면목5동</td>\n","      <td>NaN</td>\n","      <td>삼성</td>\n","      <td>KT</td>\n","      <td>https://blog.naver.com/pkapiace/221281344781</td>\n","      <td>가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯</td>\n","    </tr>\n","    <tr>\n","      <th>46</th>\n","      <td>F***1</td>\n","      <td>숲체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>서비스직 (요식업, 숙박업, 미용실종업원)</td>\n","      <td>300~399만원</td>\n","      <td>예</td>\n","      <td>자녀 있음</td>\n","      <td>연립주택/ 다세대/ 빌라</td>\n","      <td>인천</td>\n","      <td>부평구</td>\n","      <td>십정2동</td>\n","      <td>준중형차 (아반떼, K3, 크루즈, 제타급 등)</td>\n","      <td>삼성</td>\n","      <td>LG U+</td>\n","      <td>https://blog.naver.com/janiskiki/221306370124</td>\n","      <td>[인천대공원]산림치유센터_가족 숲체험!</td>\n","    </tr>\n","    <tr>\n","      <th>55</th>\n","      <td>F***</td>\n","      <td>산림체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td></td>\n","      <td></td>\n","      <td>NaN</td>\n","      <td>경기</td>\n","      <td>안산시 단원구</td>\n","      <td>신길동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://m.blog.naver.com/smsmb1/221733368554</td>\n","      <td>강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4c5e34da-c073-4761-a73c-340b95e56e41')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 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\\uc0b0\\ub9bc\\ubcf5\\ud569\\uccb4\\ud5d8\\uc13c\\ud130\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":86}]},{"cell_type":"code","source":["# 추출 단어명 종류\n","\n","unique_extrc_word_nm = df2['extrc_word_nm'].unique()\n","print(unique_extrc_word_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"NAIfwjfHiOx3","executionInfo":{"status":"ok","timestamp":1710253120168,"user_tz":-540,"elapsed":378,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"def0d54b-88b8-44ac-d07a-0a834e6d6fb1"},"execution_count":87,"outputs":[{"output_type":"stream","name":"stdout","text":["['산림복합체험' '숲체험' '산림체험']\n"]}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"B3_tjl5hiPXj","executionInfo":{"status":"ok","timestamp":1710253122124,"user_tz":-540,"elapsed":423,"user":{"displayName":"김효대","userId":"14871952557497568874"}}},"execution_count":88,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0MHpRS2vi6Db","executionInfo":{"status":"ok","timestamp":1710253123410,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"d5647e09-5d57-4333-9a9a-3b3decbe0fba"},"execution_count":89,"outputs":[{"output_type":"execute_result","data":{"text/plain":["5                              서울대공원 숲체험\n","18    가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯\n","41    가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯\n","46                [인천대공원]산림치유센터_가족 숲체험! \n","55     강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":89}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"YH8sbBFBoVtO"}},{"cell_type":"code","source":["url_and_info = filtered_df[['extrc_word_nm','info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710253134089,"user_tz":-540,"elapsed":339,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"ff0e2bc3-4c98-4b74-f124-63410524cba6","id":"MTUdQKHRoVtV"},"execution_count":91,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   extrc_word_nm             info_obtn_site_subjc_nm  \\\n","5            숲체험                           서울대공원 숲체험   \n","18        산림복합체험  가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯   \n","46           숲체험              [인천대공원]산림치유센터_가족 숲체험!    \n","55          산림체험   강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹   \n","64          산림체험   영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지   \n","\n","                                info_obtn_site_url  \n","5       https://m.cafe.naver.com/songpamom/1714677  \n","18    https://blog.naver.com/pkapiace/221281344781  \n","46   https://blog.naver.com/janiskiki/221306370124  \n","55    https://m.blog.naver.com/smsmb1/221733368554  \n","64  https://m.blog.naver.com/inha9945/221693494420  "],"text/html":["\n","  <div id=\"df-5a284eb1-2306-4bfb-9560-70f276f85b6c\" class=\"colab-df-container\">\n","    <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>extrc_word_nm</th>\n","      <th>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>5</th>\n","      <td>숲체험</td>\n","      <td>서울대공원 숲체험</td>\n","      <td>https://m.cafe.naver.com/songpamom/1714677</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>산림복합체험</td>\n","      <td>가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯</td>\n","      <td>https://blog.naver.com/pkapiace/221281344781</td>\n","    </tr>\n","    <tr>\n","      <th>46</th>\n","      <td>숲체험</td>\n","      <td>[인천대공원]산림치유센터_가족 숲체험!</td>\n","      <td>https://blog.naver.com/janiskiki/221306370124</td>\n","    </tr>\n","    <tr>\n","      <th>55</th>\n","      <td>산림체험</td>\n","      <td>강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹</td>\n","      <td>https://m.blog.naver.com/smsmb1/221733368554</td>\n","    </tr>\n","    <tr>\n","      <th>64</th>\n","      <td>산림체험</td>\n","      <td>영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지</td>\n","      <td>https://m.blog.naver.com/inha9945/221693494420</td>\n","    </tr>\n","  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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","<div id=\"df-fd569e41-2cda-4e5d-ad0f-37ba887e986d\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-fd569e41-2cda-4e5d-ad0f-37ba887e986d')\"\n","            title=\"Suggest charts\"\n","            style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","     width=\"24px\">\n","    <g>\n","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </g>\n","</svg>\n","  </button>\n","\n","<style>\n","  .colab-df-quickchart {\n","      --bg-color: #E8F0FE;\n","      --fill-color: #1967D2;\n","      --hover-bg-color: #E2EBFA;\n","      --hover-fill-color: #174EA6;\n","      --disabled-fill-color: #AAA;\n","      --disabled-bg-color: #DDD;\n","  }\n","\n","  [theme=dark] .colab-df-quickchart {\n","      --bg-color: #3B4455;\n","      --fill-color: #D2E3FC;\n","      --hover-bg-color: #434B5C;\n","      --hover-fill-color: #FFFFFF;\n","      --disabled-bg-color: #3B4455;\n","      --disabled-fill-color: #666;\n","  }\n","\n","  .colab-df-quickchart {\n","    background-color: var(--bg-color);\n","    border: none;\n","    border-radius: 50%;\n","    cursor: pointer;\n","    display: none;\n","    fill: var(--fill-color);\n","    height: 32px;\n","    padding: 0;\n","    width: 32px;\n","  }\n","\n","  .colab-df-quickchart:hover {\n","    background-color: var(--hover-bg-color);\n","    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n","    fill: var(--button-hover-fill-color);\n","  }\n","\n","  .colab-df-quickchart-complete:disabled,\n","  .colab-df-quickchart-complete:disabled:hover {\n","    background-color: var(--disabled-bg-color);\n","    fill: var(--disabled-fill-color);\n","    box-shadow: none;\n","  }\n","\n","  .colab-df-spinner {\n","    border: 2px solid var(--fill-color);\n","    border-color: transparent;\n","    border-bottom-color: var(--fill-color);\n","    animation:\n","      spin 1s steps(1) infinite;\n","  }\n","\n","  @keyframes spin {\n","    0% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","      border-left-color: var(--fill-color);\n","    }\n","    20% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    30% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","      border-right-color: var(--fill-color);\n","    }\n","    40% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    60% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","    }\n","    80% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-bottom-color: var(--fill-color);\n","    }\n","    90% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","    }\n","  }\n","</style>\n","\n","  <script>\n","    async function quickchart(key) {\n","      const quickchartButtonEl =\n","        document.querySelector('#' + key + ' button');\n","      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n","      quickchartButtonEl.classList.add('colab-df-spinner');\n","      try {\n","        const charts = await google.colab.kernel.invokeFunction(\n","            'suggestCharts', [key], {});\n","      } catch (error) {\n","        console.error('Error during call to suggestCharts:', error);\n","      }\n","      quickchartButtonEl.classList.remove('colab-df-spinner');\n","      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n","    }\n","    (() => {\n","      let quickchartButtonEl =\n","        document.querySelector('#df-fd569e41-2cda-4e5d-ad0f-37ba887e986d button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"url_and_info","summary":"{\n  \"name\": \"url_and_info\",\n  \"rows\": 82,\n  \"fields\": [\n    {\n      \"column\": \"extrc_word_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\uc232\\uccb4\\ud5d8\",\n          \"\\uc0b0\\ub9bc\\ubcf5\\ud569\\uccb4\\ud5d8\",\n          \"\\uc0b0\\ub9bc\\uccb4\\ud5d8\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 81,\n        \"samples\": [\n          \"\\uc720\\uba85\\uc0b0 \\uc790\\uc5f0\\ud734\\uc591\\ub9bc \\ub370\\ud06c + \\uc0b0\\ub9bc\\ubcf5\\ud569\\uccb4\\ud5d8\\uc13c\\ud130\",\n          \"\\uc11c\\uc6b8\\ub300\\uacf5\\uc6d0 \\uc232\\uccb4\\ud5d8\",\n          \"[\\uc11c\\uc6b8 \\uc1a1\\ud30c]\\uc624\\uae08\\uacf5\\uc6d0(\\ubb34\\ub8cc)\\uc232\\uccb4\\ud5d8 \\ud558\\uace0 \\uc654\\uc5b4\\uc694.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 81,\n        \"samples\": [\n          \"https://m.blog.naver.com/syj091013/221671621474\",\n          \"https://m.cafe.naver.com/songpamom/1714677\",\n          \"https://m.blog.naver.com/bid33/221664478810\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":91}]},{"cell_type":"code","source":["len(url_and_info[url_and_info['extrc_word_nm']=='숲체험'])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"3EhTLdMpCDY3","executionInfo":{"status":"ok","timestamp":1710253277783,"user_tz":-540,"elapsed":524,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"791aa616-2f37-4ece-d2a3-bed7d672df0b"},"execution_count":96,"outputs":[{"output_type":"execute_result","data":{"text/plain":["42"]},"metadata":{},"execution_count":96}]},{"cell_type":"code","source":["len(url_and_info[url_and_info['extrc_word_nm']=='산림복합체험'])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"uRB3hpThCXxm","executionInfo":{"status":"ok","timestamp":1710253277783,"user_tz":-540,"elapsed":5,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"a4f30fa3-fe26-4713-e092-20bfa2ce35c1"},"execution_count":97,"outputs":[{"output_type":"execute_result","data":{"text/plain":["20"]},"metadata":{},"execution_count":97}]},{"cell_type":"code","source":["len(url_and_info[url_and_info['extrc_word_nm']=='산림체험'])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DzD1qMJXCaDs","executionInfo":{"status":"ok","timestamp":1710253278355,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"531310f5-1725-4f40-a483-0b611aa280da"},"execution_count":98,"outputs":[{"output_type":"execute_result","data":{"text/plain":["20"]},"metadata":{},"execution_count":98}]},{"cell_type":"markdown","source":["# 20대 여성이 관심 있는 산림 체험은 다음 81개로 요약 가능"],"metadata":{"id":"17wcfi68jcm1"}},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"PGJKi9yWjBD6","executionInfo":{"status":"ok","timestamp":1710245183872,"user_tz":-540,"elapsed":316,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"6f1bc176-d58d-459b-d1bb-ea7b973613e7"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['서울대공원 숲체험' '가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯' '[인천대공원]산림치유센터_가족 숲체험! '\n"," '강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹' '영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지'\n"," '관악산 숲체험 계곡만이 아니랍니다^^(6월2일) ' '안동호반 자연휴양림 새단장 산림 체험 치유 한자리에'\n"," '유명산 휴양림 산림복합체험센터' '12월 숲체험 따뜻한 햇살 아래서' '홍천여행 돌배마을에서의 숲체험'\n"," '강원숲체험장 : 자연과 바람의 조화 산림 체험!'\n"," '[유명산 자연휴양림] 아이와 올해 첫 캠핑 개시 ! 가평 유명산 국립 자연휴양림 제 2야영장 + 산림 복합 체험센터'\n"," '봉화 힐빙스테이 프로그램 춘양목 숲체험 하러오세요' '국립 산림치유원 체험' '평택시, 부락산 산림체험시설에 대해 언론브리핑'\n"," '20180921 케이군 유치원 부모참여수업, 숲체험' '유명산 자연휴양림 / 산림복합체험센터'\n"," '수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다' '2018 제주산림문화체험 사려니숲 에코힐링체험 물찻오름 오르다!'\n"," '유명산 산림복합체험센터' '부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)'\n"," 'Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹' '[서울 송파]오금공원(무료)숲체험 하고 왔어요.'\n"," '산책하기 좋은 계절, 아이들과 자연체험 숲체험하러 아산시 정매원매실농장으로' '국립자연휴양림 산림복합체험센터 제 2호 개관'\n"," '유명산자연휴양림 산림복합체험센터 오픈했어요' '[고덕수변생태공원 숲체험 일기] 버드나무'\n"," '4월 5일 식목일 맞이! 인천 숲체험 산림치유프로그램' '숲체험 해주는 체험학습 많은 파주 귀한농부학교캠핑장'\n"," '남해편백자연휴양림 유아놀이터,다양한체험이 가능한 산림복합체험센터(f.에코백만들기)' '유명산 자연휴양림 데크 + 산림복합체험센터'\n"," '유명산 산림복합체험센터를 소개합니다.'\n"," '[삼청공원 유아숲체험장] 숲속놀이터_주말에가볼만한곳 _물의숲_숲속의숲_삼청공원놀이터_유아숲_숲체험_주말나들이_아이들과가볼만한곳'\n"," '서울근교 계곡이 있는 유명산자연휴양림 캠핑장과 산림복합체험센터' '산림체험, 청소년 우울감 떨치고 자신감 길러줘'\n"," '<지리산 자연휴양림> 숲체험' '[유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳'\n"," '노원사회적경제 체험단 투어 숲체험' '천보산 유아 숲체험 하기' '숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!'\n"," '속초시, 국립산악박물관 숲체험 유아 탐험대 ' '봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>'\n"," '가을 재즈와 함께하는 국립자연 휴양림 산림문화체험' '[충북괴산]조령산휴양림 여행 후기(feat.숲체험)'\n"," '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터' '숲체험 수업 5월' '천271일숲체험'\n"," '예산 산림문화 체험 대회 안내' '가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)'\n"," '울창한 산림 체험' '장성 축령산 숲체험 다녀왔어요~' '산림체험에 특성화된 국립청소년산림센터 착공'\n"," '의왕 청계산 맑은숲길 숲체험 장소 딱인걸' '장유계곡 숲체험 아이들과 갈만한 곳'\n"," '가을나들이 숲체험 할수 있는 남양주 산들소리수목원' '중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험'\n"," '속초시, 국립산악박물관 숲체험 유아 탐험대' '카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원'\n"," '경남 남해편백자연휴양림 산림복합체험센터' '유명산 자연휴양림/ 산림복합체험센터/ 경기도 아이와 갈만한 곳'\n"," '남해최고의 힐링스팟 산림복합체험센터' '영덕 여행 가볼만한곳, 산림생태문화체험공원' '부산목재체험 산림교육센터에서 해보세요 '\n"," 'browsertitle=꾸럭 맘 가이드 숲속곰디학교 숲체험 하며 잘 놀았어요!'\n"," '대전 장태산 자연휴양림 숲체험 하기 아이와 가볼만한곳' '서대문구 안산 숲체험 가는 시간이 야속하군요ㅠ'\n"," '어린이집 가족 숲체험(피는 못속여)' '유치원 숲체험 부모님과 함께 가을숲 100배 즐기기'\n"," '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프' '부락산 산림체험장 여기 체험하기 딱 좋다 또 가야지'\n"," '인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간' '제주신라호텔에서 아기랑 숲체험'\n"," '자전거도 타고 숲체험도 할 수 있는 MTB공원'\n"," '숲에서 힐링하자! - 5개 공원에서 숲 체험 프로그램 무료 운영 : 네이버 블로그' '산림복합체험센터 목재문화체험교실 운영'\n"," '경기도 가평군 유명산 산림복합체험센터' '5.18기념공원 숲체험'\n"," '가평 아이와가볼만한곳 유명산자연휴양림 산림복합체험센터 무료입장+밧줄놀이터^^' '아빠와 함께하는 숲 체험 활동 : 네이버 블로그'\n"," '이 가을, 아이와 함께 고인돌 유아숲 체험원으로! <시민기자 배유미> : 네이버 블로그'\n"," '초막골생태공원 유아숲 체험원에서 군포의 모든 아이들이 맘껏 뛰어놀기를! : 네이버 블로그']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"1tB6kla8jEtz","executionInfo":{"status":"ok","timestamp":1710245117351,"user_tz":-540,"elapsed":302,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"4286678f-f75b-4ed3-fea4-0b83b8b86fe3"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["81"]},"metadata":{},"execution_count":30}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"eWDDHtAooTvb"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710246386413,"user_tz":-540,"elapsed":7,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"68d8cf48-4c8e-409a-b4d5-ccfae5452d6d","id":"SHsTY8jIoTvh"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                       info_obtn_site_subjc_nm  \\\n","46                      [인천대공원]산림치유센터_가족 숲체험!    \n","265                           홍천여행 돌배마을에서의 숲체험   \n","453                              천보산 유아 숲체험 하기   \n","509   Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹   \n","1059                [서울 송파]오금공원(무료)숲체험 하고 왔어요.   \n","\n","                                    info_obtn_site_url  \n","46       https://blog.naver.com/janiskiki/221306370124  \n","265      https://m.blog.naver.com/oja0612/221347196456  \n","453       https://m.blog.naver.com/skdurl/221316614380  \n","509   https://m.blog.naver.com/1983forest/221717288778  \n","1059       https://m.blog.naver.com/bid33/221664478810  "],"text/html":["\n","  <div id=\"df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>46</th>\n","      <td>[인천대공원]산림치유센터_가족 숲체험!</td>\n","      <td>https://blog.naver.com/janiskiki/221306370124</td>\n","    </tr>\n","    <tr>\n","      <th>265</th>\n","      <td>홍천여행 돌배마을에서의 숲체험</td>\n","      <td>https://m.blog.naver.com/oja0612/221347196456</td>\n","    </tr>\n","    <tr>\n","      <th>453</th>\n","      <td>천보산 유아 숲체험 하기</td>\n","      <td>https://m.blog.naver.com/skdurl/221316614380</td>\n","    </tr>\n","    <tr>\n","      <th>509</th>\n","      <td>Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹</td>\n","      <td>https://m.blog.naver.com/1983forest/221717288778</td>\n","    </tr>\n","    <tr>\n","      <th>1059</th>\n","      <td>[서울 송파]오금공원(무료)숲체험 하고 왔어요.</td>\n","      <td>https://m.blog.naver.com/bid33/221664478810</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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   \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 32,\n        \"samples\": [\n          \"https://m.blog.naver.com/pysoon36/221515318251\",\n          \"https://m.blog.naver.com/anna0510/221706521640\",\n          \"https://zaerac.blog.me/221255615558\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":59}]},{"cell_type":"markdown","source":["# 20대 여성 + 자녀 유무 모름\n","자식 유무는 모름(설문조사에 null로 기입)\n","\n","1013명으로 필터링됨\n","\n","관심있는 곳은 81곳(관심있는 곳 중복 제거)\n","\n","> 데이터 취득 년도 19,20,21 년\n","\n","> 해당년도 20대 출산율 42.8/2000, 36.8/2000, 28.5/2000\n","\n","이 비율대로 자녀 유무 나눠도 될 듯"],"metadata":{"id":"phxEsvL7p7ba"}},{"cell_type":"code","source":["filtered_df = df2[df2['auser_sxdst_cd'] == 'F']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([2])]\n","filtered_df = filtered_df[filtered_df['chdrn_yn_nm'] != \"자녀 없음 \"]\n","filtered_df = filtered_df[filtered_df['chdrn_yn_nm'] != \"자녀 있음 \"]"],"metadata":{"id":"Xx47Y5c1p-Qd"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":382},"id":"Ok2Uk_vUqjjV","executionInfo":{"status":"ok","timestamp":1710247026028,"user_tz":-540,"elapsed":355,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"0cdfb8e7-b8e7-4551-ff14-5cfa68e4bbe0"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["   auser_info_id extrc_word_nm info_obtn_dt auser_sxdst_cd  age_group_cd  \\\n","5          F***4           숲체험     201903**              F             2   \n","18         F***6        산림복합체험     201903**              F             2   \n","41         F***8        산림복합체험     201903**              F             2   \n","55          F***          산림체험     201903**              F             2   \n","61         F***5           숲체험     201903**              F             2   \n","\n","                   occpn_nm hshld_incm_group_nm mrrg_yn_nm chdrn_yn_nm  \\\n","5                       NaN                 NaN                          \n","18                      NaN                 NaN                          \n","41  전문직 (의사, 판검사, 예술가, 종교인)           500~599만원        아니오               \n","55                      NaN                 NaN                          \n","61                      NaN                 NaN                          \n","\n","      rsid_fom_nm auser_ara_ctprv_nm auser_ara_gu_nm auser_ara_dong_nm  \\\n","5             NaN                 경기         부천시 원미구                상동   \n","18            NaN                 대구             수성구              만촌1동   \n","41  연립주택/ 다세대/ 빌라                 서울             중랑구              면목5동   \n","55            NaN                 경기         안산시 단원구               신길동   \n","61            NaN                 울산              동구               방어동   \n","\n","   car_group_nm craln_tlphn_mkr_nm craln_tlphn_sbscr_cmpn_nm  \\\n","5           NaN                NaN                       NaN   \n","18          NaN                NaN                       NaN   \n","41          NaN                 삼성                        KT   \n","55          NaN                NaN                       NaN   \n","61          NaN                NaN                       NaN   \n","\n","                               info_obtn_site_url  \\\n","5      https://m.cafe.naver.com/songpamom/1714677   \n","18   https://blog.naver.com/pkapiace/221281344781   \n","41   https://blog.naver.com/pkapiace/221281344781   \n","55   https://m.blog.naver.com/smsmb1/221733368554   \n","61  https://blog.naver.com/janiskiki/221306370124   \n","\n","               info_obtn_site_subjc_nm  \n","5                            서울대공원 숲체험  \n","18  가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯  \n","41  가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯  \n","55   강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹  \n","61              [인천대공원]산림치유센터_가족 숲체험!   "],"text/html":["\n","  <div id=\"df-7dcd71e3-17aa-4212-b2b1-a0744d2e9538\" class=\"colab-df-container\">\n","    <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>auser_info_id</th>\n","      <th>extrc_word_nm</th>\n","      <th>info_obtn_dt</th>\n","      <th>auser_sxdst_cd</th>\n","      <th>age_group_cd</th>\n","      <th>occpn_nm</th>\n","      <th>hshld_incm_group_nm</th>\n","      <th>mrrg_yn_nm</th>\n","      <th>chdrn_yn_nm</th>\n","      <th>rsid_fom_nm</th>\n","      <th>auser_ara_ctprv_nm</th>\n","      <th>auser_ara_gu_nm</th>\n","      <th>auser_ara_dong_nm</th>\n","      <th>car_group_nm</th>\n","      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<td>수성구</td>\n","      <td>만촌1동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://blog.naver.com/pkapiace/221281344781</td>\n","      <td>가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯</td>\n","    </tr>\n","    <tr>\n","      <th>41</th>\n","      <td>F***8</td>\n","      <td>산림복합체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>전문직 (의사, 판검사, 예술가, 종교인)</td>\n","      <td>500~599만원</td>\n","      <td>아니오</td>\n","      <td></td>\n","      <td>연립주택/ 다세대/ 빌라</td>\n","      <td>서울</td>\n","      <td>중랑구</td>\n","      <td>면목5동</td>\n","      <td>NaN</td>\n","      <td>삼성</td>\n","      <td>KT</td>\n","      <td>https://blog.naver.com/pkapiace/221281344781</td>\n","      <td>가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯</td>\n","    </tr>\n","    <tr>\n","      <th>55</th>\n","      <td>F***</td>\n","      <td>산림체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td></td>\n","      <td></td>\n","      <td>NaN</td>\n","      <td>경기</td>\n","      <td>안산시 단원구</td>\n","      <td>신길동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://m.blog.naver.com/smsmb1/221733368554</td>\n","      <td>강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹</td>\n","    </tr>\n","    <tr>\n","      <th>61</th>\n","      <td>F***5</td>\n","      <td>숲체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td></td>\n","      <td></td>\n","      <td>NaN</td>\n","      <td>울산</td>\n","      <td>동구</td>\n","      <td>방어동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://blog.naver.com/janiskiki/221306370124</td>\n","      <td>[인천대공원]산림치유센터_가족 숲체험!</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    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   \"\\uc0bc\\ucc99\\uc2dc\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"auser_ara_dong_nm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 567,\n        \"samples\": [\n          \"\\uba85\\uc77c\\ub3d9\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"car_group_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"\\uc2a4\\ud3ec\\uce20 (\\uc81c\\ub124\\uc2dc\\uc2a4 \\ucfe0\\ud398, BMW M, \\ubca4\\uce20 AMG \\ub4f1)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"craln_tlphn_mkr_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"\\uc560\\ud50c\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"craln_tlphn_sbscr_cmpn_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"SKT\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 81,\n        \"samples\": [\n          \"https://blog.naver.com/orangegal/221277660596\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 81,\n        \"samples\": [\n          \"\\uc720\\uba85\\uc0b0 \\uc0b0\\ub9bc\\ubcf5\\ud569\\uccb4\\ud5d8\\uc13c\\ud130\\ub97c \\uc18c\\uac1c\\ud569\\ub2c8\\ub2e4.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":14}]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247028526,"user_tz":-540,"elapsed":304,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"c4595e21-9ee3-4bf5-af52-1514d96bf68f","id":"waf8cU42qZYk"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                1013\n","extrc_word_nm                1013\n","info_obtn_dt                 1013\n","auser_sxdst_cd               1013\n","age_group_cd                 1013\n","occpn_nm                      520\n","hshld_incm_group_nm           520\n","mrrg_yn_nm                   1013\n","chdrn_yn_nm                  1013\n","rsid_fom_nm                   520\n","auser_ara_ctprv_nm            993\n","auser_ara_gu_nm               993\n","auser_ara_dong_nm             993\n","car_group_nm                   84\n","craln_tlphn_mkr_nm            518\n","craln_tlphn_sbscr_cmpn_nm     521\n","info_obtn_site_url           1013\n","info_obtn_site_subjc_nm      1013\n","dtype: int64"]},"metadata":{},"execution_count":15}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"KeKIvlSuqZYl"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247099648,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"bf64486a-5858-4091-c172-fa49269e5bfd","id":"gw8VR1vSqZYl"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["5                              서울대공원 숲체험\n","18    가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯\n","41    가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯\n","55     강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹\n","61                [인천대공원]산림치유센터_가족 숲체험! \n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":18}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247102218,"user_tz":-540,"elapsed":323,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"67e582e2-ce72-4a62-ee5b-fb9b1dbe4e51","id":"Vkdy1hB-qZYl"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['서울대공원 숲체험' '가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯'\n"," '강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹' '[인천대공원]산림치유센터_가족 숲체험! '\n"," '영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지' '관악산 숲체험 계곡만이 아니랍니다^^(6월2일) '\n"," '안동호반 자연휴양림 새단장 산림 체험 치유 한자리에' '유명산 휴양림 산림복합체험센터' '12월 숲체험 따뜻한 햇살 아래서'\n"," '강원숲체험장 : 자연과 바람의 조화 산림 체험!'\n"," '[유명산 자연휴양림] 아이와 올해 첫 캠핑 개시 ! 가평 유명산 국립 자연휴양림 제 2야영장 + 산림 복합 체험센터'\n"," '봉화 힐빙스테이 프로그램 춘양목 숲체험 하러오세요' '국립 산림치유원 체험' '평택시, 부락산 산림체험시설에 대해 언론브리핑'\n"," '20180921 케이군 유치원 부모참여수업, 숲체험' '유명산 자연휴양림 / 산림복합체험센터'\n"," '수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다' '2018 제주산림문화체험 사려니숲 에코힐링체험 물찻오름 오르다!'\n"," '유명산 산림복합체험센터' '부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)'\n"," 'Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹' '[서울 송파]오금공원(무료)숲체험 하고 왔어요.'\n"," '산책하기 좋은 계절, 아이들과 자연체험 숲체험하러 아산시 정매원매실농장으로' '국립자연휴양림 산림복합체험센터 제 2호 개관'\n"," '유명산자연휴양림 산림복합체험센터 오픈했어요' '[고덕수변생태공원 숲체험 일기] 버드나무'\n"," '4월 5일 식목일 맞이! 인천 숲체험 산림치유프로그램' '숲체험 해주는 체험학습 많은 파주 귀한농부학교캠핑장'\n"," '남해편백자연휴양림 유아놀이터,다양한체험이 가능한 산림복합체험센터(f.에코백만들기)' '유명산 자연휴양림 데크 + 산림복합체험센터'\n"," '유명산 산림복합체험센터를 소개합니다.'\n"," '[삼청공원 유아숲체험장] 숲속놀이터_주말에가볼만한곳 _물의숲_숲속의숲_삼청공원놀이터_유아숲_숲체험_주말나들이_아이들과가볼만한곳'\n"," '서울근교 계곡이 있는 유명산자연휴양림 캠핑장과 산림복합체험센터' '산림체험, 청소년 우울감 떨치고 자신감 길러줘'\n"," '<지리산 자연휴양림> 숲체험' '[유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳'\n"," '노원사회적경제 체험단 투어 숲체험' '숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!'\n"," '속초시, 국립산악박물관 숲체험 유아 탐험대 ' '봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>'\n"," '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터' '숲체험 수업 5월' '천271일숲체험'\n"," '예산 산림문화 체험 대회 안내' '가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)'\n"," '울창한 산림 체험' '장성 축령산 숲체험 다녀왔어요~' '산림체험에 특성화된 국립청소년산림센터 착공'\n"," '의왕 청계산 맑은숲길 숲체험 장소 딱인걸' '장유계곡 숲체험 아이들과 갈만한 곳'\n"," '가을나들이 숲체험 할수 있는 남양주 산들소리수목원' '홍천여행 돌배마을에서의 숲체험'\n"," '중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험' '속초시, 국립산악박물관 숲체험 유아 탐험대'\n"," '카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원' '경남 남해편백자연휴양림 산림복합체험센터'\n"," '유명산 자연휴양림/ 산림복합체험센터/ 경기도 아이와 갈만한 곳' '남해최고의 힐링스팟 산림복합체험센터'\n"," '영덕 여행 가볼만한곳, 산림생태문화체험공원' '가을 재즈와 함께하는 국립자연 휴양림 산림문화체험' '천보산 유아 숲체험 하기'\n"," '부산목재체험 산림교육센터에서 해보세요 ' 'browsertitle=꾸럭 맘 가이드 숲속곰디학교 숲체험 하며 잘 놀았어요!'\n"," '대전 장태산 자연휴양림 숲체험 하기 아이와 가볼만한곳' '서대문구 안산 숲체험 가는 시간이 야속하군요ㅠ'\n"," '어린이집 가족 숲체험(피는 못속여)' '유치원 숲체험 부모님과 함께 가을숲 100배 즐기기'\n"," '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프' '부락산 산림체험장 여기 체험하기 딱 좋다 또 가야지'\n"," '인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간' '제주신라호텔에서 아기랑 숲체험'\n"," '자전거도 타고 숲체험도 할 수 있는 MTB공원'\n"," '숲에서 힐링하자! - 5개 공원에서 숲 체험 프로그램 무료 운영 : 네이버 블로그' '경기도 가평군 유명산 산림복합체험센터'\n"," '5.18기념공원 숲체험' '[충북괴산]조령산휴양림 여행 후기(feat.숲체험)' '산림복합체험센터 목재문화체험교실 운영'\n"," '가평 아이와가볼만한곳 유명산자연휴양림 산림복합체험센터 무료입장+밧줄놀이터^^' '아빠와 함께하는 숲 체험 활동 : 네이버 블로그'\n"," '이 가을, 아이와 함께 고인돌 유아숲 체험원으로! <시민기자 배유미> : 네이버 블로그'\n"," '초막골생태공원 유아숲 체험원에서 군포의 모든 아이들이 맘껏 뛰어놀기를! : 네이버 블로그']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247104683,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"ba68694f-400f-4c29-cee7-aaa2e08dc7a1","id":"_ZPN6PPVqZYm"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["81"]},"metadata":{},"execution_count":20}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"uBTVf8gyqZYm"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710247106549,"user_tz":-540,"elapsed":370,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"4833b28c-9b48-492e-bc58-5e72163d6fc5","id":"AiyUIRVpqZYm"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["               info_obtn_site_subjc_nm  \\\n","5                            서울대공원 숲체험   \n","18  가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯   \n","55   강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹   \n","61              [인천대공원]산림치유센터_가족 숲체험!    \n","64   영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지   \n","\n","                                info_obtn_site_url  \n","5       https://m.cafe.naver.com/songpamom/1714677  \n","18    https://blog.naver.com/pkapiace/221281344781  \n","55    https://m.blog.naver.com/smsmb1/221733368554  \n","61   https://blog.naver.com/janiskiki/221306370124  \n","64  https://m.blog.naver.com/inha9945/221693494420  "],"text/html":["\n","  <div id=\"df-5a4883bd-fb33-4ce6-ad9b-f9926c979b61\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>5</th>\n","      <td>서울대공원 숲체험</td>\n","      <td>https://m.cafe.naver.com/songpamom/1714677</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯</td>\n","      <td>https://blog.naver.com/pkapiace/221281344781</td>\n","    </tr>\n","    <tr>\n","      <th>55</th>\n","      <td>강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹</td>\n","      <td>https://m.blog.naver.com/smsmb1/221733368554</td>\n","    </tr>\n","    <tr>\n","      <th>61</th>\n","      <td>[인천대공원]산림치유센터_가족 숲체험!</td>\n","      <td>https://blog.naver.com/janiskiki/221306370124</td>\n","    </tr>\n","    <tr>\n","      <th>64</th>\n","      <td>영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지</td>\n","      <td>https://m.blog.naver.com/inha9945/221693494420</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5a4883bd-fb33-4ce6-ad9b-f9926c979b61')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-5a4883bd-fb33-4ce6-ad9b-f9926c979b61 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"url_and_info","summary":"{\n  \"name\": \"url_and_info\",\n  \"rows\": 82,\n  \"fields\": [\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 81,\n        \"samples\": [\n          \"\\uc720\\uba85\\uc0b0 \\uc0b0\\ub9bc\\ubcf5\\ud569\\uccb4\\ud5d8\\uc13c\\ud130\\ub97c \\uc18c\\uac1c\\ud569\\ub2c8\\ub2e4.\",\n          \"\\uc11c\\uc6b8\\ub300\\uacf5\\uc6d0 \\uc232\\uccb4\\ud5d8\",\n          \"\\uc0b0\\ucc45\\ud558\\uae30 \\uc88b\\uc740 \\uacc4\\uc808, \\uc544\\uc774\\ub4e4\\uacfc \\uc790\\uc5f0\\uccb4\\ud5d8 \\uc232\\uccb4\\ud5d8\\ud558\\ub7ec \\uc544\\uc0b0\\uc2dc \\uc815\\ub9e4\\uc6d0\\ub9e4\\uc2e4\\ub18d\\uc7a5\\uc73c\\ub85c\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 81,\n        \"samples\": [\n          \"https://blog.naver.com/orangegal/221277660596\",\n          \"https://m.cafe.naver.com/songpamom/1714677\",\n          \"https://blog.naver.com/redbald/221229032244\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":21}]},{"cell_type":"markdown","source":["# 20대 여성 + 자식이 없는\n","\n","> 29명으로 필터링됨\n","\n","> 관심있는 곳은 26곳(관심있는 곳 중복 제거)\n","\n"],"metadata":{"id":"XX_epXoLjqCm"}},{"cell_type":"code","source":["# 성별 : F, 나이 코드 2, chdrn_yn_nm == 자녀 없음 으로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'F']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([2])]\n","filtered_df = filtered_df[filtered_df['chdrn_yn_nm'] == '자녀 없음 ']\n"],"metadata":{"id":"FCMsR-rhj6u9"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"wJRi1zsvkQJ0","executionInfo":{"status":"ok","timestamp":1710245477354,"user_tz":-540,"elapsed":319,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"9fc23bd0-fd5c-4262-8719-950c2f5987d5"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                29\n","extrc_word_nm                29\n","info_obtn_dt                 29\n","auser_sxdst_cd               29\n","age_group_cd                 29\n","occpn_nm                     29\n","hshld_incm_group_nm          29\n","mrrg_yn_nm                   29\n","chdrn_yn_nm                  29\n","rsid_fom_nm                  29\n","auser_ara_ctprv_nm           29\n","auser_ara_gu_nm              29\n","auser_ara_dong_nm            29\n","car_group_nm                  9\n","craln_tlphn_mkr_nm           26\n","craln_tlphn_sbscr_cmpn_nm    26\n","info_obtn_site_url           29\n","info_obtn_site_subjc_nm      29\n","dtype: int64"]},"metadata":{},"execution_count":41}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"3Ky2i-rQkz7R"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"AJjMohWlk4W_","executionInfo":{"status":"ok","timestamp":1710245522249,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"00db29cb-8cda-40be-8e71-88f8cda5f8ca"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["150                       홍천여행 돌배마을에서의 숲체험\n","288              수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다\n","516            가을 재즈와 함께하는 국립자연 휴양림 산림문화체험\n","521           [충북괴산]조령산휴양림 여행 후기(feat.숲체험)\n","904    2018 제주산림문화체험 사려니숲 에코힐링체험 물찻오름 오르다!\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":43}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"25Mwroyzk50R","executionInfo":{"status":"ok","timestamp":1710245524802,"user_tz":-540,"elapsed":446,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"a3441b7b-a462-4361-f660-9121d1d641b4"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['홍천여행 돌배마을에서의 숲체험' '수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다'\n"," '가을 재즈와 함께하는 국립자연 휴양림 산림문화체험' '[충북괴산]조령산휴양림 여행 후기(feat.숲체험)'\n"," '2018 제주산림문화체험 사려니숲 에코힐링체험 물찻오름 오르다!' '강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹'\n"," 'browsertitle=꾸럭 맘 가이드 숲속곰디학교 숲체험 하며 잘 놀았어요!' '평택시, 부락산 산림체험시설에 대해 언론브리핑'\n"," '산림복합체험센터 목재문화체험교실 운영' '경남 남해편백자연휴양림 산림복합체험센터'\n"," '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터' '울창한 산림 체험' '장유계곡 숲체험 아이들과 갈만한 곳'\n"," '유명산 자연휴양림/ 산림복합체험센터/ 경기도 아이와 갈만한 곳' '5.18기념공원 숲체험'\n"," '[인천대공원]산림치유센터_가족 숲체험! ' '남해최고의 힐링스팟 산림복합체험센터'\n"," '가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯' '어린이집 가족 숲체험(피는 못속여)'\n"," '강원숲체험장 : 자연과 바람의 조화 산림 체험!' '의왕 청계산 맑은숲길 숲체험 장소 딱인걸'\n"," '숲체험 해주는 체험학습 많은 파주 귀한농부학교캠핑장' '유명산 산림복합체험센터를 소개합니다.'\n"," '가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)' '서대문구 안산 숲체험 가는 시간이 야속하군요ㅠ'\n"," '봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"EGcfbCzGk-Au","executionInfo":{"status":"ok","timestamp":1710245544924,"user_tz":-540,"elapsed":331,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"b119105f-5ccb-4656-a843-1aef9b0884a4"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["26"]},"metadata":{},"execution_count":45}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"KqB5U3EyoQHq"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"id":"SbcNGiLLnNcG","executionInfo":{"status":"ok","timestamp":1710246386413,"user_tz":-540,"elapsed":7,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"68d8cf48-4c8e-409a-b4d5-ccfae5452d6d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                       info_obtn_site_subjc_nm  \\\n","46                      [인천대공원]산림치유센터_가족 숲체험!    \n","265                           홍천여행 돌배마을에서의 숲체험   \n","453                              천보산 유아 숲체험 하기   \n","509   Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹   \n","1059                [서울 송파]오금공원(무료)숲체험 하고 왔어요.   \n","\n","                                    info_obtn_site_url  \n","46       https://blog.naver.com/janiskiki/221306370124  \n","265      https://m.blog.naver.com/oja0612/221347196456  \n","453       https://m.blog.naver.com/skdurl/221316614380  \n","509   https://m.blog.naver.com/1983forest/221717288778  \n","1059       https://m.blog.naver.com/bid33/221664478810  "],"text/html":["\n","  <div id=\"df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>46</th>\n","      <td>[인천대공원]산림치유센터_가족 숲체험!</td>\n","      <td>https://blog.naver.com/janiskiki/221306370124</td>\n","    </tr>\n","    <tr>\n","      <th>265</th>\n","      <td>홍천여행 돌배마을에서의 숲체험</td>\n","      <td>https://m.blog.naver.com/oja0612/221347196456</td>\n","    </tr>\n","    <tr>\n","      <th>453</th>\n","      <td>천보산 유아 숲체험 하기</td>\n","      <td>https://m.blog.naver.com/skdurl/221316614380</td>\n","    </tr>\n","    <tr>\n","      <th>509</th>\n","      <td>Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹</td>\n","      <td>https://m.blog.naver.com/1983forest/221717288778</td>\n","    </tr>\n","    <tr>\n","      <th>1059</th>\n","      <td>[서울 송파]오금공원(무료)숲체험 하고 왔어요.</td>\n","      <td>https://m.blog.naver.com/bid33/221664478810</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"url_and_info","summary":"{\n  \"name\": \"url_and_info\",\n  \"rows\": 32,\n  \"fields\": [\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 32,\n        \"samples\": [\n          \"\\ubd80\\uc0b0\\ubaa9\\uc7ac\\uccb4\\ud5d8 \\uc0b0\\ub9bc\\uad50\\uc721\\uc13c\\ud130\\uc5d0\\uc11c \\ud574\\ubcf4\\uc138\\uc694 \",\n          \"[\\ucda9\\ubd81\\uad34\\uc0b0]\\uc870\\ub839\\uc0b0\\ud734\\uc591\\ub9bc \\uc5ec\\ud589 \\ud6c4\\uae30(feat.\\uc232\\uccb4\\ud5d8)\",\n          \"\\uc601\\ub355 \\uc5ec\\ud589 \\uac00\\ubcfc\\ub9cc\\ud55c\\uacf3, \\uc0b0\\ub9bc\\uc0dd\\ud0dc\\ubb38\\ud654\\uccb4\\ud5d8\\uacf5\\uc6d0\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 32,\n        \"samples\": [\n          \"https://m.blog.naver.com/pysoon36/221515318251\",\n          \"https://m.blog.naver.com/anna0510/221706521640\",\n          \"https://zaerac.blog.me/221255615558\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":59}]},{"cell_type":"markdown","source":["# 20대 여성 + 자식이 있는\n","> 40명으로 필터링됨\n","\n","> 관심있는 곳은 32곳(관심있는 곳 중복 제거)"],"metadata":{"id":"QVTOuBbelglL"}},{"cell_type":"code","source":["# 성별 : F, 나이 코드 2, chdrn_yn_nm == 자녀 있음 으로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'F']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([2])]\n","filtered_df = filtered_df[filtered_df['chdrn_yn_nm'] == '자녀 있음 ']\n"],"metadata":{"id":"bZ04OYXwllel"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5yLsKRfQlmVe","executionInfo":{"status":"ok","timestamp":1710245876526,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"ea05314a-ba13-4a3c-ce86-091fdffe9662"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                40\n","extrc_word_nm                40\n","info_obtn_dt                 40\n","auser_sxdst_cd               40\n","age_group_cd                 40\n","occpn_nm                     40\n","hshld_incm_group_nm          40\n","mrrg_yn_nm                   40\n","chdrn_yn_nm                  40\n","rsid_fom_nm                  40\n","auser_ara_ctprv_nm           40\n","auser_ara_gu_nm              40\n","auser_ara_dong_nm            40\n","car_group_nm                 16\n","craln_tlphn_mkr_nm           40\n","craln_tlphn_sbscr_cmpn_nm    40\n","info_obtn_site_url           40\n","info_obtn_site_subjc_nm      40\n","dtype: int64"]},"metadata":{},"execution_count":48}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"Bi9pGVdNlmOX"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xgNqJA8clmLl","executionInfo":{"status":"ok","timestamp":1710245891495,"user_tz":-540,"elapsed":2,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"066ffbc8-6f43-4e49-c303-5d03fa911fde"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["46                        [인천대공원]산림치유센터_가족 숲체험! \n","265                             홍천여행 돌배마을에서의 숲체험\n","453                                천보산 유아 숲체험 하기\n","509     Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹\n","1059                  [서울 송파]오금공원(무료)숲체험 하고 왔어요.\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":50}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"eAi6NONhlmF6","executionInfo":{"status":"ok","timestamp":1710245893481,"user_tz":-540,"elapsed":304,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"fadd4f45-3e2e-45ca-d3f5-66e4e9bbf4a3"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['[인천대공원]산림치유센터_가족 숲체험! ' '홍천여행 돌배마을에서의 숲체험' '천보산 유아 숲체험 하기'\n"," 'Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹' '[서울 송파]오금공원(무료)숲체험 하고 왔어요.'\n"," '부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)'\n"," '[유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳' '산림복합체험센터 목재문화체험교실 운영'\n"," '가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)'\n"," '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터' '숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!'\n"," '제주신라호텔에서 아기랑 숲체험' '[고덕수변생태공원 숲체험 일기] 버드나무'\n"," '숲체험 해주는 체험학습 많은 파주 귀한농부학교캠핑장' '서울대공원 숲체험' '[충북괴산]조령산휴양림 여행 후기(feat.숲체험)'\n"," '울창한 산림 체험' '숲체험 수업 5월' '인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간'\n"," '20180921 케이군 유치원 부모참여수업, 숲체험' '어린이집 가족 숲체험(피는 못속여)'\n"," '수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다' '영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지'\n"," '유명산 자연휴양림 / 산림복합체험센터' '영덕 여행 가볼만한곳, 산림생태문화체험공원' '경기도 가평군 유명산 산림복합체험센터'\n"," '유명산 휴양림 산림복합체험센터' '유명산 산림복합체험센터' '노원사회적경제 체험단 투어 숲체험'\n"," '부산목재체험 산림교육센터에서 해보세요 ' '남해최고의 힐링스팟 산림복합체험센터'\n"," '카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"IfjZ_-gFll6F","executionInfo":{"status":"ok","timestamp":1710245896203,"user_tz":-540,"elapsed":302,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"ad3b7497-239d-47b9-aaec-35de9ba749da"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["32"]},"metadata":{},"execution_count":52}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"fof9RXksoYsH"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710246386413,"user_tz":-540,"elapsed":7,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"68d8cf48-4c8e-409a-b4d5-ccfae5452d6d","id":"KlTNAbeCoYsO"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                       info_obtn_site_subjc_nm  \\\n","46                      [인천대공원]산림치유센터_가족 숲체험!    \n","265                           홍천여행 돌배마을에서의 숲체험   \n","453                              천보산 유아 숲체험 하기   \n","509   Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹   \n","1059                [서울 송파]오금공원(무료)숲체험 하고 왔어요.   \n","\n","                                    info_obtn_site_url  \n","46       https://blog.naver.com/janiskiki/221306370124  \n","265      https://m.blog.naver.com/oja0612/221347196456  \n","453       https://m.blog.naver.com/skdurl/221316614380  \n","509   https://m.blog.naver.com/1983forest/221717288778  \n","1059       https://m.blog.naver.com/bid33/221664478810  "],"text/html":["\n","  <div id=\"df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>46</th>\n","      <td>[인천대공원]산림치유센터_가족 숲체험!</td>\n","      <td>https://blog.naver.com/janiskiki/221306370124</td>\n","    </tr>\n","    <tr>\n","      <th>265</th>\n","      <td>홍천여행 돌배마을에서의 숲체험</td>\n","      <td>https://m.blog.naver.com/oja0612/221347196456</td>\n","    </tr>\n","    <tr>\n","      <th>453</th>\n","      <td>천보산 유아 숲체험 하기</td>\n","      <td>https://m.blog.naver.com/skdurl/221316614380</td>\n","    </tr>\n","    <tr>\n","      <th>509</th>\n","      <td>Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹</td>\n","      <td>https://m.blog.naver.com/1983forest/221717288778</td>\n","    </tr>\n","    <tr>\n","      <th>1059</th>\n","      <td>[서울 송파]오금공원(무료)숲체험 하고 왔어요.</td>\n","      <td>https://m.blog.naver.com/bid33/221664478810</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","<div id=\"df-09149358-4587-4da0-a46e-dcfafa43c707\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-09149358-4587-4da0-a46e-dcfafa43c707')\"\n","            title=\"Suggest charts\"\n","            style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","     width=\"24px\">\n","    <g>\n","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </g>\n","</svg>\n","  </button>\n","\n","<style>\n","  .colab-df-quickchart {\n","      --bg-color: #E8F0FE;\n","      --fill-color: #1967D2;\n","      --hover-bg-color: #E2EBFA;\n","      --hover-fill-color: #174EA6;\n","      --disabled-fill-color: #AAA;\n","      --disabled-bg-color: #DDD;\n","  }\n","\n","  [theme=dark] .colab-df-quickchart {\n","      --bg-color: #3B4455;\n","      --fill-color: #D2E3FC;\n","      --hover-bg-color: #434B5C;\n","      --hover-fill-color: #FFFFFF;\n","      --disabled-bg-color: #3B4455;\n","      --disabled-fill-color: #666;\n","  }\n","\n","  .colab-df-quickchart {\n","    background-color: var(--bg-color);\n","    border: none;\n","    border-radius: 50%;\n","    cursor: pointer;\n","    display: none;\n","    fill: var(--fill-color);\n","    height: 32px;\n","    padding: 0;\n","    width: 32px;\n","  }\n","\n","  .colab-df-quickchart:hover {\n","    background-color: var(--hover-bg-color);\n","    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n","    fill: var(--button-hover-fill-color);\n","  }\n","\n","  .colab-df-quickchart-complete:disabled,\n","  .colab-df-quickchart-complete:disabled:hover {\n","    background-color: var(--disabled-bg-color);\n","    fill: var(--disabled-fill-color);\n","    box-shadow: none;\n","  }\n","\n","  .colab-df-spinner {\n","    border: 2px solid var(--fill-color);\n","    border-color: transparent;\n","    border-bottom-color: var(--fill-color);\n","    animation:\n","      spin 1s steps(1) infinite;\n","  }\n","\n","  @keyframes spin {\n","    0% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","      border-left-color: var(--fill-color);\n","    }\n","    20% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    30% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","      border-right-color: var(--fill-color);\n","    }\n","    40% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    60% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","    }\n","    80% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-bottom-color: var(--fill-color);\n","    }\n","    90% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","    }\n","  }\n","</style>\n","\n","  <script>\n","    async function quickchart(key) {\n","      const quickchartButtonEl =\n","        document.querySelector('#' + key + ' button');\n","      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n","      quickchartButtonEl.classList.add('colab-df-spinner');\n","      try {\n","        const charts = await google.colab.kernel.invokeFunction(\n","            'suggestCharts', [key], {});\n","      } catch (error) {\n","        console.error('Error during call to suggestCharts:', error);\n","      }\n","      quickchartButtonEl.classList.remove('colab-df-spinner');\n","      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n","    }\n","    (() => {\n","      let quickchartButtonEl =\n","        document.querySelector('#df-09149358-4587-4da0-a46e-dcfafa43c707 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"url_and_info","summary":"{\n  \"name\": \"url_and_info\",\n  \"rows\": 32,\n  \"fields\": [\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 32,\n        \"samples\": [\n          \"\\ubd80\\uc0b0\\ubaa9\\uc7ac\\uccb4\\ud5d8 \\uc0b0\\ub9bc\\uad50\\uc721\\uc13c\\ud130\\uc5d0\\uc11c \\ud574\\ubcf4\\uc138\\uc694 \",\n          \"[\\ucda9\\ubd81\\uad34\\uc0b0]\\uc870\\ub839\\uc0b0\\ud734\\uc591\\ub9bc \\uc5ec\\ud589 \\ud6c4\\uae30(feat.\\uc232\\uccb4\\ud5d8)\",\n          \"\\uc601\\ub355 \\uc5ec\\ud589 \\uac00\\ubcfc\\ub9cc\\ud55c\\uacf3, \\uc0b0\\ub9bc\\uc0dd\\ud0dc\\ubb38\\ud654\\uccb4\\ud5d8\\uacf5\\uc6d0\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 32,\n        \"samples\": [\n          \"https://m.blog.naver.com/pysoon36/221515318251\",\n          \"https://m.blog.naver.com/anna0510/221706521640\",\n          \"https://zaerac.blog.me/221255615558\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":59}]},{"cell_type":"markdown","source":["# 20대 남성\n","\n","> 196명으로 필터링됨\n","\n","> 관심있는 곳은 70곳(관심있는 곳 중복 제거)"],"metadata":{"id":"UXuGkJMxrwOx"}},{"cell_type":"code","source":["# 성별 : M, 나이 코드 2, chdrn_yn_nm == 자녀 없음 으로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'M']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([2])]"],"metadata":{"id":"zAJtOj6MrzF6"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247337478,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"607131e9-90c1-4a61-bade-2b242f895f7b","id":"Wnt1bBS4rzGB"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                196\n","extrc_word_nm                196\n","info_obtn_dt                 196\n","auser_sxdst_cd               196\n","age_group_cd                 196\n","occpn_nm                      82\n","hshld_incm_group_nm           82\n","mrrg_yn_nm                   196\n","chdrn_yn_nm                  196\n","rsid_fom_nm                   82\n","auser_ara_ctprv_nm           191\n","auser_ara_gu_nm              191\n","auser_ara_dong_nm            191\n","car_group_nm                  19\n","craln_tlphn_mkr_nm            80\n","craln_tlphn_sbscr_cmpn_nm     81\n","info_obtn_site_url           196\n","info_obtn_site_subjc_nm      196\n","dtype: int64"]},"metadata":{},"execution_count":23}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"Tgn57rLcrzGC"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247357223,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"4755f8ac-f0b6-404f-f303-69927ba703af","id":"cjkMbIsNrzGC"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["37     [충북괴산]조령산휴양림 여행 후기(feat.숲체험)\n","38         속초시, 국립산악박물관 숲체험 유아 탐험대 \n","45               노원사회적경제 체험단 투어 숲체험\n","59           [고덕수변생태공원 숲체험 일기] 버드나무\n","194              12월 숲체험 따뜻한 햇살 아래서\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":25}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247358780,"user_tz":-540,"elapsed":323,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"20453199-b1a4-4155-98c4-cfe35db8122b","id":"wH718IbFrzGC"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['[충북괴산]조령산휴양림 여행 후기(feat.숲체험)' '속초시, 국립산악박물관 숲체험 유아 탐험대 '\n"," '노원사회적경제 체험단 투어 숲체험' '[고덕수변생태공원 숲체험 일기] 버드나무' '12월 숲체험 따뜻한 햇살 아래서'\n"," '경남 남해편백자연휴양림 산림복합체험센터' '유치원 숲체험 부모님과 함께 가을숲 100배 즐기기'\n"," '유명산 자연휴양림 데크 + 산림복합체험센터' '가을나들이 숲체험 할수 있는 남양주 산들소리수목원'\n"," '대전 장태산 자연휴양림 숲체험 하기 아이와 가볼만한곳' '의왕 청계산 맑은숲길 숲체험 장소 딱인걸'\n"," '유명산 자연휴양림/ 산림복합체험센터/ 경기도 아이와 갈만한 곳' '속초시, 국립산악박물관 숲체험 유아 탐험대'\n"," '부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)' '영덕 여행 가볼만한곳, 산림생태문화체험공원'\n"," '울창한 산림 체험' '산림복합체험센터 목재문화체험교실 운영' '부락산 산림체험장 여기 체험하기 딱 좋다 또 가야지'\n"," '산림체험에 특성화된 국립청소년산림센터 착공' '[서울 송파]오금공원(무료)숲체험 하고 왔어요.'\n"," '안동호반 자연휴양림 새단장 산림 체험 치유 한자리에' '서대문구 안산 숲체험 가는 시간이 야속하군요ㅠ' '천271일숲체험'\n"," '숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!' '제주신라호텔에서 아기랑 숲체험' '유명산 산림복합체험센터를 소개합니다.'\n"," '유명산 산림복합체험센터' '가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)'\n"," 'browsertitle=꾸럭 맘 가이드 숲속곰디학교 숲체험 하며 잘 놀았어요!'\n"," 'Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹'\n"," '2018 제주산림문화체험 사려니숲 에코힐링체험 물찻오름 오르다!' '어린이집 가족 숲체험(피는 못속여)'\n"," '평택시, 부락산 산림체험시설에 대해 언론브리핑' '<지리산 자연휴양림> 숲체험'\n"," '강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹' '천보산 유아 숲체험 하기'\n"," '4월 5일 식목일 맞이! 인천 숲체험 산림치유프로그램' '장성 축령산 숲체험 다녀왔어요~'\n"," '카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원'\n"," '[유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳' '국립 산림치유원 체험'\n"," '경기도 가평군 유명산 산림복합체험센터' '부산목재체험 산림교육센터에서 해보세요 '\n"," '강원숲체험장 : 자연과 바람의 조화 산림 체험!' '유명산 휴양림 산림복합체험센터' '[인천대공원]산림치유센터_가족 숲체험! '\n"," '자전거도 타고 숲체험도 할 수 있는 MTB공원'\n"," '[유명산 자연휴양림] 아이와 올해 첫 캠핑 개시 ! 가평 유명산 국립 자연휴양림 제 2야영장 + 산림 복합 체험센터'\n"," '장유계곡 숲체험 아이들과 갈만한 곳' '봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>'\n"," '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터'\n"," '가평 아이와가볼만한곳 유명산자연휴양림 산림복합체험센터 무료입장+밧줄놀이터^^'\n"," '중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험' '관악산 숲체험 계곡만이 아니랍니다^^(6월2일) '\n"," '남해편백자연휴양림 유아놀이터,다양한체험이 가능한 산림복합체험센터(f.에코백만들기)' '서울대공원 숲체험'\n"," '[삼청공원 유아숲체험장] 숲속놀이터_주말에가볼만한곳 _물의숲_숲속의숲_삼청공원놀이터_유아숲_숲체험_주말나들이_아이들과가볼만한곳'\n"," '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프' '봉화 힐빙스테이 프로그램 춘양목 숲체험 하러오세요'\n"," '가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯' '영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지'\n"," '5.18기념공원 숲체험' '인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간'\n"," '유명산 자연휴양림 / 산림복합체험센터' '국립자연휴양림 산림복합체험센터 제 2호 개관'\n"," '유명산자연휴양림 산림복합체험센터 오픈했어요' '가을 재즈와 함께하는 국립자연 휴양림 산림문화체험' '숲체험 수업 5월'\n"," '산책하기 좋은 계절, 아이들과 자연체험 숲체험하러 아산시 정매원매실농장으로' '홍천여행 돌배마을에서의 숲체험']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247361320,"user_tz":-540,"elapsed":451,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"5edcfd21-bb53-4882-aa65-bbc9ad6082cd","id":"YKWlWWyCrzGC"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["70"]},"metadata":{},"execution_count":27}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"54VLFRjOrzGC"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710247362552,"user_tz":-540,"elapsed":4,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"7c2edabf-056a-414d-9864-cead9d43aa36","id":"WnqVOySCrzGC"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["          info_obtn_site_subjc_nm  \\\n","37   [충북괴산]조령산휴양림 여행 후기(feat.숲체험)   \n","38       속초시, 국립산악박물관 숲체험 유아 탐험대    \n","45             노원사회적경제 체험단 투어 숲체험   \n","59         [고덕수변생태공원 숲체험 일기] 버드나무   \n","194            12월 숲체험 따뜻한 햇살 아래서   \n","\n","                                    info_obtn_site_url  \n","37      https://m.blog.naver.com/anna0510/221706521640  \n","38   https://m.post.naver.com/viewer/postView.nhn?v...  \n","45        https://m.blog.naver.com/yjhedc/221365426124  \n","59         https://m.blog.naver.com/daji1/221518563553  \n","194     https://m.blog.naver.com/chchqhqh/221410333415  "],"text/html":["\n","  <div id=\"df-63ffe5c6-4336-4d2f-8c58-74b8321670d7\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>37</th>\n","      <td>[충북괴산]조령산휴양림 여행 후기(feat.숲체험)</td>\n","      <td>https://m.blog.naver.com/anna0510/221706521640</td>\n","    </tr>\n","    <tr>\n","      <th>38</th>\n","      <td>속초시, 국립산악박물관 숲체험 유아 탐험대</td>\n","      <td>https://m.post.naver.com/viewer/postView.nhn?v...</td>\n","    </tr>\n","    <tr>\n","      <th>45</th>\n","      <td>노원사회적경제 체험단 투어 숲체험</td>\n","      <td>https://m.blog.naver.com/yjhedc/221365426124</td>\n","    </tr>\n","    <tr>\n","      <th>59</th>\n","      <td>[고덕수변생태공원 숲체험 일기] 버드나무</td>\n","      <td>https://m.blog.naver.com/daji1/221518563553</td>\n","    </tr>\n","    <tr>\n","      <th>194</th>\n","      <td>12월 숲체험 따뜻한 햇살 아래서</td>\n","      <td>https://m.blog.naver.com/chchqhqh/221410333415</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-63ffe5c6-4336-4d2f-8c58-74b8321670d7')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    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'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"url_and_info","summary":"{\n  \"name\": \"url_and_info\",\n  \"rows\": 71,\n  \"fields\": [\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 70,\n        \"samples\": [\n          \"\\ucc9c271\\uc77c\\uc232\\uccb4\\ud5d8\",\n          \"[\\ucda9\\ubd81\\uad34\\uc0b0]\\uc870\\ub839\\uc0b0\\ud734\\uc591\\ub9bc \\uc5ec\\ud589 \\ud6c4\\uae30(feat.\\uc232\\uccb4\\ud5d8)\",\n          \"\\ubd04\\ub0a0\\uc5d0 \\ub531 \\uc232\\uccb4\\ud5d8,\\uccb4\\ud5d8\\ub180\\uc774<\\uc232\\uc18d\\uacf0\\ub514 \\uccb4\\ud5d8\\ud559\\uad50>\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 70,\n        \"samples\": [\n          \"https://m.blog.naver.com/unaangel1004/221699203405\",\n          \"https://m.blog.naver.com/anna0510/221706521640\",\n          \"https://m.blog.naver.com/masurit/221522634527\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":28}]},{"cell_type":"markdown","source":["# 20대 남성 + 자식 없음\n","> 2명으로 필터링됨\n","\n","> 관심있는 곳은 2곳(관심있는 곳 중복 제거)"],"metadata":{"id":"BQtXjnALmnX3"}},{"cell_type":"markdown","source":[],"metadata":{"id":"zrfjD3ZxrumA"}},{"cell_type":"code","source":["# 성별 : M, 나이 코드 2, chdrn_yn_nm == 자녀 없음 으로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'M']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([2])]\n","filtered_df = filtered_df[filtered_df['chdrn_yn_nm'] == '자녀 없음 ']\n"],"metadata":{"id":"4Urp_851muG3"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710246474503,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"00133ae7-285f-42ef-b4f4-7b4617bea512","id":"tZMT_QTdohpO"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                2\n","extrc_word_nm                2\n","info_obtn_dt                 2\n","auser_sxdst_cd               2\n","age_group_cd                 2\n","occpn_nm                     2\n","hshld_incm_group_nm          2\n","mrrg_yn_nm                   2\n","chdrn_yn_nm                  2\n","rsid_fom_nm                  2\n","auser_ara_ctprv_nm           2\n","auser_ara_gu_nm              2\n","auser_ara_dong_nm            2\n","car_group_nm                 2\n","craln_tlphn_mkr_nm           2\n","craln_tlphn_sbscr_cmpn_nm    2\n","info_obtn_site_url           2\n","info_obtn_site_subjc_nm      2\n","dtype: int64"]},"metadata":{},"execution_count":61}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"C_VY0R59ohpO"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710246479725,"user_tz":-540,"elapsed":4,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"7f9bd5d0-58bf-4b50-8c05-e0a5ed373345","id":"V-_p4z5lohpO"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["5289       봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>\n","5479    안동호반 자연휴양림 새단장 산림 체험 치유 한자리에\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":63}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710246482645,"user_tz":-540,"elapsed":338,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"6c86b80f-aa74-4a6a-f377-92aa3d9629a2","id":"UPDmoVgbohpP"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>' '안동호반 자연휴양림 새단장 산림 체험 치유 한자리에']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710246485893,"user_tz":-540,"elapsed":305,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"92a45081-a06c-45a6-dac8-90be211d9fe6","id":"d-yeDkp2ohpP"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["2"]},"metadata":{},"execution_count":65}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"mZufWuG8ohpP"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":112},"executionInfo":{"status":"ok","timestamp":1710246487323,"user_tz":-540,"elapsed":4,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"4740dd20-126b-4cbb-a6e3-8766963ba4fd","id":"f3HPfMZ6ohpP"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["           info_obtn_site_subjc_nm  \\\n","5289     봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>   \n","5479  안동호반 자연휴양림 새단장 산림 체험 치유 한자리에   \n","\n","                                     info_obtn_site_url  \n","5289      https://m.blog.naver.com/masurit/221522634527  \n","5479  https://m.blog.naver.com/sijimdental2/22146956...  "],"text/html":["\n","  <div id=\"df-15ba0449-0a9d-464d-abfd-bfbb490598ca\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>5289</th>\n","      <td>봄날에 딱 숲체험,체험놀이&lt;숲속곰디 체험학교&gt;</td>\n","      <td>https://m.blog.naver.com/masurit/221522634527</td>\n","    </tr>\n","    <tr>\n","      <th>5479</th>\n","      <td>안동호반 자연휴양림 새단장 산림 체험 치유 한자리에</td>\n","      <td>https://m.blog.naver.com/sijimdental2/22146956...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-15ba0449-0a9d-464d-abfd-bfbb490598ca')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-15ba0449-0a9d-464d-abfd-bfbb490598ca button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"url_and_info","summary":"{\n  \"name\": \"url_and_info\",\n  \"rows\": 2,\n  \"fields\": [\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"\\uc548\\ub3d9\\ud638\\ubc18 \\uc790\\uc5f0\\ud734\\uc591\\ub9bc \\uc0c8\\ub2e8\\uc7a5 \\uc0b0\\ub9bc \\uccb4\\ud5d8 \\uce58\\uc720 \\ud55c\\uc790\\ub9ac\\uc5d0\",\n          \"\\ubd04\\ub0a0\\uc5d0 \\ub531 \\uc232\\uccb4\\ud5d8,\\uccb4\\ud5d8\\ub180\\uc774<\\uc232\\uc18d\\uacf0\\ub514 \\uccb4\\ud5d8\\ud559\\uad50>\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"https://m.blog.naver.com/sijimdental2/221469564969\",\n          \"https://m.blog.naver.com/masurit/221522634527\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":66}]},{"cell_type":"markdown","source":["# 20대 남성 + 자식 있음\n","> 4명으로 필터링됨\n","\n","> 관심있는 곳은 2곳(관심있는 곳 중복 제거)"],"metadata":{"id":"g7AvEKXqotn1"}},{"cell_type":"code","source":["# 성별 : M, 나이 코드 2, chdrn_yn_nm == 자녀 있음 으로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'M']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([2])]\n","filtered_df = filtered_df[filtered_df['chdrn_yn_nm'] == '자녀 있음 ']\n"],"metadata":{"id":"g_d58th_otn2"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710246542454,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"cc3d785e-8589-4146-9952-7d38f29737df","id":"5BHLhY3yotn2"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                4\n","extrc_word_nm                4\n","info_obtn_dt                 4\n","auser_sxdst_cd               4\n","age_group_cd                 4\n","occpn_nm                     4\n","hshld_incm_group_nm          4\n","mrrg_yn_nm                   4\n","chdrn_yn_nm                  4\n","rsid_fom_nm                  4\n","auser_ara_ctprv_nm           4\n","auser_ara_gu_nm              4\n","auser_ara_dong_nm            4\n","car_group_nm                 2\n","craln_tlphn_mkr_nm           4\n","craln_tlphn_sbscr_cmpn_nm    4\n","info_obtn_site_url           4\n","info_obtn_site_subjc_nm      4\n","dtype: int64"]},"metadata":{},"execution_count":68}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"sUL7cFtYotn2"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710246551738,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"d666e7f6-e6d5-407a-f37a-b0d1c9a00f1b","id":"OyC4SMXnotn3"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["4966                         유명산 휴양림 산림복합체험센터\n","5138    부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)\n","5627                             유명산 산림복합체험센터\n","5691           중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":70}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710246553024,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"815bcc74-1572-4ce9-c651-63a0d110cd6a","id":"FIM1Hl9Gotn3"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['유명산 휴양림 산림복합체험센터' '부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)' '유명산 산림복합체험센터'\n"," '중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710246555916,"user_tz":-540,"elapsed":333,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"00778b86-52ae-4472-8276-707619c21af1","id":"kdUIRBWiotn3"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["4"]},"metadata":{},"execution_count":72}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"5uruWHcvotn3"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":175},"executionInfo":{"status":"ok","timestamp":1710246557951,"user_tz":-540,"elapsed":317,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"055ae581-e62e-4c7a-bcad-a03166174420","id":"1Gw5t2Q1otn3"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                    info_obtn_site_subjc_nm  \\\n","4966                       유명산 휴양림 산림복합체험센터   \n","5138  부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)   \n","5627                           유명산 산림복합체험센터   \n","5691         중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험   \n","\n","                                     info_obtn_site_url  \n","4966  https://m.blog.naver.com/wyhbsj81818/221352529105  \n","5138     https://m.blog.naver.com/chchqhqh/221526433301  \n","5627    https://m.blog.naver.com/searover2/221331510320  \n","5691       https://m.blog.naver.com/k-fowi/221450799772  "],"text/html":["\n","  <div id=\"df-d248b83e-7855-4e6a-a17f-63b819098ca9\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>4966</th>\n","      <td>유명산 휴양림 산림복합체험센터</td>\n","      <td>https://m.blog.naver.com/wyhbsj81818/221352529105</td>\n","    </tr>\n","    <tr>\n","      <th>5138</th>\n","      <td>부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)</td>\n","      <td>https://m.blog.naver.com/chchqhqh/221526433301</td>\n","    </tr>\n","    <tr>\n","      <th>5627</th>\n","      <td>유명산 산림복합체험센터</td>\n","      <td>https://m.blog.naver.com/searover2/221331510320</td>\n","    </tr>\n","    <tr>\n","      <th>5691</th>\n","      <td>중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험</td>\n","      <td>https://m.blog.naver.com/k-fowi/221450799772</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d248b83e-7855-4e6a-a17f-63b819098ca9')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 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\"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"https://m.blog.naver.com/chchqhqh/221526433301\",\n          \"https://m.blog.naver.com/k-fowi/221450799772\",\n          \"https://m.blog.naver.com/wyhbsj81818/221352529105\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":73}]},{"cell_type":"markdown","source":["\n","\n","\n","\n","\n","\n","\n","\n","# 30대 분석 해봅시다!"],"metadata":{"id":"ihzeKn5YsDaS"}},{"cell_type":"code","source":[],"metadata":{"id":"d4IJa4XUsPq2"},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":["# 30대 여성\n","> 자녀 유무는 구분 안한거\n","\n","> 4059명으로 필터링됨\n","\n","> 관심있는 곳은 161곳(관심있는 곳 중복 제거)"],"metadata":{"id":"q9QWcpYVsP-A"}},{"cell_type":"code","source":["# 성별 : F, 나이 코드 3으로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'F']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([3])]"],"metadata":{"id":"ZJf6tXVAsP-B"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247471115,"user_tz":-540,"elapsed":2,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"49f16589-45a8-43f9-95e6-71b849211e5f","id":"wiZfcEQHsP-B"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                4059\n","extrc_word_nm                4059\n","info_obtn_dt                 4059\n","auser_sxdst_cd               4059\n","age_group_cd                 4059\n","occpn_nm                     2824\n","hshld_incm_group_nm          2821\n","mrrg_yn_nm                   4059\n","chdrn_yn_nm                  4059\n","rsid_fom_nm                  2821\n","auser_ara_ctprv_nm           4038\n","auser_ara_gu_nm              4038\n","auser_ara_dong_nm            4038\n","car_group_nm                 1273\n","craln_tlphn_mkr_nm           2829\n","craln_tlphn_sbscr_cmpn_nm    2835\n","info_obtn_site_url           4059\n","info_obtn_site_subjc_nm      4059\n","dtype: int64"]},"metadata":{},"execution_count":30}]},{"cell_type":"code","source":["filtered_df.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":539},"executionInfo":{"status":"ok","timestamp":1710247473502,"user_tz":-540,"elapsed":4,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"82ba1957-048f-49b9-b9be-87470f19f128","id":"Zt6k2w2ksP-B"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["  auser_info_id extrc_word_nm info_obtn_dt auser_sxdst_cd  age_group_cd  \\\n","0          F***        산림복합체험     201903**              F             3   \n","2          F***        산림복합체험     201903**              F             3   \n","3         F***0          산림체험     201903**              F             3   \n","6         F***3           숲체험     201903**              F             3   \n","7         F***7           숲체험     201903**              F             3   \n","\n","                 occpn_nm hshld_incm_group_nm mrrg_yn_nm chdrn_yn_nm  \\\n","0  사무직 (일반사무직, 공무원, 직업군인)           800~899만원      예          자녀 있음    \n","2  사무직 (일반사무직, 공무원, 직업군인)           900~999만원      예          자녀 있음    \n","3                     NaN                 NaN                          \n","6  사무직 (일반사무직, 공무원, 직업군인)          1,000만원 이상        아니오               \n","7  사무직 (일반사무직, 공무원, 직업군인)           100~199만원        아니오               \n","\n","     rsid_fom_nm auser_ara_ctprv_nm auser_ara_gu_nm auser_ara_dong_nm  \\\n","0      아파트/ 주상복합                 서울             송파구              문정1동   \n","2      아파트/ 주상복합                 서울            영등포구              여의도동   \n","3            NaN                 서울             은평구               응암동   \n","6      아파트/ 주상복합                 경기         용인시 수지구              죽전1동   \n","7  연립주택/ 다세대/ 빌라                 서울             금천구               가산동   \n","\n","                car_group_nm craln_tlphn_mkr_nm craln_tlphn_sbscr_cmpn_nm  \\\n","0        대형차 (제너시스, BMW5급 등)                 애플                        KT   \n","2  중형차 (쏘나타, K5, 말리부, 골프급 등)                 삼성                       SKT   \n","3                        NaN                NaN                       NaN   \n","6  중형차 (쏘나타, K5, 말리부, 골프급 등)                 애플                       SKT   \n","7                        NaN                 LG                     LG U+   \n","\n","                                  info_obtn_site_url  \\\n","0    https://m.blog.naver.com/isaythati/221335128968   \n","2    https://m.blog.naver.com/isaythati/221335128968   \n","3     https://m.blog.naver.com/allenhan/221379860924   \n","6      https://m.blog.naver.com/masurit/221522634527   \n","7  https://m.blog.naver.com/unaangel1004/22169920...   \n","\n","             info_obtn_site_subjc_nm  \n","0                       유명산 산림복합체험센터  \n","2                       유명산 산림복합체험센터  \n","3  카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원  \n","6          봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>  \n","7       숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!  "],"text/html":["\n","  <div id=\"df-38c6e714-56ee-4841-be17-1cf1d6ae6add\" class=\"colab-df-container\">\n","    <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>auser_info_id</th>\n","      <th>extrc_word_nm</th>\n","      <th>info_obtn_dt</th>\n","      <th>auser_sxdst_cd</th>\n","      <th>age_group_cd</th>\n","      <th>occpn_nm</th>\n","      <th>hshld_incm_group_nm</th>\n","      <th>mrrg_yn_nm</th>\n","      <th>chdrn_yn_nm</th>\n","      <th>rsid_fom_nm</th>\n","      <th>auser_ara_ctprv_nm</th>\n","      <th>auser_ara_gu_nm</th>\n","      <th>auser_ara_dong_nm</th>\n","      <th>car_group_nm</th>\n","      <th>craln_tlphn_mkr_nm</th>\n","      <th>craln_tlphn_sbscr_cmpn_nm</th>\n","      <th>info_obtn_site_url</th>\n","      <th>info_obtn_site_subjc_nm</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>F***</td>\n","      <td>산림복합체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>3</td>\n","      <td>사무직 (일반사무직, 공무원, 직업군인)</td>\n","      <td>800~899만원</td>\n","      <td>예</td>\n","      <td>자녀 있음</td>\n","      <td>아파트/ 주상복합</td>\n","      <td>서울</td>\n","      <td>송파구</td>\n","      <td>문정1동</td>\n","      <td>대형차 (제너시스, BMW5급 등)</td>\n","      <td>애플</td>\n","      <td>KT</td>\n","      <td>https://m.blog.naver.com/isaythati/221335128968</td>\n","      <td>유명산 산림복합체험센터</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>F***</td>\n","      <td>산림복합체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>3</td>\n","      <td>사무직 (일반사무직, 공무원, 직업군인)</td>\n","      <td>900~999만원</td>\n","      <td>예</td>\n","      <td>자녀 있음</td>\n","      <td>아파트/ 주상복합</td>\n","      <td>서울</td>\n","      <td>영등포구</td>\n","      <td>여의도동</td>\n","      <td>중형차 (쏘나타, K5, 말리부, 골프급 등)</td>\n","      <td>삼성</td>\n","      <td>SKT</td>\n","      <td>https://m.blog.naver.com/isaythati/221335128968</td>\n","      <td>유명산 산림복합체험센터</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>F***0</td>\n","      <td>산림체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>3</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td></td>\n","      <td></td>\n","      <td>NaN</td>\n","      <td>서울</td>\n","      <td>은평구</td>\n","      <td>응암동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://m.blog.naver.com/allenhan/221379860924</td>\n","      <td>카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>F***3</td>\n","      <td>숲체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>3</td>\n","      <td>사무직 (일반사무직, 공무원, 직업군인)</td>\n","      <td>1,000만원 이상</td>\n","      <td>아니오</td>\n","      <td></td>\n","      <td>아파트/ 주상복합</td>\n","      <td>경기</td>\n","      <td>용인시 수지구</td>\n","      <td>죽전1동</td>\n","      <td>중형차 (쏘나타, K5, 말리부, 골프급 등)</td>\n","      <td>애플</td>\n","      <td>SKT</td>\n","      <td>https://m.blog.naver.com/masurit/221522634527</td>\n","      <td>봄날에 딱 숲체험,체험놀이&lt;숲속곰디 체험학교&gt;</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>F***7</td>\n","      <td>숲체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>3</td>\n","      <td>사무직 (일반사무직, 공무원, 직업군인)</td>\n","      <td>100~199만원</td>\n","      <td>아니오</td>\n","      <td></td>\n","      <td>연립주택/ 다세대/ 빌라</td>\n","      <td>서울</td>\n","      <td>금천구</td>\n","      <td>가산동</td>\n","      <td>NaN</td>\n","      <td>LG</td>\n","      <td>LG U+</td>\n","      <td>https://m.blog.naver.com/unaangel1004/22169920...</td>\n","      <td>숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-38c6e714-56ee-4841-be17-1cf1d6ae6add')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-38c6e714-56ee-4841-be17-1cf1d6ae6add button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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  {\n      \"column\": \"info_obtn_dt\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 9,\n        \"samples\": [\n          \"201910**\",\n          \"201904**\",\n          \"201908**\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"auser_sxdst_cd\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"F\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"age_group_cd\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 3,\n        \"max\": 3,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          3\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"occpn_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 15,\n        \"samples\": [\n          \"\\uc11c\\ube44\\uc2a4\\uc9c1 (\\uc694\\uc2dd\\uc5c5, \\uc219\\ubc15\\uc5c5, \\ubbf8\\uc6a9\\uc2e4\\uc885\\uc5c5\\uc6d0)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"hshld_incm_group_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 11,\n        \"samples\": [\n          \"200~299\\ub9cc\\uc6d0\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"mrrg_yn_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\uc608    \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"chdrn_yn_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"\\uc790\\ub140 \\uc788\\uc74c \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"rsid_fom_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"\\uc5f0\\ub9bd\\uc8fc\\ud0dd/ \\ub2e4\\uc138\\ub300/ \\ube4c\\ub77c\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"auser_ara_ctprv_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 16,\n        \"samples\": [\n          \"\\uc11c\\uc6b8\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"auser_ara_gu_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 176,\n        \"samples\": [\n          \"\\uad6c\\ubbf8\\uc2dc\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"auser_ara_dong_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1383,\n        \"samples\": [\n          \"\\uc11c\\ucd08\\ub3d9\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"car_group_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 15,\n        \"samples\": [\n          \"MPV (\\uce74\\ub2c8\\ubc1c, \\uc62c\\ub780\\ub3c4, \\ud53c\\uce74\\uc18c\\uae09, \\uc624\\ub527\\uc138\\uc774 \\ub4f1)\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"craln_tlphn_mkr_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \"\\uc0bc\\uc131\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"craln_tlphn_sbscr_cmpn_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"SKT\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 166,\n        \"samples\": [\n          \"https://m.blog.naver.com/gimhae4you/221509275245\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 161,\n        \"samples\": [\n          \"\\uc778\\ucc9c\\ub300\\uacf5\\uc6d0\\uc720\\uc544\\uc232\\uccb4\\ud5d8\\uc7a5 : \\ub124\\uc774\\ubc84\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":31}]},{"cell_type":"code","source":["# 추출 단어명 종류\n","\n","unique_extrc_word_nm = df2['extrc_word_nm'].unique()\n","print(unique_extrc_word_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247476088,"user_tz":-540,"elapsed":299,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"f9927c7f-6dd2-4b72-86c7-c9987f046985","id":"tYPuTSeBsP-B"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['산림복합체험' '숲체험' '산림체험']\n"]}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"3oF_vjsOsP-C"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247486192,"user_tz":-540,"elapsed":467,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"c6e7abff-d708-4193-c7fc-1fdff0510a70","id":"lajsQZ7YsP-C"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0                         유명산 산림복합체험센터\n","2                         유명산 산림복합체험센터\n","3    카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원\n","6            봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>\n","7         숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":34}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"aAV2XrgMsP-C"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710247487786,"user_tz":-540,"elapsed":309,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"7d979209-ebaa-4701-bb81-54832203f2e4","id":"i87nj0QxsP-C"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["             info_obtn_site_subjc_nm  \\\n","0                       유명산 산림복합체험센터   \n","3  카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원   \n","6          봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>   \n","7       숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!   \n","8                어린이집 가족 숲체험(피는 못속여)   \n","\n","                                  info_obtn_site_url  \n","0    https://m.blog.naver.com/isaythati/221335128968  \n","3     https://m.blog.naver.com/allenhan/221379860924  \n","6      https://m.blog.naver.com/masurit/221522634527  \n","7  https://m.blog.naver.com/unaangel1004/22169920...  \n","8     https://m.blog.naver.com/funkyyeb/221697640223  "],"text/html":["\n","  <div id=\"df-00fa34e2-c9b4-4bb9-92ef-118d5c110345\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>유명산 산림복합체험센터</td>\n","      <td>https://m.blog.naver.com/isaythati/221335128968</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원</td>\n","      <td>https://m.blog.naver.com/allenhan/221379860924</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>봄날에 딱 숲체험,체험놀이&lt;숲속곰디 체험학교&gt;</td>\n","      <td>https://m.blog.naver.com/masurit/221522634527</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!</td>\n","      <td>https://m.blog.naver.com/unaangel1004/22169920...</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>어린이집 가족 숲체험(피는 못속여)</td>\n","      <td>https://m.blog.naver.com/funkyyeb/221697640223</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-00fa34e2-c9b4-4bb9-92ef-118d5c110345')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","<div id=\"df-056b84be-dfaa-43c1-94ae-8c7fa141ebc8\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-056b84be-dfaa-43c1-94ae-8c7fa141ebc8')\"\n","            title=\"Suggest charts\"\n","            style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","     width=\"24px\">\n","    <g>\n","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </g>\n","</svg>\n","  </button>\n","\n","<style>\n","  .colab-df-quickchart {\n","      --bg-color: #E8F0FE;\n","      --fill-color: #1967D2;\n","      --hover-bg-color: #E2EBFA;\n","      --hover-fill-color: #174EA6;\n","      --disabled-fill-color: #AAA;\n","      --disabled-bg-color: #DDD;\n","  }\n","\n","  [theme=dark] .colab-df-quickchart {\n","      --bg-color: #3B4455;\n","      --fill-color: #D2E3FC;\n","      --hover-bg-color: #434B5C;\n","      --hover-fill-color: #FFFFFF;\n","      --disabled-bg-color: #3B4455;\n","      --disabled-fill-color: #666;\n","  }\n","\n","  .colab-df-quickchart {\n","    background-color: var(--bg-color);\n","    border: none;\n","    border-radius: 50%;\n","    cursor: pointer;\n","    display: none;\n","    fill: var(--fill-color);\n","    height: 32px;\n","    padding: 0;\n","    width: 32px;\n","  }\n","\n","  .colab-df-quickchart:hover {\n","    background-color: var(--hover-bg-color);\n","    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n","    fill: var(--button-hover-fill-color);\n","  }\n","\n","  .colab-df-quickchart-complete:disabled,\n","  .colab-df-quickchart-complete:disabled:hover {\n","    background-color: var(--disabled-bg-color);\n","    fill: var(--disabled-fill-color);\n","    box-shadow: none;\n","  }\n","\n","  .colab-df-spinner {\n","    border: 2px solid var(--fill-color);\n","    border-color: transparent;\n","    border-bottom-color: var(--fill-color);\n","    animation:\n","      spin 1s steps(1) infinite;\n","  }\n","\n","  @keyframes spin {\n","    0% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","      border-left-color: var(--fill-color);\n","    }\n","    20% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    30% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","      border-right-color: var(--fill-color);\n","    }\n","    40% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    60% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","    }\n","    80% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-bottom-color: var(--fill-color);\n","    }\n","    90% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","    }\n","  }\n","</style>\n","\n","  <script>\n","    async function quickchart(key) {\n","      const quickchartButtonEl =\n","        document.querySelector('#' + key + ' button');\n","      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n","      quickchartButtonEl.classList.add('colab-df-spinner');\n","      try {\n","        const charts = await google.colab.kernel.invokeFunction(\n","            'suggestCharts', [key], {});\n","      } catch (error) {\n","        console.error('Error during call to suggestCharts:', error);\n","      }\n","      quickchartButtonEl.classList.remove('colab-df-spinner');\n","      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n","    }\n","    (() => {\n","      let quickchartButtonEl =\n","        document.querySelector('#df-056b84be-dfaa-43c1-94ae-8c7fa141ebc8 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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'장성 축령산 숲체험 다녀왔어요~' '제주신라호텔에서 아기랑 숲체험'\n"," '평택시, 부락산 산림체험시설에 대해 언론브리핑' '5.18기념공원 숲체험' '유치원 숲체험 부모님과 함께 가을숲 100배 즐기기'\n"," '남해편백자연휴양림 유아놀이터,다양한체험이 가능한 산림복합체험센터(f.에코백만들기)'\n"," '자전거도 타고 숲체험도 할 수 있는 MTB공원' '서대문구 안산 숲체험 가는 시간이 야속하군요ㅠ'\n"," '4월 5일 식목일 맞이! 인천 숲체험 산림치유프로그램' '관악산 숲체험 계곡만이 아니랍니다^^(6월2일) '\n"," 'browsertitle=꾸럭 맘 가이드 숲속곰디학교 숲체험 하며 잘 놀았어요!'\n"," '봉화 힐빙스테이 프로그램 춘양목 숲체험 하러오세요' '영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지'\n"," '장유계곡 숲체험 아이들과 갈만한 곳' '속초시, 국립산악박물관 숲체험 유아 탐험대' '울창한 산림 체험'\n"," '안동호반 자연휴양림 새단장 산림 체험 치유 한자리에' '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프'\n"," '[삼청공원 유아숲체험장] 숲속놀이터_주말에가볼만한곳 _물의숲_숲속의숲_삼청공원놀이터_유아숲_숲체험_주말나들이_아이들과가볼만한곳'\n"," '[유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳' '산림복합체험센터 목재문화체험교실 운영'\n"," '국립자연휴양림 산림복합체험센터 제 2호 개관' '노원사회적경제 체험단 투어 숲체험'\n"," '산림체험, 청소년 우울감 떨치고 자신감 길러줘' '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터'\n"," '유명산 자연휴양림/ 산림복합체험센터/ 경기도 아이와 갈만한 곳' '대전 장태산 자연휴양림 숲체험 하기 아이와 가볼만한곳'\n"," '의왕 청계산 맑은숲길 숲체험 장소 딱인걸' '20180921 케이군 유치원 부모참여수업, 숲체험' '천보산 유아 숲체험 하기'\n"," '서울대공원 숲체험' '부산목재체험 산림교육센터에서 해보세요 ' '경남 남해편백자연휴양림 산림복합체험센터'\n"," '[유명산 자연휴양림] 아이와 올해 첫 캠핑 개시 ! 가평 유명산 국립 자연휴양림 제 2야영장 + 산림 복합 체험센터'\n"," '가평 아이와가볼만한곳 유명산자연휴양림 산림복합체험센터 무료입장+밧줄놀이터^^'\n"," 'Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹' '예산 산림문화 체험 대회 안내'\n"," '2018 제주산림문화체험 사려니숲 에코힐링체험 물찻오름 오르다!' '숲체험 수업 5월' '홍천여행 돌배마을에서의 숲체험'\n"," '[고덕수변생태공원 숲체험 일기] 버드나무' '[서울 송파]오금공원(무료)숲체험 하고 왔어요.'\n"," '12월 숲체험 따뜻한 햇살 아래서' '부산주말나들이 : 아이와 함께 놀기 좋은 곳 [엄광산 유아숲체험장] : 네이버 블로그'\n"," '가을나들이 숲체험 할수 있는 남양주 산들소리수목원' '[인천대공원]산림치유센터_가족 숲체험! '\n"," '노원 숲체험 : 네이버 통합검색' '노원 숲체험 : 네이버 플레이스 검색 결과' '봉화산유아숲체험원 : 네이버'\n"," '중랑구가볼만한곳 유아숲체험장에서 옹기테마공원까지~! : 네이버 블로그' '유명산 자연휴양림 / 산림복합체험센터'\n"," '아이들과 갈만한 곳, 유아숲 체험원 : 네이버 블로그'\n"," '인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간'\n"," '가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯'\n"," '수목원 사계탐방 (숲체험과 간단한 체험) 신청해보세요 : 네이버 카페' '숲체험1 - 달래반 - 구립 용마 어린이집'\n"," '야외놀이터, 초안산 반딧불이유아숲체험장 생겼어요 : 네이버 블로그' '초안산 반딧불 유아숲체험장 : 네이버 블로그'\n"," '#반딧불이 유아숲체험장이있는 초안산근린공원으로 야외학습 : 네이버 블로그' '[초안산] 반딧불이 유아숲 체험장 : 네이버 블로그'\n"," '숲체험3 - 달래반 - 구립 용마 어린이집' '숲체험 2 - 달래반 - 구립 용마 어린이집'\n"," '[용인 숲체험] 용인자연휴양림 숲해설 산림치유 생태프로그램 즐기기! : 네이버 블로그'\n"," '엄광산·구덕산 유아숲체험장 개장 : 네이버 블로그'\n"," '대구 달서구 아이와 가볼만한 곳 : 두류공원 유아숲체험원을 소개합니다~ - 달서구 힐링 숲체험 : 네이버 블로그'\n"," '목감 아이와 가볼만한곳,조남숲체험장(조남산림욕장) : 네이버 블로그'\n"," '우리 아이 교육을 위한 유아숲체험원, 유아숲지도사 : 네이버 블로그'\n"," '신나는 봄소풍/당진/세움어린이집/부모참여수업/열린어린이집/숲체험/능안생태공원 : 네이버 블로그'\n"," '[궁에서 숲 체험] 내 아이 생태 감수성 기르기 : 네이버 포스트'\n"," '안혜경, 4년째 중증 장애 아동들과 숲 체험 :: 네이버 TV연예'\n"," '도심 가까운 힐링 쉼터, 장유 대청계곡 대나무숲 · 유아숲체험장 : 네이버 블로그'\n"," '서울대공원 벚꽃축제 & 봄나들이 숲 체험놀이 @테마가든 : 네이버 블로그'\n"," '단양 도담유아숲체험원 솔솔솔도토리숲 좋네요 : 네이버 블로그' '둘째 5세 - 숲체험 수업 시작 (산들생태학교)'\n"," '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프 : 네이버 블로그' '소래산 숲체험 : 네이버 블로그'\n"," '인천대공원유아숲체험장 : 네이버' '시흥시 숲체험 : 네이버 통합검색' '정왕동 숲체험 : 네이버 통합검색'\n"," '엄광산 유아숲체험장 : 네이버 통합검색' '부산 엄광산 유아숲 체험장 너무 좋아! : 네이버 블로그'\n"," '[경북.구미] 천생산 유아숲 체험원 : 네이버 블로그'\n"," '♡일본히트상품♡킨초 야외향기링 벌레퇴치 카오링 팔찌 밴드 숲체험 필수품!! : 네이버 블로그'\n"," '[아이랑서울숲나들이]서울숲곤충식물원&숲속놀이터&모래놀이터유아숲체험장&물놀이터 : 네이버 블로그'\n"," '남산 유아숲체험장 : 네이버 통합검색' '남산타워, 남산공원 유아숲체험장 / 아이와 가볼만한 곳 : 네이버 블로그'\n"," '문경 불정유아숲체험원에서 신나게 놀아 보아요~! : 네이버 블로그'\n"," '[강원도호캉스] 평창켄싱턴플로라호텔 : 강원도평창여행 : 두아들과 숲체험 : 뮤지엄 산 : 카페 스멜츠 : 네이버 블로그'\n"," '청도운문산자연휴양림 숲체험, 고로쇠수액/ 청도소싸움테마파크, 청도소싸움박물관 : 네이버 블로그'\n"," '새롭게 단장한 천생산 유아숲 체험장 다녀 왔어요:) : 네이버 블로그'\n"," '서산 육아맘 주목! 부춘산 유아숲체험원 개장 : 네이버 블로그' '베짱이유아숲체험장 : 네이버 통합검색'\n"," '여름 숲으로 떠나요! 아이와 가기 좋은 도심속 유아숲체험장 추천 : 네이버 포스트'\n"," '아이랑 갈만한 곳, 양평 쉬자파크 유아 숲체험 프로그램 : 네이버 블로그'\n"," '[가평청평]아이 셋 데리고 국내여행:켄싱턴리조트,음악역1939,비올 땐 유명산자연휴양림 산림복합체험센터(놀이방) : 네이버 블로그'\n"," '아이와 함께 갈만한곳 경기 오산 동물의 숲 체험2부 : 네이버 블로그'\n"," '서울숲 유아숲체험장_우리의 장난감은 나무, 흙, 돌, 물 : 네이버 블로그'\n"," '주말나들이, 서울근교 양주에서 숲체험해요 : 네이버 블로그' '서울 아이랑 가볼만한곳 둘리뮤지엄과 유아숲체험장 : 네이버 블로그'\n"," '[제주 행사]붉은오름 자연휴양림 숲체험 프로그램 운영 : 네이버 블로그'\n"," '[제주 행사]한라생태숲 유아숲체험원, 유아 대상 여름특별 프로그램 : 네이버 블로그'\n"," '제주특별자치도, 동화작가가 들려주는 ‘유아숲 체험‘ 이야기속으로 - 시사포커스'\n"," '숲체험 많이 하는 어린이집 있을까요?? : 네이버 카페' '속리산 숲체험휴양마을 : 네이버 통합검색'\n"," '속리산 숲체험휴양마을 안내 : 네이버 블로그' '속리산 숲체험휴양마을 : 네이버'\n"," '속리산 숲체험휴양마을 이용방법 및 시설소개 : 네이버 블로그' '부산 달음산 자연휴양림 숙박과 숲체험 : 네이버 블로그'\n"," '아이들이 숲을 경험하고 이해하는 곳, 포항 솔바람유아숲체험원 :: 포항 가볼만한 곳, 포항 여행지, 주말 여행지 : 네이버 블로그'\n"," '유아숲체험 멤버 모집 댓글 다셨던 분들 봐주세요~ : 네이버 카페'\n"," '숲과 놀아요~♪ 양주 옥정 독바위 유아숲 체험원 : 네이버 블로그'\n"," '부산어린이회관 9, 10월 토요 숲체험교실 사전예약하세요~ : 네이버 블로그'\n"," '요가부터 힐링 숲 체험까지! 중년 여성 건강교실 참여자를 모집합니다 : 네이버 블로그' '용마숲체험장 : 네이버 통합검색'\n"," '[SNS 서포터즈] 옛 군부대 터의 변화, 청량산 유아숲 체험원 : 네이버 블로그'\n"," '하남 유아숲 체험원 (나무고아원) 놀 것 많아요! : 네이버 블로그'\n"," '하남 나무고아원+유아숲체험원, 여름에 더 좋은 울창한 나무숲..? : 네이버 블로그'\n"," '하남에 숲체험할만한곳 추천부탁드려요 : 네이버 카페' '두륜산 도립공원 하반기 숲 체험 프로그램 운영 : 네이버 블로그'\n"," '경암근린공원유아숲체험원 : 네이버 통합검색' '광주 하남 경암근린공원 유아숲체험원 : 네이버 블로그'\n"," '광주 유아숲 체험원: 숲 속 놀이터 경암근린공원 : 네이버 블로그'\n"," 'https://m.blog.naver.com/PostSearchList.nhn?blogId=biggerworld&searchText=숲체험'\n"," '어린이 여러분 숲속을 걸어요~ 광주 경암근린공원 유아 숲 체험원 : 네이버 블로그'\n"," '서울 아이랑 갈만한곳 둘리뮤지엄 더하기 유아숲체험장 : 네이버 블로그' '광산구 경암근린공원 숲 체험하기 : 네이버 블로그'\n"," '광산구 경암근린공원 유아 숲체험 아이들이랑 놀기 좋은 곳이네요 : 네이버 블로그' '광산구 유아숲체험 : 네이버 통합검색'\n"," '광산구숲체험 : 네이버 통합검색' '#속초국립산악박물관 속 숲체험 유아탐험대 참가기관 모집 : 네이버 블로그'\n"," '아이와 같이가기 좋은 엄광산 유아 숲 체험장. : 네이버 블로그'\n"," '남해편백자연휴양림 유아놀이터,다양한체험이 가능한 산림복합체험센터(f.에코백만들기) : 네이버 블로그']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247495615,"user_tz":-540,"elapsed":432,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"4c7662a2-f9d9-43a9-e155-a650b233965d","id":"HFweeTMisP-C"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["161"]},"metadata":{},"execution_count":37}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"akxj_NhLsP-D"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710247497282,"user_tz":-540,"elapsed":459,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"030d57dc-94af-47a8-b1ba-ce9e1d9e21ea","id":"CULUsidSsP-D"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["             info_obtn_site_subjc_nm  \\\n","0                       유명산 산림복합체험센터   \n","3  카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원   \n","6          봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>   \n","7       숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!   \n","8                어린이집 가족 숲체험(피는 못속여)   \n","\n","                                  info_obtn_site_url  \n","0    https://m.blog.naver.com/isaythati/221335128968  \n","3     https://m.blog.naver.com/allenhan/221379860924  \n","6      https://m.blog.naver.com/masurit/221522634527  \n","7  https://m.blog.naver.com/unaangel1004/22169920...  \n","8     https://m.blog.naver.com/funkyyeb/221697640223  "],"text/html":["\n","  <div id=\"df-6ff933d9-8944-4fa8-b850-6c26005adc26\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>유명산 산림복합체험센터</td>\n","      <td>https://m.blog.naver.com/isaythati/221335128968</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원</td>\n","      <td>https://m.blog.naver.com/allenhan/221379860924</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>봄날에 딱 숲체험,체험놀이&lt;숲속곰디 체험학교&gt;</td>\n","      <td>https://m.blog.naver.com/masurit/221522634527</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!</td>\n","      <td>https://m.blog.naver.com/unaangel1004/22169920...</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>어린이집 가족 숲체험(피는 못속여)</td>\n","      <td>https://m.blog.naver.com/funkyyeb/221697640223</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6ff933d9-8944-4fa8-b850-6c26005adc26')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-6ff933d9-8944-4fa8-b850-6c26005adc26 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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"],"text/html":["\n","  <div id=\"df-7dcd71e3-17aa-4212-b2b1-a0744d2e9538\" class=\"colab-df-container\">\n","    <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>auser_info_id</th>\n","      <th>extrc_word_nm</th>\n","      <th>info_obtn_dt</th>\n","      <th>auser_sxdst_cd</th>\n","      <th>age_group_cd</th>\n","      <th>occpn_nm</th>\n","      <th>hshld_incm_group_nm</th>\n","      <th>mrrg_yn_nm</th>\n","      <th>chdrn_yn_nm</th>\n","      <th>rsid_fom_nm</th>\n","      <th>auser_ara_ctprv_nm</th>\n","      <th>auser_ara_gu_nm</th>\n","      <th>auser_ara_dong_nm</th>\n","      <th>car_group_nm</th>\n","      <th>craln_tlphn_mkr_nm</th>\n","      <th>craln_tlphn_sbscr_cmpn_nm</th>\n","      <th>info_obtn_site_url</th>\n","      <th>info_obtn_site_subjc_nm</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>5</th>\n","      <td>F***4</td>\n","      <td>숲체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td></td>\n","      <td></td>\n","      <td>NaN</td>\n","      <td>경기</td>\n","      <td>부천시 원미구</td>\n","      <td>상동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://m.cafe.naver.com/songpamom/1714677</td>\n","      <td>서울대공원 숲체험</td>\n","    </tr>\n","    <tr>\n","      <th>18</th>\n","      <td>F***6</td>\n","      <td>산림복합체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td></td>\n","      <td></td>\n","      <td>NaN</td>\n","      <td>대구</td>\n","      <td>수성구</td>\n","      <td>만촌1동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://blog.naver.com/pkapiace/221281344781</td>\n","      <td>가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯</td>\n","    </tr>\n","    <tr>\n","      <th>41</th>\n","      <td>F***8</td>\n","      <td>산림복합체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>전문직 (의사, 판검사, 예술가, 종교인)</td>\n","      <td>500~599만원</td>\n","      <td>아니오</td>\n","      <td></td>\n","      <td>연립주택/ 다세대/ 빌라</td>\n","      <td>서울</td>\n","      <td>중랑구</td>\n","      <td>면목5동</td>\n","      <td>NaN</td>\n","      <td>삼성</td>\n","      <td>KT</td>\n","      <td>https://blog.naver.com/pkapiace/221281344781</td>\n","      <td>가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯</td>\n","    </tr>\n","    <tr>\n","      <th>55</th>\n","      <td>F***</td>\n","      <td>산림체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td></td>\n","      <td></td>\n","      <td>NaN</td>\n","      <td>경기</td>\n","      <td>안산시 단원구</td>\n","      <td>신길동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://m.blog.naver.com/smsmb1/221733368554</td>\n","      <td>강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹</td>\n","    </tr>\n","    <tr>\n","      <th>61</th>\n","      <td>F***5</td>\n","      <td>숲체험</td>\n","      <td>201903**</td>\n","      <td>F</td>\n","      <td>2</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td></td>\n","      <td></td>\n","      <td>NaN</td>\n","      <td>울산</td>\n","      <td>동구</td>\n","      <td>방어동</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>NaN</td>\n","      <td>https://blog.naver.com/janiskiki/221306370124</td>\n","      <td>[인천대공원]산림치유센터_가족 숲체험!</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    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  ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"craln_tlphn_sbscr_cmpn_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"SKT\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 81,\n        \"samples\": [\n          \"https://blog.naver.com/orangegal/221277660596\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 81,\n        \"samples\": [\n          \"\\uc720\\uba85\\uc0b0 \\uc0b0\\ub9bc\\ubcf5\\ud569\\uccb4\\ud5d8\\uc13c\\ud130\\ub97c \\uc18c\\uac1c\\ud569\\ub2c8\\ub2e4.\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":14}]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247578509,"user_tz":-540,"elapsed":410,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"a35af6f0-0504-4581-e882-5afb550020c8","id":"7xYBADiNsP-D"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                2267\n","extrc_word_nm                2267\n","info_obtn_dt                 2267\n","auser_sxdst_cd               2267\n","age_group_cd                 2267\n","occpn_nm                     1032\n","hshld_incm_group_nm          1029\n","mrrg_yn_nm                   2267\n","chdrn_yn_nm                  2267\n","rsid_fom_nm                  1029\n","auser_ara_ctprv_nm           2247\n","auser_ara_gu_nm              2247\n","auser_ara_dong_nm            2247\n","car_group_nm                  347\n","craln_tlphn_mkr_nm           1044\n","craln_tlphn_sbscr_cmpn_nm    1049\n","info_obtn_site_url           2267\n","info_obtn_site_subjc_nm      2267\n","dtype: int64"]},"metadata":{},"execution_count":40}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"Wi7F2H9csP-D"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247600380,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"e26ed079-65d7-416c-ebdb-7101c2f2d719","id":"dcf14AgNsP-D"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["3     카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원\n","6             봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>\n","7          숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!\n","9               산림체험에 특성화된 국립청소년산림센터 착공\n","10                  남해최고의 힐링스팟 산림복합체험센터\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":42}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247602291,"user_tz":-540,"elapsed":301,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"e257231e-5c89-44bb-c08c-027b2a6fe6b7","id":"VmhN1mQcsP-E"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원' '봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>'\n"," '숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!' '산림체험에 특성화된 국립청소년산림센터 착공'\n"," '남해최고의 힐링스팟 산림복합체험센터' '유명산 휴양림 산림복합체험센터' '유명산 자연휴양림 데크 + 산림복합체험센터'\n"," '속초시, 국립산악박물관 숲체험 유아 탐험대 ' '영덕 여행 가볼만한곳, 산림생태문화체험공원'\n"," '서울근교 계곡이 있는 유명산자연휴양림 캠핑장과 산림복합체험센터' '강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹'\n"," '경기도 가평군 유명산 산림복합체험센터' '부락산 산림체험장 여기 체험하기 딱 좋다 또 가야지'\n"," '유명산 산림복합체험센터를 소개합니다.' '유치원 숲체험 부모님과 함께 가을숲 100배 즐기기' '5.18기념공원 숲체험'\n"," '장성 축령산 숲체험 다녀왔어요~' '숲체험 해주는 체험학습 많은 파주 귀한농부학교캠핑장'\n"," 'browsertitle=꾸럭 맘 가이드 숲속곰디학교 숲체험 하며 잘 놀았어요!'\n"," '봉화 힐빙스테이 프로그램 춘양목 숲체험 하러오세요' '장유계곡 숲체험 아이들과 갈만한 곳' '제주신라호텔에서 아기랑 숲체험'\n"," '울창한 산림 체험' '평택시, 부락산 산림체험시설에 대해 언론브리핑'\n"," '가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)' '유명산 산림복합체험센터'\n"," '[유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳' '산림복합체험센터 목재문화체험교실 운영'\n"," '[충북괴산]조령산휴양림 여행 후기(feat.숲체험)' '4월 5일 식목일 맞이! 인천 숲체험 산림치유프로그램'\n"," '노원사회적경제 체험단 투어 숲체험' '산림체험, 청소년 우울감 떨치고 자신감 길러줘'\n"," '유명산 자연휴양림/ 산림복합체험센터/ 경기도 아이와 갈만한 곳' '영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지'\n"," '산책하기 좋은 계절, 아이들과 자연체험 숲체험하러 아산시 정매원매실농장으로'\n"," '20180921 케이군 유치원 부모참여수업, 숲체험' '부산목재체험 산림교육센터에서 해보세요 ' '서울대공원 숲체험'\n"," '서대문구 안산 숲체험 가는 시간이 야속하군요ㅠ' '의왕 청계산 맑은숲길 숲체험 장소 딱인걸'\n"," '관악산 숲체험 계곡만이 아니랍니다^^(6월2일) ' '경남 남해편백자연휴양림 산림복합체험센터'\n"," '[유명산 자연휴양림] 아이와 올해 첫 캠핑 개시 ! 가평 유명산 국립 자연휴양림 제 2야영장 + 산림 복합 체험센터'\n"," '가평 아이와가볼만한곳 유명산자연휴양림 산림복합체험센터 무료입장+밧줄놀이터^^' '유명산자연휴양림 산림복합체험센터 오픈했어요'\n"," '천보산 유아 숲체험 하기' '천271일숲체험' '숲체험 수업 5월'\n"," '남해편백자연휴양림 유아놀이터,다양한체험이 가능한 산림복합체험센터(f.에코백만들기)'\n"," '가을 재즈와 함께하는 국립자연 휴양림 산림문화체험' '[고덕수변생태공원 숲체험 일기] 버드나무'\n"," '[서울 송파]오금공원(무료)숲체험 하고 왔어요.' '부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)'\n"," '12월 숲체험 따뜻한 햇살 아래서' '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프' '국립 산림치유원 체험'\n"," '[삼청공원 유아숲체험장] 숲속놀이터_주말에가볼만한곳 _물의숲_숲속의숲_삼청공원놀이터_유아숲_숲체험_주말나들이_아이들과가볼만한곳'\n"," '홍천여행 돌배마을에서의 숲체험' '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터'\n"," '[인천대공원]산림치유센터_가족 숲체험! ' '대전 장태산 자연휴양림 숲체험 하기 아이와 가볼만한곳'\n"," '예산 산림문화 체험 대회 안내' '어린이집 가족 숲체험(피는 못속여)' '강원숲체험장 : 자연과 바람의 조화 산림 체험!'\n"," '<지리산 자연휴양림> 숲체험' '안동호반 자연휴양림 새단장 산림 체험 치유 한자리에'\n"," '중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험' '국립자연휴양림 산림복합체험센터 제 2호 개관'\n"," '유명산 자연휴양림 / 산림복합체험센터' '자전거도 타고 숲체험도 할 수 있는 MTB공원'\n"," 'Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹' '가을나들이 숲체험 할수 있는 남양주 산들소리수목원'\n"," '수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다' '가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯'\n"," '2018 제주산림문화체험 사려니숲 에코힐링체험 물찻오름 오르다!' '속초시, 국립산악박물관 숲체험 유아 탐험대'\n"," '[용인 숲체험] 용인자연휴양림 숲해설 산림치유 생태프로그램 즐기기! : 네이버 블로그'\n"," '인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간'\n"," '우리 아이 교육을 위한 유아숲체험원, 유아숲지도사 : 네이버 블로그'\n"," '도심 가까운 힐링 쉼터, 장유 대청계곡 대나무숲 · 유아숲체험장 : 네이버 블로그'\n"," '둘째 5세 - 숲체험 수업 시작 (산들생태학교)' '아이와 함께 갈만한곳 경기 오산 동물의 숲 체험2부 : 네이버 블로그'\n"," '하남 유아숲 체험원 (나무고아원) 놀 것 많아요! : 네이버 블로그'\n"," '하남 나무고아원+유아숲체험원, 여름에 더 좋은 울창한 나무숲..? : 네이버 블로그'\n"," '하남에 숲체험할만한곳 추천부탁드려요 : 네이버 카페' '두륜산 도립공원 하반기 숲 체험 프로그램 운영 : 네이버 블로그']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247604089,"user_tz":-540,"elapsed":306,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"cb11c541-76eb-48de-87dc-ebf86cce7717","id":"VtaTKmqOsP-E"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["86"]},"metadata":{},"execution_count":44}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"ZF3dPEahsP-E"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710247605951,"user_tz":-540,"elapsed":4,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"f9b5e73d-4783-4f9a-f7fb-9a00cec02018","id":"Kx0DNAKNsP-E"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["              info_obtn_site_subjc_nm  \\\n","3   카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원   \n","6           봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>   \n","7        숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!   \n","9             산림체험에 특성화된 국립청소년산림센터 착공   \n","10                남해최고의 힐링스팟 산림복합체험센터   \n","\n","                                   info_obtn_site_url  \n","3      https://m.blog.naver.com/allenhan/221379860924  \n","6       https://m.blog.naver.com/masurit/221522634527  \n","7   https://m.blog.naver.com/unaangel1004/22169920...  \n","9    https://m.blog.naver.com/mogefkorea/221571021466  \n","10   https://m.blog.naver.com/namhae_gun/221549377396  "],"text/html":["\n","  <div id=\"df-55a753b3-ea59-4cd2-bfec-e9c0167a8b72\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>3</th>\n","      <td>카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원</td>\n","      <td>https://m.blog.naver.com/allenhan/221379860924</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>봄날에 딱 숲체험,체험놀이&lt;숲속곰디 체험학교&gt;</td>\n","      <td>https://m.blog.naver.com/masurit/221522634527</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!</td>\n","      <td>https://m.blog.naver.com/unaangel1004/22169920...</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>산림체험에 특성화된 국립청소년산림센터 착공</td>\n","      <td>https://m.blog.naver.com/mogefkorea/221571021466</td>\n","    </tr>\n","    <tr>\n","      <th>10</th>\n","      <td>남해최고의 힐링스팟 산림복합체험센터</td>\n","      <td>https://m.blog.naver.com/namhae_gun/221549377396</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-55a753b3-ea59-4cd2-bfec-e9c0167a8b72')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-55a753b3-ea59-4cd2-bfec-e9c0167a8b72 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"url_and_info","summary":"{\n  \"name\": \"url_and_info\",\n  \"rows\": 87,\n  \"fields\": [\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 86,\n        \"samples\": [\n          \"\\uc18d\\ucd08\\uc2dc, \\uad6d\\ub9bd\\uc0b0\\uc545\\ubc15\\ubb3c\\uad00 \\uc232\\uccb4\\ud5d8 \\uc720\\uc544 \\ud0d0\\ud5d8\\ub300\",\n          \"\\uce74\\ub2c8\\ubc1c \\ud0c0\\uace0 \\uc0b0\\ub9bc \\uccb4\\ud5d8 \\uae30\\uc544\\ucc28, \\uc0b0\\ub9bc\\uccad\\uacfc \\uad50\\ud1b5\\uc57d\\uc790 \\uc5ec\\ud589 \\uc9c0\\uc6d0\",\n          \"Forest Campus \\uc0b0\\ub9bc\\uccb4\\ud5d8 \\ud504\\ub85c\\uadf8\\ub7a8 \\ub099\\uc5fd\\uc1a1\\uc744 \\uc990\\uae30\\ub294 \\ub9c8\\uc744\\uc232 \\ud2b8\\ub798\\ud0b9\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 86,\n        \"samples\": [\n          \"https://blog.naver.com/hari33/221304935221\",\n          \"https://m.blog.naver.com/allenhan/221379860924\",\n          \"https://m.blog.naver.com/sejong_story/221563848183\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":45}]},{"cell_type":"markdown","source":["# 30대 여성 + 자식이 없는\n","\n","> 508명으로 필터링됨\n","\n","> 관심있는 곳은 98곳(관심있는 곳 중복 제거)\n","\n"],"metadata":{"id":"IFxb_VLWsP-E"}},{"cell_type":"code","source":["# 성별 : F, 나이 코드 3, chdrn_yn_nm == 자녀 없음 으로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'F']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([3])]\n","filtered_df = filtered_df[filtered_df['chdrn_yn_nm'] == '자녀 없음 ']\n"],"metadata":{"id":"hl0ZwcNwsP-E"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247978504,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"4117370e-eb98-4c0c-a7e4-e3a4b149a9c8","id":"7YWdXugrsP-E"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                508\n","extrc_word_nm                508\n","info_obtn_dt                 508\n","auser_sxdst_cd               508\n","age_group_cd                 508\n","occpn_nm                     508\n","hshld_incm_group_nm          508\n","mrrg_yn_nm                   508\n","chdrn_yn_nm                  508\n","rsid_fom_nm                  508\n","auser_ara_ctprv_nm           508\n","auser_ara_gu_nm              508\n","auser_ara_dong_nm            508\n","car_group_nm                 224\n","craln_tlphn_mkr_nm           508\n","craln_tlphn_sbscr_cmpn_nm    508\n","info_obtn_site_url           508\n","info_obtn_site_subjc_nm      508\n","dtype: int64"]},"metadata":{},"execution_count":48}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"ySui_t56sP-F"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247989328,"user_tz":-540,"elapsed":2,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"b4f9e12d-8131-43c0-9cd9-6248ba152ed3","id":"hdLumv2jsP-F"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["12    수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다\n","40          어린이집 가족 숲체험(피는 못속여)\n","50                     천271일숲체험\n","60      유명산자연휴양림 산림복합체험센터 오픈했어요\n","67              <지리산 자연휴양림> 숲체험\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":50}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247991574,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"9517106a-128a-4629-e56d-e729892b0012","id":"IGttfbcwsP-F"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다' '어린이집 가족 숲체험(피는 못속여)' '천271일숲체험'\n"," '유명산자연휴양림 산림복합체험센터 오픈했어요' '<지리산 자연휴양림> 숲체험'\n"," '중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험' '평택시, 부락산 산림체험시설에 대해 언론브리핑'\n"," '5.18기념공원 숲체험' '서대문구 안산 숲체험 가는 시간이 야속하군요ㅠ'\n"," '영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지' '속초시, 국립산악박물관 숲체험 유아 탐험대'\n"," '안동호반 자연휴양림 새단장 산림 체험 치유 한자리에' '유명산 휴양림 산림복합체험센터' '제주신라호텔에서 아기랑 숲체험'\n"," '강원숲체험장 : 자연과 바람의 조화 산림 체험!' '[충북괴산]조령산휴양림 여행 후기(feat.숲체험)' '서울대공원 숲체험'\n"," '봉화 힐빙스테이 프로그램 춘양목 숲체험 하러오세요' '유명산 자연휴양림 데크 + 산림복합체험센터'\n"," '예산 산림문화 체험 대회 안내' '경남 남해편백자연휴양림 산림복합체험센터' '의왕 청계산 맑은숲길 숲체험 장소 딱인걸'\n"," '유명산 산림복합체험센터'\n"," '[삼청공원 유아숲체험장] 숲속놀이터_주말에가볼만한곳 _물의숲_숲속의숲_삼청공원놀이터_유아숲_숲체험_주말나들이_아이들과가볼만한곳'\n"," '부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)' '유명산 산림복합체험센터를 소개합니다.'\n"," '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프' '2018 제주산림문화체험 사려니숲 에코힐링체험 물찻오름 오르다!'\n"," '산림체험, 청소년 우울감 떨치고 자신감 길러줘'\n"," '[유명산 자연휴양림] 아이와 올해 첫 캠핑 개시 ! 가평 유명산 국립 자연휴양림 제 2야영장 + 산림 복합 체험센터'\n"," '20180921 케이군 유치원 부모참여수업, 숲체험' '산림체험에 특성화된 국립청소년산림센터 착공'\n"," '노원 숲체험 : 네이버 통합검색' '노원 숲체험 : 네이버 플레이스 검색 결과' '봉화산유아숲체험원 : 네이버'\n"," '중랑구가볼만한곳 유아숲체험장에서 옹기테마공원까지~! : 네이버 블로그' '장성 축령산 숲체험 다녀왔어요~'\n"," 'browsertitle=꾸럭 맘 가이드 숲속곰디학교 숲체험 하며 잘 놀았어요!'\n"," '관악산 숲체험 계곡만이 아니랍니다^^(6월2일) ' '유명산 자연휴양림 / 산림복합체험센터'\n"," '서울근교 계곡이 있는 유명산자연휴양림 캠핑장과 산림복합체험센터' '산림복합체험센터 목재문화체험교실 운영'\n"," '대전 장태산 자연휴양림 숲체험 하기 아이와 가볼만한곳' '영덕 여행 가볼만한곳, 산림생태문화체험공원'\n"," '[유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳'\n"," '인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간'\n"," '부락산 산림체험장 여기 체험하기 딱 좋다 또 가야지' 'Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹'\n"," '[서울 송파]오금공원(무료)숲체험 하고 왔어요.' '야외놀이터, 초안산 반딧불이유아숲체험장 생겼어요 : 네이버 블로그'\n"," '초안산 반딧불 유아숲체험장 : 네이버 블로그' '#반딧불이 유아숲체험장이있는 초안산근린공원으로 야외학습 : 네이버 블로그'\n"," '[초안산] 반딧불이 유아숲 체험장 : 네이버 블로그'\n"," '산책하기 좋은 계절, 아이들과 자연체험 숲체험하러 아산시 정매원매실농장으로' '자전거도 타고 숲체험도 할 수 있는 MTB공원'\n"," '숲체험 수업 5월' '[궁에서 숲 체험] 내 아이 생태 감수성 기르기 : 네이버 포스트'\n"," '국립자연휴양림 산림복합체험센터 제 2호 개관' '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터'\n"," '경기도 가평군 유명산 산림복합체험센터' '장유계곡 숲체험 아이들과 갈만한 곳' '천보산 유아 숲체험 하기'\n"," '노원사회적경제 체험단 투어 숲체험' '카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원'\n"," '유치원 숲체험 부모님과 함께 가을숲 100배 즐기기' '서울대공원 벚꽃축제 & 봄나들이 숲 체험놀이 @테마가든 : 네이버 블로그'\n"," '가을나들이 숲체험 할수 있는 남양주 산들소리수목원' '홍천여행 돌배마을에서의 숲체험'\n"," '속초시, 국립산악박물관 숲체험 유아 탐험대 '\n"," '남해편백자연휴양림 유아놀이터,다양한체험이 가능한 산림복합체험센터(f.에코백만들기)'\n"," '숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!' '유명산 자연휴양림/ 산림복합체험센터/ 경기도 아이와 갈만한 곳'\n"," '[고덕수변생태공원 숲체험 일기] 버드나무' '봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>'\n"," '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프 : 네이버 블로그'\n"," '가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯' '강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹'\n"," '국립 산림치유원 체험' '남해최고의 힐링스팟 산림복합체험센터'\n"," '가평 아이와가볼만한곳 유명산자연휴양림 산림복합체험센터 무료입장+밧줄놀이터^^' '소래산 숲체험 : 네이버 블로그'\n"," '인천대공원유아숲체험장 : 네이버' '시흥시 숲체험 : 네이버 통합검색' '정왕동 숲체험 : 네이버 통합검색'\n"," '[인천대공원]산림치유센터_가족 숲체험! ' '부산목재체험 산림교육센터에서 해보세요 '\n"," '4월 5일 식목일 맞이! 인천 숲체험 산림치유프로그램' '12월 숲체험 따뜻한 햇살 아래서'\n"," '[아이랑서울숲나들이]서울숲곤충식물원&숲속놀이터&모래놀이터유아숲체험장&물놀이터 : 네이버 블로그'\n"," '남산 유아숲체험장 : 네이버 통합검색' '남산타워, 남산공원 유아숲체험장 / 아이와 가볼만한 곳 : 네이버 블로그'\n"," '울창한 산림 체험'\n"," '[강원도호캉스] 평창켄싱턴플로라호텔 : 강원도평창여행 : 두아들과 숲체험 : 뮤지엄 산 : 카페 스멜츠 : 네이버 블로그'\n"," '숲체험 해주는 체험학습 많은 파주 귀한농부학교캠핑장'\n"," '서울숲 유아숲체험장_우리의 장난감은 나무, 흙, 돌, 물 : 네이버 블로그'\n"," '가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)'\n"," '둘째 5세 - 숲체험 수업 시작 (산들생태학교)' '가을 재즈와 함께하는 국립자연 휴양림 산림문화체험']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710247994996,"user_tz":-540,"elapsed":391,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"150a6ea2-a4a5-4ae0-d241-3ba0f91d7d51","id":"I_0LH_19sP-F"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["98"]},"metadata":{},"execution_count":52}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"FFbfWF8nsP-F"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710248005464,"user_tz":-540,"elapsed":299,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"8d0aa341-14c6-4e51-fffd-82270e0c8023","id":"3lvSI50wsP-F"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["      info_obtn_site_subjc_nm                              info_obtn_site_url\n","12  수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다          https://dawoon483.blog.me/221283605574\n","40        어린이집 가족 숲체험(피는 못속여)  https://m.blog.naver.com/funkyyeb/221697640223\n","50                   천271일숲체험   https://m.blog.naver.com/2052sun/221546768256\n","60    유명산자연휴양림 산림복합체험센터 오픈했어요   https://blog.naver.com/lemon8963/221245481506\n","67            <지리산 자연휴양림> 숲체험  https://blog.naver.com/alsdud0613/221300197180"],"text/html":["\n","  <div id=\"df-f1f48c70-bffe-41d1-a64e-371bb91893a9\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>12</th>\n","      <td>수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다</td>\n","      <td>https://dawoon483.blog.me/221283605574</td>\n","    </tr>\n","    <tr>\n","      <th>40</th>\n","      <td>어린이집 가족 숲체험(피는 못속여)</td>\n","      <td>https://m.blog.naver.com/funkyyeb/221697640223</td>\n","    </tr>\n","    <tr>\n","      <th>50</th>\n","      <td>천271일숲체험</td>\n","      <td>https://m.blog.naver.com/2052sun/221546768256</td>\n","    </tr>\n","    <tr>\n","      <th>60</th>\n","      <td>유명산자연휴양림 산림복합체험센터 오픈했어요</td>\n","      <td>https://blog.naver.com/lemon8963/221245481506</td>\n","    </tr>\n","    <tr>\n","      <th>67</th>\n","      <td>&lt;지리산 자연휴양림&gt; 숲체험</td>\n","      <td>https://blog.naver.com/alsdud0613/221300197180</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f1f48c70-bffe-41d1-a64e-371bb91893a9')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-f1f48c70-bffe-41d1-a64e-371bb91893a9 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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\\ube14\\ub85c\\uadf8\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 99,\n        \"samples\": [\n          \"https://m.blog.naver.com/minadie/221549378448\",\n          \"https://m.blog.naver.com/mjs0413/221514855346\",\n          \"https://m.blog.naver.com/PostView.nhn?blogId=momsmap&logNo=221573864658&navType=tl\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":53}]},{"cell_type":"markdown","source":["# 30대 여성 + 자식이 있는\n","> 1284명으로 필터링됨\n","\n","> 관심있는 곳은 134곳(관심있는 곳 중복 제거)"],"metadata":{"id":"oI1K1j4QsP-F"}},{"cell_type":"code","source":["# 성별 : F, 나이 코드 3, chdrn_yn_nm == 자녀 있음 으로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'F']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([3])]\n","filtered_df = filtered_df[filtered_df['chdrn_yn_nm'] == '자녀 있음 ']\n"],"metadata":{"id":"0RHi6slesP-G"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248018538,"user_tz":-540,"elapsed":342,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"d07fc6c1-57fc-4910-fc5a-58146bcb3718","id":"Sy0W265HsP-G"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                1284\n","extrc_word_nm                1284\n","info_obtn_dt                 1284\n","auser_sxdst_cd               1284\n","age_group_cd                 1284\n","occpn_nm                     1284\n","hshld_incm_group_nm          1284\n","mrrg_yn_nm                   1284\n","chdrn_yn_nm                  1284\n","rsid_fom_nm                  1284\n","auser_ara_ctprv_nm           1283\n","auser_ara_gu_nm              1283\n","auser_ara_dong_nm            1283\n","car_group_nm                  702\n","craln_tlphn_mkr_nm           1277\n","craln_tlphn_sbscr_cmpn_nm    1278\n","info_obtn_site_url           1284\n","info_obtn_site_subjc_nm      1284\n","dtype: int64"]},"metadata":{},"execution_count":55}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"8Kr9NXPzsP-G"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248028242,"user_tz":-540,"elapsed":2,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"d8aa0a63-915b-478f-885a-3d2ab71fad96","id":"yWAcLgC8sP-G"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0                                  유명산 산림복합체험센터\n","2                                  유명산 산림복합체험센터\n","8                           어린이집 가족 숲체험(피는 못속여)\n","11                                  국립 산림치유원 체험\n","14    산책하기 좋은 계절, 아이들과 자연체험 숲체험하러 아산시 정매원매실농장으로\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":58}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248029667,"user_tz":-540,"elapsed":4,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"afb42112-b5c3-4313-cc8a-9657b8c327c2","id":"scodX2rWsP-G"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['유명산 산림복합체험센터' '어린이집 가족 숲체험(피는 못속여)' '국립 산림치유원 체험'\n"," '산책하기 좋은 계절, 아이들과 자연체험 숲체험하러 아산시 정매원매실농장으로' '강원숲체험장 : 자연과 바람의 조화 산림 체험!'\n"," '가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)'\n"," '숲체험 해주는 체험학습 많은 파주 귀한농부학교캠핑장' '경기도 가평군 유명산 산림복합체험센터'\n"," '가을 재즈와 함께하는 국립자연 휴양림 산림문화체험' '강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹'\n"," '[충북괴산]조령산휴양림 여행 후기(feat.숲체험)' '서울근교 계곡이 있는 유명산자연휴양림 캠핑장과 산림복합체험센터'\n"," '부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)' '장성 축령산 숲체험 다녀왔어요~'\n"," '제주신라호텔에서 아기랑 숲체험' '남해편백자연휴양림 유아놀이터,다양한체험이 가능한 산림복합체험센터(f.에코백만들기)'\n"," '자전거도 타고 숲체험도 할 수 있는 MTB공원' '4월 5일 식목일 맞이! 인천 숲체험 산림치유프로그램'\n"," '관악산 숲체험 계곡만이 아니랍니다^^(6월2일) ' '수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다'\n"," '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프'\n"," '[삼청공원 유아숲체험장] 숲속놀이터_주말에가볼만한곳 _물의숲_숲속의숲_삼청공원놀이터_유아숲_숲체험_주말나들이_아이들과가볼만한곳'\n"," '유치원 숲체험 부모님과 함께 가을숲 100배 즐기기' '국립자연휴양림 산림복합체험센터 제 2호 개관'\n"," '장유계곡 숲체험 아이들과 갈만한 곳' '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터'\n"," '대전 장태산 자연휴양림 숲체험 하기 아이와 가볼만한곳' '부락산 산림체험장 여기 체험하기 딱 좋다 또 가야지'\n"," '의왕 청계산 맑은숲길 숲체험 장소 딱인걸' '천보산 유아 숲체험 하기' '남해최고의 힐링스팟 산림복합체험센터'\n"," '서울대공원 숲체험' '노원사회적경제 체험단 투어 숲체험'\n"," 'Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹'\n"," '2018 제주산림문화체험 사려니숲 에코힐링체험 물찻오름 오르다!'\n"," '유명산 자연휴양림/ 산림복합체험센터/ 경기도 아이와 갈만한 곳' '유명산 산림복합체험센터를 소개합니다.'\n"," '홍천여행 돌배마을에서의 숲체험' '[유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳'\n"," '[서울 송파]오금공원(무료)숲체험 하고 왔어요.' '[고덕수변생태공원 숲체험 일기] 버드나무'\n"," 'browsertitle=꾸럭 맘 가이드 숲속곰디학교 숲체험 하며 잘 놀았어요!' '평택시, 부락산 산림체험시설에 대해 언론브리핑'\n"," '예산 산림문화 체험 대회 안내' '부산주말나들이 : 아이와 함께 놀기 좋은 곳 [엄광산 유아숲체험장] : 네이버 블로그'\n"," '가을나들이 숲체험 할수 있는 남양주 산들소리수목원' '12월 숲체험 따뜻한 햇살 아래서'\n"," '영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지' '숲체험 수업 5월' '유명산 자연휴양림 데크 + 산림복합체험센터'\n"," '중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험' '산림체험, 청소년 우울감 떨치고 자신감 길러줘'\n"," '영덕 여행 가볼만한곳, 산림생태문화체험공원' '<지리산 자연휴양림> 숲체험'\n"," '아이들과 갈만한 곳, 유아숲 체험원 : 네이버 블로그' '속초시, 국립산악박물관 숲체험 유아 탐험대'\n"," '인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간' '산림복합체험센터 목재문화체험교실 운영'\n"," '유명산자연휴양림 산림복합체험센터 오픈했어요' '카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원'\n"," '수목원 사계탐방 (숲체험과 간단한 체험) 신청해보세요 : 네이버 카페' '봉화 힐빙스테이 프로그램 춘양목 숲체험 하러오세요'\n"," '안동호반 자연휴양림 새단장 산림 체험 치유 한자리에' '경남 남해편백자연휴양림 산림복합체험센터'\n"," '[유명산 자연휴양림] 아이와 올해 첫 캠핑 개시 ! 가평 유명산 국립 자연휴양림 제 2야영장 + 산림 복합 체험센터'\n"," '숲체험1 - 달래반 - 구립 용마 어린이집' '숲체험3 - 달래반 - 구립 용마 어린이집'\n"," '숲체험 2 - 달래반 - 구립 용마 어린이집' '천271일숲체험' '엄광산·구덕산 유아숲체험장 개장 : 네이버 블로그'\n"," '[인천대공원]산림치유센터_가족 숲체험! ' '유명산 휴양림 산림복합체험센터' '부산목재체험 산림교육센터에서 해보세요 '\n"," '유명산 자연휴양림 / 산림복합체험센터'\n"," '대구 달서구 아이와 가볼만한 곳 : 두류공원 유아숲체험원을 소개합니다~ - 달서구 힐링 숲체험 : 네이버 블로그'\n"," '20180921 케이군 유치원 부모참여수업, 숲체험' '목감 아이와 가볼만한곳,조남숲체험장(조남산림욕장) : 네이버 블로그'\n"," '신나는 봄소풍/당진/세움어린이집/부모참여수업/열린어린이집/숲체험/능안생태공원 : 네이버 블로그'\n"," '서대문구 안산 숲체험 가는 시간이 야속하군요ㅠ' '봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>'\n"," '안혜경, 4년째 중증 장애 아동들과 숲 체험 :: 네이버 TV연예' '숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!'\n"," '가평 아이와가볼만한곳 유명산자연휴양림 산림복합체험센터 무료입장+밧줄놀이터^^' '울창한 산림 체험' '5.18기념공원 숲체험'\n"," '산림체험에 특성화된 국립청소년산림센터 착공' '속초시, 국립산악박물관 숲체험 유아 탐험대 '\n"," '단양 도담유아숲체험원 솔솔솔도토리숲 좋네요 : 네이버 블로그' '가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯'\n"," '엄광산 유아숲체험장 : 네이버 통합검색' '부산 엄광산 유아숲 체험장 너무 좋아! : 네이버 블로그'\n"," '[경북.구미] 천생산 유아숲 체험원 : 네이버 블로그'\n"," '♡일본히트상품♡킨초 야외향기링 벌레퇴치 카오링 팔찌 밴드 숲체험 필수품!! : 네이버 블로그'\n"," '문경 불정유아숲체험원에서 신나게 놀아 보아요~! : 네이버 블로그'\n"," '청도운문산자연휴양림 숲체험, 고로쇠수액/ 청도소싸움테마파크, 청도소싸움박물관 : 네이버 블로그'\n"," '새롭게 단장한 천생산 유아숲 체험장 다녀 왔어요:) : 네이버 블로그'\n"," '서산 육아맘 주목! 부춘산 유아숲체험원 개장 : 네이버 블로그' '베짱이유아숲체험장 : 네이버 통합검색'\n"," '여름 숲으로 떠나요! 아이와 가기 좋은 도심속 유아숲체험장 추천 : 네이버 포스트'\n"," '아이랑 갈만한 곳, 양평 쉬자파크 유아 숲체험 프로그램 : 네이버 블로그'\n"," '[가평청평]아이 셋 데리고 국내여행:켄싱턴리조트,음악역1939,비올 땐 유명산자연휴양림 산림복합체험센터(놀이방) : 네이버 블로그'\n"," '주말나들이, 서울근교 양주에서 숲체험해요 : 네이버 블로그' '서울 아이랑 가볼만한곳 둘리뮤지엄과 유아숲체험장 : 네이버 블로그'\n"," '[제주 행사]붉은오름 자연휴양림 숲체험 프로그램 운영 : 네이버 블로그'\n"," '[제주 행사]한라생태숲 유아숲체험원, 유아 대상 여름특별 프로그램 : 네이버 블로그'\n"," '제주특별자치도, 동화작가가 들려주는 ‘유아숲 체험‘ 이야기속으로 - 시사포커스'\n"," '숲체험 많이 하는 어린이집 있을까요?? : 네이버 카페' '속리산 숲체험휴양마을 : 네이버 통합검색'\n"," '속리산 숲체험휴양마을 안내 : 네이버 블로그' '속리산 숲체험휴양마을 : 네이버'\n"," '속리산 숲체험휴양마을 이용방법 및 시설소개 : 네이버 블로그' '부산 달음산 자연휴양림 숙박과 숲체험 : 네이버 블로그'\n"," '[아이랑서울숲나들이]서울숲곤충식물원&숲속놀이터&모래놀이터유아숲체험장&물놀이터 : 네이버 블로그'\n"," '아이들이 숲을 경험하고 이해하는 곳, 포항 솔바람유아숲체험원 :: 포항 가볼만한 곳, 포항 여행지, 주말 여행지 : 네이버 블로그'\n"," '유아숲체험 멤버 모집 댓글 다셨던 분들 봐주세요~ : 네이버 카페'\n"," '숲과 놀아요~♪ 양주 옥정 독바위 유아숲 체험원 : 네이버 블로그'\n"," '부산어린이회관 9, 10월 토요 숲체험교실 사전예약하세요~ : 네이버 블로그'\n"," '요가부터 힐링 숲 체험까지! 중년 여성 건강교실 참여자를 모집합니다 : 네이버 블로그' '용마숲체험장 : 네이버 통합검색'\n"," '[SNS 서포터즈] 옛 군부대 터의 변화, 청량산 유아숲 체험원 : 네이버 블로그' '경암근린공원유아숲체험원 : 네이버 통합검색'\n"," '광주 하남 경암근린공원 유아숲체험원 : 네이버 블로그' '광주 유아숲 체험원: 숲 속 놀이터 경암근린공원 : 네이버 블로그'\n"," 'https://m.blog.naver.com/PostSearchList.nhn?blogId=biggerworld&searchText=숲체험'\n"," '어린이 여러분 숲속을 걸어요~ 광주 경암근린공원 유아 숲 체험원 : 네이버 블로그'\n"," '서울 아이랑 갈만한곳 둘리뮤지엄 더하기 유아숲체험장 : 네이버 블로그' '광산구 경암근린공원 숲 체험하기 : 네이버 블로그'\n"," '광산구 경암근린공원 유아 숲체험 아이들이랑 놀기 좋은 곳이네요 : 네이버 블로그' '광산구 유아숲체험 : 네이버 통합검색'\n"," '광산구숲체험 : 네이버 통합검색' '#속초국립산악박물관 속 숲체험 유아탐험대 참가기관 모집 : 네이버 블로그'\n"," '아이와 같이가기 좋은 엄광산 유아 숲 체험장. : 네이버 블로그'\n"," '남해편백자연휴양림 유아놀이터,다양한체험이 가능한 산림복합체험센터(f.에코백만들기) : 네이버 블로그'\n"," '둘째 5세 - 숲체험 수업 시작 (산들생태학교)']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248034106,"user_tz":-540,"elapsed":338,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"ea8db045-82f6-4cb7-a4af-2885d34424e2","id":"b4f27ZzhsP-G"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["134"]},"metadata":{},"execution_count":60}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"yJjtOLQIsP-G"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710246386413,"user_tz":-540,"elapsed":7,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"68d8cf48-4c8e-409a-b4d5-ccfae5452d6d","id":"wBuazVafsP-G"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                       info_obtn_site_subjc_nm  \\\n","46                      [인천대공원]산림치유센터_가족 숲체험!    \n","265                           홍천여행 돌배마을에서의 숲체험   \n","453                              천보산 유아 숲체험 하기   \n","509   Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹   \n","1059                [서울 송파]오금공원(무료)숲체험 하고 왔어요.   \n","\n","                                    info_obtn_site_url  \n","46       https://blog.naver.com/janiskiki/221306370124  \n","265      https://m.blog.naver.com/oja0612/221347196456  \n","453       https://m.blog.naver.com/skdurl/221316614380  \n","509   https://m.blog.naver.com/1983forest/221717288778  \n","1059       https://m.blog.naver.com/bid33/221664478810  "],"text/html":["\n","  <div id=\"df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>46</th>\n","      <td>[인천대공원]산림치유센터_가족 숲체험!</td>\n","      <td>https://blog.naver.com/janiskiki/221306370124</td>\n","    </tr>\n","    <tr>\n","      <th>265</th>\n","      <td>홍천여행 돌배마을에서의 숲체험</td>\n","      <td>https://m.blog.naver.com/oja0612/221347196456</td>\n","    </tr>\n","    <tr>\n","      <th>453</th>\n","      <td>천보산 유아 숲체험 하기</td>\n","      <td>https://m.blog.naver.com/skdurl/221316614380</td>\n","    </tr>\n","    <tr>\n","      <th>509</th>\n","      <td>Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹</td>\n","      <td>https://m.blog.naver.com/1983forest/221717288778</td>\n","    </tr>\n","    <tr>\n","      <th>1059</th>\n","      <td>[서울 송파]오금공원(무료)숲체험 하고 왔어요.</td>\n","      <td>https://m.blog.naver.com/bid33/221664478810</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-ba334be8-9cc9-49e9-8c13-8f6f7240b9ad button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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Visit the ' +\n","          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n","          + ' to learn more about interactive tables.';\n","        element.innerHTML = '';\n","        dataTable['output_type'] = 'display_data';\n","        await google.colab.output.renderOutput(dataTable, element);\n","        const docLink = document.createElement('div');\n","        docLink.innerHTML = docLinkHtml;\n","        element.appendChild(docLink);\n","      }\n","    </script>\n","  </div>\n","\n","\n","<div id=\"df-09149358-4587-4da0-a46e-dcfafa43c707\">\n","  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-09149358-4587-4da0-a46e-dcfafa43c707')\"\n","            title=\"Suggest charts\"\n","            style=\"display:none;\">\n","\n","<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","     width=\"24px\">\n","    <g>\n","        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n","    </g>\n","</svg>\n","  </button>\n","\n","<style>\n","  .colab-df-quickchart {\n","      --bg-color: #E8F0FE;\n","      --fill-color: #1967D2;\n","      --hover-bg-color: #E2EBFA;\n","      --hover-fill-color: #174EA6;\n","      --disabled-fill-color: #AAA;\n","      --disabled-bg-color: #DDD;\n","  }\n","\n","  [theme=dark] .colab-df-quickchart {\n","      --bg-color: #3B4455;\n","      --fill-color: #D2E3FC;\n","      --hover-bg-color: #434B5C;\n","      --hover-fill-color: #FFFFFF;\n","      --disabled-bg-color: #3B4455;\n","      --disabled-fill-color: #666;\n","  }\n","\n","  .colab-df-quickchart {\n","    background-color: var(--bg-color);\n","    border: none;\n","    border-radius: 50%;\n","    cursor: pointer;\n","    display: none;\n","    fill: var(--fill-color);\n","    height: 32px;\n","    padding: 0;\n","    width: 32px;\n","  }\n","\n","  .colab-df-quickchart:hover {\n","    background-color: var(--hover-bg-color);\n","    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n","    fill: var(--button-hover-fill-color);\n","  }\n","\n","  .colab-df-quickchart-complete:disabled,\n","  .colab-df-quickchart-complete:disabled:hover {\n","    background-color: var(--disabled-bg-color);\n","    fill: var(--disabled-fill-color);\n","    box-shadow: none;\n","  }\n","\n","  .colab-df-spinner {\n","    border: 2px solid var(--fill-color);\n","    border-color: transparent;\n","    border-bottom-color: var(--fill-color);\n","    animation:\n","      spin 1s steps(1) infinite;\n","  }\n","\n","  @keyframes spin {\n","    0% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","      border-left-color: var(--fill-color);\n","    }\n","    20% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    30% {\n","      border-color: transparent;\n","      border-left-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","      border-right-color: var(--fill-color);\n","    }\n","    40% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-top-color: var(--fill-color);\n","    }\n","    60% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","    }\n","    80% {\n","      border-color: transparent;\n","      border-right-color: var(--fill-color);\n","      border-bottom-color: var(--fill-color);\n","    }\n","    90% {\n","      border-color: transparent;\n","      border-bottom-color: var(--fill-color);\n","    }\n","  }\n","</style>\n","\n","  <script>\n","    async function quickchart(key) {\n","      const quickchartButtonEl =\n","        document.querySelector('#' + key + ' button');\n","      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n","      quickchartButtonEl.classList.add('colab-df-spinner');\n","      try {\n","        const charts = await google.colab.kernel.invokeFunction(\n","            'suggestCharts', [key], {});\n","      } catch (error) {\n","        console.error('Error during call to suggestCharts:', error);\n","      }\n","      quickchartButtonEl.classList.remove('colab-df-spinner');\n","      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n","    }\n","    (() => {\n","      let quickchartButtonEl =\n","        document.querySelector('#df-09149358-4587-4da0-a46e-dcfafa43c707 button');\n","      quickchartButtonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"url_and_info","summary":"{\n  \"name\": \"url_and_info\",\n  \"rows\": 32,\n  \"fields\": [\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 32,\n        \"samples\": [\n          \"\\ubd80\\uc0b0\\ubaa9\\uc7ac\\uccb4\\ud5d8 \\uc0b0\\ub9bc\\uad50\\uc721\\uc13c\\ud130\\uc5d0\\uc11c \\ud574\\ubcf4\\uc138\\uc694 \",\n          \"[\\ucda9\\ubd81\\uad34\\uc0b0]\\uc870\\ub839\\uc0b0\\ud734\\uc591\\ub9bc \\uc5ec\\ud589 \\ud6c4\\uae30(feat.\\uc232\\uccb4\\ud5d8)\",\n          \"\\uc601\\ub355 \\uc5ec\\ud589 \\uac00\\ubcfc\\ub9cc\\ud55c\\uacf3, \\uc0b0\\ub9bc\\uc0dd\\ud0dc\\ubb38\\ud654\\uccb4\\ud5d8\\uacf5\\uc6d0\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 32,\n        \"samples\": [\n          \"https://m.blog.naver.com/pysoon36/221515318251\",\n          \"https://m.blog.naver.com/anna0510/221706521640\",\n          \"https://zaerac.blog.me/221255615558\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":59}]},{"cell_type":"markdown","source":["# 30대 남성\n","\n","> 619명으로 필터링됨\n","\n","> 관심있는 곳은 83곳(관심있는 곳 중복 제거)"],"metadata":{"id":"ydqxQ0ugsP-H"}},{"cell_type":"code","source":["# 성별 : M, 나이 코드 2, chdrn_yn_nm == 자녀 없음 으로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'M']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([3])]"],"metadata":{"id":"QqbRgQjusP-H"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248058666,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"0caf43f1-3782-41c0-a104-d4b760f0386e","id":"uGWtLYD3sP-H"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                619\n","extrc_word_nm                619\n","info_obtn_dt                 619\n","auser_sxdst_cd               619\n","age_group_cd                 619\n","occpn_nm                     351\n","hshld_incm_group_nm          350\n","mrrg_yn_nm                   619\n","chdrn_yn_nm                  619\n","rsid_fom_nm                  350\n","auser_ara_ctprv_nm           617\n","auser_ara_gu_nm              617\n","auser_ara_dong_nm            617\n","car_group_nm                 233\n","craln_tlphn_mkr_nm           350\n","craln_tlphn_sbscr_cmpn_nm    353\n","info_obtn_site_url           619\n","info_obtn_site_subjc_nm      619\n","dtype: int64"]},"metadata":{},"execution_count":62}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"kBjIE6HlsP-J"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248071428,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"6c369bc1-708e-49a3-94ea-eb6f909ecfbd","id":"SOb--ej5sP-J"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["131              카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원\n","135                   유치원 숲체험 부모님과 함께 가을숲 100배 즐기기\n","139                   안동호반 자연휴양림 새단장 산림 체험 치유 한자리에\n","156                   숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!\n","158    가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":64}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248073644,"user_tz":-540,"elapsed":328,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"89bcffb8-b0c3-48a8-a77b-b0a160b6721f","id":"RSg7sAPgsP-J"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원' '유치원 숲체험 부모님과 함께 가을숲 100배 즐기기'\n"," '안동호반 자연휴양림 새단장 산림 체험 치유 한자리에' '숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!'\n"," '가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)'\n"," '봉화 힐빙스테이 프로그램 춘양목 숲체험 하러오세요' '유명산 산림복합체험센터'\n"," '가을나들이 숲체험 할수 있는 남양주 산들소리수목원' '서울근교 계곡이 있는 유명산자연휴양림 캠핑장과 산림복합체험센터'\n"," '가평 아이와가볼만한곳 유명산자연휴양림 산림복합체험센터 무료입장+밧줄놀이터^^' '유명산 산림복합체험센터를 소개합니다.'\n"," '서대문구 안산 숲체험 가는 시간이 야속하군요ㅠ' '울창한 산림 체험' '강원숲체험장 : 자연과 바람의 조화 산림 체험!'\n"," '예산 산림문화 체험 대회 안내' '가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯'\n"," 'browsertitle=꾸럭 맘 가이드 숲속곰디학교 숲체험 하며 잘 놀았어요!' '속초시, 국립산악박물관 숲체험 유아 탐험대'\n"," '산책하기 좋은 계절, 아이들과 자연체험 숲체험하러 아산시 정매원매실농장으로'\n"," '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프'\n"," '인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간' '천271일숲체험'\n"," '유명산 자연휴양림/ 산림복합체험센터/ 경기도 아이와 갈만한 곳' '5.18기념공원 숲체험' '숲체험 수업 5월'\n"," '부락산 산림체험장 여기 체험하기 딱 좋다 또 가야지' '산림체험, 청소년 우울감 떨치고 자신감 길러줘'\n"," '수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다' '2018 제주산림문화체험 사려니숲 에코힐링체험 물찻오름 오르다!'\n"," '국립 산림치유원 체험' '장유계곡 숲체험 아이들과 갈만한 곳' '평택시, 부락산 산림체험시설에 대해 언론브리핑'\n"," '남해편백자연휴양림 유아놀이터,다양한체험이 가능한 산림복합체험센터(f.에코백만들기)'\n"," 'Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹'\n"," '대전 장태산 자연휴양림 숲체험 하기 아이와 가볼만한곳' '[유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳'\n"," '4월 5일 식목일 맞이! 인천 숲체험 산림치유프로그램' '중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험'\n"," '부산목재체험 산림교육센터에서 해보세요 ' '경기도 가평군 유명산 산림복합체험센터'\n"," '[유명산 자연휴양림] 아이와 올해 첫 캠핑 개시 ! 가평 유명산 국립 자연휴양림 제 2야영장 + 산림 복합 체험센터'\n"," '[고덕수변생태공원 숲체험 일기] 버드나무' '의왕 청계산 맑은숲길 숲체험 장소 딱인걸'\n"," '20180921 케이군 유치원 부모참여수업, 숲체험' '어린이집 가족 숲체험(피는 못속여)' '<지리산 자연휴양림> 숲체험'\n"," '서울대공원 숲체험' '강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹'\n"," '[삼청공원 유아숲체험장] 숲속놀이터_주말에가볼만한곳 _물의숲_숲속의숲_삼청공원놀이터_유아숲_숲체험_주말나들이_아이들과가볼만한곳'\n"," '영덕 여행 가볼만한곳, 산림생태문화체험공원' '가을 재즈와 함께하는 국립자연 휴양림 산림문화체험'\n"," '부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)' '산림체험에 특성화된 국립청소년산림센터 착공'\n"," '유명산 휴양림 산림복합체험센터' '숲체험 해주는 체험학습 많은 파주 귀한농부학교캠핑장'\n"," '관악산 숲체험 계곡만이 아니랍니다^^(6월2일) ' '유명산 자연휴양림 데크 + 산림복합체험센터'\n"," '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터' '장성 축령산 숲체험 다녀왔어요~'\n"," '남해최고의 힐링스팟 산림복합체험센터' '국립자연휴양림 산림복합체험센터 제 2호 개관'\n"," '[서울 송파]오금공원(무료)숲체험 하고 왔어요.' '12월 숲체험 따뜻한 햇살 아래서' '천보산 유아 숲체험 하기'\n"," '자전거도 타고 숲체험도 할 수 있는 MTB공원' '봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>'\n"," '[인천대공원]산림치유센터_가족 숲체험! ' '산림복합체험센터 목재문화체험교실 운영' '유명산 자연휴양림 / 산림복합체험센터'\n"," '노원사회적경제 체험단 투어 숲체험' '영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지'\n"," '[충북괴산]조령산휴양림 여행 후기(feat.숲체험)' '속초시, 국립산악박물관 숲체험 유아 탐험대 '\n"," '홍천여행 돌배마을에서의 숲체험' '유명산자연휴양림 산림복합체험센터 오픈했어요' '경남 남해편백자연휴양림 산림복합체험센터'\n"," '제주신라호텔에서 아기랑 숲체험' '베짱이유아숲체험장 : 네이버 통합검색'\n"," '우리동네 숲속 놀이터 ‘베짱이 유아숲체험장’ : 네이버 블로그' '오랜만의 숲체험이에요! - 행복해반 - 동래 꿈에그린 어린이집'\n"," '아산숲체험 : 네이버 통합검색'\n"," '생태숲체험이 가득! 아이랑 함께 아산 숲체험의 날 놓치지 마세요~~^^!(10/12) : 네이버 카페'\n"," '컨슈머타임스:제8회 숲유치원·유아숲체험원 전국대회 충남 아산서 개최']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248075685,"user_tz":-540,"elapsed":2,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"47f7d38c-8558-4b88-8e94-4d273914fa1e","id":"8SEHgB5ZsP-J"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["83"]},"metadata":{},"execution_count":66}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"UzqkOhxpsP-J"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710248086062,"user_tz":-540,"elapsed":318,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"26204923-3c57-4bd1-ef35-b8ad50cc8a60","id":"llT2B_omsP-K"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                         info_obtn_site_subjc_nm  \\\n","131            카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원   \n","135                 유치원 숲체험 부모님과 함께 가을숲 100배 즐기기   \n","139                 안동호반 자연휴양림 새단장 산림 체험 치유 한자리에   \n","156                 숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!   \n","158  가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)   \n","\n","                                    info_obtn_site_url  \n","131     https://m.blog.naver.com/allenhan/221379860924  \n","135   https://m.blog.naver.com/jungmi9552/221384993328  \n","139  https://m.blog.naver.com/sijimdental2/22146956...  \n","156  https://m.blog.naver.com/unaangel1004/22169920...  \n","158    https://m.blog.naver.com/ahrum1357/221682803710  "],"text/html":["\n","  <div id=\"df-fdfc2f97-8c18-43bd-a670-96ce3d5b3301\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>131</th>\n","      <td>카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원</td>\n","      <td>https://m.blog.naver.com/allenhan/221379860924</td>\n","    </tr>\n","    <tr>\n","      <th>135</th>\n","      <td>유치원 숲체험 부모님과 함께 가을숲 100배 즐기기</td>\n","      <td>https://m.blog.naver.com/jungmi9552/221384993328</td>\n","    </tr>\n","    <tr>\n","      <th>139</th>\n","      <td>안동호반 자연휴양림 새단장 산림 체험 치유 한자리에</td>\n","      <td>https://m.blog.naver.com/sijimdental2/22146956...</td>\n","    </tr>\n","    <tr>\n","      <th>156</th>\n","      <td>숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!</td>\n","      <td>https://m.blog.naver.com/unaangel1004/22169920...</td>\n","    </tr>\n","    <tr>\n","      <th>158</th>\n","      <td>가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)</td>\n","      <td>https://m.blog.naver.com/ahrum1357/221682803710</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fdfc2f97-8c18-43bd-a670-96ce3d5b3301')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-fdfc2f97-8c18-43bd-a670-96ce3d5b3301 button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"url_and_info","summary":"{\n  \"name\": \"url_and_info\",\n  \"rows\": 84,\n  \"fields\": [\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 83,\n        \"samples\": [\n          \"\\uc7a5\\uc720\\uacc4\\uace1 \\uc232\\uccb4\\ud5d8 \\uc544\\uc774\\ub4e4\\uacfc \\uac08\\ub9cc\\ud55c \\uacf3\",\n          \"\\uce74\\ub2c8\\ubc1c \\ud0c0\\uace0 \\uc0b0\\ub9bc \\uccb4\\ud5d8 \\uae30\\uc544\\ucc28, \\uc0b0\\ub9bc\\uccad\\uacfc \\uad50\\ud1b5\\uc57d\\uc790 \\uc5ec\\ud589 \\uc9c0\\uc6d0\",\n          \"\\uc720\\uba85\\uc0b0 \\uc790\\uc5f0\\ud734\\uc591\\ub9bc/ \\uc0b0\\ub9bc\\ubcf5\\ud569\\uccb4\\ud5d8\\uc13c\\ud130/ \\uacbd\\uae30\\ub3c4 \\uc544\\uc774\\uc640 \\uac08\\ub9cc\\ud55c \\uacf3\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 83,\n        \"samples\": [\n          \"https://m.blog.naver.com/minadie/221549378448\",\n          \"https://m.blog.naver.com/allenhan/221379860924\",\n          \"https://jungae0104.blog.me/221270342037\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":67}]},{"cell_type":"markdown","source":["# 30대 남성 + 자식 없음\n","> 72명으로 필터링됨\n","\n","> 관심있는 곳은 48곳(관심있는 곳 중복 제거)"],"metadata":{"id":"a4GjfRxysP-K"}},{"cell_type":"markdown","source":[],"metadata":{"id":"__eODdCFsP-K"}},{"cell_type":"code","source":["# 성별 : M, 나이 코드 2, chdrn_yn_nm == 자녀 없음 으로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'M']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([3])]\n","filtered_df = filtered_df[filtered_df['chdrn_yn_nm'] == '자녀 없음 ']\n"],"metadata":{"id":"k7hvaR_HsP-K"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248097002,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"bd29bf4b-9e35-4b0a-d6c3-a6cdb030c339","id":"pdeeAPBIsP-K"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                72\n","extrc_word_nm                72\n","info_obtn_dt                 72\n","auser_sxdst_cd               72\n","age_group_cd                 72\n","occpn_nm                     72\n","hshld_incm_group_nm          72\n","mrrg_yn_nm                   72\n","chdrn_yn_nm                  72\n","rsid_fom_nm                  72\n","auser_ara_ctprv_nm           72\n","auser_ara_gu_nm              72\n","auser_ara_dong_nm            72\n","car_group_nm                 46\n","craln_tlphn_mkr_nm           70\n","craln_tlphn_sbscr_cmpn_nm    71\n","info_obtn_site_url           72\n","info_obtn_site_subjc_nm      72\n","dtype: int64"]},"metadata":{},"execution_count":69}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"6tVlFhmxsP-K"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248099931,"user_tz":-540,"elapsed":2,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"59cfe4cd-4633-4f85-9a7c-592313593a74","id":"LNxdulU2sP-K"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["674                                    국립 산림치유원 체험\n","806           [유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳\n","866     인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간\n","1055                        [고덕수변생태공원 숲체험 일기] 버드나무\n","1210                                  5.18기념공원 숲체험\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":71}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248101736,"user_tz":-540,"elapsed":419,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"74d37980-224b-4dea-b294-c7b4ae3bcff9","id":"4pT7nAtbsP-K"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['국립 산림치유원 체험' '[유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳'\n"," '인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간' '[고덕수변생태공원 숲체험 일기] 버드나무'\n"," '5.18기념공원 숲체험' '영덕 여행 가볼만한곳, 산림생태문화체험공원' '유명산 산림복합체험센터를 소개합니다.'\n"," '유명산 자연휴양림/ 산림복합체험센터/ 경기도 아이와 갈만한 곳' '서울근교 계곡이 있는 유명산자연휴양림 캠핑장과 산림복합체험센터'\n"," '서대문구 안산 숲체험 가는 시간이 야속하군요ㅠ' '유치원 숲체험 부모님과 함께 가을숲 100배 즐기기'\n"," '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터'\n"," '[유명산 자연휴양림] 아이와 올해 첫 캠핑 개시 ! 가평 유명산 국립 자연휴양림 제 2야영장 + 산림 복합 체험센터'\n"," '천271일숲체험' '국립자연휴양림 산림복합체험센터 제 2호 개관' '안동호반 자연휴양림 새단장 산림 체험 치유 한자리에'\n"," 'browsertitle=꾸럭 맘 가이드 숲속곰디학교 숲체험 하며 잘 놀았어요!'\n"," '관악산 숲체험 계곡만이 아니랍니다^^(6월2일) ' '경기도 가평군 유명산 산림복합체험센터'\n"," '부락산 산림체험장 여기 체험하기 딱 좋다 또 가야지' '강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹'\n"," '봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>' '[인천대공원]산림치유센터_가족 숲체험! '\n"," '장유계곡 숲체험 아이들과 갈만한 곳' '천보산 유아 숲체험 하기' '경남 남해편백자연휴양림 산림복합체험센터'\n"," '봉화 힐빙스테이 프로그램 춘양목 숲체험 하러오세요' '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프'\n"," '산림체험에 특성화된 국립청소년산림센터 착공' '유명산 자연휴양림 데크 + 산림복합체험센터'\n"," '속초시, 국립산악박물관 숲체험 유아 탐험대' '영덕가볼만한곳, 영덕산림생태문화체험공원 in 영덕풍력발전단지' '서울대공원 숲체험'\n"," '20180921 케이군 유치원 부모참여수업, 숲체험' '가을 재즈와 함께하는 국립자연 휴양림 산림문화체험'\n"," '의왕 청계산 맑은숲길 숲체험 장소 딱인걸' '유명산자연휴양림 산림복합체험센터 오픈했어요'\n"," '부산목재체험 산림교육센터에서 해보세요 ' '가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)'\n"," '자전거도 타고 숲체험도 할 수 있는 MTB공원' '속초시, 국립산악박물관 숲체험 유아 탐험대 ' '숲체험 수업 5월'\n"," '유명산 산림복합체험센터' '카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원' '유명산 휴양림 산림복합체험센터'\n"," '[삼청공원 유아숲체험장] 숲속놀이터_주말에가볼만한곳 _물의숲_숲속의숲_삼청공원놀이터_유아숲_숲체험_주말나들이_아이들과가볼만한곳'\n"," '남해최고의 힐링스팟 산림복합체험센터' '부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248104074,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"3b1d7106-a807-4c33-cf0e-fc389bdf5eb6","id":"-nKEPj_qsP-L"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["48"]},"metadata":{},"execution_count":73}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"nSEKSs_zsP-L"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710248105904,"user_tz":-540,"elapsed":316,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"f4137600-ba7d-4646-fa43-6e9b7a6f63c7","id":"XIfpB1m0sP-L"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["                         info_obtn_site_subjc_nm  \\\n","674                                  국립 산림치유원 체험   \n","806         [유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳   \n","866   인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간   \n","1055                      [고덕수변생태공원 숲체험 일기] 버드나무   \n","1210                                5.18기념공원 숲체험   \n","\n","                                     info_obtn_site_url  \n","674      https://m.blog.naver.com/kong0295/221359304387  \n","806    https://m.blog.naver.com/deco_story/221621271643  \n","866   https://m.blog.naver.com/lovelysera83/22153620...  \n","1055        https://m.blog.naver.com/daji1/221518563553  \n","1210      https://m.blog.naver.com/ana1052/221372810531  "],"text/html":["\n","  <div id=\"df-50a4952c-bb4d-48e5-9b42-1b174d7f594d\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>674</th>\n","      <td>국립 산림치유원 체험</td>\n","      <td>https://m.blog.naver.com/kong0295/221359304387</td>\n","    </tr>\n","    <tr>\n","      <th>806</th>\n","      <td>[유명산 자연휴양림 산림복합체험센터 간단후기] 아이들이 놀기좋은곳</td>\n","      <td>https://m.blog.naver.com/deco_story/221621271643</td>\n","    </tr>\n","    <tr>\n","      <th>866</th>\n","      <td>인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간</td>\n","      <td>https://m.blog.naver.com/lovelysera83/22153620...</td>\n","    </tr>\n","    <tr>\n","      <th>1055</th>\n","      <td>[고덕수변생태공원 숲체험 일기] 버드나무</td>\n","      <td>https://m.blog.naver.com/daji1/221518563553</td>\n","    </tr>\n","    <tr>\n","      <th>1210</th>\n","      <td>5.18기념공원 숲체험</td>\n","      <td>https://m.blog.naver.com/ana1052/221372810531</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-50a4952c-bb4d-48e5-9b42-1b174d7f594d')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            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'block' : 'none';\n","    })();\n","  </script>\n","</div>\n","\n","    </div>\n","  </div>\n"],"application/vnd.google.colaboratory.intrinsic+json":{"type":"dataframe","variable_name":"url_and_info","summary":"{\n  \"name\": \"url_and_info\",\n  \"rows\": 48,\n  \"fields\": [\n    {\n      \"column\": \"info_obtn_site_subjc_nm\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 48,\n        \"samples\": [\n          \"\\uc601\\uc8fc \\uad6d\\ub9bd\\uc0b0\\ub9bc\\uce58\\uc720\\uc6d0 \\uc232 \\uccb4\\ud5d8 \\ud504\\ub85c\\uadf8\\ub7a8 \\ub4f1\\uc0b0 \\ud790\\ub9c1\\ucea0\\ud504\",\n          \"\\uc18d\\ucd08\\uc2dc, \\uad6d\\ub9bd\\uc0b0\\uc545\\ubc15\\ubb3c\\uad00 \\uc232\\uccb4\\ud5d8 \\uc720\\uc544 \\ud0d0\\ud5d8\\ub300 \",\n          \"\\ubd09\\ud654 \\ud790\\ube59\\uc2a4\\ud14c\\uc774 \\ud504\\ub85c\\uadf8\\ub7a8 \\ucd98\\uc591\\ubaa9 \\uc232\\uccb4\\ud5d8 \\ud558\\ub7ec\\uc624\\uc138\\uc694\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"info_obtn_site_url\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 47,\n        \"samples\": [\n          \"https://m.blog.naver.com/yeongju_city/221531244524\",\n          \"https://m.blog.naver.com/sejong_story/221563848183\",\n          \"https://blog.naver.com/bonghwagunchung/221242890575\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"}},"metadata":{},"execution_count":74}]},{"cell_type":"markdown","source":["# 30대 남성 + 자식 있음\n","> 116명으로 필터링됨\n","\n","> 관심있는 곳은 61곳(관심있는 곳 중복 제거)"],"metadata":{"id":"MMOuyETFsP-L"}},{"cell_type":"code","source":["# 성별 : M, 나이 코드 2, chdrn_yn_nm == 자녀 있음 으로 필터링\n","filtered_df = df2[df2['auser_sxdst_cd'] == 'M']\n","filtered_df = filtered_df[filtered_df['age_group_cd'].isin([3])]\n","filtered_df = filtered_df[filtered_df['chdrn_yn_nm'] == '자녀 있음 ']\n"],"metadata":{"id":"CvMsOe40sP-L"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["filtered_df.count()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248125882,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"71d34f5b-88af-4e0e-9fdb-ce69bb19abbf","id":"kY6WGNchsP-L"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["auser_info_id                116\n","extrc_word_nm                116\n","info_obtn_dt                 116\n","auser_sxdst_cd               116\n","age_group_cd                 116\n","occpn_nm                     116\n","hshld_incm_group_nm          116\n","mrrg_yn_nm                   116\n","chdrn_yn_nm                  116\n","rsid_fom_nm                  116\n","auser_ara_ctprv_nm           116\n","auser_ara_gu_nm              116\n","auser_ara_dong_nm            116\n","car_group_nm                 101\n","craln_tlphn_mkr_nm           114\n","craln_tlphn_sbscr_cmpn_nm    114\n","info_obtn_site_url           116\n","info_obtn_site_subjc_nm      116\n","dtype: int64"]},"metadata":{},"execution_count":76}]},{"cell_type":"code","source":["info_obtn_site_subjc_nm = filtered_df['info_obtn_site_subjc_nm']"],"metadata":{"id":"CjckLolusP-L"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["info_obtn_site_subjc_nm.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248129416,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"97a22dad-8c11-4b2d-ec51-19bf0e99de41","id":"o8vE8rrTsP-M"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["156         숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!\n","367    카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원\n","412                     예산 산림문화 체험 대회 안내\n","448              속초시, 국립산악박물관 숲체험 유아 탐험대\n","456         영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프\n","Name: info_obtn_site_subjc_nm, dtype: object"]},"metadata":{},"execution_count":78}]},{"cell_type":"code","source":["unique_info_obtn_site_subjc_nm = info_obtn_site_subjc_nm.unique()\n","print(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248131704,"user_tz":-540,"elapsed":3,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"3e5209d9-76cd-4887-f724-989158d4a29c","id":"qz3jJ_YUsP-M"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["['숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!' '카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원'\n"," '예산 산림문화 체험 대회 안내' '속초시, 국립산악박물관 숲체험 유아 탐험대'\n"," '영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프'\n"," '인천대공원 방과후 숲체험 : 꼬물꼬물 유아숲 : 엄마에게도 여유를 주는 시간' '천271일숲체험'\n"," '서울근교 계곡이 있는 유명산자연휴양림 캠핑장과 산림복합체험센터'\n"," '가평 보리산캠핑장, 아이와 첫 글램핑 성공적 :D (+유명산 산림복합체험센터)' '산림체험, 청소년 우울감 떨치고 자신감 길러줘'\n"," '대전 장태산 자연휴양림 숲체험 하기 아이와 가볼만한곳' '서울대공원 숲체험'\n"," '2018 제주산림문화체험 사려니숲 에코힐링체험 물찻오름 오르다!' '어린이집 가족 숲체험(피는 못속여)'\n"," '부천 오후 숲체험 처음 숲을 만난 아이들~~다정하게^^(4월30일)'\n"," 'browsertitle=꾸럭 맘 가이드 숲속곰디학교 숲체험 하며 잘 놀았어요!'\n"," '4월 5일 식목일 맞이! 인천 숲체험 산림치유프로그램' '숲체험 해주는 체험학습 많은 파주 귀한농부학교캠핑장'\n"," '관악산 숲체험 계곡만이 아니랍니다^^(6월2일) ' '서대문구 안산 숲체험 가는 시간이 야속하군요ㅠ'\n"," '중국 유학생 60명, 칠곡숲체원서 산림복지프로그램 체험' '유명산 자연휴양림/ 산림복합체험센터/ 경기도 아이와 갈만한 곳'\n"," '안동호반 자연휴양림 새단장 산림 체험 치유 한자리에' '산림체험에 특성화된 국립청소년산림센터 착공'\n"," '20180921 케이군 유치원 부모참여수업, 숲체험' '유명산 산림복합체험센터'\n"," '[서울 송파]오금공원(무료)숲체험 하고 왔어요.' '장성 축령산 숲체험 다녀왔어요~'\n"," '봄날에 딱 숲체험,체험놀이<숲속곰디 체험학교>' '산림복합체험센터 목재문화체험교실 운영'\n"," '가평 가볼만한곳(아기랑 실내) 산림복합체험센터 안가면 후회할듯' '노원사회적경제 체험단 투어 숲체험'\n"," '유치원 숲체험 부모님과 함께 가을숲 100배 즐기기' '[인천대공원]산림치유센터_가족 숲체험! '\n"," '수원 숲체험 경기상상캠퍼스에서 푸르름을 느끼다' '산책하기 좋은 계절, 아이들과 자연체험 숲체험하러 아산시 정매원매실농장으로'\n"," '[충북괴산]조령산휴양림 여행 후기(feat.숲체험)' '유명산 자연휴양림 데크 + 산림복합체험센터'\n"," '유명산 산림복합체험센터를 소개합니다.' '가평 아이와가볼만한곳 유명산자연휴양림 산림복합체험센터 무료입장+밧줄놀이터^^'\n"," '남해편백자연휴양림 유아놀이터,다양한체험이 가능한 산림복합체험센터(f.에코백만들기)' '숲체험 수업 5월' '국립 산림치유원 체험'\n"," '국내 가족여행 추천! 남해편백자연휴양림 & 산림복합체험센터' '강원도 원주여행 산림체험프로그램 일구팔삼 낙엽송 마을숲트래킹'\n"," '가을 재즈와 함께하는 국립자연 휴양림 산림문화체험' '제주신라호텔에서 아기랑 숲체험'\n"," '[삼청공원 유아숲체험장] 숲속놀이터_주말에가볼만한곳 _물의숲_숲속의숲_삼청공원놀이터_유아숲_숲체험_주말나들이_아이들과가볼만한곳'\n"," '베짱이유아숲체험장 : 네이버 통합검색' '우리동네 숲속 놀이터 ‘베짱이 유아숲체험장’ : 네이버 블로그'\n"," '유명산 휴양림 산림복합체험센터' '오랜만의 숲체험이에요! - 행복해반 - 동래 꿈에그린 어린이집' '5.18기념공원 숲체험'\n"," '국립자연휴양림 산림복합체험센터 제 2호 개관' 'Forest Campus 산림체험 프로그램 낙엽송을 즐기는 마을숲 트래킹'\n"," '울창한 산림 체험' '아산숲체험 : 네이버 통합검색'\n"," '생태숲체험이 가득! 아이랑 함께 아산 숲체험의 날 놓치지 마세요~~^^!(10/12) : 네이버 카페'\n"," '컨슈머타임스:제8회 숲유치원·유아숲체험원 전국대회 충남 아산서 개최' '[고덕수변생태공원 숲체험 일기] 버드나무'\n"," '봉화 힐빙스테이 프로그램 춘양목 숲체험 하러오세요']\n"]}]},{"cell_type":"code","source":["len(unique_info_obtn_site_subjc_nm)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1710248133979,"user_tz":-540,"elapsed":329,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"4c5bd84e-fc48-4321-a680-88860301a66a","id":"48WjaR5PsP-M"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["61"]},"metadata":{},"execution_count":80}]},{"cell_type":"markdown","source":["url까지 첨가"],"metadata":{"id":"oiKPh1LgsP-M"}},{"cell_type":"code","source":["url_and_info = filtered_df[['info_obtn_site_subjc_nm', 'info_obtn_site_url']].drop_duplicates()\n","url_and_info.head()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":206},"executionInfo":{"status":"ok","timestamp":1710248135303,"user_tz":-540,"elapsed":4,"user":{"displayName":"김효대","userId":"14871952557497568874"}},"outputId":"c3ce09e3-e425-40d5-ff55-ee9a6a7b3346","id":"qkoCiIZjsP-M"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["               info_obtn_site_subjc_nm  \\\n","156       숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!   \n","367  카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원   \n","412                   예산 산림문화 체험 대회 안내   \n","448            속초시, 국립산악박물관 숲체험 유아 탐험대   \n","456       영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프   \n","\n","                                    info_obtn_site_url  \n","156  https://m.blog.naver.com/unaangel1004/22169920...  \n","367     https://m.blog.naver.com/allenhan/221379860924  \n","412  https://m.blog.naver.com/rkfakrtkfka1/22138451...  \n","448  https://m.post.naver.com/viewer/postView.nhn?v...  \n","456  https://m.blog.naver.com/yeongju_city/22153124...  "],"text/html":["\n","  <div id=\"df-27eba4ba-cff0-4733-89ce-8b6729e3b5ac\" class=\"colab-df-container\">\n","    <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>info_obtn_site_subjc_nm</th>\n","      <th>info_obtn_site_url</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>156</th>\n","      <td>숲 체험 프로그램 1탄! 청라호수공원 숲체험 강추!</td>\n","      <td>https://m.blog.naver.com/unaangel1004/22169920...</td>\n","    </tr>\n","    <tr>\n","      <th>367</th>\n","      <td>카니발 타고 산림 체험 기아차, 산림청과 교통약자 여행 지원</td>\n","      <td>https://m.blog.naver.com/allenhan/221379860924</td>\n","    </tr>\n","    <tr>\n","      <th>412</th>\n","      <td>예산 산림문화 체험 대회 안내</td>\n","      <td>https://m.blog.naver.com/rkfakrtkfka1/22138451...</td>\n","    </tr>\n","    <tr>\n","      <th>448</th>\n","      <td>속초시, 국립산악박물관 숲체험 유아 탐험대</td>\n","      <td>https://m.post.naver.com/viewer/postView.nhn?v...</td>\n","    </tr>\n","    <tr>\n","      <th>456</th>\n","      <td>영주 국립산림치유원 숲 체험 프로그램 등산 힐링캠프</td>\n","      <td>https://m.blog.naver.com/yeongju_city/22153124...</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","    <div class=\"colab-df-buttons\">\n","\n","  <div class=\"colab-df-container\">\n","    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-27eba4ba-cff0-4733-89ce-8b6729e3b5ac')\"\n","            title=\"Convert this dataframe to an interactive table.\"\n","            style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n","    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n","  </svg>\n","    </button>\n","\n","  <style>\n","    .colab-df-container {\n","      display:flex;\n","      gap: 12px;\n","    }\n","\n","    .colab-df-convert {\n","      background-color: #E8F0FE;\n","      border: none;\n","      border-radius: 50%;\n","      cursor: pointer;\n","      display: none;\n","      fill: #1967D2;\n","      height: 32px;\n","      padding: 0 0 0 0;\n","      width: 32px;\n","    }\n","\n","    .colab-df-convert:hover {\n","      background-color: #E2EBFA;\n","      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n","      fill: #174EA6;\n","    }\n","\n","    .colab-df-buttons div {\n","      margin-bottom: 4px;\n","    }\n","\n","    [theme=dark] .colab-df-convert {\n","      background-color: #3B4455;\n","      fill: #D2E3FC;\n","    }\n","\n","    [theme=dark] .colab-df-convert:hover {\n","      background-color: #434B5C;\n","      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n","      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n","      fill: #FFFFFF;\n","    }\n","  </style>\n","\n","    <script>\n","      const buttonEl =\n","        document.querySelector('#df-27eba4ba-cff0-4733-89ce-8b6729e3b5ac button.colab-df-convert');\n","      buttonEl.style.display =\n","        google.colab.kernel.accessAllowed ? 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