Merge branch 'master' of http://khuhub.khu.ac.kr/2020-2-capstone-design1/Synergy_project

+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"generate_prediction.ipynb","provenance":[],"authorship_tag":"ABX9TyOYrCpQT+Ec5qRLjFQeN2E1"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"TB2mZGOKD5lp","executionInfo":{"status":"ok","timestamp":1604566430089,"user_tz":-540,"elapsed":812,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"c84972a0-095f-421f-82e5-777c5d9a9543","colab":{"base_uri":"https://localhost:8080/"}},"source":["from google.colab import drive\n","drive.mount('/content/gdrive/')"],"execution_count":81,"outputs":[{"output_type":"stream","text":["Drive already mounted at /content/gdrive/; to attempt to forcibly remount, call drive.mount(\"/content/gdrive/\", force_remount=True).\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"6toBcxODD60f","executionInfo":{"status":"ok","timestamp":1604566433436,"user_tz":-540,"elapsed":1005,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}}},"source":["folder = '/content/gdrive/My Drive/colab_data/cap_di/'\n","weather = folder+'세종시 날씨.csv'\n","generate = folder+'세종시.csv'"],"execution_count":82,"outputs":[]},{"cell_type":"code","metadata":{"id":"kkN1rP34E7WC","executionInfo":{"status":"ok","timestamp":1604566435575,"user_tz":-540,"elapsed":744,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}}},"source":["import pandas as pd"],"execution_count":83,"outputs":[]},{"cell_type":"code","metadata":{"id":"8NENGSIfE9rH","executionInfo":{"status":"ok","timestamp":1604566437488,"user_tz":-540,"elapsed":952,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"5db7a50b-dc93-48b4-85f9-6aae246f5d58","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["wt = pd.read_csv(weather,encoding='CP949')\n","wt.head()"],"execution_count":84,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>일시</th>\n","      <th>기온(°C)</th>\n","      <th>강수량(mm)</th>\n","      <th>습도(%)</th>\n","      <th>현지기압(hPa)</th>\n","      <th>일조(hr)</th>\n","      <th>지면온도(°C)</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>2019-07-01 1:00</td>\n","      <td>22.2</td>\n","      <td>NaN</td>\n","      <td>90</td>\n","      <td>993.5</td>\n","      <td>NaN</td>\n","      <td>22.0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2019-07-01 2:00</td>\n","      <td>22.4</td>\n","      <td>NaN</td>\n","      <td>89</td>\n","      <td>993.4</td>\n","      <td>NaN</td>\n","      <td>22.2</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2019-07-01 3:00</td>\n","      <td>22.3</td>\n","      <td>NaN</td>\n","      <td>90</td>\n","      <td>993.4</td>\n","      <td>NaN</td>\n","      <td>22.1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>2019-07-01 4:00</td>\n","      <td>21.9</td>\n","      <td>NaN</td>\n","      <td>91</td>\n","      <td>993.4</td>\n","      <td>NaN</td>\n","      <td>21.4</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>2019-07-01 5:00</td>\n","      <td>21.8</td>\n","      <td>NaN</td>\n","      <td>91</td>\n","      <td>993.9</td>\n","      <td>NaN</td>\n","      <td>21.2</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                일시  기온(°C)  강수량(mm)  습도(%)  현지기압(hPa)  일조(hr)  지면온도(°C)\n","0  2019-07-01 1:00    22.2      NaN     90      993.5     NaN      22.0\n","1  2019-07-01 2:00    22.4      NaN     89      993.4     NaN      22.2\n","2  2019-07-01 3:00    22.3      NaN     90      993.4     NaN      22.1\n","3  2019-07-01 4:00    21.9      NaN     91      993.4     NaN      21.4\n","4  2019-07-01 5:00    21.8      NaN     91      993.9     NaN      21.2"]},"metadata":{"tags":[]},"execution_count":84}]},{"cell_type":"code","metadata":{"id":"YRZ9hz42FdDE","executionInfo":{"status":"ok","timestamp":1604566519702,"user_tz":-540,"elapsed":783,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"bceb34af-192a-49b8-a270-e5c61e5aa53d","colab":{"base_uri":"https://localhost:8080/","height":235}},"source":["variables=[\"기온(°C)\",\"강수량(mm)\",\"습도(%)\",\"현지기압(hPa)\",\"지면온도(°C)\"]\n","wtData=wt[variables]\n","wtData.index=wt['일시']\n","wtData=wtData.fillna(-1)\n","wtData.head()"],"execution_count":87,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>기온(°C)</th>\n","      <th>강수량(mm)</th>\n","      <th>습도(%)</th>\n","      <th>현지기압(hPa)</th>\n","      <th>지면온도(°C)</th>\n","    </tr>\n","    <tr>\n","      <th>일시</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2019-07-01 1:00</th>\n","      <td>22.2</td>\n","      <td>-1.0</td>\n","      <td>90</td>\n","      <td>993.5</td>\n","      <td>22.0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 2:00</th>\n","      <td>22.4</td>\n","      <td>-1.0</td>\n","      <td>89</td>\n","      <td>993.4</td>\n","      <td>22.2</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 3:00</th>\n","      <td>22.3</td>\n","      <td>-1.0</td>\n","      <td>90</td>\n","      <td>993.4</td>\n","      <td>22.1</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 4:00</th>\n","      <td>21.9</td>\n","      <td>-1.0</td>\n","      <td>91</td>\n","      <td>993.4</td>\n","      <td>21.4</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 5:00</th>\n","      <td>21.8</td>\n","      <td>-1.0</td>\n","      <td>91</td>\n","      <td>993.9</td>\n","      <td>21.2</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                 기온(°C)  강수량(mm)  습도(%)  현지기압(hPa)  지면온도(°C)\n","일시                                                          \n","2019-07-01 1:00    22.2     -1.0     90      993.5      22.0\n","2019-07-01 2:00    22.4     -1.0     89      993.4      22.2\n","2019-07-01 3:00    22.3     -1.0     90      993.4      22.1\n","2019-07-01 4:00    21.9     -1.0     91      993.4      21.4\n","2019-07-01 5:00    21.8     -1.0     91      993.9      21.2"]},"metadata":{"tags":[]},"execution_count":87}]},{"cell_type":"code","metadata":{"id":"4DGaculbN3PN","executionInfo":{"status":"ok","timestamp":1604566530129,"user_tz":-540,"elapsed":954,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"c3e40056-08ac-49e6-a70f-fe1bf5b34373","colab":{"base_uri":"https://localhost:8080/"}},"source":["print(wtData)"],"execution_count":88,"outputs":[{"output_type":"stream","text":["                  기온(°C)  강수량(mm)  습도(%)  현지기압(hPa)  지면온도(°C)\n","일시                                                           \n","2019-07-01 1:00     22.2     -1.0     90      993.5      22.0\n","2019-07-01 2:00     22.4     -1.0     89      993.4      22.2\n","2019-07-01 3:00     22.3     -1.0     90      993.4      22.1\n","2019-07-01 4:00     21.9     -1.0     91      993.4      21.4\n","2019-07-01 5:00     21.8     -1.0     91      993.9      21.2\n","...                  ...      ...    ...        ...       ...\n","2020-06-29 20:00    20.0      6.1     93      986.6      21.2\n","2020-06-29 21:00    19.9     11.1     94      984.7      20.9\n","2020-06-29 22:00    20.2      6.0     94      983.4      20.9\n","2020-06-29 23:00    20.2      5.1     94      981.2      20.7\n","2020-06-30 0:00     20.3      2.0     91      979.8      20.6\n","\n","[8760 rows x 5 columns]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"6m7FW6rLFXBP","executionInfo":{"status":"ok","timestamp":1604566533078,"user_tz":-540,"elapsed":776,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"b89702a3-68a3-4d1a-e82d-620d1abe4fa5","colab":{"base_uri":"https://localhost:8080/","height":204}},"source":["gnt=pd.read_csv(generate,encoding='CP949')\n","gnt.head()"],"execution_count":89,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>일자</th>\n","      <th>1:00</th>\n","      <th>2:00</th>\n","      <th>3:00</th>\n","      <th>4:00</th>\n","      <th>5:00</th>\n","      <th>6:00</th>\n","      <th>7:00</th>\n","      <th>8:00</th>\n","      <th>9:00</th>\n","      <th>10:00</th>\n","      <th>11:00</th>\n","      <th>12:00</th>\n","      <th>13:00</th>\n","      <th>14:00</th>\n","      <th>15:00</th>\n","      <th>16:00</th>\n","      <th>17:00</th>\n","      <th>18:00</th>\n","      <th>19:00</th>\n","      <th>20:00</th>\n","      <th>21:00</th>\n","      <th>22:00</th>\n","      <th>23:00</th>\n","      <th>0:00</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>2019-07-01</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>360</td>\n","      <td>6000</td>\n","      <td>92880</td>\n","      <td>244560</td>\n","      <td>357480</td>\n","      <td>464880</td>\n","      <td>720840</td>\n","      <td>744000</td>\n","      <td>532200</td>\n","      <td>462240</td>\n","      <td>433200</td>\n","      <td>348120</td>\n","      <td>336720</td>\n","      <td>109920</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>2019-07-02</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>81720</td>\n","      <td>313800</td>\n","      <td>625680</td>\n","      <td>831360</td>\n","      <td>1062240</td>\n","      <td>861240</td>\n","      <td>849600</td>\n","      <td>785280</td>\n","      <td>915960</td>\n","      <td>843240</td>\n","      <td>565320</td>\n","      <td>178080</td>\n","      <td>115800</td>\n","      <td>6720</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2019-07-03</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>54480</td>\n","      <td>219720</td>\n","      <td>320400</td>\n","      <td>602400</td>\n","      <td>805440</td>\n","      <td>917280</td>\n","      <td>815760</td>\n","      <td>569520</td>\n","      <td>613080</td>\n","      <td>726480</td>\n","      <td>510120</td>\n","      <td>313440</td>\n","      <td>68400</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>2019-07-04</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>65160</td>\n","      <td>310560</td>\n","      <td>623400</td>\n","      <td>877440</td>\n","      <td>1044240</td>\n","      <td>1170240</td>\n","      <td>1202400</td>\n","      <td>1159920</td>\n","      <td>1071600</td>\n","      <td>680280</td>\n","      <td>467640</td>\n","      <td>267000</td>\n","      <td>130560</td>\n","      <td>2760</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>2019-07-05</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>57120</td>\n","      <td>310320</td>\n","      <td>520320</td>\n","      <td>847800</td>\n","      <td>1031760</td>\n","      <td>1145280</td>\n","      <td>1186680</td>\n","      <td>1146360</td>\n","      <td>970200</td>\n","      <td>664920</td>\n","      <td>506520</td>\n","      <td>304200</td>\n","      <td>64560</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["           일자  1:00  2:00  3:00  4:00  ...  20:00  21:00  22:00  23:00  0:00\n","0  2019-07-01     0     0     0     0  ...      0      0      0      0     0\n","1  2019-07-02     0     0     0     0  ...   6720      0      0      0     0\n","2  2019-07-03     0     0     0     0  ...      0      0      0      0     0\n","3  2019-07-04     0     0     0     0  ...   2760      0      0      0     0\n","4  2019-07-05     0     0     0     0  ...      0      0      0      0     0\n","\n","[5 rows x 25 columns]"]},"metadata":{"tags":[]},"execution_count":89}]},{"cell_type":"code","metadata":{"id":"okcsLKdqGqSZ","executionInfo":{"status":"ok","timestamp":1604566551053,"user_tz":-540,"elapsed":1143,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"c93a108c-fc46-4258-ea0b-9c71a87611b1","colab":{"base_uri":"https://localhost:8080/","height":235}},"source":["GNTvariables=['1:00','2:00','3:00','4:00','5:00','6:00','7:00','8:00','9:00','10:00','11:00','12:00','13:00','14:00','15:00','16:00','17:00','18:00','19:00','20:00','21:00','22:00','23:00','0:00']\n","tempGNT=gnt[GNTvariables]\n","tempGNT.index=gnt['일자']\n","tempGNT.head()"],"execution_count":90,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>1:00</th>\n","      <th>2:00</th>\n","      <th>3:00</th>\n","      <th>4:00</th>\n","      <th>5:00</th>\n","      <th>6:00</th>\n","      <th>7:00</th>\n","      <th>8:00</th>\n","      <th>9:00</th>\n","      <th>10:00</th>\n","      <th>11:00</th>\n","      <th>12:00</th>\n","      <th>13:00</th>\n","      <th>14:00</th>\n","      <th>15:00</th>\n","      <th>16:00</th>\n","      <th>17:00</th>\n","      <th>18:00</th>\n","      <th>19:00</th>\n","      <th>20:00</th>\n","      <th>21:00</th>\n","      <th>22:00</th>\n","      <th>23:00</th>\n","      <th>0:00</th>\n","    </tr>\n","    <tr>\n","      <th>일자</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2019-07-01</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>360</td>\n","      <td>6000</td>\n","      <td>92880</td>\n","      <td>244560</td>\n","      <td>357480</td>\n","      <td>464880</td>\n","      <td>720840</td>\n","      <td>744000</td>\n","      <td>532200</td>\n","      <td>462240</td>\n","      <td>433200</td>\n","      <td>348120</td>\n","      <td>336720</td>\n","      <td>109920</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-02</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>81720</td>\n","      <td>313800</td>\n","      <td>625680</td>\n","      <td>831360</td>\n","      <td>1062240</td>\n","      <td>861240</td>\n","      <td>849600</td>\n","      <td>785280</td>\n","      <td>915960</td>\n","      <td>843240</td>\n","      <td>565320</td>\n","      <td>178080</td>\n","      <td>115800</td>\n","      <td>6720</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-03</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>54480</td>\n","      <td>219720</td>\n","      <td>320400</td>\n","      <td>602400</td>\n","      <td>805440</td>\n","      <td>917280</td>\n","      <td>815760</td>\n","      <td>569520</td>\n","      <td>613080</td>\n","      <td>726480</td>\n","      <td>510120</td>\n","      <td>313440</td>\n","      <td>68400</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-04</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>120</td>\n","      <td>65160</td>\n","      <td>310560</td>\n","      <td>623400</td>\n","      <td>877440</td>\n","      <td>1044240</td>\n","      <td>1170240</td>\n","      <td>1202400</td>\n","      <td>1159920</td>\n","      <td>1071600</td>\n","      <td>680280</td>\n","      <td>467640</td>\n","      <td>267000</td>\n","      <td>130560</td>\n","      <td>2760</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-05</th>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>57120</td>\n","      <td>310320</td>\n","      <td>520320</td>\n","      <td>847800</td>\n","      <td>1031760</td>\n","      <td>1145280</td>\n","      <td>1186680</td>\n","      <td>1146360</td>\n","      <td>970200</td>\n","      <td>664920</td>\n","      <td>506520</td>\n","      <td>304200</td>\n","      <td>64560</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            1:00  2:00  3:00  4:00  5:00  ...  20:00  21:00  22:00  23:00  0:00\n","일자                                        ...                                  \n","2019-07-01     0     0     0     0     0  ...      0      0      0      0     0\n","2019-07-02     0     0     0     0     0  ...   6720      0      0      0     0\n","2019-07-03     0     0     0     0     0  ...      0      0      0      0     0\n","2019-07-04     0     0     0     0     0  ...   2760      0      0      0     0\n","2019-07-05     0     0     0     0     0  ...      0      0      0      0     0\n","\n","[5 rows x 24 columns]"]},"metadata":{"tags":[]},"execution_count":90}]},{"cell_type":"code","metadata":{"id":"tCCfCxurIETg","executionInfo":{"status":"ok","timestamp":1604566559131,"user_tz":-540,"elapsed":926,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"88c8623e-bbb1-4113-bdfe-e77337d5136d","colab":{"base_uri":"https://localhost:8080/"}},"source":["print(tempGNT.columns)"],"execution_count":91,"outputs":[{"output_type":"stream","text":["Index(['1:00', '2:00', '3:00', '4:00', '5:00', '6:00', '7:00', '8:00', '9:00',\n","       '10:00', '11:00', '12:00', '13:00', '14:00', '15:00', '16:00', '17:00',\n","       '18:00', '19:00', '20:00', '21:00', '22:00', '23:00', '0:00'],\n","      dtype='object')\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"i7DnCIAaM_lq","executionInfo":{"status":"ok","timestamp":1604566561153,"user_tz":-540,"elapsed":743,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}}},"source":["temp=pd.DataFrame(columns=['발전량'])"],"execution_count":92,"outputs":[]},{"cell_type":"code","metadata":{"id":"iCbGuA5oKX46","executionInfo":{"status":"ok","timestamp":1604566562528,"user_tz":-540,"elapsed":932,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}}},"source":["t={}"],"execution_count":93,"outputs":[]},{"cell_type":"code","metadata":{"id":"vsPgEOdzL63t","executionInfo":{"status":"ok","timestamp":1604566564001,"user_tz":-540,"elapsed":777,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"f9762214-556a-4529-8313-67471f765642","colab":{"base_uri":"https://localhost:8080/"}},"source":["print(tempGNT['0:00']['2019-07-01'])"],"execution_count":94,"outputs":[{"output_type":"stream","text":["0\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"DY2K5OagIB8A","executionInfo":{"status":"ok","timestamp":1604566565211,"user_tz":-540,"elapsed":811,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}}},"source":["for date in tempGNT.index:\n","  for hour in tempGNT.columns:\n","    t[date+' '+hour]=tempGNT[hour][date]"],"execution_count":95,"outputs":[]},{"cell_type":"code","metadata":{"id":"9jwM6hWaN-lu","executionInfo":{"status":"ok","timestamp":1604566567074,"user_tz":-540,"elapsed":830,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"62f6746c-06ef-42a8-fccc-de6e5bd87603","colab":{"base_uri":"https://localhost:8080/"}},"source":["print(t.values())"],"execution_count":96,"outputs":[{"output_type":"stream","text":["dict_values([0, 0, 0, 0, 0, 360, 6000, 92880, 244560, 357480, 464880, 720840, 744000, 532200, 462240, 433200, 348120, 336720, 109920, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 120, 81720, 313800, 625680, 831360, 1062240, 861240, 849600, 785280, 915960, 843240, 565320, 178080, 115800, 6720, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 54480, 219720, 320400, 602400, 805440, 917280, 815760, 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index=t.keys())"],"execution_count":97,"outputs":[]},{"cell_type":"code","metadata":{"id":"p2a5g_jRMqwy","executionInfo":{"status":"ok","timestamp":1604566570002,"user_tz":-540,"elapsed":936,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"725752e9-c9d3-4e51-eba8-f719f56ee389","colab":{"base_uri":"https://localhost:8080/"}},"source":["print(temp)"],"execution_count":98,"outputs":[{"output_type":"stream","text":["                  0\n","2019-07-01 1:00   0\n","2019-07-01 2:00   0\n","2019-07-01 3:00   0\n","2019-07-01 4:00   0\n","2019-07-01 5:00   0\n","...              ..\n","2020-06-30 20:00  0\n","2020-06-30 21:00  0\n","2020-06-30 22:00  0\n","2020-06-30 23:00  0\n","2020-06-30 0:00   0\n","\n","[8784 rows x 1 columns]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"yv-wtS5tNLNv","executionInfo":{"status":"ok","timestamp":1604566574693,"user_tz":-540,"elapsed":1060,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"0834b94e-d033-4c67-8cf2-16c956a0b383","colab":{"base_uri":"https://localhost:8080/","height":235}},"source":["temp.columns=['발전량']\n","temp.index.names=['일자']\n","temp.head()"],"execution_count":99,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>발전량</th>\n","    </tr>\n","    <tr>\n","      <th>일자</th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2019-07-01 1:00</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 2:00</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 3:00</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 4:00</th>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 5:00</th>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                 발전량\n","일자                  \n","2019-07-01 1:00    0\n","2019-07-01 2:00    0\n","2019-07-01 3:00    0\n","2019-07-01 4:00    0\n","2019-07-01 5:00    0"]},"metadata":{"tags":[]},"execution_count":99}]},{"cell_type":"code","metadata":{"id":"sYP_krzqQ7OS","executionInfo":{"status":"ok","timestamp":1604566577735,"user_tz":-540,"elapsed":702,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}}},"source":["def min_max_normalize(lst):\n","  normalize = []\n","\n","  for value in lst:\n","    normalized_num=(value - min(lst))/(max(lst)-min(lst))\n","    normalize.append(normalized_num)\n","\n","  return normalize"],"execution_count":100,"outputs":[]},{"cell_type":"code","metadata":{"id":"nRTowLdHWfHp","executionInfo":{"status":"ok","timestamp":1604566579969,"user_tz":-540,"elapsed":732,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"c9b03a88-e3c5-417a-bb1b-55830de5488c","colab":{"base_uri":"https://localhost:8080/","height":235}},"source":["wtData['발전량']=0\n","wtData.head()"],"execution_count":101,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>기온(°C)</th>\n","      <th>강수량(mm)</th>\n","      <th>습도(%)</th>\n","      <th>현지기압(hPa)</th>\n","      <th>지면온도(°C)</th>\n","      <th>발전량</th>\n","    </tr>\n","    <tr>\n","      <th>일시</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2019-07-01 1:00</th>\n","      <td>22.2</td>\n","      <td>-1.0</td>\n","      <td>90</td>\n","      <td>993.5</td>\n","      <td>22.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 2:00</th>\n","      <td>22.4</td>\n","      <td>-1.0</td>\n","      <td>89</td>\n","      <td>993.4</td>\n","      <td>22.2</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 3:00</th>\n","      <td>22.3</td>\n","      <td>-1.0</td>\n","      <td>90</td>\n","      <td>993.4</td>\n","      <td>22.1</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 4:00</th>\n","      <td>21.9</td>\n","      <td>-1.0</td>\n","      <td>91</td>\n","      <td>993.4</td>\n","      <td>21.4</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 5:00</th>\n","      <td>21.8</td>\n","      <td>-1.0</td>\n","      <td>91</td>\n","      <td>993.9</td>\n","      <td>21.2</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                 기온(°C)  강수량(mm)  습도(%)  현지기압(hPa)  지면온도(°C)  발전량\n","일시                                                               \n","2019-07-01 1:00    22.2     -1.0     90      993.5      22.0    0\n","2019-07-01 2:00    22.4     -1.0     89      993.4      22.2    0\n","2019-07-01 3:00    22.3     -1.0     90      993.4      22.1    0\n","2019-07-01 4:00    21.9     -1.0     91      993.4      21.4    0\n","2019-07-01 5:00    21.8     -1.0     91      993.9      21.2    0"]},"metadata":{"tags":[]},"execution_count":101}]},{"cell_type":"code","metadata":{"id":"xFJ0f-AIp7lE","executionInfo":{"status":"ok","timestamp":1604568174883,"user_tz":-540,"elapsed":1173,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}}},"source":["wtData['시간']=0\n","for date in wtData.index:\n","  temp=date[11:13]\n","  if temp[1]==\":\":temp=temp[0]\n","  wtData['시간']=int(temp)"],"execution_count":129,"outputs":[]},{"cell_type":"code","metadata":{"id":"xAfRDfGsS5Gh","executionInfo":{"status":"ok","timestamp":1604566601134,"user_tz":-540,"elapsed":13135,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"cb0112f0-fbb6-4e5c-e8da-0571c3c56617","colab":{"base_uri":"https://localhost:8080/"}},"source":["for date1 in wtData.index:\n","  for date2 in temp.index:\n","    if date1==date2:\n","      wtData['발전량'][date1]=temp['발전량'][date2]"],"execution_count":102,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n","A value is trying to be set on a copy of a slice from a DataFrame\n","\n","See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n","  after removing the cwd from sys.path.\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"QcgiXXo0XJfY","executionInfo":{"status":"ok","timestamp":1604566630614,"user_tz":-540,"elapsed":748,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"9b3c3469-9c46-4535-8735-f89c9e50fc42","colab":{"base_uri":"https://localhost:8080/","height":235}},"source":["wtData=wtData.fillna(-1)\n","wtData.head()"],"execution_count":104,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>기온(°C)</th>\n","      <th>강수량(mm)</th>\n","      <th>습도(%)</th>\n","      <th>현지기압(hPa)</th>\n","      <th>지면온도(°C)</th>\n","      <th>발전량</th>\n","    </tr>\n","    <tr>\n","      <th>일시</th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","      <th></th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>2019-07-01 1:00</th>\n","      <td>22.2</td>\n","      <td>-1.0</td>\n","      <td>90</td>\n","      <td>993.5</td>\n","      <td>22.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 2:00</th>\n","      <td>22.4</td>\n","      <td>-1.0</td>\n","      <td>89</td>\n","      <td>993.4</td>\n","      <td>22.2</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 3:00</th>\n","      <td>22.3</td>\n","      <td>-1.0</td>\n","      <td>90</td>\n","      <td>993.4</td>\n","      <td>22.1</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 4:00</th>\n","      <td>21.9</td>\n","      <td>-1.0</td>\n","      <td>91</td>\n","      <td>993.4</td>\n","      <td>21.4</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>2019-07-01 5:00</th>\n","      <td>21.8</td>\n","      <td>-1.0</td>\n","      <td>91</td>\n","      <td>993.9</td>\n","      <td>21.2</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["                 기온(°C)  강수량(mm)  습도(%)  현지기압(hPa)  지면온도(°C)  발전량\n","일시                                                               \n","2019-07-01 1:00    22.2     -1.0     90      993.5      22.0    0\n","2019-07-01 2:00    22.4     -1.0     89      993.4      22.2    0\n","2019-07-01 3:00    22.3     -1.0     90      993.4      22.1    0\n","2019-07-01 4:00    21.9     -1.0     91      993.4      21.4    0\n","2019-07-01 5:00    21.8     -1.0     91      993.9      21.2    0"]},"metadata":{"tags":[]},"execution_count":104}]},{"cell_type":"code","metadata":{"id":"p27JCDz8XRaA","executionInfo":{"status":"ok","timestamp":1604568190388,"user_tz":-540,"elapsed":974,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}}},"source":["feature=[\"기온(°C)\",\"강수량(mm)\",\"습도(%)\",\"현지기압(hPa)\",\"지면온도(°C)\",\"시간\"]\n","gen=[\"발전량\"]\n","T_data=wtData[feature]\n","T_label=wtData[\"발전량\"]"],"execution_count":130,"outputs":[]},{"cell_type":"code","metadata":{"id":"FbrPPgPujD5e","executionInfo":{"status":"ok","timestamp":1604567674665,"user_tz":-540,"elapsed":936,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}}},"source":["from sklearn.neighbors import KNeighborsRegressor\n","regressor = KNeighborsRegressor(n_neighbors=900,weights=\"distance\")"],"execution_count":123,"outputs":[]},{"cell_type":"code","metadata":{"id":"DAAySZf9oSbP","executionInfo":{"status":"ok","timestamp":1604567679591,"user_tz":-540,"elapsed":791,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"543ff405-a3f6-4a3a-df8f-8b358a8e4ea0","colab":{"base_uri":"https://localhost:8080/"}},"source":["print(T_label)"],"execution_count":124,"outputs":[{"output_type":"stream","text":["일시\n","2019-07-01 1:00     0\n","2019-07-01 2:00     0\n","2019-07-01 3:00     0\n","2019-07-01 4:00     0\n","2019-07-01 5:00     0\n","                   ..\n","2020-06-29 20:00    0\n","2020-06-29 21:00    0\n","2020-06-29 22:00    0\n","2020-06-29 23:00    0\n","2020-06-30 0:00     0\n","Name: 발전량, Length: 8760, dtype: int64\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"V53fLWsijv-l","executionInfo":{"status":"ok","timestamp":1604568197368,"user_tz":-540,"elapsed":791,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"fdf02945-7683-4189-e542-3a6b03dcf61a","colab":{"base_uri":"https://localhost:8080/"}},"source":["regressor.fit(T_data,T_label)"],"execution_count":131,"outputs":[{"output_type":"execute_result","data":{"text/plain":["KNeighborsRegressor(algorithm='auto', leaf_size=30, metric='minkowski',\n","                    metric_params=None, n_jobs=None, n_neighbors=900, p=2,\n","                    weights='distance')"]},"metadata":{"tags":[]},"execution_count":131}]},{"cell_type":"code","metadata":{"id":"Z82XKJGbj1xf","executionInfo":{"status":"ok","timestamp":1604568237299,"user_tz":-540,"elapsed":779,"user":{"displayName":"유재상","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GglKAtzG4NOmWtLkHxESc-8pdCe25fvMnGxEpncbQ=s64","userId":"01471692153650888086"}},"outputId":"38d660be-8049-426d-d52f-523f872ad956","colab":{"base_uri":"https://localhost:8080/"}},"source":["print(regressor.predict([[24.0,-1.0,90,993.5,22.0,]]))"],"execution_count":132,"outputs":[{"output_type":"stream","text":["[38915.18408594]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"K1UTv8OppbFX"},"source":[""],"execution_count":null,"outputs":[]}]}
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