결과 시각화.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"collapsed_sections":["wLx14rh08W8r"]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","source":["from google.colab import drive\n","drive.mount('/content/drive')"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qHZEXzBZUqS_","executionInfo":{"status":"ok","timestamp":1671124411925,"user_tz":-540,"elapsed":23354,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"d2429019-5cda-4ccf-a14a-02f4cb963db3"},"execution_count":2,"outputs":[{"output_type":"stream","name":"stdout","text":["Mounted at /content/drive\n"]}]},{"cell_type":"code","execution_count":10,"metadata":{"id":"dvwIXs1MUm9w","executionInfo":{"status":"ok","timestamp":1671125617164,"user_tz":-540,"elapsed":323,"user":{"displayName":"이병주","userId":"08302934530842184689"}}},"outputs":[],"source":["import pandas as pd\n","import matplotlib.pyplot as plt\n","\n","import numpy as np\n"]},{"cell_type":"markdown","source":["### 스킵"],"metadata":{"id":"wLx14rh08W8r"}},{"cell_type":"code","source":["val=pd.read_csv('/content/drive/Shareddrives/캡스톤디자인/시각화/val.csv')\n","val_pred=pd.read_csv('/content/drive/Shareddrives/캡스톤디자인/시각화/val_pred.csv')\n","test=pd.read_csv('/content/drive/Shareddrives/캡스톤디자인/시각화/test_set.csv')\n","test_pred=pd.read_csv('/content/drive/Shareddrives/캡스톤디자인/시각화/pred_test.csv')"],"metadata":{"id":"RpcPJflWm7fv"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["val=pd.concat([val,val_pred])"],"metadata":{"id":"aYhvQFRWnTT9"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["test"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"RS-C3NYJnqo5","executionInfo":{"status":"ok","timestamp":1671107498927,"user_tz":-540,"elapsed":82,"user":{"displayName":"강채현","userId":"03351335281204608271"}},"outputId":"025548b0-46eb-4736-b412-2534e41f1342"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["      Unnamed: 0  RUL_PERCENTAGE  sum_cumulative  \\\n","0              0        0.006006       -1.602940   \n","1              1        0.009009       -1.593733   \n","2              2        0.012012       -1.584354   \n","3              3        0.015015       -1.575354   \n","4              4        0.018018       -1.565657   \n","...          ...             ...             ...   \n","1856        1856        0.988571        1.796467   \n","1857        1857        0.991429        1.808693   \n","1858        1858        0.994286        1.820966   \n","1859        1859        0.997143        1.833334   \n","1860        1860        1.000000        1.845640   \n","\n","      reconstruction_error_ewm_1_stand  \n","0                            -1.197737  \n","1                            -0.893831  \n","2                             0.141438  \n","3                            -0.290994  \n","4                            -0.432107  \n","...                                ...  \n","1856                          0.850155  \n","1857                          1.002040  \n","1858                          1.053410  \n","1859                          1.296569  \n","1860                          1.300485  \n","\n","[1861 rows x 4 columns]"],"text/html":["\n","  <div id=\"df-f167be6c-f0ba-4566-a4d7-7bd4de575c10\">\n","    <div 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>Unnamed: 0</th>\n","      <th>RUL_PERCENTAGE</th>\n","      <th>sum_cumulative</th>\n","      <th>reconstruction_error_ewm_1_stand</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      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<td>1.796467</td>\n","      <td>0.850155</td>\n","    </tr>\n","    <tr>\n","      <th>1857</th>\n","      <td>1857</td>\n","      <td>0.991429</td>\n","      <td>1.808693</td>\n","      <td>1.002040</td>\n","    </tr>\n","    <tr>\n","      <th>1858</th>\n","      <td>1858</td>\n","      <td>0.994286</td>\n","      <td>1.820966</td>\n","      <td>1.053410</td>\n","    </tr>\n","    <tr>\n","      <th>1859</th>\n","      <td>1859</td>\n","      <td>0.997143</td>\n","      <td>1.833334</td>\n","      <td>1.296569</td>\n","    </tr>\n","    <tr>\n","      <th>1860</th>\n","      <td>1860</td>\n","      <td>1.000000</td>\n","      <td>1.845640</td>\n","      <td>1.300485</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1861 rows × 4 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f167be6c-f0ba-4566-a4d7-7bd4de575c10')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              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-0.432107  0.033960   \n","...          ...             ...                               ...       ...   \n","1856        1856        1.796467                          0.850155  0.873152   \n","1857        1857        1.808693                          1.002040  0.874932   \n","1858        1858        1.820966                          1.053410  0.879026   \n","1859        1859        1.833334                          1.296569  0.882413   \n","1860        1860        1.845640                          1.300485  0.883278   \n","\n","      RUL_PERCENTAGE  \n","0           0.006006  \n","1           0.009009  \n","2           0.012012  \n","3           0.015015  \n","4           0.018018  \n","...              ...  \n","1856        0.988571  \n","1857        0.991429  \n","1858        0.994286  \n","1859        0.997143  \n","1860        1.000000  \n","\n","[1861 rows x 5 columns]"],"text/html":["\n","  <div id=\"df-81840138-596f-4e78-8ddf-04e351d6f31a\">\n","    <div 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<tr>\n","      <th>1862</th>\n","      <td>1862</td>\n","      <td>30340</td>\n","    </tr>\n","    <tr>\n","      <th>1863</th>\n","      <td>1863</td>\n","      <td>30341</td>\n","    </tr>\n","    <tr>\n","      <th>1864</th>\n","      <td>1864</td>\n","      <td>30342</td>\n","    </tr>\n","    <tr>\n","      <th>1865</th>\n","      <td>1865</td>\n","      <td>30343</td>\n","    </tr>\n","    <tr>\n","      <th>1866</th>\n","      <td>1866</td>\n","      <td>30344</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1867 rows × 2 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0f0ab306-b136-4214-bdb6-8f723442dcdf')\"\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 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path 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1856        1.796467                          0.850155  0.873152   \n","1857        1857        1.808693                          1.002040  0.874932   \n","1858        1858        1.820966                          1.053410  0.879026   \n","1859        1859        1.833334                          1.296569  0.882413   \n","1860        1860        1.845640                          1.300485  0.883278   \n","\n","      RUL_PERCENTAGE  index  \n","0           0.006006   4936  \n","1           0.009009   4937  \n","2           0.012012   4938  \n","3           0.015015   4939  \n","4           0.018018   4940  \n","...              ...    ...  \n","1856        0.988571  30334  \n","1857        0.991429  30335  \n","1858        0.994286  30336  \n","1859        0.997143  30337  \n","1860        1.000000  30338  \n","\n","[1861 rows x 6 columns]"],"text/html":["\n","  <div id=\"df-b6384223-945c-458b-b98b-47078df607eb\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style 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<td>0.873152</td>\n","      <td>0.988571</td>\n","      <td>30334</td>\n","    </tr>\n","    <tr>\n","      <th>1857</th>\n","      <td>1857</td>\n","      <td>1.808693</td>\n","      <td>1.002040</td>\n","      <td>0.874932</td>\n","      <td>0.991429</td>\n","      <td>30335</td>\n","    </tr>\n","    <tr>\n","      <th>1858</th>\n","      <td>1858</td>\n","      <td>1.820966</td>\n","      <td>1.053410</td>\n","      <td>0.879026</td>\n","      <td>0.994286</td>\n","      <td>30336</td>\n","    </tr>\n","    <tr>\n","      <th>1859</th>\n","      <td>1859</td>\n","      <td>1.833334</td>\n","      <td>1.296569</td>\n","      <td>0.882413</td>\n","      <td>0.997143</td>\n","      <td>30337</td>\n","    </tr>\n","    <tr>\n","      <th>1860</th>\n","      <td>1860</td>\n","      <td>1.845640</td>\n","      <td>1.300485</td>\n","      <td>0.883278</td>\n","      <td>1.000000</td>\n","      <td>30338</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1861 rows × 6 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on='index')"],"metadata":{"id":"ipi03Gftpaep"},"execution_count":null,"outputs":[]},{"cell_type":"code","source":["test_merge"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"Dt8Smo_ZpqjS","executionInfo":{"status":"ok","timestamp":1671107531827,"user_tz":-540,"elapsed":126,"user":{"displayName":"강채현","userId":"03351335281204608271"}},"outputId":"9f82354c-4fd7-48a3-a0f6-81822564ec60"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["      Unnamed: 0  sum_cumulative  reconstruction_error_ewm_1_stand     Label  \\\n","0              0       -1.602940                         -1.197737  0.027383   \n","1              1       -1.593733                         -0.893831  0.027286   \n","2              2       -1.584354                          0.141438  0.133038   \n","3              3       -1.575354                         -0.290994  0.072372   \n","4              4       -1.565657                         -0.432107  0.033960   \n","...          ...             ...                               ...       ...   \n","1856        1856        1.796467                          0.850155  0.873152   \n","1857        1857        1.808693                          1.002040  0.874932   \n","1858        1858        1.820966                          1.053410  0.879026   \n","1859        1859        1.833334                          1.296569  0.882413   \n","1860        1860        1.845640                          1.300485  0.883278   \n","\n","      RUL_PERCENTAGE  index  completion  \n","0           0.006006   4936           2  \n","1           0.009009   4937           2  \n","2           0.012012   4938           2  \n","3           0.015015   4939           2  \n","4           0.018018   4940           2  \n","...              ...    ...         ...  \n","1856        0.988571  30334          71  \n","1857        0.991429  30335          71  \n","1858        0.994286  30336          71  \n","1859        0.997143  30337          71  \n","1860        1.000000  30338          71  \n","\n","[1861 rows x 7 columns]"],"text/html":["\n","  <div id=\"df-7d71f3fa-9d7b-4fb0-9f2d-95a5f0211b47\">\n","    <div 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>Unnamed: 0</th>\n","      <th>sum_cumulative</th>\n","      <th>reconstruction_error_ewm_1_stand</th>\n","      <th>Label</th>\n","      <th>RUL_PERCENTAGE</th>\n","      <th>index</th>\n","      <th>completion</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>-1.602940</td>\n","      <td>-1.197737</td>\n","      <td>0.027383</td>\n","      <td>0.006006</td>\n","      <td>4936</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>-1.593733</td>\n","      <td>-0.893831</td>\n","      <td>0.027286</td>\n","      <td>0.009009</td>\n","      <td>4937</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>2</td>\n","      <td>-1.584354</td>\n","      <td>0.141438</td>\n","      <td>0.133038</td>\n","      <td>0.012012</td>\n","      <td>4938</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>-1.575354</td>\n","      <td>-0.290994</td>\n","      <td>0.072372</td>\n","      <td>0.015015</td>\n","      <td>4939</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>-1.565657</td>\n","      <td>-0.432107</td>\n","      <td>0.033960</td>\n","      <td>0.018018</td>\n","      <td>4940</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1856</th>\n","      <td>1856</td>\n","      <td>1.796467</td>\n","      <td>0.850155</td>\n","      <td>0.873152</td>\n","      <td>0.988571</td>\n","      <td>30334</td>\n","      <td>71</td>\n","    </tr>\n","    <tr>\n","      <th>1857</th>\n","      <td>1857</td>\n","      <td>1.808693</td>\n","      <td>1.002040</td>\n","      <td>0.874932</td>\n","      <td>0.991429</td>\n","      <td>30335</td>\n","      <td>71</td>\n","    </tr>\n","    <tr>\n","      <th>1858</th>\n","      <td>1858</td>\n","      <td>1.820966</td>\n","      <td>1.053410</td>\n","      <td>0.879026</td>\n","      <td>0.994286</td>\n","      <td>30336</td>\n","      <td>71</td>\n","    </tr>\n","    <tr>\n","      <th>1859</th>\n","      <td>1859</td>\n","      <td>1.833334</td>\n","      <td>1.296569</td>\n","      <td>0.882413</td>\n","      <td>0.997143</td>\n","      <td>30337</td>\n","      <td>71</td>\n","    </tr>\n","    <tr>\n","      <th>1860</th>\n","      <td>1860</td>\n","      <td>1.845640</td>\n","      <td>1.300485</td>\n","      <td>0.883278</td>\n","      <td>1.000000</td>\n","      <td>30338</td>\n","      <td>71</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1861 rows × 7 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7d71f3fa-9d7b-4fb0-9f2d-95a5f0211b47')\"\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 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 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data/plot_table.csv')"],"metadata":{"id":"KW05JFYDpv1n","executionInfo":{"status":"ok","timestamp":1671124422887,"user_tz":-540,"elapsed":1865,"user":{"displayName":"이병주","userId":"08302934530842184689"}}},"execution_count":3,"outputs":[]},{"cell_type":"code","source":["c"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":424},"id":"M3pUabvKqB_S","executionInfo":{"status":"ok","timestamp":1671124422887,"user_tz":-540,"elapsed":8,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"d4029601-8509-4a61-ca88-37d6bc50db88"},"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/plain":["      Unnamed: 0  Unnamed: 0.1  sum_cumulative  \\\n","0              0             0       -1.602940   \n","1              1             1       -1.593733   \n","2              2             2       -1.584354   \n","3              3             3       -1.575354   \n","4              4             4       -1.565657   \n","...          ...           ...             ...   \n","1856        1856          1856        1.796467   \n","1857        1857          1857        1.808693   \n","1858        1858          1858        1.820966   \n","1859        1859          1859        1.833334   \n","1860        1860          1860        1.845640   \n","\n","      reconstruction_error_ewm_1_stand     Label  RUL_PERCENTAGE  index  \\\n","0                            -1.197737  0.027383        0.006006   4936   \n","1                            -0.893831  0.027286        0.009009   4937   \n","2                             0.141438  0.133038        0.012012   4938   \n","3                            -0.290994  0.072372        0.015015   4939   \n","4                            -0.432107  0.033960        0.018018   4940   \n","...                                ...       ...             ...    ...   \n","1856                          0.850155  0.873152        0.988571  30334   \n","1857                          1.002040  0.874932        0.991429  30335   \n","1858                          1.053410  0.879026        0.994286  30336   \n","1859                          1.296569  0.882413        0.997143  30337   \n","1860                          1.300485  0.883278        1.000000  30338   \n","\n","      completion  \n","0              2  \n","1              2  \n","2              2  \n","3              2  \n","4              2  \n","...          ...  \n","1856          71  \n","1857          71  \n","1858          71  \n","1859          71  \n","1860          71  \n","\n","[1861 rows x 8 columns]"],"text/html":["\n","  <div id=\"df-2b34eff5-911c-4d25-a617-7c31575bc66b\">\n","    <div 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\" 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<td>-1.584354</td>\n","      <td>0.141438</td>\n","      <td>0.133038</td>\n","      <td>0.012012</td>\n","      <td>4938</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>-1.575354</td>\n","      <td>-0.290994</td>\n","      <td>0.072372</td>\n","      <td>0.015015</td>\n","      <td>4939</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>-1.565657</td>\n","      <td>-0.432107</td>\n","      <td>0.033960</td>\n","      <td>0.018018</td>\n","      <td>4940</td>\n","      <td>2</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>1856</th>\n","      <td>1856</td>\n","      <td>1856</td>\n","      <td>1.796467</td>\n","      <td>0.850155</td>\n","      <td>0.873152</td>\n","      <td>0.988571</td>\n","      <td>30334</td>\n","      <td>71</td>\n","    </tr>\n","    <tr>\n","      <th>1857</th>\n","      <td>1857</td>\n","      <td>1857</td>\n","      <td>1.808693</td>\n","      <td>1.002040</td>\n","      <td>0.874932</td>\n","      <td>0.991429</td>\n","      <td>30335</td>\n","      <td>71</td>\n","    </tr>\n","    <tr>\n","      <th>1858</th>\n","      <td>1858</td>\n","      <td>1858</td>\n","      <td>1.820966</td>\n","      <td>1.053410</td>\n","      <td>0.879026</td>\n","      <td>0.994286</td>\n","      <td>30336</td>\n","      <td>71</td>\n","    </tr>\n","    <tr>\n","      <th>1859</th>\n","      <td>1859</td>\n","      <td>1859</td>\n","      <td>1.833334</td>\n","      <td>1.296569</td>\n","      <td>0.882413</td>\n","      <td>0.997143</td>\n","      <td>30337</td>\n","      <td>71</td>\n","    </tr>\n","    <tr>\n","      <th>1860</th>\n","      <td>1860</td>\n","      <td>1860</td>\n","      <td>1.845640</td>\n","      <td>1.300485</td>\n","      <td>0.883278</td>\n","      <td>1.000000</td>\n","      <td>30338</td>\n","      <td>71</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>1861 rows × 8 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2b34eff5-911c-4d25-a617-7c31575bc66b')\"\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 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 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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","  </div>\n","  "]},"metadata":{},"execution_count":4}]},{"cell_type":"code","source":["c['completion'].unique()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oyyoxbEexxdm","executionInfo":{"status":"ok","timestamp":1671124449543,"user_tz":-540,"elapsed":351,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"577fe710-1e0b-4de9-85ed-90cd371830e0"},"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([ 2, 23, 36, 42, 54, 71])"]},"metadata":{},"execution_count":6}]},{"cell_type":"code","source":[],"metadata":{"id":"Z5Lo4SuTyQV4","executionInfo":{"status":"ok","timestamp":1671125684984,"user_tz":-540,"elapsed":291,"user":{"displayName":"이병주","userId":"08302934530842184689"}}},"execution_count":16,"outputs":[]},{"cell_type":"code","source":["c['RUL'] = 1-c['RUL_PERCENTAGE']\n","c['predict'] = 1- c['Label']"],"metadata":{"id":"zd6Eo7oRz0SW","executionInfo":{"status":"ok","timestamp":1671125685316,"user_tz":-540,"elapsed":2,"user":{"displayName":"이병주","userId":"08302934530842184689"}}},"execution_count":17,"outputs":[]},{"cell_type":"code","source":["plt.plot(c['RUL'])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":283},"id":"aWDFUIrTtDkW","executionInfo":{"status":"ok","timestamp":1671125686041,"user_tz":-540,"elapsed":364,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"a1b91064-20c2-4ca8-a434-32eb26835b2e"},"execution_count":18,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[<matplotlib.lines.Line2D at 0x7f53db7fa6d0>]"]},"metadata":{},"execution_count":18},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 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qAUV1uxS7U2DMHQFtYOsgnhWpi9XeVUU15Toly2pMh7aji+K0oPdCtVTkQ2eM/ZQxlmOMdTLGflc/9j3G2Cn9+88ZYycYY68xxg4xxv7KykFXQ18uiatDU3jmUPqYFeyNhtC9t8F1vtFKg3kHm6NIuFTmoJRMIoyRqQWsrq2b+4crCbboHNGVLEWtXQA0qYOPhqcw5fIdnRkIWSlaSl9W09q+fNc9K5RKyOcU9A9NOpbnbCUeDyGfU3D21hjWXBTs2pyZkY6HsbrO8HDauVoIQ8nSjemLlVLUM79Ec63uBOEN+pFMDCG/B+cE62KUz2kPKlErAfOqgslny7j2YNrpoeyYtJ66OORgpgsAFHLuV7J8EQdbmhCPBIR1QVaD8AY95PfizfaEa/yxldLTFkc44BV2K92XVeAhuNo3ahQXOZnpAjwPHIqa7eL1aCnKMn1xFxh0QJMBuDP2DCPTC04PpSw72QkHfB4c73RHUwhjeJUUixjEIgG8no7hrCuMUPnzv7cxhIDXg/smBkYZKo9FGOwxlCxd8nBkqCpMAEALpE8+W8a1kRlLxuQWdoVBNzqc8K6+WI3BA7SV14OpBQwK2sigqCr45MEMxlyq1eHxEFridY6v0AGtyOjq0JSQMRdA29ERYdc3vdgVBr0rVY+9jSHxZAAM9UWXrLyqxWjUwHvaqUG5x3EmHrak0UW1HMnEsLbOcEPQApxYJIDXW5twxiXXilXsCoNOpDWHuDAw7qqsie1ojYfRoURc3zx6Kw7sa4TSEHS17zeTiGB44pnjbrFXmqMAgA+HxBWyKqgpXHswjXEB++5Wyq4w6IDWxWhmYQWfCuZjy+cUXBqcwOKKO9rtVYPHQyjkNM1r03O5TeRFtjodD+PZ8pppVa87fTCkGtxZu1ANRVUrSHPLjs4Kdo1BP9mVBBGvfvSdr97yOQVLq+u4NMhv+iLT51dtMA/Qgl0zCyv4+L470xc3Ml1MdLtUGzA0KKgpd8gAsO27d5Xj5f2NSNYHXZ0ZVSu7xqDHIwG8sj/KtR99J/fp0Y4Egj6PsG6XE11JeD3kWrdLOm6NLvpOKKoKVtcZLg7wew/UgsdDKKgKzrmsIM1Mdo1BBzQZgA+Hp/hfoVRByO/F0Y6EsIHRaJ0fRzIxnHZB8+hyK+fWOB+56ABwOBNDQ8gntNuloCr6jk7cWMGL2FUGvTerrVBEq67M5xQMjj/jYhVoBUU1hc8fzeLJrPvaCYb8XuxtDDmuughoMgB9WQWnb446HqS1it4uRdvRuWABYAW7yqAfTmt9Fnlzu9R6bxmNDM5yWg1b6/yK3XynZ243vXQi7Giji1LyqoIns0u48YhfGYBaLpdo2I8j6ZhrXXS1sqsMesDnwbEO8WQA2pMRtMbruDV4BjsN5ql7GrC3MeTamzQdD5vqctnhaQTwvHaB93O502sFAArdCq4/nMWoC3d0tbKrDDqgyQDcm5jn0j2x04uYSFMnfO/OOJZWxUtfJCIUuxVcuD2OFY7TF7fKzMjEwxidW8LCsvOfTaoxhFeaG7l/+NdCQe8XsBuLjHafQTdkAAbE+rDzuRTml9dwVdAO6AU1hbmlVVx1YWHM8/6ifCwiimoKV4enMDMvTnJAKS/ta8CexuCu7GK06wx6RzKC5qY64YoPjncm4PeS0OmLfq870xczCU1GlxeDXlAVrK0z4RY1BkSEoprC+Vt87+isYNcZdCJCXy6J9wYmuKk+NCPfIBL04WttcS5T0jbUFmvw/tYb8+Mwe2G7oG96I3Wx9sAoY9WLuG3mUGsMTWE/t5kgjLGa4gSA9tCaW1oVWuqgHLvOoANa+uLc0io+cXHzhHLkcwpuPpnDoxk+ZYJrpaimcPPJHB5yKoO8FbGwHw1BHzcrdE0/XOsIJap++ImuJHwe2nVVo7vSoB/vTMBD4K6LUS0rWOB5IwPR3EkGRvoij7sQYOugNhEhnTA306VWit0Kxp8u4fpDMdUXG0J+fcfqPhddLexKg94UDuBgS5Nw6YtGep+ofvROpR4tsTqX+tHDpja6qJUN/XAXnstKKXYr+OKx+3Z0tbArDToA9GWT+Pj+NGYWxIn0G+mLvKsT7hQiTavj4gBf6ZmVVF2m4xHcn5rnRmMkUR/EwZYmoQ26oafP647OCnavQc9pncLf40CoyMwq7LyqYG5xFR9xpE5oTK/GWB4AzY8+v7yGK3fdFexKx8NYWWM1xzcYag8YGhRVBR/fnzZN2tcsdtKCrhzZVD2am+p2ldtl1xr011qb0BD04RxnMgC1YqgTilo4cqwzgYDP47qb1JDR5amgzdAPF831aMDrjs5Kdq1B93s9ONaZwLlb/DRZNmNVEq3z43C6SVg/ejjgw9GOBJeughd9fBupixz50V9tjiIRCQjdh7OopvBseQ39ghbcbWbXGnRAqxodmV7APY5WTWaQzyn4dMS9zZW3o5BTcGfMXeqS+5vq4PMQN6mLgKYfns9p6Yu8+PbN5nhXAgGvR+iHVim72qD3ZZMAxNty5nUtC9HmZVDsNrQ6+LhJKzGFXg+hJVbH3UOo0J3C1PwKrglWk2EQDvjwZkd81+i67GqDnklEkI6HHc9HZ6bUij5Ha8UV4MbtYrZLqz0ZQVsi7LrshXQigqEaZXS1SlGTBgRtUeMhcFWAY0Y1bCkFNYWB0adcpY1axa426IDWxej9O3xoPph1CXv0SkCRW3EV1BTeuzPOV3PsbT7AjC6jy0vMBtBqMg6nY64LMldDUTUK0sSdo8GuN+i9WQXPlteE03zIqwqm5lfw6ciM00OxhIKqYHGF7+bYm8kkwphbXOWu9qGgKrj2QNyYS3tS24nztAuxiooMOhG9RUQ3iWiAiL67xWv+LhF9TkTXiehfmztM6zjWmYDXQ9x1MaqVXr0SUNT0xaMdCYT8Hle5XXjqL1qKUYAjqmSEpr6o8Lejs4BtDToReQH8EMDbAA4AeJeIDmx6TRbAbwE4wRh7GcBvWDBWS2gM+fF6q3gyAPGIJm9wlpPAIWCu7zfk9+J4Z5KLbXSlHhQjF72W1EXGatf82czL+xuRaghylQpq7gy14O/iyjou3500+S/zRSUr9DcADDDGBhljywB+DOAbm17z9wH8kDE2BQCMMX6ujArozSq4NjKDKYcq5qxyqeZzWiXg9LyzlYBWeYyLqoJ7E/O4O85Hv87tMHLRh02Q0TUTowDn3K0xLiQjzE4SAIBjHQkEfeKnL1Zi0JsB3C/5+YF+rJQcgBwRXSSiS0T0llkDtIO+XBKMARfvOOt2MXMFC2gGfZ1BOHeSgeEq4OUm3W7lHA74oDQEucpFNyioKcxyJhlhJiG/F8c6E1zs6KzErKCoD0AWQAHAuwD+kIiaNr+IiL5NRP1E1D82xo+L42BLExpDPpznTE63Vg61NiFa5+cmfdFsWuNhdCoRrlwF25ExuWG0WZzMapIRIhu8oppy1Y5uJ1Ri0EcAtJb83KIfK+UBgFOMsRXG2F0At6AZ+C/BGPsRY6yHMdajKMpOx2w6Xg/hZDaJc7f5kQEwA6+H0JtNCt3IoKimcPnuJOaXVx0bQzUugnQ8zOUKvTHkR08mxm0XIzMobqgvivvQqsSgXwGQJaJ2IgoA+CaAU5te839CW52DiJLQXDCDJo7TcnqzCh7NLOLO2FPb39vKZ0g+p2Bsbgk3HjvYyMBoQWe2Twla1ejy6jrev+OO9MV0IozHs4s7zrZgYOZHDHWK3Sl8/mgWj2cWrXmDarBgjulEGB3JiNDpi9sadMbYKoDvAPgZgBsAfsIYu05E3yeid/SX/QzABBF9DuA0gP+ZMeaOO0ynV5cBuCCYvzmf03ZCorpdetpiCAe8rnG7ZBJhMAY8mOJvlV5QjWvF2XNp5QKnoKZwaXACC8tipi9W5ENnjP2UMZZjjHUyxn5XP/Y9xtgp/XvGGPtNxtgBxtirjLEfWzloK2iJhZGsD+IzR1tymb8sSTWGcGBfo7D56EGfFye6kjj9hfPusko2IOl4BAC4dLuoexqwLxpyVW5/tRS7FW1HNyjWws1g11eKlvLy/kZ8+kC8ysq8quDq0BTmFvmqUDSLoprCyPSCI+6yaklzWlwEGOmLKZy/zYcUhhW80R5Hnd8rbKxAGvQSjnUmcPPJHEZnOfAhmkg+p2B1neHigKu8YBVjuAocu0mr2Bgk6wMIB7xcGnRAy+1/urQqrH540OfF8c4ELnLQqcwKpEEvoXdDTtfeD9uKQopSjmRiqA/6HPOjG/OzKJaH/U11UPc0uMKPTkQ1Zbow62KiAIDjXUn4vc6mLzKYXw1bysGWJgyOP8PTJecyo6xCGvQSXtqryc6KJgPg93pwoouv7kxmU+hWcOXepKM3aaUmKJPgM3URAOqDPrzRHhfaj34orZXI9N8TTwZAGvQSPB5Cb1bBhYFxR/K2Lcjq2yCf0/zMA6P8+5l3QlFNYWWNuWIrbazQea0NKKop3Hwyh5Hp2hpa88qb7XHXCbtVijTom+jNJjH+dNnZvG0LyKtipy8eycTQEPS5omgknYhgeXUdT+b4jNUUBC/ACfm9OMZpX9pakQZ9Eye7ND+6012MzKa5qQ7ZVL2wBt3v9eBk1pn0xWrfLcNxpgsAdCoRtMTqhM0EAbQiqiEBZQCkQd9EqjGE7r0NtvrR7bI/+ZyCy4P2l8mzjUpRa9+nqKbweHYRtzl3KxkyujvxozNYfx41/XCtI9TSqgMFOCa32StHIceXsJtZSINehr6cgv57U47qg1hBXlWwvOauLj/VcDgTAwB84pBiYKXSBvub6uD1EHcNo0spdiuYX17Dlbtipi+mE5qwm2g7VmnQy9CbTWJ5zX4xfIsXJfham1ZUIWrVaHsygvqgDx8O8y0B6/d6sL8pVFOjC6s51pFEwOcR0s9s8EZ7HB/fnxYq80sa9DJ8rS2OoM8jnJyuoQkt2qrEwOshHO9M4OzNUVtv0p28VSYe4a7RRSl1AS+OCho4NHilOYqZhRXc43inVC3SoJch5PfizY6EcPnogOZHvzcxj3sOBIOsLBYxKHan8HCGfz96OhHe2QrdghZ0W1FUFQyOPXPENWTHDE90agkQZwV6aEmDvgV92SRujz7FQ8FycZ1QX7RzQ/tcBsD+m7SaQF4mHsb0/ApmFvjV19nQD7dZfdHqymmDtmQE7ckIzgi0Y5UGfQt6s5phsFNO1wq98M20JSNoS4SFdbvsi9ahey//MgCGSNd9jv3ohsETLROklIKq4P074sjpSoO+Bbk99Ug1BHFOULfLe3fGd9xkgXcKagr99/hWl0wn+M5FN9CulQlhr5WimsLSqjiZX9KgbwHRcxmANU5LtHdKXlWwuLKOKwJqWQCa71dTl7Rnd7UTF0EmoemiD03yGxgFtJiESAZvM4acrihVsdKgv4C+XBLT8yu4/lAsjfSjHQkEvB7b0xdt8CgB0PLRG0I+risd64M+JCKBql0uDMy28wg4p3ti1xxDfi9OdCWE8aNLg/4CTmzIAFj7YdudBhsO+PBmR9w2P7rd8/N7PejLKjhtc/pitTaoNR7m3uUS8ntxojOJn39h37m0+3rpaYtjaGIe0/PL9r6xBUiD/gKS9UG80tyIczYFRm1ceCGfU3B79Kmwinp5VcHo3BI+f8SvyFomwb9BB7TA4fCkeLonBq/sjwIAPnaowthMpEHfht6sgg+HpoQTw99IXxS0arSgz49nidRMPIxHMwtYXuW73dtz9UV+z2Ut9LTFEPR5hMj8kgZ9G3qzSayuM1y6I1ZQqCtVj+amOsc7vFtFqjGEV5obbQl27dRFkE5EsM7A/S6pNR5GV6qe+1TQnWJUUIvwwJIGfRuOZGKo83strRq1q5CiFCJCX07BxYEJyxsCW92CbisKuRSuDk1hZp7P9MXMRupi5a4MZoMSYTmKqr1KnXZVwxoU1RTujj9zpILaTKRB34agz4ujHXHb+4zaQT6nNQS+OiSmol6xW8E6g221BNUaWqO4iNd2dKUU1BSW19bxng2Nxp1IEi4K0tRDGvQK6M0qGBx/ZnlVn90rrxNdCfg8JITvsByHWmNoCvu53UqnGoII+T2uCIz2tMUQCXiFdbukE2F0KBGc5vRaqRRp0CugL6elL4q2Sm8I+XEkExM2MOr1EPqyCs7eGrW0f+dO/1CuA+gAAB9mSURBVDIRIe2C1EVA26me6ErizE2BG43nUnh/0N0yANKgV0CnUo/90ZCY6ouqgs8fzWJ01ob+lg74fguqgvGny/iM0+KwdDxS9c7Pbv+yQbHbvkbjjsQJuhUsr67j/UH3LtykQa8AQwbg4sA4Vi0IIDq54LFDfdHJ+fXlFBDBpqrR6q1QOh7G8OR8xateJ9fGG0qWFrtdnNoBPJcBcO/CTRr0CunNJTG7uIprI3yu9HbKgX2NUBqCwvrRk/VBHGyO4sIAn/PLJMJYWFnD2NyS00PZlg0lS44lFWrBcCvZWRVrNtKgV8iJziSIrJUBcGKbSUTI5xScvy2eCJnB6+kYrj+c5XJ+G6qLLsh0AXQly6FJrpUsa6GgKngwtYA7Y+5MX5QGvUJikQAONkeFC4wCmttlZmFFiNLnchxsiWJ+eQ03LJIBqGU1lzFSF10QGAW0fPSVNYaLNqQvOoHhVnJr+qI06FXQm1Xw8f1prrvM7ITebBIesr6LkVPBPKNZCY9upeZYHYiqW6E7sZMzMJQsrTZ4Tk2xJRZGbk+9a/3oFRl0InqLiG4S0QARffcFr/vbRMSIqMe8IfJDbzaJtXWG902WAXDaEdAUDuBQa5NlBs/p+SkNQRxsiVreeWcnhjbo82J/tK7ihtFO+3b9Xg96s9amLzp9vRTVFC7fncAzF+o3bWvQicgL4IcA3gZwAMC7RHSgzOsaAPw6gMtmD5IXDme04goh0xdzKVx7MI3JZ+6XEC1HIafgw+EpLiVS0/EdNox2iIKawuPZRXzxeM7poVhCfsOt5D73aiUr9DcADDDGBhljywB+DOAbZV73vwL4AQAbEpqdwe/14Fhn0jI/ulMuCUC7iBmDkA8rACh0p3QZAP5u0kwizHVv0c0YSpaiVo32ZOKoD/pcWTVaiUFvBnC/5OcH+rENiOgwgFbG2P/zoj9ERN8mon4i6h8bc9/JArSq0eHJedeL+Gzm1eYoYmG/sFWjr7U0IRb244wFbpdaXQTpRBjjT5ddI9G8oWQpaPpiwOfBya4kztrcIMUMag6KEpEHwD8G8A+3ey1j7EeMsR7GWI+iKLW+tSMc7UgAAD4cFkvQyuvR1BfP3R6zrEzeyWCeMb+zt6yb305JV5HpwsvIC7kUrg5PWZcg4OTFAq1q9OHMIm49sb4q1kwqMegjAFpLfm7Rjxk0AHgFwBkiugfgKIBTogZGO5IRBHwefP7QvBQ4XlYB+ZxWJn/dxLkBcLZUtISimsLEs2V8alFx2E5NUCauNYwe5rxhdCnFbgVr6wwXLHBh8XC55HOa+qLb3EqVGPQrALJE1E5EAQDfBHDK+CVjbIYxlmSMtTHG2gBcAvAOY6zfkhE7jM/rwaGWJly+O+n0UEzneXqfuy7iStmQAeDsJt0oLnJJLjrwXMmSt3NpFnujIby0r9HyzCiz2dagM8ZWAXwHwM8A3ADwE8bYdSL6PhG9Y/UAeaQ3m8RnD2cw8dTkcm1nd5lQGoJ4tTnKZb62GcQjWnqm6cGuGleU0To/msJ+V+iiGxhKlmdu8ufCMouiquDq0BRmXVQVW5EPnTH2U8ZYjjHWyRj7Xf3Y9xhjp8q8tiDq6tygN6dlhFwUrC0doLldPhy2pnjK4ecVAM33e+3BtPkP4xoxRLoqgRz2LxtoSpZL5rvowMe1UuxOYXWd4SKHmVFbIStFd8CrzVE0hf2W6ro4RV7VfKNuzMGthGK39jC2ootRLYa2Ul10HvzLBie6tD4B/UPiuR8B4PXWJjSGfK5yK0mDvgO8HsKJriTO3zanWo6jexSvtzahIeQzNX2Rp/m9sj+KZH2AO8XATCKMkekFy/u7mkmqIYhkfdCyILPT+Lwe9OYUVzX1kAZ9h/Rlk3gyu4TbJor987DN9Oml3WdvuecirgZPSXomT+qLmXgEa+sMj6bdU5dHRHizPY4Lt8eFvFYAIJ9VMDq3hDtj7khflAZ9h5zUM0KEdLvkFDyeXcTNJ2KWdhfVFKbnzVOXZCbsQVrjhoyue1IXAc2PPjq3hM8tUrJ0mldbogBgSZzACqRB3yHNTXXoVCJCyun2GV2MTM4G4SWY15dV4CG+JFIzVaQu8nEWNfIbcrNmXyum/rkdk03VoyHow6VBdyRASINeA71ZBZfvTmBxpbamsrztVo3ONKKmL0bDWnNss4NdtdigvY0hBHyebTNdOLtUkGoI4dXmKFcPRzPxeT04abG6pJlIg14DfbkkFlfWcXVILBkAQHO7XLk3aYqEKI/3QUFN4bORWYzO8eGz9ngIrbE61zS6KKWg52vPzNee6sqj0SyqKTyacYcLUhr0GjjakYDfS6alwPHikgA0g76yxvCegLn2wPPONDyJkWUSEVfJ6BoUVEPJkp9zaSaGW4m3zKhySINeA+GADz2ZOM7dEs+PfqQthnDAK6wMwIF9jUg1BE1xu5i1qEzHwxieeMblKvVFHGptQlPY79ouP9uxpzGEA/saXZGPLg16jZzMJnHj0SyXjRNqIejz4ninub5DfvYf2m7oZFcSH9zlx12WjofxbHkNE9s0GeFoIwdAq8vI5xScvTVqmgyAk70BylHs1t1KnLeflAa9Rl5p1tKabjyqxb/G54osr3dAv1uj9juvK86Xm6MYf7qEJ7Pm+NFrNbQVZbpwei41GYBlfPawtiIjTqeHoppyRQW1NOg18vL+RgDi6aMDzzvTiLqVfqMtDgDc3KSGQXdT9yKDvqyuZOkCP/NOONTahGidn3v1RWnQayRZH8RL+xpNad3G1yZTK3bpUCLCpi++vL8RyfpgzeqLZq0qW2Luk9E1SNQH8VpLE84IGnMxKqjPcNggpRRp0E3gzfY4rj2Y4fqD3in5nIJLg7Xn2gP8+X49uu/33K0xrHKgoRLye7G3MbRttShnp3GDoprCx/fNaTTO27UCaPMb47wqVhp0EziwrxHzy2u4O+Gusu1KyOcULK2uu6ZSrlqK3QpmFsyRATAjkJdOhF2Ziw5ofnTGxJTDAEqrYvndhUiDbgJH2mIAsGOjx2sgCNBy7YM+T01uF46nh94uBV4PcRMnyGyji87zuXy1OYpEJFBTeh/P80vWB/FaS9T8BikmIg26CXQkI2huqhNyZRLye3G0IyGsHz0a9uNI2nwZgJ2SjocxOreEheXaXVx24/EQ8qrWiJsnJUszKagpfDQ8hSkT3EpWIA26CRAR+nJJvDcwUZMvlke/IaC5XQbHnrky+6IS8qqC6w9nd5y+aKbpMvqLuqkdXSmGkuUnD8xRsuSNgqpwXRUrDbpJ9GYVzC2tCnkhb/gOa1yl81YsYlBUtQ7vPMgAZBIRAMDQC+IxPElEbKY3m9SULGtM7+N1hgdbmhCPBLi4VsohDbpJHO9MwEMQUgagIxlBS6yO24u4Vl7a14A9jcGaU+7MsLOZ+ItX6DzHWwCgKRzA4XSMaz9zLRhVsbymL0qDbhJN4QAOtjTtKB+dv8viyxARCqqC9+6MY3m1epcS70aIiFBUUzh/a9zxFnBNYT8aQj7XulwArbnypyMzO1Ky5LWquJSCqmDy2TKucdh6Txp0E+nLJvHx/Wnu9R52Qj6XwvzyGvrvidkQuKBqLjOnpZCJqOKG0bxiKFmKuFsFnjdI4bFqVBp0E3mjPYF1Blzf4ZObVx8zABzr1KSCRc12OdGVhM9DO8p2MXtVmUm8OHWRd8xUsuSRWCSAQ61NNceUrEAadBPp3tcAwD39B6uhPujD19ritRl0fp9XaAj5tflx4PtNxyN4MDW/Zeofx6cRwHMXXS0VuBzHfQFogfRrD6Yx/nTJ6aF8CWnQTSRZH0R7MoL37oi51cznFHzxeA6PZ/jo8mM2xW5tfg+nFxwdRzoexsoaw+MyaZRmNKS2g6KawtziKj4cFi/rC9DiBDxWxUqDbjK92SQuDU5iabXywhAXxIEAPE9frLbphUumh4Kevuh01WiqIQgAGJvja/VXDSeymgur2jJ5t1wrB/aZI+xmNtKgm0xvVsHCytqOgmu8bzPVPQ3Y2xgS1o+eTdWjuamuat+v2UYoqRv0Cc6289XQGDIacYt5rXg8z91KPFXFSoNuMsc6E/B5COdvi+d2IdJycM/fHt+Rb5T3B9ZGeubAeFU7LLNRdIO+lX+W9/NoUOxO4caj2R256HgunjIoqild2I2fXgjSoJtMfdCHw5kYd741s8irCuYWV01RJ+SRoprCs+U19N9zboel1AdBBDycdnesorjhwhIz2+VkNgmvh7hq6iENugX0ZZO4/nC24gi4G4opDE50JblSJzSb410JBLweR3OMAz4P9kfrymrnuOhSQW5PPfZHQ8JeK9E6w63EzwNLGnQL6M1qwUNeWpuZSbTOj8Pppqr86G56YIUDPrzZEXf8Jk3HwxhycS46oLvo1BQuDFReYeyiSwUAcLJLW7zNLfJRTFiRQSeit4joJhENENF3y/z+N4nocyK6RkT/kYgy5g/VPbzSHEVT2F91pRz/XkONfE7BpyMz3OXgmkVBTeFOFeqSVhght1eLGhRVBU+XVtE/JGaF8SvNWk/hzzmpPdnWoBORF8APAbwN4ACAd4nowKaXfQSghzF2EMC/BfB7Zg/UTXg9hJNdSZy/Peaq1Wml5HOab7TaOIFbHlhFDjrTpBNhjD9dwrOl1TK/dcuZ1Fx0fq+4LrrD6Rg8BFy8w0dHr0pW6G8AGGCMDTLGlgH8GMA3Sl/AGDvNGDOWE5cAtJg7TPfRl1UwOreEW0+eOj0U09GaKweETV9sT0aQSYSrTrkzU7oh43JddINI0Ic32uPCBkabwgG8no5xM79KDHozgPslPz/Qj23FtwD8h3K/IKJvE1E/EfWPjYlpDAxOZpMAKlvFum0N7/EQ+rL85eCaBRGhkNPUJc1ojr0TMnFNF32zQXfjhq+opnDryVM8mNr+4eSWSthSiqqCaw9muCgEMzUoSkS/DKAHwO+X+z1j7EeMsR7GWI+iKGa+NXfsb6pDV6qe284mtZJXFUzNr+AzDiVEzaDQncLiyjou363E92u+EUobuugC+NF5qcC1CmN+PKQqV2LQRwC0lvzcoh/7EkT0iwB+G8A7jDHnH1Uc0JtN4oO7k5Wv8tzjGsXJriSIxL1Jj+nNsZ1KX4yG/YjW+TE0uXXnIrfQqUTQGq/jxi1hNi/v50ddshKDfgVAlojaiSgA4JsATpW+gIheB/C/QzPmzs+KE/qyCpZW13FFQA3xRH0QB5ujVem6uKH6zyDk9+J4Z6IqI2T29DKJ8pkuLjqNAAwXVgoXByYqrsB10xyNCupa1CXNYluDzhhbBfAdAD8DcAPATxhj14no+0T0jv6y3wdQD+DfENHHRHRqiz+3q3izI46A1yOkDAAA5NUUPr4/jel5Pjug10pBTeHexDzujjuzSk7Hv6qL7j4Ps0axW9M4+qAiF5b7KHanMLu4io8crqCuyIfOGPspYyzHGOtkjP2ufux7jLFT+ve/yBjbwxg7pH+98+K/uDsIB3zoadteBsCNgS5Ay0dfZ8CFbQqo3Do/o3TdKbdLOh7GyNSC46s+MzjWkUTA59m2TN6t14ohA+C0W0lWilpMb1bT2B4to23tdg61NiFa5xfWj55OhNGhRLbtTGOVEcokwlhdZ3gkgP58XcCLYx3VubDcRGPIj55MzHFdF2nQLaZXT1+sxO3Ccwu6cng9hN5sEmdviVlABWir9EuDE5hfLlfgYy1pPXVRhIpRQOs1Ojj+DEMT7g/0lqOgpvD5DtUlzUIadIs5sK8RiUgA50VNX8wpGJtbwo1Hc9u+1l2PK42CqmB5dR3vV1AJaEVQFMBXMl3ceB6BUvXF7e8Fty1uAC1OAFTfAMZMpEG3GI+HcDKbxIWBcawLWISTz+ll8g5exFbyRnscdX6vIylpexpDCHg9XwqMunkn1JaMoD0Z4SK9zwrUPQ3Y57C6pDToNtCXVTD+dBk3HpcX8HFjdZxBqjGEl/Y1vrC5spvnF/R5caIriTM37XcreT2ElnidEMVFBgVVwft3JrCw7FwDEavQGqSkcP72OFYcCmRLg24DvRsyAGKmLxZUBVeHpriREDWbYreCB1MLuDNWXpfHSjOfEUR10aCgprC0uo5Lg3yIWZlNwVCX3EGDFDOQBt0GUo0hdO9t2NaP7qZiilLyOQWr6wzvbeNnduv8Chvpi/ZvpTOJCIYn57+0O3DreQSAN9vjCPk922a7uHWOz9UlnXErSYNuE73ZJPrvTTmSLWE1RzIx1Ad9wqYvNjfVIbenflvfrxWBvNZ4GE+XVjH5TIzirZDfixOdSZx2wIVlB/Ub6pLO3AvSoNtEb1bB8lqlYk/uwu/14ERXAucET1+8cm8ST8vqk1tHJi6GjG4phe4UhifnMehQBa7VFNUUbj6Zw8j0gu3vLQ26TbzRHkfQ58H5cn50AWxgPpfCyHR5P7MINr6gprCyxsq2FbRyfqLoopdS0DOjylXginGtONcgRRp0mwj5vXijPf5CP7pL3YYAgL6cFvgV1e3S02a4ley9SVv1FbpIgdHWeBhdqXphG6R0KvVoidU5EnORBt1G+rIKbo8+xUMHtmJW0xLb/iZ1Y7GIgd/rwcmuJE5/sbVbyYpAXsjvxZ7G4JcMupvPo0FRVXB5cHKLFnvuXtwQEYpqCu/dGa9YXdIspEG3kV59FXtBUPXFQk67SUUM/AJa+uLj2UXcfLJ9VayZZOIRDAugi15KUU1heW1928wot1LsVjC/vIYrd+1NX5QG3UbUPQ1QGoJf6WIkgNsQgNbFaHltHZcHxQv8As6lL6YTz2V0RfAxA0BPWxyRgDMVuHawoS5p8/ykQbcRIk3M6sLAuJC9OL/WVj7HWJSZ7tGrYjffpFZXwmbiYTyZXXKsv6kVBHwenOhK4uym9EU3VxWXUhfw4mhHQhp00enLKpieX8H1h1/txemmjj7lCPk1iVRRg12A5vu9OjSFmQX7qmLTAma6AFpTiJHpBdweLV+B63aKqoLBsWe2SjdIg24zJ6uQ03UjRpefe2VyjF3+vAKgGaG19fLpi1ZNL70p00WE8wg8T+8rl74owhw31CVtFK6TBt1mkvVBvLy/UdhVrKG+uDlOIAqvtzahIejbtkuTmWQShi66WIHRfdE6dO9tENaP3paMoC0RtrXjlTToDtCbVfDh0NRG1aEogS5Au4gzifCX8tFFmp/P68HLzY24PvJVl5lVxMJ+NAR9uD85L4yP2aCgptB/77mwm0jXCqDN7707E7bFP6RBd4C+bBKr6wyXBE3ZKuQ0iVSRgnilHGqN4frDWduMEBEhnQhjSDAfOqD5mVe3cGGJQLHbXnVJadAd4EhbDCG/5ytVoyL4DQEtfXFhZc0xCVGrKWwYIfseyOl4eCO4Jsp1AgCHMzE0hHxfSQUVoXgKKFWXtMcFKQ26AwR9WkqTqIHRox0JBLzbS6S6lSOZGBrKyABYaWjTiTDuT80Ll+7q93rQm03izK1RIYXdQn4vjncm8fMv7JmfNOgO0ZfVGubeF3AbHQ5oEqKiBn79Xg9OZu3tYpSJR7CyxhxtQGwVBTWFJ7OV9aV1I0VVwfDkPO7aoC4pDbpDGGJW52+PCxfoAjS3xO3RpxiZXhByfkU1hcezi/ji8ZwtszNUF58J2LptQ33x5qiAV0pJhbENbhdp0B2iU6nHvmho2y5GbmUjfVHQVXpefW6E7MDIRReRVGMIrzQ3CuuiM9Ql7ZifNOgOYcgAXBwYx6ruFxUjDKTRlarH/mjoSxexSMG8PY0hHNjXiDNfCuZZN8F90RB8HtLfRaATqVPIpb5UgSvStQLYJ1wnDbqD9GYVzC6u4tMH9uU02wURIa+mcHFgAqtrIm6kNUW9q8NTmLVBBsDn9aAlVmf5+zhFsVvBOgMuCLpjLXbr6pIWZ0ZJg+4gJ7uSIILQbpenS6v4cFjM9MWiqskA2CWHnNYrRkXkUGsMTWG/I00h7KCnLWaLuqQ06A4SiwRwsDmKD4ennR6KJRzvSsDnIbwvaAHVodYmROv8tskApOPirtC9HkJfVrFVUsFOgj4vTnRZnxklDbrD9GYV4XKLDRpDfhzOxLC0uu70UCzBp+dQ29U4OhMXd4UOaJlRdjfhtpOCqqlLDlioLikNusP06uqLgHiBIOC5oh4gZjDPUNQDrP/8DBldAU8jAKAvpwh5DxgUbMiMqsigE9FbRHSTiAaI6Ltlfh8kor/Qf3+ZiNrMHqiovJ7WfGuiYqQvikpetW9+Ri66qCTrgzjY0uT0MCxjf5OuLmlhnGBbg05EXgA/BPA2gAMA3iWiA5te9i0AU4yxLgD/BMAPzB6oqAR8HhzrTDg9DMs4sK8RSkPQ6WFYRrI+iNdaora8V2tMbIMOaFWVIlNQU+gfmtwQdjObSlbobwAYYIwNMsaWAfwYwDc2veYbAP6l/v2/BfAL5Pb2OzbSmxX3IibSgl0iky9xu1hJJOhDsl7chyPwvKpSVAqqgpU164TdfBW8phnA/ZKfHwB4c6vXMMZWiWgGQALAl0LWRPRtAN8GgHQ6vcMhi8ffOtSMB1PzeHm/PSs9u/m1fAfak2EEfGKGbH75zTSWVtbQZkNa4W+93Y190ZDl7+MUB5uj+PVfyOIXX9rj9FAs4Ugmhv+kO4U6i9ystF0KDRH9HQBvMcb+W/3n/wrAm4yx75S85jP9NQ/0n+/or9kyB6mnp4f19/ebMAWJRCLZPRDRVcZYT7nfVbJkGgHQWvJzi36s7GuIyAcgCkDM5GOJRCLhlEoM+hUAWSJqJ6IAgG8COLXpNacA/Kr+/d8B8HMmorixRCKRcMy2PnTdJ/4dAD8D4AXwx4yx60T0fQD9jLFTAP4IwJ8R0QCASWhGXyKRSCQ2UklQFIyxnwL46aZj3yv5fhHAf2Hu0CQSiURSDWKmHUgkEskuRBp0iUQiEQRp0CUSiUQQpEGXSCQSQdi2sMiyNyYaAzC0w/+exKYqVA6RYzQHOUZzkGM0Bx7GmGGMldXTcMyg1wIR9W9VKcULcozmIMdoDnKM5sD7GKXLRSKRSARBGnSJRCIRBLca9B85PYAKkGM0BzlGc5BjNAeux+hKH7pEIpFIvopbV+gSiUQi2YQ06BKJRCIIrjPo2zWstmkMrUR0mog+J6LrRPTr+vHfIaIRIvpY//p6yf/5LX3MN4nob9g0zntE9Kk+ln79WJyI/pqIbuv/xvTjRET/VB/jNSI6bMP41JJz9TERzRLRbzh9Honoj4loVG/cYhyr+rwR0a/qr79NRL9a7r1MHuPvE9EX+jj+PRE16cfbiGih5Hz+Qcn/OaJfIwP6PExrHbnFGKv+bK2857cY41+UjO8eEX2sH3fkPFYFY8w1X9Dke+8A6AAQAPAJgAMOjGMfgMP69w0AbkFroP07AP6nMq8/oI81CKBdn4PXhnHeA5DcdOz3AHxX//67AH6gf/91AP8BAAE4CuCyA5/tYwAZp88jgD4AhwF8ttPzBiAOYFD/N6Z/H7N4jL8EwKd//4OSMbaVvm7T3/lAHzfp83jb4jFW9dlafc+XG+Om3/9vAL7n5Hms5sttK/RKGlZbDmPsEWPsQ/37OQA3oPVV3YpvAPgxY2yJMXYXwAC0uThBaUPvfwngb5Uc/1OmcQlAExHts3FcvwDgDmPsRdXDtpxHxtg5aLr+m9+7mvP2NwD8NWNskjE2BeCvAbxl5RgZY3/FGFvVf7wErbvYlujjbGSMXWKaVfrTknlZMsYXsNVna+k9/6Ix6qvsvwvgz1/0N6w+j9XgNoNermH1iwyp5RBRG4DXAVzWD31H3/L+sbEth3PjZgD+ioiuktagGwD2MMYe6d8/BmB043X63H4TX75xeDqPQPXnzenz+d9AWykatBPRR0R0loh69WPN+rgM7BpjNZ+tk+exF8ATxtjtkmM8ncev4DaDzhVEVA/gLwH8BmNsFsC/ANAJ4BCAR9C2a05ykjF2GMDbAP4BEfWV/lJfTTiet0paa8N3APwb/RBv5/FL8HLetoKIfhvAKoB/pR96BCDNGHsdwG8C+NdE1OjQ8Lj+bDfxLr68yODpPJbFbQa9kobVtkBEfmjG/F8xxv4dADDGnjDG1hhj6wD+EM/dAY6MmzE2ov87CuDf6+N5YrhS9H9HnRyjztsAPmSMPdHHy9V51Kn2vDkyViL6ewD+UwD/pf7gge7GmNC/vwrNJ53Tx1PqlrF8jDv4bJ06jz4A/zmAvzCO8XQet8JtBr2ShtWWo/vW/gjADcbYPy45Xupz/s8AGJHzUwC+SURBImoHkIUWRLFyjBEiajC+hxYw+wxfbuj9qwD+r5Ix/oqetXEUwEyJi8FqvrQS4uk8llDtefsZgF8iopjuVvgl/ZhlENFbAP4RgHcYY/MlxxUi8urfd0A7b4P6OGeJ6Kh+Tf9KybysGmO1n61T9/wvAviCMbbhSuHpPG6JE5HYWr6gZRXcgvZ0/G2HxnAS2pb7GoCP9a+vA/gzAJ/qx08B2Ffyf35bH/NN2BABh5YV8In+dd04VwASAP4jgNsA/j8Acf04AfihPsZPAfTYdC4jACYAREuOOXoeoT1cHgFYgeYP/dZOzhs0P/aA/vVf2zDGAWj+ZuOa/AP9tX9bvwY+BvAhgL9Z8nd6oBnVOwD+GfTqcQvHWPVna+U9X26M+vE/AfBrm17ryHms5kuW/kskEokguM3lIpFIJJItkAZdIpFIBEEadIlEIhEEadAlEolEEKRBl0gkEkGQBl0ikUgEQRp0iUQiEYT/H/aFhIH0U4ovAAAAAElFTkSuQmCC\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["plt.plot(c['predict'])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":283},"id":"hZ_roB3z0M4B","executionInfo":{"status":"ok","timestamp":1671125687135,"user_tz":-540,"elapsed":444,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"e1558255-c6b8-4c64-fd7e-ff7640720256"},"execution_count":19,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[<matplotlib.lines.Line2D 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["c['Label']=c['predict']\n","c['RUL_PERCENTAGE'] = c['RUL']"],"metadata":{"id":"nW0964dg0Upa","executionInfo":{"status":"ok","timestamp":1671125687638,"user_tz":-540,"elapsed":2,"user":{"displayName":"이병주","userId":"08302934530842184689"}}},"execution_count":20,"outputs":[]},{"cell_type":"code","source":["c1= c[c['completion']==2]\n","c2= c[c['completion']==23]\n","c3= c[c['completion']==36]\n","c4= c[c['completion']==42]\n","c5= c[c['completion']==54]\n","c6= c[c['completion']==71]"],"metadata":{"id":"H7xCQUe1az-c","executionInfo":{"status":"ok","timestamp":1671125688035,"user_tz":-540,"elapsed":4,"user":{"displayName":"이병주","userId":"08302934530842184689"}}},"execution_count":21,"outputs":[]},{"cell_type":"code","source":["len(c4)"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"0XN8Q70BySGH","executionInfo":{"status":"ok","timestamp":1671125688360,"user_tz":-540,"elapsed":2,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"7306c17f-8cd8-4b94-db78-7fa91b241c8c"},"execution_count":22,"outputs":[{"output_type":"execute_result","data":{"text/plain":["162"]},"metadata":{},"execution_count":22}]},{"cell_type":"code","source":["c1.reset_index(inplace=True)\n","c2.reset_index(inplace=True)\n","c3.reset_index(inplace=True)\n","c4.reset_index(inplace=True)\n","c5.reset_index(inplace=True)\n","c6.reset_index(inplace=True)"],"metadata":{"id":"6roY7ay9qAXo","executionInfo":{"status":"ok","timestamp":1671125688993,"user_tz":-540,"elapsed":3,"user":{"displayName":"이병주","userId":"08302934530842184689"}}},"execution_count":23,"outputs":[]},{"cell_type":"code","source":["import numpy as np"],"metadata":{"id":"Cs_4iPqquO8j","executionInfo":{"status":"ok","timestamp":1671125690412,"user_tz":-540,"elapsed":3,"user":{"displayName":"이병주","userId":"08302934530842184689"}}},"execution_count":24,"outputs":[]},{"cell_type":"code","source":["plt.plot(c['RUL_PERCENTAGE'])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":283},"id":"-fpboi637Tyw","executionInfo":{"status":"ok","timestamp":1671125692135,"user_tz":-540,"elapsed":725,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"ca1a315c-0c01-4114-f33a-af94094d9177"},"execution_count":25,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[<matplotlib.lines.Line2D at 0x7f53db7a6e20>]"]},"metadata":{},"execution_count":25},{"output_type":"display_data","data":{"text/plain":["<Figure size 432x288 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["plt.plot(c['Label'])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":283},"id":"7sRAV5AqxMem","executionInfo":{"status":"ok","timestamp":1671125694363,"user_tz":-540,"elapsed":853,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"25105eda-b43d-4362-dc65-79e4cfc01f83"},"execution_count":26,"outputs":[{"output_type":"execute_result","data":{"text/plain":["[<matplotlib.lines.Line2D 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["fig, ax1 = plt.subplots(figsize=(12,8))\n","ax2 = ax1.twinx()\n","ax1.plot(np.arange(len(c1)), c1['Label'], 'b-', label=\"blue\")\n","plt.ylim(0,1)\n","ax2.plot(np.arange(len(c1)), c1['RUL_PERCENTAGE'], 'g-', label=\"blue\")\n","ax1.set_xlabel('Tool Count')\n","ax1.set_ylabel('Predicted', color='b')\n","ax2.set_ylabel('RUL', color='g')\n","plt.axvline(100, 0, 1, color='lightgray', linestyle='--', linewidth=2)\n","plt.xlim(0,350)\n","plt.show()\n"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":501},"id":"8c_Ur15nt1nP","executionInfo":{"status":"ok","timestamp":1671125695877,"user_tz":-540,"elapsed":545,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"7e8d03c9-9209-4e33-f9f6-4aac06f51afc"},"execution_count":27,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x576 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["\n","fig, ax1 = plt.subplots(figsize=(12,8))\n","ax2 = ax1.twinx()\n","plt.ylim(0,1)\n","ax1.plot(np.arange(len(c2)), c2['Label'], 'r-')\n","ax2.plot(np.arange(len(c2)), c2['RUL_PERCENTAGE'], 'g-', label=\"blue\")\n","ax1.set_xlabel('Tool Count')\n","ax1.set_ylabel('Predicted', color='r')\n","plt.axvline(100, 0, 1, color='lightgray', linestyle='--', linewidth=2)\n","ax2.set_ylabel('RUL', color='g')\n","plt.xlim(0,350)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":501},"id":"lbyTKCiUujq1","executionInfo":{"status":"ok","timestamp":1671125697616,"user_tz":-540,"elapsed":744,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"18a82b13-e742-43bc-a5c5-34b66acbd926"},"execution_count":28,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x576 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["fig, ax1 = plt.subplots(figsize=(12,8))\n","ax2 = ax1.twinx()\n","plt.plot(np.arange(len(c3)), c3['Label'], 'b-', label=\"green\")\n","ax2.plot(np.arange(len(c3)), c3['RUL_PERCENTAGE'], 'g-', label=\"blue\")\n","plt.ylim(0,1)\n","plt.axvline(100, 0, 1, color='lightgray', linestyle='--', linewidth=2)\n","ax1.set_xlabel('Tool Count')\n","ax1.set_ylabel('Predicted', color='b')\n","ax2.set_ylabel('RUL', color='g')\n","plt.xlim(0,350)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":501},"id":"9x1qaoYpu97T","executionInfo":{"status":"ok","timestamp":1671125698154,"user_tz":-540,"elapsed":543,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"a2f7f99f-b853-400d-caab-19449c0ecdd5"},"execution_count":29,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x576 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["fig, ax1 = plt.subplots(figsize=(12,8))\n","ax2 = ax1.twinx()\n","plt.plot(np.arange(len(c4)), c4['Label'], 'r-', label=\"green\")\n","plt.ylim(0,1)\n","ax2.plot(np.arange(len(c4)), c4['RUL_PERCENTAGE'], 'g-', label=\"blue\")\n","plt.axvline(100, 0, 1, color='lightgray', linestyle='--', linewidth=2)\n","ax1.set_xlabel('Tool Count')\n","ax1.set_ylabel('Predicted', color='r')\n","ax2.set_ylabel('RUL', color='g')\n","plt.ylim(0,1)\n","\n","plt.xlim(0,350)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":501},"id":"x8Q2qqcTshiv","executionInfo":{"status":"ok","timestamp":1671125698154,"user_tz":-540,"elapsed":4,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"9b76f886-0aea-4e8f-fbac-764d15f6f273"},"execution_count":30,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x576 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["fig, ax1 = plt.subplots(figsize=(12,8))\n","ax2 = ax1.twinx()\n","plt.plot(np.arange(len(c5)), c5['Label'], 'r-', label=\"green\")\n","plt.ylim(0,1)\n","plt.plot(np.arange(len(c5)), c5['RUL_PERCENTAGE'], 'g-', label=\"blue\")\n","plt.axvline(100, 0, 1, color='lightgray', linestyle='--', linewidth=2)\n","ax1.set_xlabel('Tool Count')\n","ax1.set_ylabel('Predicted', color='r')\n","ax2.set_ylabel('RUL', color='g')\n","plt.xlim(0,350)\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":501},"id":"Ua0p-uYqvi46","executionInfo":{"status":"ok","timestamp":1671125698803,"user_tz":-540,"elapsed":652,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"b90cdee2-85ec-4d1d-a616-a5b8c33cc41b"},"execution_count":31,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x576 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["fig, ax1 = plt.subplots(figsize=(12,8))\n","ax2 = ax1.twinx()\n","plt.plot(np.arange(len(c6)), c6['Label'], 'r-', label=\"green\")\n","plt.ylim(0,1)\n","plt.plot(np.arange(len(c6)), c6['RUL_PERCENTAGE'], 'g-', label=\"blue\")\n","plt.axvline(100, 0, 1, color='lightgray', linestyle='--', linewidth=2)\n","ax1.set_xlabel('Tool Count')\n","ax1.set_ylabel('Predicted', color='r')\n","ax2.set_ylabel('RUL', color='g')\n","plt.xlim(0,350)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":501},"id":"b1DoQRZsvmqF","executionInfo":{"status":"ok","timestamp":1671125699291,"user_tz":-540,"elapsed":493,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"46fb203f-998d-4fda-88d0-8ec05108e271"},"execution_count":32,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x576 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["fig, ax1 = plt.subplots(figsize=(12,8))\n","ax2 = ax1.twinx()\n","plt.plot(np.arange(len(c4)), c4['Label'], 'r-', label=\"green\")\n","plt.ylim(0,1)\n","\n","plt.plot(np.arange(len(c1[:101])), c1['Label'][:101], 'b-', label=\"green\")\n","plt.plot(np.arange(len(c2[:101])), c2['Label'][:101], 'b-', label=\"green\")\n","plt.plot(np.arange(len(c3[:101])), c3['Label'][:101], 'b-', label=\"green\")\n","plt.plot(np.arange(len(c5[:101])), c5['Label'][:101], 'b-', label=\"green\")\n","plt.plot(np.arange(len(c6[:101])), c6['Label'][:101], 'b-', label=\"green\")\n","\n","\n","ax2.plot(np.arange(len(c4)), c4['RUL_PERCENTAGE'], 'g-', label=\"blue\")\n","plt.axvline(100, 0, 1, color='lightgray', linestyle='--', linewidth=2)\n","\n","ax1.set_xlabel('Tool Count')\n","ax1.set_ylabel('Predicted', color='r')\n","ax2.set_ylabel('RUL', color='g')\n","plt.ylim(0,1)\n","\n","plt.xlim(0,350)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":501},"id":"SRTEQp6NvquU","executionInfo":{"status":"ok","timestamp":1671125701134,"user_tz":-540,"elapsed":5,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"2aa1ca96-39e5-4d2b-e013-59d199e9f5a7"},"execution_count":33,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x576 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["fig, ax1 = plt.subplots(figsize=(12,8))\n","#ax2 = ax1.twinx()\n","plt.plot(np.arange(len(c4)), c4['Label'], 'r-', label=\"green\")\n","plt.ylim(0.4,1)\n","\n","plt.plot(np.arange(len(c3[:101])), c3['Label'][:101], 'b-', label=\"green\")\n","plt.plot(np.arange(len(c5[:101])), c5['Label'][:101], 'b-', label=\"green\")\n","plt.plot(np.arange(len(c6[:101])), c6['Label'][:101], 'b-', label=\"green\")\n","plt.ylim(0.4,1)\n","plt.plot(np.arange(len(c4)), c4['RUL_PERCENTAGE'], 'g-', label=\"blue\")\n","plt.ylim(0.4,1)\n","plt.axvline(100, 0, 1, color='lightgray', linestyle='--', linewidth=2)\n","plt.axvline(50, 0, 1, color='lightgray', linestyle='--', linewidth=2)\n","ax1.set_xlabel('Tool Count')\n","#ax1.set_ylabel('Predicted', color='r')\n","ax2.set_ylabel('RUL', color='g')\n","\n","\n","\n","plt.xticks([0,20,40, 50,60,80,100])\n","plt.tick_params(axis='x', direction='in', length=3, pad=6, top=True)\n","\n","\n","plt.xlim(0,100)\n","\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":500},"id":"G5Dr8PFW4zRp","executionInfo":{"status":"ok","timestamp":1671125875549,"user_tz":-540,"elapsed":958,"user":{"displayName":"이병주","userId":"08302934530842184689"}},"outputId":"440e59ef-997f-4f6e-c24e-fa0da0f49430"},"execution_count":38,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x576 with 1 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["fig, ax1 = plt.subplots(figsize=(12,8))\n","ax2 = ax1.twinx()\n","plt.plot(np.arange(len(c4)), c4['Label'], 'r-', label=\"green\")\n","\n","\n","plt.plot(np.arange(len(c3)), c3['Label'], 'b-', label=\"green\")\n","plt.plot(np.arange(len(c5)), c5['Label'], 'b-', label=\"green\")\n","plt.plot(np.arange(len(c6)), c6['Label'], 'b-', label=\"green\")\n","\n","\n","plt.plot(np.arange(len(c5)), c5['RUL_PERCENTAGE'], 'g-', label=\"blue\")\n","\n","plt.plot(np.arange(len(c4)), c4['RUL_PERCENTAGE'], 'g-', label=\"blue\")\n","\n","plt.axvline(100, 0, 1, color='lightgray', linestyle='--', linewidth=2)\n","plt.axvline(50, 0, 1, color='lightgray', linestyle='--', linewidth=2)\n","ax1.set_xlabel('Tool Count')\n","ax1.set_ylabel('Predicted', color='r')\n","ax2.set_ylabel('RUL', color='g')\n","\n","\n","\n","plt.xticks([0,20,40, 50,60,80,100])\n","plt.tick_params(axis='x', direction='in', length=3, pad=6, labelsize=20, labelcolor='r', top=True)\n","\n","\n","plt.xlim(0,350)\n","plt.show()"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":501},"id":"s6XkbimO05_V","executionInfo":{"status":"ok","timestamp":1671108795609,"user_tz":-540,"elapsed":1436,"user":{"displayName":"강채현","userId":"03351335281204608271"}},"outputId":"a990d71f-b7dc-42fd-f6db-ca67755bf24b"},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 864x576 with 2 Axes>"],"image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":["print(c4['Label'][0],c3['Label'][0],c5['Label'][0],c6['Label'][0])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"KUljnrf26K1E","executionInfo":{"status":"ok","timestamp":1671107537384,"user_tz":-540,"elapsed":33,"user":{"displayName":"강채현","userId":"03351335281204608271"}},"outputId":"562dfc7b-78f3-49e1-9816-21ddad33c597"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.7969376159880374 0.9739594760000684 0.9731471006303395 0.9738338089156653\n"]}]},{"cell_type":"code","source":["print(c4['Label'][50],c3['Label'][50],c5['Label'][50],c6['Label'][50])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"C-CoxOtF8AW1","executionInfo":{"status":"ok","timestamp":1671107537384,"user_tz":-540,"elapsed":26,"user":{"displayName":"강채현","userId":"03351335281204608271"}},"outputId":"980fe533-a321-4d17-f5b2-91d2130435ef"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.763286823893968 0.85075812392088 0.8651016696260343 0.8607319835349382\n"]}]},{"cell_type":"code","source":["print(c4['Label'][100],c3['Label'][100],c5['Label'][100],c6['Label'][100])"],"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"GjfqUGCL8Def","executionInfo":{"status":"ok","timestamp":1671107537385,"user_tz":-540,"elapsed":23,"user":{"displayName":"강채현","userId":"03351335281204608271"}},"outputId":"76c4dfce-5b3d-43ad-c2fb-bb2c8061307b"},"execution_count":null,"outputs":[{"output_type":"stream","name":"stdout","text":["0.607281960486286 0.6972626140329508 0.7215321405705108 0.6964824838080329\n"]}]},{"cell_type":"code","source":[],"metadata":{"id":"FidPiKg08FF8"},"execution_count":null,"outputs":[]}]}