Parkinson.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Parkinson.ipynb","provenance":[],"toc_visible":true,"mount_file_id":"1KHszrw4J5QZM5e8VpJXrYgSANglSrX3N","authorship_tag":"ABX9TyPbg48FCi7tOAQS3ST7TolQ"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"8dlyv4fITC0U","colab_type":"code","outputId":"0194669a-947a-46df-e1f4-e2ad7301267f","executionInfo":{"status":"ok","timestamp":1591156454175,"user_tz":-330,"elapsed":1363,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["cd /content/drive/My Drive/Dava with ML"],"execution_count":1,"outputs":[{"output_type":"stream","text":["/content/drive/My Drive/Dava with ML\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"mh-kgR6TT9WD","colab_type":"code","outputId":"89ed4db8-58e1-481a-daf8-dbf1e6ef7246","executionInfo":{"status":"ok","timestamp":1591156024767,"user_tz":-330,"elapsed":7386,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["!unzip parkinson_dataset.zip"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Archive:  parkinson_dataset.zip\n","  inflating: pd_speech_features.csv  \n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"HYtLzjD_UU_7","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":70},"outputId":"d00bfdb5-6d17-47c0-f4cd-180680dce5c9","executionInfo":{"status":"ok","timestamp":1591156456833,"user_tz":-330,"elapsed":1161,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}}},"source":["import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","from sklearn.model_selection import train_test_split\n","from sklearn.linear_model import LogisticRegression\n","from sklearn.neighbors import KNeighborsClassifier\n","from sklearn.tree import DecisionTreeClassifier\n","from sklearn.svm import SVC\n","from sklearn.ensemble import RandomForestClassifier\n","import sklearn.metrics as m"],"execution_count":2,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n","  import pandas.util.testing as tm\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"k-1qCI73gCjI","colab_type":"code","outputId":"b4d4d5f9-dc13-4d5f-f224-14d773a5de65","executionInfo":{"status":"ok","timestamp":1591156461075,"user_tz":-330,"elapsed":4924,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":202}},"source":["ls"],"execution_count":3,"outputs":[{"output_type":"stream","text":["breast-cancer-wisconsin-data.zip  hepatiits_dataset.zip\n","Cancer.ipynb                      indian_liver_patient.csv\n","cardiovaskular_dataset.zip        indian-liver-patient-records.zip\n","chronic-kidney-disease.zip        kidney.ipynb\n","data.csv                          liver.ipynb\n","Dataset_spine.csv                 new_model.csv\n","diabetes.csv                      parkinson_dataset.zip\n","Diabeties.ipynb                   Parkinson.ipynb\n","heart.csv                         pd_speech_features.csv\n","heart-disease-uci.zip             pima-indians-diabetes-database.zip\n","heart.ipynb                       Spine.ipynb\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"5GGYSBvphgYu","colab_type":"code","outputId":"b56f0d61-e9e1-469f-db5f-a6bec729dba8","executionInfo":{"status":"ok","timestamp":1591156461079,"user_tz":-330,"elapsed":4598,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":422}},"source":["dataset=pd.read_csv('pd_speech_features.csv')\n","dataset"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr 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  <th>meanNoiseToHarmHarmonicity</th>\n","      <th>meanHarmToNoiseHarmonicity</th>\n","      <th>minIntensity</th>\n","      <th>maxIntensity</th>\n","      <th>meanIntensity</th>\n","      <th>f1</th>\n","      <th>f2</th>\n","      <th>f3</th>\n","      <th>f4</th>\n","      <th>b1</th>\n","      <th>b2</th>\n","      <th>b3</th>\n","      <th>b4</th>\n","      <th>GQ_prc5_95</th>\n","      <th>GQ_std_cycle_open</th>\n","      <th>GQ_std_cycle_closed</th>\n","      <th>GNE_mean</th>\n","      <th>GNE_std</th>\n","      <th>GNE_SNR_TKEO</th>\n","      <th>...</th>\n","      <th>tqwt_skewnessValue_dec_34</th>\n","      <th>tqwt_skewnessValue_dec_35</th>\n","      <th>tqwt_skewnessValue_dec_36</th>\n","      <th>tqwt_kurtosisValue_dec_1</th>\n","      <th>tqwt_kurtosisValue_dec_2</th>\n","      <th>tqwt_kurtosisValue_dec_3</th>\n","      <th>tqwt_kurtosisValue_dec_4</th>\n","      <th>tqwt_kurtosisValue_dec_5</th>\n","      <th>tqwt_kurtosisValue_dec_6</th>\n","      <th>tqwt_kurtosisValue_dec_7</th>\n","      <th>tqwt_kurtosisValue_dec_8</th>\n","      <th>tqwt_kurtosisValue_dec_9</th>\n","      <th>tqwt_kurtosisValue_dec_10</th>\n","      <th>tqwt_kurtosisValue_dec_11</th>\n","      <th>tqwt_kurtosisValue_dec_12</th>\n","      <th>tqwt_kurtosisValue_dec_13</th>\n","      <th>tqwt_kurtosisValue_dec_14</th>\n","      <th>tqwt_kurtosisValue_dec_15</th>\n","      <th>tqwt_kurtosisValue_dec_16</th>\n","      <th>tqwt_kurtosisValue_dec_17</th>\n","      <th>tqwt_kurtosisValue_dec_18</th>\n","      <th>tqwt_kurtosisValue_dec_19</th>\n","      <th>tqwt_kurtosisValue_dec_20</th>\n","      <th>tqwt_kurtosisValue_dec_21</th>\n","      <th>tqwt_kurtosisValue_dec_22</th>\n","      <th>tqwt_kurtosisValue_dec_23</th>\n","      <th>tqwt_kurtosisValue_dec_24</th>\n","      <th>tqwt_kurtosisValue_dec_25</th>\n","      <th>tqwt_kurtosisValue_dec_26</th>\n","      <th>tqwt_kurtosisValue_dec_27</th>\n","      <th>tqwt_kurtosisValue_dec_28</th>\n","      <th>tqwt_kurtosisValue_dec_29</th>\n","      <th>tqwt_kurtosisValue_dec_30</th>\n","      <th>tqwt_kurtosisValue_dec_31</th>\n","      <th>tqwt_kurtosisValue_dec_32</th>\n","      <th>tqwt_kurtosisValue_dec_33</th>\n","      <th>tqwt_kurtosisValue_dec_34</th>\n","      <th>tqwt_kurtosisValue_dec_35</th>\n","      <th>tqwt_kurtosisValue_dec_36</th>\n","      <th>class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0.85247</td>\n","      <td>0.71826</td>\n","      <td>0.57227</td>\n","      <td>240</td>\n","      <td>239</td>\n","      <td>0.008064</td>\n","      <td>0.000087</td>\n","      <td>0.00218</td>\n","      <td>0.000018</td>\n","      <td>0.00067</td>\n","      <td>0.00129</td>\n","      <td>0.00200</td>\n","      <td>0.05883</td>\n","      <td>0.517</td>\n","      <td>0.03011</td>\n","      <td>0.03496</td>\n","      <td>0.04828</td>\n","      <td>0.09034</td>\n","      <td>0.970805</td>\n","      <td>0.036223</td>\n","      <td>18.995</td>\n","      <td>69.997496</td>\n","      <td>76.088046</td>\n","      <td>72.465512</td>\n","      <td>539.342735</td>\n","      <td>1031.849040</td>\n","      <td>2447.162183</td>\n","      <td>3655.054806</td>\n","      <td>101.092218</td>\n","      <td>83.147440</td>\n","      <td>255.214830</td>\n","      <td>396.643631</td>\n","      <td>0.77778</td>\n","      <td>11.7245</td>\n","      <td>2.8277</td>\n","      <td>1.17300</td>\n","      <td>0.265120</td>\n","      <td>0.083127</td>\n","      <td>...</td>\n","      <td>0.071728</td>\n","      <td>0.010352</td>\n","      <td>-2.730300</td>\n","      <td>66.5007</td>\n","      <td>36.9934</td>\n","      <td>26.3508</td>\n","      <td>51.9577</td>\n","      <td>21.5451</td>\n","      <td>8.2488</td>\n","      <td>8.0024</td>\n","      <td>6.9635</td>\n","      <td>6.9189</td>\n","      <td>5.0622</td>\n","      <td>4.6068</td>\n","      <td>7.7218</td>\n","      <td>2.7224</td>\n","      <td>2.4171</td>\n","      <td>2.9383</td>\n","      <td>4.2077</td>\n","      <td>3.1541</td>\n","      <td>2.8531</td>\n","      <td>2.7496</td>\n","      <td>2.1550</td>\n","      <td>2.9457</td>\n","      <td>2.1993</td>\n","      <td>1.9830</td>\n","      <td>1.8314</td>\n","      <td>2.0062</td>\n","      <td>1.6058</td>\n","      <td>1.5466</td>\n","      <td>1.5620</td>\n","      <td>2.6445</td>\n","      <td>3.8686</td>\n","      <td>4.2105</td>\n","      <td>5.1221</td>\n","      <td>4.4625</td>\n","      <td>2.6202</td>\n","      <td>3.0004</td>\n","      <td>18.9405</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0.76686</td>\n","      <td>0.69481</td>\n","      <td>0.53966</td>\n","      <td>234</td>\n","      <td>233</td>\n","      <td>0.008258</td>\n","      <td>0.000073</td>\n","      <td>0.00195</td>\n","      <td>0.000016</td>\n","      <td>0.00052</td>\n","      <td>0.00112</td>\n","      <td>0.00157</td>\n","      <td>0.05516</td>\n","      <td>0.502</td>\n","      <td>0.02320</td>\n","      <td>0.03675</td>\n","      <td>0.06195</td>\n","      <td>0.06961</td>\n","      <td>0.984322</td>\n","      <td>0.017974</td>\n","      <td>21.497</td>\n","      <td>67.415903</td>\n","      <td>73.046374</td>\n","      <td>71.528945</td>\n","      <td>564.363614</td>\n","      <td>1016.367294</td>\n","      <td>2383.565201</td>\n","      <td>3498.681572</td>\n","      <td>58.465428</td>\n","      <td>86.487292</td>\n","      <td>248.357127</td>\n","      <td>218.229722</td>\n","      <td>0.81250</td>\n","      <td>13.8284</td>\n","      <td>2.8908</td>\n","      <td>1.02210</td>\n","      <td>0.220040</td>\n","      <td>0.127410</td>\n","      <td>...</td>\n","      <td>0.729330</td>\n","      <td>0.780410</td>\n","      <td>5.229400</td>\n","      <td>8643.9860</td>\n","      <td>3962.0554</td>\n","      <td>2976.2411</td>\n","      <td>4329.0607</td>\n","      <td>4005.1329</td>\n","      <td>1127.6762</td>\n","      <td>116.5331</td>\n","      <td>20.2332</td>\n","      <td>13.6395</td>\n","      <td>12.5514</td>\n","      <td>13.6965</td>\n","      <td>60.8974</td>\n","      <td>6.2958</td>\n","      <td>3.0323</td>\n","      <td>3.4039</td>\n","      <td>4.3794</td>\n","      <td>2.4329</td>\n","      <td>2.0585</td>\n","      <td>2.1839</td>\n","      <td>2.2061</td>\n","      <td>3.0999</td>\n","      <td>1.9824</td>\n","      <td>1.6227</td>\n","      <td>1.5783</td>\n","      <td>2.0470</td>\n","      <td>1.5772</td>\n","      <td>1.5530</td>\n","      <td>1.5589</td>\n","      <td>3.6107</td>\n","      <td>23.5155</td>\n","      <td>14.1962</td>\n","      <td>11.0261</td>\n","      <td>9.5082</td>\n","      <td>6.5245</td>\n","      <td>6.3431</td>\n","      <td>45.1780</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>0</td>\n","      <td>1</td>\n","      <td>0.85083</td>\n","      <td>0.67604</td>\n","      <td>0.58982</td>\n","      <td>232</td>\n","      <td>231</td>\n","      <td>0.008340</td>\n","      <td>0.000060</td>\n","      <td>0.00176</td>\n","      <td>0.000015</td>\n","      <td>0.00057</td>\n","      <td>0.00111</td>\n","      <td>0.00171</td>\n","      <td>0.09902</td>\n","      <td>0.897</td>\n","      <td>0.05094</td>\n","      <td>0.06497</td>\n","      <td>0.07772</td>\n","      <td>0.15282</td>\n","      <td>0.974846</td>\n","      <td>0.026313</td>\n","      <td>17.651</td>\n","      <td>62.661706</td>\n","      <td>71.633549</td>\n","      <td>68.086583</td>\n","      <td>548.444604</td>\n","      <td>1032.406341</td>\n","      <td>2357.826954</td>\n","      <td>3678.128717</td>\n","      <td>160.387771</td>\n","      <td>54.685168</td>\n","      <td>151.694847</td>\n","      <td>84.240339</td>\n","      <td>0.81818</td>\n","      <td>26.9273</td>\n","      <td>2.6975</td>\n","      <td>0.84951</td>\n","      <td>0.157560</td>\n","      <td>0.116890</td>\n","      <td>...</td>\n","      <td>0.269510</td>\n","      <td>-0.005522</td>\n","      <td>0.350540</td>\n","      <td>29.2717</td>\n","      <td>32.4971</td>\n","      <td>38.9453</td>\n","      <td>85.1480</td>\n","      <td>62.5132</td>\n","      <td>9.7308</td>\n","      <td>6.8890</td>\n","      <td>6.1357</td>\n","      <td>5.4926</td>\n","      <td>3.9078</td>\n","      <td>4.0864</td>\n","      <td>6.9828</td>\n","      <td>3.4411</td>\n","      <td>3.5173</td>\n","      <td>3.7204</td>\n","      <td>4.2212</td>\n","      <td>3.4881</td>\n","      <td>3.4851</td>\n","      <td>3.3007</td>\n","      <td>2.0427</td>\n","      <td>3.1436</td>\n","      <td>2.1203</td>\n","      <td>1.6627</td>\n","      <td>1.6731</td>\n","      <td>3.2597</td>\n","      <td>1.5921</td>\n","      <td>1.5399</td>\n","      <td>1.5643</td>\n","      <td>2.3308</td>\n","      <td>9.4959</td>\n","      <td>10.7458</td>\n","      <td>11.0177</td>\n","    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<th>753</th>\n","      <td>251</td>\n","      <td>0</td>\n","      <td>0.88389</td>\n","      <td>0.72335</td>\n","      <td>0.46815</td>\n","      <td>381</td>\n","      <td>380</td>\n","      <td>0.005069</td>\n","      <td>0.000103</td>\n","      <td>0.00076</td>\n","      <td>0.000004</td>\n","      <td>0.00011</td>\n","      <td>0.00030</td>\n","      <td>0.00034</td>\n","      <td>0.02978</td>\n","      <td>0.263</td>\n","      <td>0.01597</td>\n","      <td>0.01916</td>\n","      <td>0.02271</td>\n","      <td>0.04790</td>\n","      <td>0.995544</td>\n","      <td>0.004480</td>\n","      <td>24.005</td>\n","      <td>75.091300</td>\n","      <td>77.612498</td>\n","      <td>76.485859</td>\n","      <td>687.046383</td>\n","      <td>1382.653498</td>\n","      <td>2189.489101</td>\n","      <td>3344.351359</td>\n","      <td>250.727258</td>\n","      <td>2566.530343</td>\n","      <td>149.117330</td>\n","      <td>232.686866</td>\n","      <td>1.00000</td>\n","      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1\n","2      0       1  ...                     4.7666      1\n","3      1       0  ...                     4.0603      1\n","4      1       0  ...                     6.1164      1\n","..   ...     ...  ...                        ...    ...\n","751  250       0  ...                     6.8671      0\n","752  250       0  ...                    28.4170      0\n","753  251       0  ...                     5.0424      0\n","754  251       0  ...                     3.7131      0\n","755  251       0  ...                     3.1527      0\n","\n","[756 rows x 755 columns]"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"qSG0McV2hkSn","colab_type":"code","outputId":"765f0490-03a3-4f76-9ac0-142206a0c795","executionInfo":{"status":"ok","timestamp":1591156461083,"user_tz":-330,"elapsed":4347,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":422}},"source":["dataset.drop(['id'],axis=1)"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>gender</th>\n","      <th>PPE</th>\n","      <th>DFA</th>\n","      <th>RPDE</th>\n","      <th>numPulses</th>\n","      <th>numPeriodsPulses</th>\n","      <th>meanPeriodPulses</th>\n","      <th>stdDevPeriodPulses</th>\n","      <th>locPctJitter</th>\n","      <th>locAbsJitter</th>\n","      <th>rapJitter</th>\n","      <th>ppq5Jitter</th>\n","      <th>ddpJitter</th>\n","      <th>locShimmer</th>\n","      <th>locDbShimmer</th>\n","      <th>apq3Shimmer</th>\n","      <th>apq5Shimmer</th>\n","      <th>apq11Shimmer</th>\n","      <th>ddaShimmer</th>\n","      <th>meanAutoCorrHarmonicity</th>\n","      <th>meanNoiseToHarmHarmonicity</th>\n","      <th>meanHarmToNoiseHarmonicity</th>\n","      <th>minIntensity</th>\n","      <th>maxIntensity</th>\n","      <th>meanIntensity</th>\n","      <th>f1</th>\n","      <th>f2</th>\n","      <th>f3</th>\n","      <th>f4</th>\n","      <th>b1</th>\n","      <th>b2</th>\n","      <th>b3</th>\n","      <th>b4</th>\n","      <th>GQ_prc5_95</th>\n","      <th>GQ_std_cycle_open</th>\n","      <th>GQ_std_cycle_closed</th>\n","      <th>GNE_mean</th>\n","      <th>GNE_std</th>\n","      <th>GNE_SNR_TKEO</th>\n","      <th>GNE_SNR_SEO</th>\n","      <th>...</th>\n","      <th>tqwt_skewnessValue_dec_34</th>\n","      <th>tqwt_skewnessValue_dec_35</th>\n","      <th>tqwt_skewnessValue_dec_36</th>\n","      <th>tqwt_kurtosisValue_dec_1</th>\n","      <th>tqwt_kurtosisValue_dec_2</th>\n","      <th>tqwt_kurtosisValue_dec_3</th>\n","      <th>tqwt_kurtosisValue_dec_4</th>\n","      <th>tqwt_kurtosisValue_dec_5</th>\n","      <th>tqwt_kurtosisValue_dec_6</th>\n","      <th>tqwt_kurtosisValue_dec_7</th>\n","      <th>tqwt_kurtosisValue_dec_8</th>\n","      <th>tqwt_kurtosisValue_dec_9</th>\n","      <th>tqwt_kurtosisValue_dec_10</th>\n","      <th>tqwt_kurtosisValue_dec_11</th>\n","      <th>tqwt_kurtosisValue_dec_12</th>\n","      <th>tqwt_kurtosisValue_dec_13</th>\n","      <th>tqwt_kurtosisValue_dec_14</th>\n","      <th>tqwt_kurtosisValue_dec_15</th>\n","      <th>tqwt_kurtosisValue_dec_16</th>\n","      <th>tqwt_kurtosisValue_dec_17</th>\n","      <th>tqwt_kurtosisValue_dec_18</th>\n","      <th>tqwt_kurtosisValue_dec_19</th>\n","      <th>tqwt_kurtosisValue_dec_20</th>\n","      <th>tqwt_kurtosisValue_dec_21</th>\n","      <th>tqwt_kurtosisValue_dec_22</th>\n","      <th>tqwt_kurtosisValue_dec_23</th>\n","      <th>tqwt_kurtosisValue_dec_24</th>\n","      <th>tqwt_kurtosisValue_dec_25</th>\n","      <th>tqwt_kurtosisValue_dec_26</th>\n","      <th>tqwt_kurtosisValue_dec_27</th>\n","      <th>tqwt_kurtosisValue_dec_28</th>\n","      <th>tqwt_kurtosisValue_dec_29</th>\n","      <th>tqwt_kurtosisValue_dec_30</th>\n","      <th>tqwt_kurtosisValue_dec_31</th>\n","      <th>tqwt_kurtosisValue_dec_32</th>\n","      <th>tqwt_kurtosisValue_dec_33</th>\n","      <th>tqwt_kurtosisValue_dec_34</th>\n","      <th>tqwt_kurtosisValue_dec_35</th>\n","      <th>tqwt_kurtosisValue_dec_36</th>\n","      <th>class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>0.85247</td>\n","      <td>0.71826</td>\n","      <td>0.57227</td>\n","      <td>240</td>\n","      <td>239</td>\n","      <td>0.008064</td>\n","      <td>0.000087</td>\n","      <td>0.00218</td>\n","      <td>0.000018</td>\n","      <td>0.00067</td>\n","      <td>0.00129</td>\n","      <td>0.00200</td>\n","      <td>0.05883</td>\n","      <td>0.517</td>\n","      <td>0.03011</td>\n","      <td>0.03496</td>\n","      <td>0.04828</td>\n","      <td>0.09034</td>\n","      <td>0.970805</td>\n","      <td>0.036223</td>\n","      <td>18.995</td>\n","      <td>69.997496</td>\n","      <td>76.088046</td>\n","      <td>72.465512</td>\n","      <td>539.342735</td>\n","      <td>1031.849040</td>\n","      <td>2447.162183</td>\n","      <td>3655.054806</td>\n","      <td>101.092218</td>\n","      <td>83.147440</td>\n","      <td>255.214830</td>\n","      <td>396.643631</td>\n","      <td>0.77778</td>\n","      <td>11.7245</td>\n","      <td>2.8277</td>\n","      <td>1.17300</td>\n","      <td>0.265120</td>\n","      <td>0.083127</td>\n","      <td>1200445.612</td>\n","      <td>...</td>\n","      <td>0.071728</td>\n","      <td>0.010352</td>\n","      <td>-2.730300</td>\n","      <td>66.5007</td>\n","      <td>36.9934</td>\n","      <td>26.3508</td>\n","      <td>51.9577</td>\n","      <td>21.5451</td>\n","      <td>8.2488</td>\n","      <td>8.0024</td>\n","      <td>6.9635</td>\n","      <td>6.9189</td>\n","      <td>5.0622</td>\n","      <td>4.6068</td>\n","      <td>7.7218</td>\n","      <td>2.7224</td>\n","      <td>2.4171</td>\n","      <td>2.9383</td>\n","      <td>4.2077</td>\n","      <td>3.1541</td>\n","      <td>2.8531</td>\n","      <td>2.7496</td>\n","      <td>2.1550</td>\n","      <td>2.9457</td>\n","      <td>2.1993</td>\n","      <td>1.9830</td>\n","      <td>1.8314</td>\n","      <td>2.0062</td>\n","      <td>1.6058</td>\n","      <td>1.5466</td>\n","      <td>1.5620</td>\n","      <td>2.6445</td>\n","      <td>3.8686</td>\n","      <td>4.2105</td>\n","      <td>5.1221</td>\n","      <td>4.4625</td>\n","      <td>2.6202</td>\n","      <td>3.0004</td>\n","     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<td>218.229722</td>\n","      <td>0.81250</td>\n","      <td>13.8284</td>\n","      <td>2.8908</td>\n","      <td>1.02210</td>\n","      <td>0.220040</td>\n","      <td>0.127410</td>\n","      <td>1298455.445</td>\n","      <td>...</td>\n","      <td>0.729330</td>\n","      <td>0.780410</td>\n","      <td>5.229400</td>\n","      <td>8643.9860</td>\n","      <td>3962.0554</td>\n","      <td>2976.2411</td>\n","      <td>4329.0607</td>\n","      <td>4005.1329</td>\n","      <td>1127.6762</td>\n","      <td>116.5331</td>\n","      <td>20.2332</td>\n","      <td>13.6395</td>\n","      <td>12.5514</td>\n","      <td>13.6965</td>\n","      <td>60.8974</td>\n","      <td>6.2958</td>\n","      <td>3.0323</td>\n","      <td>3.4039</td>\n","      <td>4.3794</td>\n","      <td>2.4329</td>\n","      <td>2.0585</td>\n","      <td>2.1839</td>\n","      <td>2.2061</td>\n","      <td>3.0999</td>\n","      <td>1.9824</td>\n","      <td>1.6227</td>\n","      <td>1.5783</td>\n","      <td>2.0470</td>\n"," 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<td>3.4881</td>\n","      <td>3.4851</td>\n","      <td>3.3007</td>\n","      <td>2.0427</td>\n","      <td>3.1436</td>\n","      <td>2.1203</td>\n","      <td>1.6627</td>\n","      <td>1.6731</td>\n","      <td>3.2597</td>\n","      <td>1.5921</td>\n","      <td>1.5399</td>\n","      <td>1.5643</td>\n","      <td>2.3308</td>\n","      <td>9.4959</td>\n","      <td>10.7458</td>\n","      <td>11.0177</td>\n","      <td>4.8066</td>\n","      <td>2.9199</td>\n","      <td>3.1495</td>\n","      <td>4.7666</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>0</td>\n","      <td>0.41121</td>\n","      <td>0.79672</td>\n","      <td>0.59257</td>\n","      <td>178</td>\n","      <td>177</td>\n","      <td>0.010858</td>\n","      <td>0.000183</td>\n","      <td>0.00419</td>\n","      <td>0.000046</td>\n","      <td>0.00149</td>\n","      <td>0.00268</td>\n","      <td>0.00446</td>\n","      <td>0.05451</td>\n","      <td>0.527</td>\n","      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<th>751</th>\n","      <td>0</td>\n","      <td>0.80903</td>\n","      <td>0.56355</td>\n","      <td>0.28385</td>\n","      <td>417</td>\n","      <td>416</td>\n","      <td>0.004627</td>\n","      <td>0.000052</td>\n","      <td>0.00064</td>\n","      <td>0.000003</td>\n","      <td>0.00008</td>\n","      <td>0.00022</td>\n","      <td>0.00024</td>\n","      <td>0.01947</td>\n","      <td>0.171</td>\n","      <td>0.01068</td>\n","      <td>0.01260</td>\n","      <td>0.01547</td>\n","      <td>0.03204</td>\n","      <td>0.997438</td>\n","      <td>0.002571</td>\n","      <td>26.813</td>\n","      <td>79.991789</td>\n","      <td>82.239447</td>\n","      <td>81.244436</td>\n","      <td>881.915768</td>\n","      <td>1395.398812</td>\n","      <td>2862.850072</td>\n","      <td>3285.426385</td>\n","      <td>88.521045</td>\n","      <td>80.283013</td>\n","      <td>836.862497</td>\n","      <td>2954.030296</td>\n","      <td>1.00000</td>\n","      <td>58.5451</td>\n","      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<td>62.9927</td>\n","      <td>21.8152</td>\n","      <td>9.2457</td>\n","      <td>4.8555</td>\n","      <td>3.0551</td>\n","      <td>3.0415</td>\n","      <td>4.0116</td>\n","      <td>2.6217</td>\n","      <td>3.1527</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>756 rows × 754 columns</p>\n","</div>"],"text/plain":["     gender      PPE  ...  tqwt_kurtosisValue_dec_36  class\n","0         1  0.85247  ...                    18.9405      1\n","1         1  0.76686  ...                    45.1780      1\n","2         1  0.85083  ...                     4.7666      1\n","3         0  0.41121  ...                     4.0603      1\n","4         0  0.32790  ...                     6.1164      1\n","..      ...      ...  ...                        ...    ...\n","751       0  0.80903  ...                     6.8671      0\n","752       0  0.16084  ...                    28.4170      0\n","753       0  0.88389  ...                     5.0424      0\n","754       0  0.83782  ...                     3.7131      0\n","755       0  0.81304  ...                     3.1527      0\n","\n","[756 rows x 754 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"-WfT0ynm-eyA","colab_type":"code","outputId":"f1983272-d9ad-48cd-854a-20327c643fb2","executionInfo":{"status":"ok","timestamp":1591156462609,"user_tz":-330,"elapsed":5606,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":296}},"source":["sns.countplot(x='class',data=dataset)"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<matplotlib.axes._subplots.AxesSubplot at 0x7fb4d6171a20>"]},"metadata":{"tags":[]},"execution_count":6},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"TLbFm6dPBNbO","colab_type":"code","outputId":"669ee805-7067-48dc-8d8b-249100612b5f","executionInfo":{"status":"ok","timestamp":1591156462613,"user_tz":-330,"elapsed":4784,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["dataset['class'].unique()"],"execution_count":7,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([1, 0])"]},"metadata":{"tags":[]},"execution_count":7}]},{"cell_type":"code","metadata":{"id":"8x6kiba7LnyF","colab_type":"code","colab":{}},"source":["dataset=dataset.drop('id',axis=1)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"BuP6_evaWIV6","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":422},"outputId":"20173dc3-b62a-438d-dd80-e74b159a1610","executionInfo":{"status":"ok","timestamp":1591156975185,"user_tz":-330,"elapsed":2626,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}}},"source":["dataset.corr()"],"execution_count":11,"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>gender</th>\n","      <th>PPE</th>\n","      <th>DFA</th>\n","      <th>RPDE</th>\n","      <th>numPulses</th>\n","      <th>numPeriodsPulses</th>\n","      <th>meanPeriodPulses</th>\n","      <th>stdDevPeriodPulses</th>\n","      <th>locPctJitter</th>\n","      <th>locAbsJitter</th>\n","      <th>rapJitter</th>\n","      <th>ppq5Jitter</th>\n","      <th>ddpJitter</th>\n","      <th>locShimmer</th>\n","      <th>locDbShimmer</th>\n","      <th>apq3Shimmer</th>\n","      <th>apq5Shimmer</th>\n","      <th>apq11Shimmer</th>\n","      <th>ddaShimmer</th>\n","      <th>meanAutoCorrHarmonicity</th>\n","      <th>meanNoiseToHarmHarmonicity</th>\n","      <th>meanHarmToNoiseHarmonicity</th>\n","      <th>minIntensity</th>\n","      <th>maxIntensity</th>\n","      <th>meanIntensity</th>\n","      <th>f1</th>\n","      <th>f2</th>\n","      <th>f3</th>\n","      <th>f4</th>\n","      <th>b1</th>\n","      <th>b2</th>\n","      <th>b3</th>\n","      <th>b4</th>\n","      <th>GQ_prc5_95</th>\n","      <th>GQ_std_cycle_open</th>\n","      <th>GQ_std_cycle_closed</th>\n","      <th>GNE_mean</th>\n","      <th>GNE_std</th>\n","      <th>GNE_SNR_TKEO</th>\n","      <th>GNE_SNR_SEO</th>\n","      <th>...</th>\n","      <th>tqwt_skewnessValue_dec_34</th>\n","      <th>tqwt_skewnessValue_dec_35</th>\n","      <th>tqwt_skewnessValue_dec_36</th>\n","      <th>tqwt_kurtosisValue_dec_1</th>\n","      <th>tqwt_kurtosisValue_dec_2</th>\n","      <th>tqwt_kurtosisValue_dec_3</th>\n","      <th>tqwt_kurtosisValue_dec_4</th>\n","      <th>tqwt_kurtosisValue_dec_5</th>\n","      <th>tqwt_kurtosisValue_dec_6</th>\n","      <th>tqwt_kurtosisValue_dec_7</th>\n","      <th>tqwt_kurtosisValue_dec_8</th>\n","      <th>tqwt_kurtosisValue_dec_9</th>\n","      <th>tqwt_kurtosisValue_dec_10</th>\n","      <th>tqwt_kurtosisValue_dec_11</th>\n","      <th>tqwt_kurtosisValue_dec_12</th>\n","      <th>tqwt_kurtosisValue_dec_13</th>\n","      <th>tqwt_kurtosisValue_dec_14</th>\n","      <th>tqwt_kurtosisValue_dec_15</th>\n","      <th>tqwt_kurtosisValue_dec_16</th>\n","      <th>tqwt_kurtosisValue_dec_17</th>\n","      <th>tqwt_kurtosisValue_dec_18</th>\n","      <th>tqwt_kurtosisValue_dec_19</th>\n","      <th>tqwt_kurtosisValue_dec_20</th>\n","      <th>tqwt_kurtosisValue_dec_21</th>\n","      <th>tqwt_kurtosisValue_dec_22</th>\n","      <th>tqwt_kurtosisValue_dec_23</th>\n","      <th>tqwt_kurtosisValue_dec_24</th>\n","      <th>tqwt_kurtosisValue_dec_25</th>\n","      <th>tqwt_kurtosisValue_dec_26</th>\n","      <th>tqwt_kurtosisValue_dec_27</th>\n","      <th>tqwt_kurtosisValue_dec_28</th>\n","      <th>tqwt_kurtosisValue_dec_29</th>\n","      <th>tqwt_kurtosisValue_dec_30</th>\n","      <th>tqwt_kurtosisValue_dec_31</th>\n","      <th>tqwt_kurtosisValue_dec_32</th>\n","      <th>tqwt_kurtosisValue_dec_33</th>\n","      <th>tqwt_kurtosisValue_dec_34</th>\n","      <th>tqwt_kurtosisValue_dec_35</th>\n","      <th>tqwt_kurtosisValue_dec_36</th>\n","      <th>class</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>gender</th>\n","      <td>1.000000</td>\n","      <td>0.010175</td>\n","      <td>0.099356</td>\n","      <td>0.168321</td>\n","      <td>-0.478367</td>\n","      <td>-0.477710</td>\n","      <td>0.460422</td>\n","      <td>-0.110587</td>\n","      <td>0.112004</td>\n","      <td>0.147604</td>\n","      <td>0.103713</td>\n","      <td>0.132220</td>\n","      <td>0.103607</td>\n","      <td>0.049110</td>\n","      <td>0.045108</td>\n","      <td>0.042358</td>\n","      <td>0.021262</td>\n","      <td>0.070699</td>\n","      <td>0.042361</td>\n","      <td>-0.052420</td>\n","      <td>0.049660</td>\n","      <td>-0.102439</td>\n","      <td>-0.036851</td>\n","      <td>0.020527</td>\n","      <td>0.015253</td>\n","      <td>-0.519415</td>\n","      <td>-0.487495</td>\n","      <td>0.097458</td>\n","      <td>-0.069628</td>\n","      <td>-0.162028</td>\n","      <td>-0.147007</td>\n","      <td>-0.181002</td>\n","      <td>0.047676</td>\n","      <td>-0.096363</td>\n","      <td>0.067785</td>\n","      <td>0.007415</td>\n","      <td>-0.185652</td>\n","      <td>0.058348</td>\n","      <td>-0.130788</td>\n","      <td>-0.242062</td>\n","      <td>...</td>\n","      <td>-0.004349</td>\n","      <td>0.000188</td>\n","      <td>-0.017461</td>\n","      <td>0.087143</td>\n","      <td>0.060780</td>\n","      <td>0.052639</td>\n","      <td>0.039608</td>\n","      <td>0.030366</td>\n","      <td>0.002321</td>\n","      <td>-0.059287</td>\n","      <td>-0.000746</td>\n","      <td>0.003781</td>\n","      <td>-0.046313</td>\n","      <td>-0.032178</td>\n","      <td>0.079000</td>\n","      <td>0.037589</td>\n","      <td>-0.053820</td>\n","      <td>-0.028764</td>\n","      <td>0.073180</td>\n","      <td>0.009664</td>\n","      <td>0.020030</td>\n","      <td>0.007581</td>\n","      <td>0.150320</td>\n","      <td>0.029382</td>\n","      <td>-0.065918</td>\n","      <td>-0.040040</td>\n","      <td>-0.040027</td>\n","      <td>-0.055503</td>\n","      <td>-0.240361</td>\n","      <td>-0.273543</td>\n","      <td>-0.098689</td>\n","      <td>0.000210</td>\n","      <td>0.066091</td>\n","      <td>0.083499</td>\n","      <td>0.089793</td>\n","      <td>0.107618</td>\n","      <td>0.128936</td>\n","      <td>0.107734</td>\n","      <td>0.104828</td>\n","      <td>0.182713</td>\n","    </tr>\n","    <tr>\n","      <th>PPE</th>\n","      <td>0.010175</td>\n","      <td>1.000000</td>\n","      <td>-0.094775</td>\n","      <td>-0.405558</td>\n","      <td>0.191535</td>\n","      <td>0.194098</td>\n","      <td>-0.201907</td>\n","      <td>-0.423660</td>\n","      <td>-0.349053</td>\n","      <td>-0.331009</td>\n","      <td>-0.352693</td>\n","      <td>-0.315749</td>\n","      <td>-0.352547</td>\n","      <td>-0.291379</td>\n","      <td>-0.304997</td>\n","      <td>-0.277071</td>\n","      <td>-0.265907</td>\n","      <td>-0.221549</td>\n","      <td>-0.277074</td>\n","      <td>0.343101</td>\n","      <td>-0.322490</td>\n","      <td>0.356035</td>\n","      <td>0.198188</td>\n","      <td>0.086053</td>\n","      <td>0.112837</td>\n","      <td>0.027940</td>\n","      <td>0.009153</td>\n","      <td>-0.021486</td>\n","      <td>-0.004957</td>\n","      <td>-0.052845</td>\n","      <td>0.028994</td>\n","      <td>0.008813</td>\n","      <td>0.035277</td>\n","      <td>0.276340</td>\n","      <td>-0.313848</td>\n","      <td>-0.385027</td>\n","      <td>0.124969</td>\n","      <td>-0.026172</td>\n","      <td>0.027658</td>\n","      <td>-0.023071</td>\n","      <td>...</td>\n","      <td>0.007413</td>\n","      <td>0.012388</td>\n","      <td>0.011800</td>\n","      <td>-0.007339</td>\n","      <td>-0.009811</td>\n","      <td>-0.018240</td>\n","      <td>-0.021187</td>\n","      <td>-0.025908</td>\n","      <td>-0.006875</td>\n","      <td>0.016458</td>\n","      <td>0.026299</td>\n","      <td>0.028712</td>\n","      <td>0.020360</td>\n","      <td>-0.000354</td>\n","      <td>0.013429</td>\n","      <td>-0.004995</td>\n","      <td>-0.050024</td>\n","      <td>-0.067350</td>\n","      <td>-0.089904</td>\n","      <td>-0.106519</td>\n","      <td>-0.069824</td>\n","      <td>-0.056492</td>\n","      <td>-0.031845</td>\n","      <td>-0.026025</td>\n","      <td>-0.129244</td>\n","      <td>-0.054152</td>\n","      <td>-0.038443</td>\n","      <td>0.009439</td>\n","      <td>0.087448</td>\n","      <td>0.112430</td>\n","      <td>0.144261</td>\n","      <td>0.135544</td>\n","      <td>0.091726</td>\n","      <td>0.065035</td>\n","      <td>0.044163</td>\n","      <td>0.045755</td>\n","      <td>0.046175</td>\n","      <td>0.037385</td>\n","      <td>0.039588</td>\n","      <td>-0.072939</td>\n","    </tr>\n","    <tr>\n","      <th>DFA</th>\n","      <td>0.099356</td>\n","      <td>-0.094775</td>\n","      <td>1.000000</td>\n","      <td>0.155075</td>\n","      <td>-0.286791</td>\n","      <td>-0.286611</td>\n","      <td>0.253708</td>\n","      <td>0.084655</td>\n","      <td>0.212120</td>\n","      <td>0.201248</td>\n","      <td>0.215512</td>\n","      <td>0.229371</td>\n","      <td>0.215378</td>\n","      <td>0.285156</td>\n","      <td>0.294626</td>\n","      <td>0.301879</td>\n","      <td>0.275767</td>\n","      <td>0.208066</td>\n","      <td>0.301883</td>\n","      <td>-0.167906</td>\n","      <td>0.142591</td>\n","      <td>-0.301407</td>\n","      <td>-0.289473</td>\n","      <td>-0.304389</td>\n","      <td>-0.310986</td>\n","      <td>-0.534511</td>\n","      <td>-0.077814</td>\n","      <td>0.127907</td>\n","      <td>0.158442</td>\n","      <td>0.253536</td>\n","      <td>0.057464</td>\n","      <td>-0.168004</td>\n","      <td>0.020668</td>\n","      <td>-0.191824</td>\n","      <td>0.235595</td>\n","      <td>0.237366</td>\n","      <td>-0.199837</td>\n","      <td>0.059547</td>\n","      <td>0.007580</td>\n","      <td>-0.145671</td>\n","      <td>...</td>\n","      <td>0.019978</td>\n","      <td>0.023473</td>\n","      <td>-0.004075</td>\n","      <td>0.042498</td>\n","      <td>0.100679</td>\n","      <td>0.104691</td>\n","      <td>0.109488</td>\n","      <td>0.109294</td>\n","      <td>0.122634</td>\n","      <td>0.120202</td>\n","      <td>0.097072</td>\n","      <td>0.085883</td>\n","      <td>0.056684</td>\n","      <td>0.072051</td>\n","      <td>0.106266</td>\n","      <td>0.173179</td>\n","      <td>0.123133</td>\n","      <td>0.171375</td>\n","      <td>0.286023</td>\n","      <td>0.294587</td>\n","      <td>0.271449</td>\n","      <td>0.228166</td>\n","      <td>0.183769</td>\n","      <td>0.095564</td>\n","      <td>0.133858</td>\n","      <td>-0.023476</td>\n","      <td>-0.085934</td>\n","      <td>-0.173878</td>\n","      <td>-0.247077</td>\n","      <td>-0.199388</td>\n","      <td>-0.146325</td>\n","      <td>-0.104456</td>\n","      <td>-0.061129</td>\n","      <td>-0.063451</td>\n","      <td>-0.061845</td>\n","      <td>-0.033914</td>\n","      <td>0.043454</td>\n","      <td>0.067843</td>\n","      <td>0.116699</td>\n","      <td>0.306070</td>\n","    </tr>\n","    <tr>\n","      <th>RPDE</th>\n","      <td>0.168321</td>\n","      <td>-0.405558</td>\n","      <td>0.155075</td>\n","      <td>1.000000</td>\n","      <td>-0.521193</td>\n","      <td>-0.524839</td>\n","      <td>0.506707</td>\n","      <td>0.333545</td>\n","      <td>0.614340</td>\n","      <td>0.608966</td>\n","      <td>0.577108</td>\n","      <td>0.589089</td>\n","      <td>0.577045</td>\n","      <td>0.610379</td>\n","      <td>0.616448</td>\n","      <td>0.563453</td>\n","      <td>0.584540</td>\n","      <td>0.607861</td>\n","      <td>0.563454</td>\n","      <td>-0.634419</td>\n","      <td>0.589037</td>\n","      <td>-0.754855</td>\n","      <td>-0.371692</td>\n","      <td>-0.256089</td>\n","      <td>-0.315395</td>\n","      <td>-0.152030</td>\n","      <td>-0.043823</td>\n","      <td>0.090431</td>\n","      <td>-0.064765</td>\n","      <td>-0.009837</td>\n","      <td>-0.005011</td>\n","      <td>-0.082349</td>\n","      <td>0.021705</td>\n","      <td>-0.254556</td>\n","      <td>0.431780</td>\n","      <td>0.392236</td>\n","      <td>-0.452569</td>\n","      <td>-0.148756</td>\n","      <td>-0.203637</td>\n","      <td>-0.142268</td>\n","      <td>...</td>\n","      <td>-0.014222</td>\n","      <td>-0.014631</td>\n","      <td>-0.017120</td>\n","      <td>0.056686</td>\n","      <td>0.078799</td>\n","      <td>0.083916</td>\n","      <td>0.086597</td>\n","      <td>0.090586</td>\n","      <td>0.090606</td>\n","      <td>0.030571</td>\n","      <td>0.012450</td>\n","      <td>-0.004174</td>\n","      <td>0.012290</td>\n","      <td>0.035556</td>\n","      <td>0.010827</td>\n","      <td>0.089799</td>\n","      <td>0.195605</td>\n","      <td>0.271495</td>\n","      <td>0.327395</td>\n","      <td>0.311927</td>\n","      <td>0.307835</td>\n","      <td>0.315931</td>\n","      <td>0.311810</td>\n","      <td>0.309984</td>\n","      <td>0.283113</td>\n","      <td>0.140207</td>\n","      <td>0.031153</td>\n","      <td>-0.184471</td>\n","      <td>-0.261738</td>\n","      <td>-0.327460</td>\n","      <td>-0.315592</td>\n","      <td>-0.278504</td>\n","      <td>-0.148989</td>\n","      <td>-0.101467</td>\n","      <td>-0.098923</td>\n","      <td>-0.097161</td>\n","      <td>-0.036406</td>\n","      <td>-0.018052</td>\n","      <td>0.021945</td>\n","      <td>0.247444</td>\n","    </tr>\n","    <tr>\n","      <th>numPulses</th>\n","      <td>-0.478367</td>\n","      <td>0.191535</td>\n","      <td>-0.286791</td>\n","      <td>-0.521193</td>\n","      <td>1.000000</td>\n","      <td>0.999917</td>\n","      <td>-0.897079</td>\n","      <td>-0.187478</td>\n","      <td>-0.426350</td>\n","      <td>-0.516920</td>\n","      <td>-0.432410</td>\n","      <td>-0.447689</td>\n","      <td>-0.432352</td>\n","      <td>-0.180201</td>\n","      <td>-0.180960</td>\n","      <td>-0.169123</td>\n","      <td>-0.165432</td>\n","      <td>-0.222484</td>\n","      <td>-0.169122</td>\n","      <td>0.273438</td>\n","      <td>-0.270945</td>\n","      <td>0.345670</td>\n","      <td>0.143273</td>\n","      <td>0.112994</td>\n","      <td>0.126678</td>\n","      <td>0.391087</td>\n","      <td>0.299447</td>\n","      <td>-0.191180</td>\n","      <td>0.011952</td>\n","      <td>0.078410</td>\n","      <td>0.078738</td>\n","      <td>0.168039</td>\n","      <td>-0.058238</td>\n","      <td>0.220868</td>\n","      <td>-0.323160</td>\n","      <td>-0.226204</td>\n","      <td>0.618999</td>\n","      <td>0.294818</td>\n","      <td>0.280089</td>\n","      <td>0.170410</td>\n","      <td>...</td>\n","      <td>0.015590</td>\n","      <td>0.026949</td>\n","      <td>0.049597</td>\n","      <td>-0.067882</td>\n","      <td>-0.061878</td>\n","      <td>-0.061581</td>\n","      <td>-0.058045</td>\n","      <td>-0.051125</td>\n","      <td>-0.047506</td>\n","      <td>-0.014284</td>\n","      <td>-0.048363</td>\n","      <td>-0.038785</td>\n","      <td>-0.029945</td>\n","      <td>-0.070737</td>\n","      <td>-0.059739</td>\n","      <td>-0.110198</td>\n","      <td>-0.145364</td>\n","      <td>-0.234803</td>\n","      <td>-0.310721</td>\n","      <td>-0.243470</td>\n","      <td>-0.237923</td>\n","      <td>-0.253404</td>\n","      <td>-0.301152</td>\n","      <td>-0.130134</td>\n","      <td>-0.160138</td>\n","      <td>0.060804</td>\n","      <td>0.128528</td>\n","      <td>0.307663</td>\n","      <td>0.418918</td>\n","      <td>0.405103</td>\n","      <td>0.268896</td>\n","      <td>0.177255</td>\n","      <td>0.043963</td>\n","      <td>-0.024223</td>\n","      <td>-0.036158</td>\n","      <td>-0.047946</td>\n","      <td>-0.068664</td>\n","      <td>-0.069645</td>\n","      <td>-0.062925</td>\n","      <td>-0.284056</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","      <td>...</td>\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","      <td>...</td>\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","      <td>...</td>\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","      <td>...</td>\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","      <td>...</td>\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","      <td>...</td>\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","      <td>...</td>\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","      <td>...</td>\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","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>tqwt_kurtosisValue_dec_33</th>\n","      <td>0.107618</td>\n","      <td>0.045755</td>\n","      <td>-0.033914</td>\n","      <td>-0.097161</td>\n","      <td>-0.047946</td>\n","      <td>-0.047837</td>\n","      <td>0.039487</td>\n","      <td>-0.092429</td>\n","      <td>0.018504</td>\n","      <td>0.029028</td>\n","      <td>0.026610</td>\n","      <td>0.030557</td>\n","      <td>0.026571</td>\n","      <td>-0.142562</td>\n","      <td>-0.144604</td>\n","      <td>-0.147338</td>\n","      <td>-0.137831</td>\n","      <td>-0.107902</td>\n","      <td>-0.147339</td>\n","      <td>0.076112</td>\n","      <td>-0.047940</td>\n","      <td>0.193053</td>\n","      <td>0.099337</td>\n","      <td>0.129900</td>\n","      <td>0.134148</td>\n","      <td>-0.044651</td>\n","      <td>-0.046556</td>\n","      <td>-0.003021</td>\n","      <td>-0.054347</td>\n","      <td>-0.052834</td>\n","      <td>-0.032931</td>\n","      <td>0.035701</td>\n","      <td>0.006471</td>\n","      <td>0.010595</td>\n","      <td>-0.015151</td>\n","      <td>-0.051807</td>\n","      <td>0.058910</td>\n","      <td>0.059821</td>\n","      <td>0.013674</td>\n","      <td>-0.051216</td>\n","      <td>...</td>\n","      <td>-0.074646</td>\n","      <td>-0.074274</td>\n","      <td>-0.056597</td>\n","      <td>0.012427</td>\n","      <td>0.002972</td>\n","      <td>-0.004959</td>\n","      <td>-0.009918</td>\n","      <td>-0.007069</td>\n","      <td>-0.014212</td>\n","      <td>0.033955</td>\n","      <td>0.100917</td>\n","      <td>0.093247</td>\n","      <td>0.044108</td>\n","      <td>0.023470</td>\n","      <td>-0.018689</td>\n","      <td>0.010944</td>\n","      <td>-0.039847</td>\n","      <td>-0.049103</td>\n","      <td>-0.056318</td>\n","      <td>-0.097601</td>\n","      <td>-0.090805</td>\n","      <td>-0.080669</td>\n","      <td>-0.061851</td>\n","      <td>-0.027070</td>\n","      <td>-0.018768</td>\n","      <td>-0.024460</td>\n","      <td>0.006103</td>\n","      <td>0.034197</td>\n","      <td>0.026715</td>\n","      <td>0.084178</td>\n","      <td>0.239203</td>\n","      <td>0.486570</td>\n","      <td>0.708646</td>\n","      <td>0.841365</td>\n","      <td>0.945107</td>\n","      <td>1.000000</td>\n","      <td>0.824620</td>\n","      <td>0.698738</td>\n","      <td>0.543845</td>\n","      <td>0.119808</td>\n","    </tr>\n","    <tr>\n","      <th>tqwt_kurtosisValue_dec_34</th>\n","      <td>0.128936</td>\n","      <td>0.046175</td>\n","      <td>0.043454</td>\n","      <td>-0.036406</td>\n","      <td>-0.068664</td>\n","      <td>-0.068561</td>\n","      <td>0.046140</td>\n","      <td>-0.061721</td>\n","      <td>0.027886</td>\n","      <td>0.026556</td>\n","      <td>0.031299</td>\n","      <td>0.035449</td>\n","      <td>0.031173</td>\n","      <td>-0.066550</td>\n","      <td>-0.062494</td>\n","      <td>-0.081394</td>\n","      <td>-0.073599</td>\n","      <td>-0.010424</td>\n","      <td>-0.081392</td>\n","      <td>0.045862</td>\n","      <td>-0.022655</td>\n","      <td>0.113641</td>\n","      <td>-0.049707</td>\n","      <td>-0.028744</td>\n","      <td>-0.032845</td>\n","      <td>-0.113496</td>\n","      <td>-0.122564</td>\n","      <td>-0.039889</td>\n","      <td>-0.071059</td>\n","      <td>-0.017891</td>\n","      <td>-0.013548</td>\n","      <td>0.039853</td>\n","      <td>0.016917</td>\n","      <td>-0.029842</td>\n","      <td>0.038730</td>\n","      <td>0.000386</td>\n","      <td>0.018310</td>\n","      <td>0.069176</td>\n","      <td>-0.034596</td>\n","      <td>-0.110915</td>\n","      <td>...</td>\n","      <td>-0.076298</td>\n","      <td>-0.064985</td>\n","      <td>-0.057530</td>\n","      <td>0.044908</td>\n","      <td>0.054409</td>\n","      <td>0.045594</td>\n","      <td>0.041366</td>\n","      <td>0.043759</td>\n","      <td>0.044528</td>\n","      <td>0.062439</td>\n","      <td>0.108518</td>\n","      <td>0.087218</td>\n","      <td>0.021515</td>\n","      <td>0.029400</td>\n","      <td>0.054662</td>\n","      <td>0.107077</td>\n","      <td>0.031403</td>\n","      <td>0.008855</td>\n","      <td>0.003051</td>\n","      <td>-0.036366</td>\n","      <td>-0.021168</td>\n","      <td>0.008335</td>\n","      <td>0.023948</td>\n","      <td>0.070539</td>\n","      <td>0.056702</td>\n","      <td>0.023123</td>\n","      <td>0.012252</td>\n","      <td>-0.031969</td>\n","      <td>-0.022758</td>\n","      <td>0.017254</td>\n","      <td>0.139668</td>\n","      <td>0.383328</td>\n","      <td>0.587449</td>\n","      <td>0.667325</td>\n","      <td>0.729501</td>\n","      <td>0.824620</td>\n","      <td>1.000000</td>\n","      <td>0.948008</td>\n","      <td>0.785141</td>\n","      <td>0.192345</td>\n","    </tr>\n","    <tr>\n","      <th>tqwt_kurtosisValue_dec_35</th>\n","      <td>0.107734</td>\n","      <td>0.037385</td>\n","      <td>0.067843</td>\n","      <td>-0.018052</td>\n","      <td>-0.069645</td>\n","      <td>-0.069468</td>\n","      <td>0.040828</td>\n","      <td>-0.067636</td>\n","      <td>0.010553</td>\n","      <td>0.007976</td>\n","      <td>0.016147</td>\n","      <td>0.018527</td>\n","      <td>0.015973</td>\n","      <td>-0.035838</td>\n","      <td>-0.027069</td>\n","      <td>-0.055172</td>\n","      <td>-0.045959</td>\n","      <td>0.026616</td>\n","      <td>-0.055169</td>\n","      <td>0.041775</td>\n","      <td>-0.022575</td>\n","      <td>0.082494</td>\n","      <td>-0.141979</td>\n","      <td>-0.118130</td>\n","      <td>-0.127858</td>\n","      <td>-0.144353</td>\n","      <td>-0.148067</td>\n","      <td>-0.076168</td>\n","      <td>-0.078771</td>\n","      <td>-0.005483</td>\n","      <td>0.007089</td>\n","      <td>0.034994</td>\n","      <td>0.021217</td>\n","      <td>-0.053807</td>\n","      <td>0.066184</td>\n","      <td>0.028501</td>\n","      <td>0.003060</td>\n","      <td>0.077372</td>\n","      <td>-0.038296</td>\n","      <td>-0.141274</td>\n","      <td>...</td>\n","      <td>-0.047805</td>\n","      <td>-0.030462</td>\n","      <td>-0.032587</td>\n","      <td>0.048092</td>\n","      <td>0.070463</td>\n","      <td>0.065979</td>\n","      <td>0.063255</td>\n","      <td>0.064775</td>\n","      <td>0.060101</td>\n","      <td>0.074297</td>\n","      <td>0.102570</td>\n","      <td>0.075306</td>\n","      <td>0.012551</td>\n","      <td>0.024610</td>\n","      <td>0.056515</td>\n","      <td>0.126418</td>\n","      <td>0.080677</td>\n","      <td>0.054688</td>\n","      <td>0.039873</td>\n","      <td>0.006209</td>\n","      <td>0.019886</td>\n","      <td>0.052841</td>\n","      <td>0.072168</td>\n","      <td>0.118415</td>\n","      <td>0.107552</td>\n","      <td>0.035730</td>\n","      <td>0.022916</td>\n","      <td>-0.040635</td>\n","      <td>-0.049238</td>\n","      <td>-0.032719</td>\n","      <td>0.054510</td>\n","      <td>0.275390</td>\n","      <td>0.477147</td>\n","      <td>0.550686</td>\n","      <td>0.609663</td>\n","      <td>0.698738</td>\n","      <td>0.948008</td>\n","      <td>1.000000</td>\n","      <td>0.866696</td>\n","      <td>0.219454</td>\n","    </tr>\n","    <tr>\n","      <th>tqwt_kurtosisValue_dec_36</th>\n","      <td>0.104828</td>\n","      <td>0.039588</td>\n","      <td>0.116699</td>\n","      <td>0.021945</td>\n","      <td>-0.062925</td>\n","      <td>-0.062790</td>\n","      <td>0.031685</td>\n","      <td>-0.067147</td>\n","      <td>0.003805</td>\n","      <td>0.001741</td>\n","      <td>0.012103</td>\n","      <td>0.018524</td>\n","      <td>0.011929</td>\n","      <td>0.011798</td>\n","      <td>0.028133</td>\n","      <td>-0.018216</td>\n","      <td>-0.000017</td>\n","      <td>0.101930</td>\n","      <td>-0.018214</td>\n","      <td>0.041731</td>\n","      <td>-0.026760</td>\n","      <td>0.036971</td>\n","      <td>-0.321831</td>\n","      <td>-0.285341</td>\n","      <td>-0.302933</td>\n","      <td>-0.213805</td>\n","      <td>-0.171891</td>\n","      <td>-0.155680</td>\n","      <td>-0.143849</td>\n","      <td>0.042744</td>\n","      <td>0.028154</td>\n","      <td>0.039293</td>\n","      <td>0.014008</td>\n","      <td>-0.072510</td>\n","      <td>0.133164</td>\n","      <td>0.059449</td>\n","      <td>-0.012933</td>\n","      <td>0.086675</td>\n","      <td>-0.049750</td>\n","      <td>-0.203263</td>\n","      <td>...</td>\n","      <td>-0.045919</td>\n","      <td>-0.028402</td>\n","      <td>-0.030721</td>\n","      <td>0.137361</td>\n","      <td>0.182652</td>\n","      <td>0.186461</td>\n","      <td>0.187754</td>\n","      <td>0.191661</td>\n","      <td>0.169275</td>\n","      <td>0.139731</td>\n","      <td>0.111588</td>\n","      <td>0.062793</td>\n","      <td>0.019739</td>\n","      <td>0.058254</td>\n","      <td>0.079731</td>\n","      <td>0.120774</td>\n","      <td>0.081287</td>\n","      <td>0.072491</td>\n","      <td>0.074120</td>\n","      <td>0.044591</td>\n","      <td>0.058791</td>\n","      <td>0.085870</td>\n","      <td>0.097607</td>\n","      <td>0.139116</td>\n","      <td>0.138722</td>\n","      <td>0.024425</td>\n","      <td>0.014127</td>\n","      <td>-0.043606</td>\n","      <td>-0.085546</td>\n","      <td>-0.112032</td>\n","      <td>-0.108280</td>\n","      <td>0.070046</td>\n","      <td>0.290106</td>\n","      <td>0.386061</td>\n","      <td>0.467944</td>\n","      <td>0.543845</td>\n","      <td>0.785141</td>\n","      <td>0.866696</td>\n","      <td>1.000000</td>\n","      <td>0.279827</td>\n","    </tr>\n","    <tr>\n","      <th>class</th>\n","      <td>0.182713</td>\n","      <td>-0.072939</td>\n","      <td>0.306070</td>\n","      <td>0.247444</td>\n","      <td>-0.284056</td>\n","      <td>-0.284002</td>\n","      <td>0.211368</td>\n","      <td>0.074240</td>\n","      <td>0.204228</td>\n","      <td>0.195629</td>\n","      <td>0.173292</td>\n","      <td>0.189395</td>\n","      <td>0.173278</td>\n","      <td>0.161697</td>\n","      <td>0.176239</td>\n","      <td>0.128252</td>\n","      <td>0.149086</td>\n","      <td>0.227427</td>\n","      <td>0.128256</td>\n","      <td>-0.112239</td>\n","      <td>0.100277</td>\n","      <td>-0.210938</td>\n","      <td>-0.275216</td>\n","      <td>-0.232454</td>\n","      <td>-0.255851</td>\n","      <td>-0.298369</td>\n","      <td>-0.243161</td>\n","      <td>0.049020</td>\n","      <td>0.014315</td>\n","      <td>0.026476</td>\n","      <td>-0.020900</td>\n","      <td>-0.079323</td>\n","      <td>-0.062602</td>\n","      <td>-0.120085</td>\n","      <td>0.156525</td>\n","      <td>0.120107</td>\n","      <td>-0.173413</td>\n","      <td>0.030753</td>\n","      <td>-0.115528</td>\n","      <td>-0.173327</td>\n","      <td>...</td>\n","      <td>0.015615</td>\n","      <td>0.026919</td>\n","      <td>0.014053</td>\n","      <td>0.038156</td>\n","      <td>0.068927</td>\n","      <td>0.081236</td>\n","      <td>0.089052</td>\n","      <td>0.106249</td>\n","      <td>0.090631</td>\n","      <td>0.066891</td>\n","      <td>0.059062</td>\n","      <td>0.041192</td>\n","      <td>0.030517</td>\n","      <td>0.045505</td>\n","      <td>0.065565</td>\n","      <td>0.078759</td>\n","      <td>0.067703</td>\n","      <td>0.123701</td>\n","      <td>0.181529</td>\n","      <td>0.194631</td>\n","      <td>0.208645</td>\n","      <td>0.171423</td>\n","      <td>0.225739</td>\n","      <td>0.130796</td>\n","      <td>0.122207</td>\n","      <td>0.007992</td>\n","      <td>-0.072244</td>\n","      <td>-0.185611</td>\n","      <td>-0.335430</td>\n","      <td>-0.347604</td>\n","      <td>-0.269892</td>\n","      <td>-0.164034</td>\n","      <td>-0.068688</td>\n","      <td>-0.026954</td>\n","      <td>0.048986</td>\n","      <td>0.119808</td>\n","      <td>0.192345</td>\n","      <td>0.219454</td>\n","      <td>0.279827</td>\n","      <td>1.000000</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>754 rows × 754 columns</p>\n","</div>"],"text/plain":["                             gender  ...     class\n","gender                     1.000000  ...  0.182713\n","PPE                        0.010175  ... -0.072939\n","DFA                        0.099356  ...  0.306070\n","RPDE                       0.168321  ...  0.247444\n","numPulses                 -0.478367  ... -0.284056\n","...                             ...  ...       ...\n","tqwt_kurtosisValue_dec_33  0.107618  ...  0.119808\n","tqwt_kurtosisValue_dec_34  0.128936  ...  0.192345\n","tqwt_kurtosisValue_dec_35  0.107734  ...  0.219454\n","tqwt_kurtosisValue_dec_36  0.104828  ...  0.279827\n","class                      0.182713  ...  1.000000\n","\n","[754 rows x 754 columns]"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"code","metadata":{"id":"iT56tZ_aYnwU","colab_type":"code","outputId":"b397b997-949f-44ff-de46-8f9c7998fad9","executionInfo":{"status":"ok","timestamp":1591159796104,"user_tz":-330,"elapsed":1167,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":185}},"source":["dataset.columns"],"execution_count":12,"outputs":[{"output_type":"execute_result","data":{"text/plain":["Index(['gender', 'PPE', 'DFA', 'RPDE', 'numPulses', 'numPeriodsPulses',\n","       'meanPeriodPulses', 'stdDevPeriodPulses', 'locPctJitter',\n","       'locAbsJitter',\n","       ...\n","       'tqwt_kurtosisValue_dec_28', 'tqwt_kurtosisValue_dec_29',\n","       'tqwt_kurtosisValue_dec_30', 'tqwt_kurtosisValue_dec_31',\n","       'tqwt_kurtosisValue_dec_32', 'tqwt_kurtosisValue_dec_33',\n","       'tqwt_kurtosisValue_dec_34', 'tqwt_kurtosisValue_dec_35',\n","       'tqwt_kurtosisValue_dec_36', 'class'],\n","      dtype='object', length=754)"]},"metadata":{"tags":[]},"execution_count":12}]},{"cell_type":"code","metadata":{"id":"J0hFfwgshE7r","colab_type":"code","colab":{}},"source":[""],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"ZpuQ4KetDC-A","colab_type":"code","colab":{}},"source":["dataset=dataset.drop('perimeter_mean',axis=1).drop('area_mean',axis=1).drop('compactness_mean',axis=1).drop('concave points_mean',axis=1).drop('perimeter_se',axis=1).drop('area_se',axis=1).drop('compactness_se',axis=1).drop('concave points_se',axis=1)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"kIty9GVTZqUo","colab_type":"code","colab":{}},"source":["dataset=dataset.drop('perimeter_worst',axis=1).drop('area_worst',axis=1).drop('compactness_worst',axis=1).drop('concave points_worst',axis=1)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"LI9nxFuoaDUv","colab_type":"code","outputId":"12a8e0a5-ce4a-49ad-a117-e5dfb381132e","executionInfo":{"status":"ok","timestamp":1590335927488,"user_tz":-330,"elapsed":812,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":422}},"source":["dataset"],"execution_count":0,"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>diagnosis</th>\n","      <th>radius_mean</th>\n","      <th>texture_mean</th>\n","      <th>smoothness_mean</th>\n","      <th>concavity_mean</th>\n","      <th>symmetry_mean</th>\n","      <th>fractal_dimension_mean</th>\n","      <th>radius_se</th>\n","      <th>texture_se</th>\n","      <th>smoothness_se</th>\n","      <th>concavity_se</th>\n","      <th>symmetry_se</th>\n","      <th>fractal_dimension_se</th>\n","      <th>radius_worst</th>\n","      <th>texture_worst</th>\n","      <th>smoothness_worst</th>\n","      <th>concavity_worst</th>\n","      <th>symmetry_worst</th>\n","      <th>fractal_dimension_worst</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>17.99</td>\n","      <td>10.38</td>\n","      <td>0.11840</td>\n","      <td>0.30010</td>\n","      <td>0.2419</td>\n","      <td>0.07871</td>\n","      <td>1.0950</td>\n","      <td>0.9053</td>\n","      <td>0.006399</td>\n","      <td>0.05373</td>\n","      <td>0.03003</td>\n","      <td>0.006193</td>\n","      <td>25.380</td>\n","      <td>17.33</td>\n","      <td>0.16220</td>\n","      <td>0.7119</td>\n","      <td>0.4601</td>\n","      <td>0.11890</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>20.57</td>\n","      <td>17.77</td>\n","      <td>0.08474</td>\n","      <td>0.08690</td>\n","      <td>0.1812</td>\n","      <td>0.05667</td>\n","      <td>0.5435</td>\n","      <td>0.7339</td>\n","      <td>0.005225</td>\n","      <td>0.01860</td>\n","      <td>0.01389</td>\n","      <td>0.003532</td>\n","      <td>24.990</td>\n","      <td>23.41</td>\n","      <td>0.12380</td>\n","      <td>0.2416</td>\n","      <td>0.2750</td>\n","      <td>0.08902</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1</td>\n","      <td>19.69</td>\n","      <td>21.25</td>\n","      <td>0.10960</td>\n","      <td>0.19740</td>\n","      <td>0.2069</td>\n","      <td>0.05999</td>\n","      <td>0.7456</td>\n","      <td>0.7869</td>\n","      <td>0.006150</td>\n","      <td>0.03832</td>\n","      <td>0.02250</td>\n","      <td>0.004571</td>\n","      <td>23.570</td>\n","      <td>25.53</td>\n","      <td>0.14440</td>\n","      <td>0.4504</td>\n","      <td>0.3613</td>\n","      <td>0.08758</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1</td>\n","      <td>11.42</td>\n","      <td>20.38</td>\n","      <td>0.14250</td>\n","      <td>0.24140</td>\n","      <td>0.2597</td>\n","      <td>0.09744</td>\n","      <td>0.4956</td>\n","      <td>1.1560</td>\n","      <td>0.009110</td>\n","      <td>0.05661</td>\n","      <td>0.05963</td>\n","      <td>0.009208</td>\n","      <td>14.910</td>\n","      <td>26.50</td>\n","      <td>0.20980</td>\n","      <td>0.6869</td>\n","      <td>0.6638</td>\n","      <td>0.17300</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>1</td>\n","      <td>20.29</td>\n","      <td>14.34</td>\n","      <td>0.10030</td>\n","      <td>0.19800</td>\n","      <td>0.1809</td>\n","      <td>0.05883</td>\n","      <td>0.7572</td>\n","      <td>0.7813</td>\n","      <td>0.011490</td>\n","      <td>0.05688</td>\n","      <td>0.01756</td>\n","      <td>0.005115</td>\n","      <td>22.540</td>\n","      <td>16.67</td>\n","      <td>0.13740</td>\n","      <td>0.4000</td>\n","      <td>0.2364</td>\n","      <td>0.07678</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","      <td>...</td>\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","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>564</th>\n","      <td>1</td>\n","      <td>21.56</td>\n","      <td>22.39</td>\n","      <td>0.11100</td>\n","      <td>0.24390</td>\n","      <td>0.1726</td>\n","      <td>0.05623</td>\n","      <td>1.1760</td>\n","      <td>1.2560</td>\n","      <td>0.010300</td>\n","      <td>0.05198</td>\n","      <td>0.01114</td>\n","      <td>0.004239</td>\n","      <td>25.450</td>\n","      <td>26.40</td>\n","      <td>0.14100</td>\n","      <td>0.4107</td>\n","      <td>0.2060</td>\n","      <td>0.07115</td>\n","    </tr>\n","    <tr>\n","      <th>565</th>\n","      <td>1</td>\n","      <td>20.13</td>\n","      <td>28.25</td>\n","      <td>0.09780</td>\n","      <td>0.14400</td>\n","      <td>0.1752</td>\n","      <td>0.05533</td>\n","      <td>0.7655</td>\n","      <td>2.4630</td>\n","      <td>0.005769</td>\n","      <td>0.03950</td>\n","      <td>0.01898</td>\n","      <td>0.002498</td>\n","      <td>23.690</td>\n","      <td>38.25</td>\n","      <td>0.11660</td>\n","      <td>0.3215</td>\n","      <td>0.2572</td>\n","      <td>0.06637</td>\n","    </tr>\n","    <tr>\n","      <th>566</th>\n","      <td>1</td>\n","      <td>16.60</td>\n","      <td>28.08</td>\n","      <td>0.08455</td>\n","      <td>0.09251</td>\n","      <td>0.1590</td>\n","      <td>0.05648</td>\n","      <td>0.4564</td>\n","      <td>1.0750</td>\n","      <td>0.005903</td>\n","      <td>0.04730</td>\n","      <td>0.01318</td>\n","      <td>0.003892</td>\n","      <td>18.980</td>\n","      <td>34.12</td>\n","      <td>0.11390</td>\n","      <td>0.3403</td>\n","      <td>0.2218</td>\n","      <td>0.07820</td>\n","    </tr>\n","    <tr>\n","      <th>567</th>\n","      <td>1</td>\n","      <td>20.60</td>\n","      <td>29.33</td>\n","      <td>0.11780</td>\n","      <td>0.35140</td>\n","      <td>0.2397</td>\n","      <td>0.07016</td>\n","      <td>0.7260</td>\n","      <td>1.5950</td>\n","      <td>0.006522</td>\n","      <td>0.07117</td>\n","      <td>0.02324</td>\n","      <td>0.006185</td>\n","      <td>25.740</td>\n","      <td>39.42</td>\n","      <td>0.16500</td>\n","      <td>0.9387</td>\n","      <td>0.4087</td>\n","      <td>0.12400</td>\n","    </tr>\n","    <tr>\n","      <th>568</th>\n","      <td>0</td>\n","      <td>7.76</td>\n","      <td>24.54</td>\n","      <td>0.05263</td>\n","      <td>0.00000</td>\n","      <td>0.1587</td>\n","      <td>0.05884</td>\n","      <td>0.3857</td>\n","      <td>1.4280</td>\n","      <td>0.007189</td>\n","      <td>0.00000</td>\n","      <td>0.02676</td>\n","      <td>0.002783</td>\n","      <td>9.456</td>\n","      <td>30.37</td>\n","      <td>0.08996</td>\n","      <td>0.0000</td>\n","      <td>0.2871</td>\n","      <td>0.07039</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>569 rows × 19 columns</p>\n","</div>"],"text/plain":["     diagnosis  radius_mean  ...  symmetry_worst  fractal_dimension_worst\n","0            1        17.99  ...          0.4601                  0.11890\n","1            1        20.57  ...          0.2750                  0.08902\n","2            1        19.69  ...          0.3613                  0.08758\n","3            1        11.42  ...          0.6638                  0.17300\n","4            1        20.29  ...          0.2364                  0.07678\n","..         ...          ...  ...             ...                      ...\n","564          1        21.56  ...          0.2060                  0.07115\n","565          1        20.13  ...          0.2572                  0.06637\n","566          1        16.60  ...          0.2218                  0.07820\n","567          1        20.60  ...          0.4087                  0.12400\n","568          0         7.76  ...          0.2871                  0.07039\n","\n","[569 rows x 19 columns]"]},"metadata":{"tags":[]},"execution_count":67}]},{"cell_type":"code","metadata":{"id":"Y1KbbHg7aHDk","colab_type":"code","outputId":"4d085a68-189e-4f47-d365-32d02840c839","executionInfo":{"status":"ok","timestamp":1590335936928,"user_tz":-330,"elapsed":3152,"user":{"displayName":"Kota sai durga 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\n","text/plain":["<Figure size 2160x1080 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"lGLpoqC_aIzF","colab_type":"code","colab":{}},"source":["dataset=dataset.drop('texture_worst',axis=1)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"r7tljEj7h1xW","colab_type":"code","colab":{}},"source":["dataset=dataset.drop('texture_mean',axis=1)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"0_YdoGJmh-2M","colab_type":"code","outputId":"08a12ebb-e2f9-48f2-cff9-4c4157772df3","executionInfo":{"status":"ok","timestamp":1590338004259,"user_tz":-330,"elapsed":3139,"user":{"displayName":"Kota sai durga 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size 2160x1080 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"5rXpTTXgiBiW","colab_type":"code","colab":{}},"source":["dataset=dataset.drop('concavity_worst',axis=1)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"IJVHXlv0iRRG","colab_type":"code","outputId":"0f3602c9-f53b-4f28-eae0-30992765ff30","executionInfo":{"status":"ok","timestamp":1590338077776,"user_tz":-330,"elapsed":2858,"user":{"displayName":"Kota sai durga 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\n","text/plain":["<Figure size 2160x1080 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"En05flfJiTja","colab_type":"code","outputId":"910c04ef-cf34-435b-9ab7-816518790328","executionInfo":{"status":"ok","timestamp":1590338124255,"user_tz":-330,"elapsed":1277,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":422}},"source":["dataset"],"execution_count":0,"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>diagnosis</th>\n","      <th>radius_mean</th>\n","      <th>smoothness_mean</th>\n","      <th>concavity_mean</th>\n","      <th>symmetry_mean</th>\n","      <th>fractal_dimension_mean</th>\n","      <th>radius_se</th>\n","      <th>texture_se</th>\n","      <th>smoothness_se</th>\n","      <th>concavity_se</th>\n","      <th>symmetry_se</th>\n","      <th>fractal_dimension_se</th>\n","      <th>radius_worst</th>\n","      <th>smoothness_worst</th>\n","      <th>symmetry_worst</th>\n","      <th>fractal_dimension_worst</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1</td>\n","      <td>17.99</td>\n","      <td>0.11840</td>\n","      <td>0.30010</td>\n","      <td>0.2419</td>\n","      <td>0.07871</td>\n","      <td>1.0950</td>\n","      <td>0.9053</td>\n","      <td>0.006399</td>\n","      <td>0.05373</td>\n","      <td>0.03003</td>\n","      <td>0.006193</td>\n","      <td>25.380</td>\n","      <td>0.16220</td>\n","      <td>0.4601</td>\n","      <td>0.11890</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>20.57</td>\n","      <td>0.08474</td>\n","      <td>0.08690</td>\n","      <td>0.1812</td>\n","      <td>0.05667</td>\n","      <td>0.5435</td>\n","      <td>0.7339</td>\n","      <td>0.005225</td>\n","      <td>0.01860</td>\n","      <td>0.01389</td>\n","      <td>0.003532</td>\n","      <td>24.990</td>\n","      <td>0.12380</td>\n","      <td>0.2750</td>\n","      <td>0.08902</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1</td>\n","      <td>19.69</td>\n","      <td>0.10960</td>\n","      <td>0.19740</td>\n","      <td>0.2069</td>\n","      <td>0.05999</td>\n","      <td>0.7456</td>\n","      <td>0.7869</td>\n","      <td>0.006150</td>\n","      <td>0.03832</td>\n","      <td>0.02250</td>\n","      <td>0.004571</td>\n","      <td>23.570</td>\n","      <td>0.14440</td>\n","      <td>0.3613</td>\n","      <td>0.08758</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1</td>\n","      <td>11.42</td>\n","      <td>0.14250</td>\n","      <td>0.24140</td>\n","      <td>0.2597</td>\n","      <td>0.09744</td>\n","      <td>0.4956</td>\n","      <td>1.1560</td>\n","      <td>0.009110</td>\n","      <td>0.05661</td>\n","      <td>0.05963</td>\n","      <td>0.009208</td>\n","      <td>14.910</td>\n","      <td>0.20980</td>\n","      <td>0.6638</td>\n","      <td>0.17300</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>1</td>\n","      <td>20.29</td>\n","      <td>0.10030</td>\n","      <td>0.19800</td>\n","      <td>0.1809</td>\n","      <td>0.05883</td>\n","      <td>0.7572</td>\n","      <td>0.7813</td>\n","      <td>0.011490</td>\n","      <td>0.05688</td>\n","      <td>0.01756</td>\n","      <td>0.005115</td>\n","      <td>22.540</td>\n","      <td>0.13740</td>\n","      <td>0.2364</td>\n","      <td>0.07678</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","      <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>564</th>\n","      <td>1</td>\n","      <td>21.56</td>\n","      <td>0.11100</td>\n","      <td>0.24390</td>\n","      <td>0.1726</td>\n","      <td>0.05623</td>\n","      <td>1.1760</td>\n","      <td>1.2560</td>\n","      <td>0.010300</td>\n","      <td>0.05198</td>\n","      <td>0.01114</td>\n","      <td>0.004239</td>\n","      <td>25.450</td>\n","      <td>0.14100</td>\n","      <td>0.2060</td>\n","      <td>0.07115</td>\n","    </tr>\n","    <tr>\n","      <th>565</th>\n","      <td>1</td>\n","      <td>20.13</td>\n","      <td>0.09780</td>\n","      <td>0.14400</td>\n","      <td>0.1752</td>\n","      <td>0.05533</td>\n","      <td>0.7655</td>\n","      <td>2.4630</td>\n","      <td>0.005769</td>\n","      <td>0.03950</td>\n","      <td>0.01898</td>\n","      <td>0.002498</td>\n","      <td>23.690</td>\n","      <td>0.11660</td>\n","      <td>0.2572</td>\n","      <td>0.06637</td>\n","    </tr>\n","    <tr>\n","      <th>566</th>\n","      <td>1</td>\n","      <td>16.60</td>\n","      <td>0.08455</td>\n","      <td>0.09251</td>\n","      <td>0.1590</td>\n","      <td>0.05648</td>\n","      <td>0.4564</td>\n","      <td>1.0750</td>\n","      <td>0.005903</td>\n","      <td>0.04730</td>\n","      <td>0.01318</td>\n","      <td>0.003892</td>\n","      <td>18.980</td>\n","      <td>0.11390</td>\n","      <td>0.2218</td>\n","      <td>0.07820</td>\n","    </tr>\n","    <tr>\n","      <th>567</th>\n","      <td>1</td>\n","      <td>20.60</td>\n","      <td>0.11780</td>\n","      <td>0.35140</td>\n","      <td>0.2397</td>\n","      <td>0.07016</td>\n","      <td>0.7260</td>\n","      <td>1.5950</td>\n","      <td>0.006522</td>\n","      <td>0.07117</td>\n","      <td>0.02324</td>\n","      <td>0.006185</td>\n","      <td>25.740</td>\n","      <td>0.16500</td>\n","      <td>0.4087</td>\n","      <td>0.12400</td>\n","    </tr>\n","    <tr>\n","      <th>568</th>\n","      <td>0</td>\n","      <td>7.76</td>\n","      <td>0.05263</td>\n","      <td>0.00000</td>\n","      <td>0.1587</td>\n","      <td>0.05884</td>\n","      <td>0.3857</td>\n","      <td>1.4280</td>\n","      <td>0.007189</td>\n","      <td>0.00000</td>\n","      <td>0.02676</td>\n","      <td>0.002783</td>\n","      <td>9.456</td>\n","      <td>0.08996</td>\n","      <td>0.2871</td>\n","      <td>0.07039</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>569 rows × 16 columns</p>\n","</div>"],"text/plain":["     diagnosis  radius_mean  ...  symmetry_worst  fractal_dimension_worst\n","0            1        17.99  ...          0.4601                  0.11890\n","1            1        20.57  ...          0.2750                  0.08902\n","2            1        19.69  ...          0.3613                  0.08758\n","3            1        11.42  ...          0.6638                  0.17300\n","4            1        20.29  ...          0.2364                  0.07678\n","..         ...          ...  ...             ...                      ...\n","564          1        21.56  ...          0.2060                  0.07115\n","565          1        20.13  ...          0.2572                  0.06637\n","566          1        16.60  ...          0.2218                  0.07820\n","567          1        20.60  ...          0.4087                  0.12400\n","568          0         7.76  ...          0.2871                  0.07039\n","\n","[569 rows x 16 columns]"]},"metadata":{"tags":[]},"execution_count":74}]},{"cell_type":"code","metadata":{"id":"oJbv4x8PifSX","colab_type":"code","outputId":"676a4349-fd02-4312-d36e-ac55a1750fe7","executionInfo":{"status":"ok","timestamp":1590338148954,"user_tz":-330,"elapsed":873,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":655}},"source":["dir(le)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["['__class__',\n"," '__delattr__',\n"," '__dict__',\n"," '__dir__',\n"," '__doc__',\n"," '__eq__',\n"," '__format__',\n"," '__ge__',\n"," '__getattribute__',\n"," '__getstate__',\n"," '__gt__',\n"," '__hash__',\n"," '__init__',\n"," '__init_subclass__',\n"," '__le__',\n"," '__lt__',\n"," '__module__',\n"," '__ne__',\n"," '__new__',\n"," '__reduce__',\n"," '__reduce_ex__',\n"," '__repr__',\n"," '__setattr__',\n"," '__setstate__',\n"," '__sizeof__',\n"," '__str__',\n"," '__subclasshook__',\n"," '__weakref__',\n"," '_get_param_names',\n"," '_get_tags',\n"," '_more_tags',\n"," 'classes_',\n"," 'fit',\n"," 'fit_transform',\n"," 'get_params',\n"," 'inverse_transform',\n"," 'set_params',\n"," 'transform']"]},"metadata":{"tags":[]},"execution_count":75}]},{"cell_type":"code","metadata":{"id":"l5o4-xXwilag","colab_type":"code","outputId":"47a83b81-9411-4f09-f433-c22449f900a9","executionInfo":{"status":"ok","timestamp":1590338170481,"user_tz":-330,"elapsed":933,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["le.classes_"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array(['B', 'M'], dtype=object)"]},"metadata":{"tags":[]},"execution_count":77}]},{"cell_type":"code","metadata":{"id":"5xKO955BinV3","colab_type":"code","colab":{}},"source":["features=dataset.iloc[:,1:]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"dYRCAqULiyTq","colab_type":"code","outputId":"ee8c6b46-b50c-47fd-c51c-fcbba91fa29b","executionInfo":{"status":"ok","timestamp":1590338209326,"user_tz":-330,"elapsed":1006,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":422}},"source":["features"],"execution_count":0,"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>radius_mean</th>\n","      <th>smoothness_mean</th>\n","      <th>concavity_mean</th>\n","      <th>symmetry_mean</th>\n","      <th>fractal_dimension_mean</th>\n","      <th>radius_se</th>\n","      <th>texture_se</th>\n","      <th>smoothness_se</th>\n","      <th>concavity_se</th>\n","      <th>symmetry_se</th>\n","      <th>fractal_dimension_se</th>\n","      <th>radius_worst</th>\n","      <th>smoothness_worst</th>\n","      <th>symmetry_worst</th>\n","      <th>fractal_dimension_worst</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>17.99</td>\n","      <td>0.11840</td>\n","      <td>0.30010</td>\n","      <td>0.2419</td>\n","      <td>0.07871</td>\n","      <td>1.0950</td>\n","      <td>0.9053</td>\n","      <td>0.006399</td>\n","      <td>0.05373</td>\n","      <td>0.03003</td>\n","      <td>0.006193</td>\n","      <td>25.380</td>\n","      <td>0.16220</td>\n","      <td>0.4601</td>\n","      <td>0.11890</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>20.57</td>\n","      <td>0.08474</td>\n","      <td>0.08690</td>\n","      <td>0.1812</td>\n","      <td>0.05667</td>\n","      <td>0.5435</td>\n","      <td>0.7339</td>\n","      <td>0.005225</td>\n","      <td>0.01860</td>\n","      <td>0.01389</td>\n","      <td>0.003532</td>\n","      <td>24.990</td>\n","      <td>0.12380</td>\n","      <td>0.2750</td>\n","      <td>0.08902</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>19.69</td>\n","      <td>0.10960</td>\n","      <td>0.19740</td>\n","      <td>0.2069</td>\n","      <td>0.05999</td>\n","      <td>0.7456</td>\n","      <td>0.7869</td>\n","      <td>0.006150</td>\n","      <td>0.03832</td>\n","      <td>0.02250</td>\n","      <td>0.004571</td>\n","      <td>23.570</td>\n","      <td>0.14440</td>\n","      <td>0.3613</td>\n","      <td>0.08758</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>11.42</td>\n","      <td>0.14250</td>\n","      <td>0.24140</td>\n","      <td>0.2597</td>\n","      <td>0.09744</td>\n","      <td>0.4956</td>\n","      <td>1.1560</td>\n","      <td>0.009110</td>\n","      <td>0.05661</td>\n","      <td>0.05963</td>\n","      <td>0.009208</td>\n","      <td>14.910</td>\n","      <td>0.20980</td>\n","      <td>0.6638</td>\n","      <td>0.17300</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>20.29</td>\n","      <td>0.10030</td>\n","      <td>0.19800</td>\n","      <td>0.1809</td>\n","      <td>0.05883</td>\n","      <td>0.7572</td>\n","      <td>0.7813</td>\n","      <td>0.011490</td>\n","      <td>0.05688</td>\n","      <td>0.01756</td>\n","      <td>0.005115</td>\n","      <td>22.540</td>\n","      <td>0.13740</td>\n","      <td>0.2364</td>\n","      <td>0.07678</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","      <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>564</th>\n","      <td>21.56</td>\n","      <td>0.11100</td>\n","      <td>0.24390</td>\n","      <td>0.1726</td>\n","      <td>0.05623</td>\n","      <td>1.1760</td>\n","      <td>1.2560</td>\n","      <td>0.010300</td>\n","      <td>0.05198</td>\n","      <td>0.01114</td>\n","      <td>0.004239</td>\n","      <td>25.450</td>\n","      <td>0.14100</td>\n","      <td>0.2060</td>\n","      <td>0.07115</td>\n","    </tr>\n","    <tr>\n","      <th>565</th>\n","      <td>20.13</td>\n","      <td>0.09780</td>\n","      <td>0.14400</td>\n","      <td>0.1752</td>\n","      <td>0.05533</td>\n","      <td>0.7655</td>\n","      <td>2.4630</td>\n","      <td>0.005769</td>\n","      <td>0.03950</td>\n","      <td>0.01898</td>\n","      <td>0.002498</td>\n","      <td>23.690</td>\n","      <td>0.11660</td>\n","      <td>0.2572</td>\n","      <td>0.06637</td>\n","    </tr>\n","    <tr>\n","      <th>566</th>\n","      <td>16.60</td>\n","      <td>0.08455</td>\n","      <td>0.09251</td>\n","      <td>0.1590</td>\n","      <td>0.05648</td>\n","      <td>0.4564</td>\n","      <td>1.0750</td>\n","      <td>0.005903</td>\n","      <td>0.04730</td>\n","      <td>0.01318</td>\n","      <td>0.003892</td>\n","      <td>18.980</td>\n","      <td>0.11390</td>\n","      <td>0.2218</td>\n","      <td>0.07820</td>\n","    </tr>\n","    <tr>\n","      <th>567</th>\n","      <td>20.60</td>\n","      <td>0.11780</td>\n","      <td>0.35140</td>\n","      <td>0.2397</td>\n","      <td>0.07016</td>\n","      <td>0.7260</td>\n","      <td>1.5950</td>\n","      <td>0.006522</td>\n","      <td>0.07117</td>\n","      <td>0.02324</td>\n","      <td>0.006185</td>\n","      <td>25.740</td>\n","      <td>0.16500</td>\n","      <td>0.4087</td>\n","      <td>0.12400</td>\n","    </tr>\n","    <tr>\n","      <th>568</th>\n","      <td>7.76</td>\n","      <td>0.05263</td>\n","      <td>0.00000</td>\n","      <td>0.1587</td>\n","      <td>0.05884</td>\n","      <td>0.3857</td>\n","      <td>1.4280</td>\n","      <td>0.007189</td>\n","      <td>0.00000</td>\n","      <td>0.02676</td>\n","      <td>0.002783</td>\n","      <td>9.456</td>\n","      <td>0.08996</td>\n","      <td>0.2871</td>\n","      <td>0.07039</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>569 rows × 15 columns</p>\n","</div>"],"text/plain":["     radius_mean  smoothness_mean  ...  symmetry_worst  fractal_dimension_worst\n","0          17.99          0.11840  ...          0.4601                  0.11890\n","1          20.57          0.08474  ...          0.2750                  0.08902\n","2          19.69          0.10960  ...          0.3613                  0.08758\n","3          11.42          0.14250  ...          0.6638                  0.17300\n","4          20.29          0.10030  ...          0.2364                  0.07678\n","..           ...              ...  ...             ...                      ...\n","564        21.56          0.11100  ...          0.2060                  0.07115\n","565        20.13          0.09780  ...          0.2572                  0.06637\n","566        16.60          0.08455  ...          0.2218                  0.07820\n","567        20.60          0.11780  ...          0.4087                  0.12400\n","568         7.76          0.05263  ...          0.2871                  0.07039\n","\n","[569 rows x 15 columns]"]},"metadata":{"tags":[]},"execution_count":79}]},{"cell_type":"code","metadata":{"id":"XUcCM9eii0H5","colab_type":"code","colab":{}},"source":["labels=dataset.iloc[:,0]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"W3JMfNUMi39m","colab_type":"code","outputId":"50f0a98c-2412-4940-eb88-bc01a749b399","executionInfo":{"status":"ok","timestamp":1590338235480,"user_tz":-330,"elapsed":1018,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":218}},"source":["labels"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0      1\n","1      1\n","2      1\n","3      1\n","4      1\n","      ..\n","564    1\n","565    1\n","566    1\n","567    1\n","568    0\n","Name: diagnosis, Length: 569, dtype: int64"]},"metadata":{"tags":[]},"execution_count":81}]},{"cell_type":"code","metadata":{"id":"DY5eUHcWi4w3","colab_type":"code","colab":{}},"source":["feature_train,feature_test,label_train,label_test=train_test_split(features,labels,test_size=0.2,random_state=42)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"aDrTU9y2jc5s","colab_type":"text"},"source":["##Logistic Regression"]},{"cell_type":"code","metadata":{"id":"w8u5Kex0jYUJ","colab_type":"code","outputId":"9046e851-9a90-4d72-ad96-eeda6606935e","executionInfo":{"status":"ok","timestamp":1590338559386,"user_tz":-330,"elapsed":856,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":101}},"source":["model=LogisticRegression()\n","model.fit(feature_train,label_train)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n","                   intercept_scaling=1, l1_ratio=None, max_iter=100,\n","                   multi_class='auto', n_jobs=None, penalty='l2',\n","                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,\n","                   warm_start=False)"]},"metadata":{"tags":[]},"execution_count":83}]},{"cell_type":"code","metadata":{"id":"zeE5-7MKkJnL","colab_type":"code","colab":{}},"source":["label_pred=model.predict(feature_test)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"9cLi14YBkQYj","colab_type":"code","outputId":"f715907d-34d0-46b8-e53f-c65fb1f2753d","executionInfo":{"status":"ok","timestamp":1590338604548,"user_tz":-330,"elapsed":866,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["m.accuracy_score(label_test,label_pred)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9912280701754386"]},"metadata":{"tags":[]},"execution_count":85}]},{"cell_type":"code","metadata":{"id":"nOYOrZmbkUpS","colab_type":"code","outputId":"1a288f12-d508-47ea-a7a7-375ae6e3a4a5","executionInfo":{"status":"ok","timestamp":1590338613940,"user_tz":-330,"elapsed":1157,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":118}},"source":["label_pred"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0,\n","       1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0,\n","       0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0,\n","       1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1,\n","       0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0,\n","       1, 0, 0, 1])"]},"metadata":{"tags":[]},"execution_count":86}]},{"cell_type":"code","metadata":{"id":"mHxfJoqxkW3k","colab_type":"code","outputId":"5125f6c0-9988-4371-f227-a9e5a7e354f8","executionInfo":{"status":"ok","timestamp":1590338622874,"user_tz":-330,"elapsed":821,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":218}},"source":["label_test"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["204    0\n","70     1\n","131    1\n","431    0\n","540    0\n","      ..\n","486    0\n","75     1\n","249    0\n","238    0\n","265    1\n","Name: diagnosis, Length: 114, dtype: int64"]},"metadata":{"tags":[]},"execution_count":87}]},{"cell_type":"code","metadata":{"id":"gcgVZeISkZIQ","colab_type":"code","outputId":"bae3f1bc-8e30-4053-c25d-d67a5125a103","executionInfo":{"status":"ok","timestamp":1590338695537,"user_tz":-330,"elapsed":907,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":168}},"source":["print(m.classification_report(label_test,label_pred))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       0.99      1.00      0.99        71\n","           1       1.00      0.98      0.99        43\n","\n","    accuracy                           0.99       114\n","   macro avg       0.99      0.99      0.99       114\n","weighted avg       0.99      0.99      0.99       114\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"55wQQmNCknS0","colab_type":"code","outputId":"f6447aca-301f-429b-e23f-557cd9afc7a7","executionInfo":{"status":"ok","timestamp":1590338723992,"user_tz":-330,"elapsed":880,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["print(m.confusion_matrix(label_test,label_pred))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["[[71  0]\n"," [ 1 42]]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"x8d6ZRRZpJHa","colab_type":"text"},"source":["##KNN"]},{"cell_type":"code","metadata":{"id":"Y6srfjV_kxzZ","colab_type":"code","colab":{}},"source":["from sklearn.model_selection import GridSearchCV\n","knn=KNeighborsClassifier()\n","param={'n_neighbors':list(np.arange(1,20))}\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"oM0GK_Wdpt3c","colab_type":"code","outputId":"9abde878-b61d-4645-9e2f-b4fee4886826","executionInfo":{"status":"ok","timestamp":1590340073031,"user_tz":-330,"elapsed":1186,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":202}},"source":["model=GridSearchCV(knn,param_grid=param)\n","model.fit(feature_train,label_train)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["GridSearchCV(cv=None, error_score=nan,\n","             estimator=KNeighborsClassifier(algorithm='auto', leaf_size=30,\n","                                            metric='minkowski',\n","                                            metric_params=None, n_jobs=None,\n","                                            n_neighbors=5, p=2,\n","                                            weights='uniform'),\n","             iid='deprecated', n_jobs=None,\n","             param_grid={'n_neighbors': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,\n","                                         13, 14, 15, 16, 17, 18, 19]},\n","             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n","             scoring=None, verbose=0)"]},"metadata":{"tags":[]},"execution_count":92}]},{"cell_type":"code","metadata":{"id":"wmoRtmHFp7FI","colab_type":"code","outputId":"4e58feb1-52d6-451d-ce86-c437742cc6fe","executionInfo":{"status":"ok","timestamp":1590340107176,"user_tz":-330,"elapsed":1041,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["model.best_params_"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'n_neighbors': 5}"]},"metadata":{"tags":[]},"execution_count":94}]},{"cell_type":"code","metadata":{"id":"IyXV9Rvgp8xv","colab_type":"code","outputId":"44973c62-75fe-49ff-8045-968553f59c6c","executionInfo":{"status":"ok","timestamp":1590340773122,"user_tz":-330,"elapsed":780,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":67}},"source":["model=KNeighborsClassifier(n_neighbors=5)\n","model.fit(feature_train,label_train)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n","                     metric_params=None, n_jobs=None, n_neighbors=5, p=2,\n","                     weights='uniform')"]},"metadata":{"tags":[]},"execution_count":95}]},{"cell_type":"code","metadata":{"id":"M6d0GnSDsmD5","colab_type":"code","colab":{}},"source":["label_pred=model.predict(feature_test)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"gAXNaGyUsu7Z","colab_type":"code","outputId":"dab846d1-ea36-4aa1-9db5-34b074118e11","executionInfo":{"status":"ok","timestamp":1590340837918,"user_tz":-330,"elapsed":1889,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["m.accuracy_score(label_test,label_pred)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9649122807017544"]},"metadata":{"tags":[]},"execution_count":98}]},{"cell_type":"code","metadata":{"id":"id2py1hQs1ou","colab_type":"code","outputId":"3c43482b-7ce7-4027-d3a5-9dea81221a9e","executionInfo":{"status":"ok","timestamp":1590340861082,"user_tz":-330,"elapsed":1196,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":168}},"source":["print(m.classification_report(label_test,label_pred))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       0.96      0.99      0.97        71\n","           1       0.98      0.93      0.95        43\n","\n","    accuracy                           0.96       114\n","   macro avg       0.97      0.96      0.96       114\n","weighted avg       0.97      0.96      0.96       114\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Ye-C-MA9s7dI","colab_type":"code","outputId":"d67df9cb-1e91-4d1c-e41d-ea10c8122979","executionInfo":{"status":"ok","timestamp":1590340883347,"user_tz":-330,"elapsed":768,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["print(m.confusion_matrix(label_test,label_pred))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["[[70  1]\n"," [ 3 40]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"5Fzmt-yctBAG","colab_type":"code","outputId":"ba496754-a2e9-478d-ade3-a092b109981d","executionInfo":{"status":"ok","timestamp":1590340893423,"user_tz":-330,"elapsed":1105,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":118}},"source":["label_pred"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0,\n","       1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0,\n","       0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0,\n","       1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1,\n","       0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0,\n","       1, 0, 1, 1])"]},"metadata":{"tags":[]},"execution_count":101}]},{"cell_type":"code","metadata":{"id":"3xn-1949tDXw","colab_type":"code","outputId":"1b181cdc-03a9-4670-8494-fc1db6cbb9ae","executionInfo":{"status":"ok","timestamp":1590340898714,"user_tz":-330,"elapsed":751,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":218}},"source":["label_test"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["204    0\n","70     1\n","131    1\n","431    0\n","540    0\n","      ..\n","486    0\n","75     1\n","249    0\n","238    0\n","265    1\n","Name: diagnosis, Length: 114, dtype: int64"]},"metadata":{"tags":[]},"execution_count":102}]},{"cell_type":"markdown","metadata":{"id":"6Uz7dXkytHxH","colab_type":"text"},"source":["##Decision Tree"]},{"cell_type":"code","metadata":{"id":"Gol6IeX4tEvz","colab_type":"code","colab":{}},"source":["from sklearn.model_selection import GridSearchCV\n","dt=DecisionTreeClassifier()\n","param={'max_depth':list(np.arange(1,20))}\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"JyWozlxctlZk","colab_type":"code","outputId":"1b320962-ddf4-436a-fa80-f4e7dabe487f","executionInfo":{"status":"ok","timestamp":1590341073034,"user_tz":-330,"elapsed":1395,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":319}},"source":["model=GridSearchCV(dt,param_grid=param)\n","model.fit(feature_train,label_train)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["GridSearchCV(cv=None, error_score=nan,\n","             estimator=DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None,\n","                                              criterion='gini', max_depth=None,\n","                                              max_features=None,\n","                                              max_leaf_nodes=None,\n","                                              min_impurity_decrease=0.0,\n","                                              min_impurity_split=None,\n","                                              min_samples_leaf=1,\n","                                              min_samples_split=2,\n","                                              min_weight_fraction_leaf=0.0,\n","                                              presort='deprecated',\n","                                              random_state=None,\n","                                              splitter='best'),\n","             iid='deprecated', n_jobs=None,\n","             param_grid={'max_depth': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,\n","                                       13, 14, 15, 16, 17, 18, 19]},\n","             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n","             scoring=None, verbose=0)"]},"metadata":{"tags":[]},"execution_count":104}]},{"cell_type":"code","metadata":{"id":"whcgKGF8tvJr","colab_type":"code","outputId":"46457ae6-b8d0-4bc5-c1d4-bd4e5d27562c","executionInfo":{"status":"ok","timestamp":1590341086941,"user_tz":-330,"elapsed":786,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["model.best_params_"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'max_depth': 5}"]},"metadata":{"tags":[]},"execution_count":105}]},{"cell_type":"code","metadata":{"id":"5WdJHHZTtysc","colab_type":"code","outputId":"a68b8416-04f3-4ed4-a2e9-480011d6beb9","executionInfo":{"status":"ok","timestamp":1590341124362,"user_tz":-330,"elapsed":885,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":118}},"source":["model=DecisionTreeClassifier(max_depth=5)\n","model.fit(feature_train,label_train)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='gini',\n","                       max_depth=5, max_features=None, max_leaf_nodes=None,\n","                       min_impurity_decrease=0.0, min_impurity_split=None,\n","                       min_samples_leaf=1, min_samples_split=2,\n","                       min_weight_fraction_leaf=0.0, presort='deprecated',\n","                       random_state=None, splitter='best')"]},"metadata":{"tags":[]},"execution_count":106}]},{"cell_type":"code","metadata":{"id":"2qQJOjqct70G","colab_type":"code","colab":{}},"source":["label_pred=model.predict(feature_test)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"ww_DBDApuCle","colab_type":"code","outputId":"5dbf552d-a6a0-4148-d596-c94fdd7ef59d","executionInfo":{"status":"ok","timestamp":1590341169408,"user_tz":-330,"elapsed":1078,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["m.accuracy_score(label_test,label_pred)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9210526315789473"]},"metadata":{"tags":[]},"execution_count":108}]},{"cell_type":"code","metadata":{"id":"nKBr6M1huGvy","colab_type":"code","outputId":"8e3bb567-c032-4ae3-a7f6-00306ce644f7","executionInfo":{"status":"ok","timestamp":1590341197738,"user_tz":-330,"elapsed":774,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":168}},"source":["print(m.classification_report(label_test,label_pred))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       0.94      0.93      0.94        71\n","           1       0.89      0.91      0.90        43\n","\n","    accuracy                           0.92       114\n","   macro avg       0.91      0.92      0.92       114\n","weighted avg       0.92      0.92      0.92       114\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"rP4kZHvwuNvG","colab_type":"code","outputId":"96cebec8-5583-4c75-9135-b4890db614ec","executionInfo":{"status":"ok","timestamp":1590341217501,"user_tz":-330,"elapsed":2876,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["print(m.confusion_matrix(label_test,label_pred))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["[[66  5]\n"," [ 4 39]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"HVfLWulOuSD-","colab_type":"code","outputId":"0e40366f-28a2-4953-f166-54b196de4035","executionInfo":{"status":"ok","timestamp":1590341225836,"user_tz":-330,"elapsed":835,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":118}},"source":["label_pred"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0,\n","       1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0,\n","       1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0,\n","       1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1,\n","       0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0,\n","       1, 0, 0, 1])"]},"metadata":{"tags":[]},"execution_count":111}]},{"cell_type":"code","metadata":{"id":"wFDDASxRuUmm","colab_type":"code","outputId":"a87bb034-d2d6-4c07-843a-695b8317a100","executionInfo":{"status":"ok","timestamp":1590341230752,"user_tz":-330,"elapsed":737,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":218}},"source":["label_test"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["204    0\n","70     1\n","131    1\n","431    0\n","540    0\n","      ..\n","486    0\n","75     1\n","249    0\n","238    0\n","265    1\n","Name: diagnosis, Length: 114, dtype: int64"]},"metadata":{"tags":[]},"execution_count":112}]},{"cell_type":"markdown","metadata":{"id":"HJGeBX82uaUF","colab_type":"text"},"source":["##SVM"]},{"cell_type":"code","metadata":{"id":"bGpZGfn3uVz9","colab_type":"code","outputId":"675a9f93-5c7b-44fe-de9a-ab9f6d2742ce","executionInfo":{"status":"ok","timestamp":1590341326538,"user_tz":-330,"elapsed":853,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":84}},"source":["model=SVC()\n","model.fit(feature_train,label_train)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["SVC(C=1.0, break_ties=False, cache_size=200, class_weight=None, coef0=0.0,\n","    decision_function_shape='ovr', degree=3, gamma='scale', kernel='rbf',\n","    max_iter=-1, probability=False, random_state=None, shrinking=True,\n","    tol=0.001, verbose=False)"]},"metadata":{"tags":[]},"execution_count":113}]},{"cell_type":"code","metadata":{"id":"HcgyR6rrutLZ","colab_type":"code","colab":{}},"source":["label_pred=model.predict(feature_test)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"8Spj58q0uxxg","colab_type":"code","outputId":"5b5127d7-3fb5-4fd1-c07d-bfd1d5e41465","executionInfo":{"status":"ok","timestamp":1590341363795,"user_tz":-330,"elapsed":783,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["m.accuracy_score(label_test,label_pred)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9473684210526315"]},"metadata":{"tags":[]},"execution_count":115}]},{"cell_type":"code","metadata":{"id":"oKJ4acPsu2SU","colab_type":"code","outputId":"d66e77af-5933-4db2-fc1d-722da5fd7afc","executionInfo":{"status":"ok","timestamp":1590341418349,"user_tz":-330,"elapsed":1582,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":168}},"source":["print(m.classification_report(label_test,label_pred))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       0.92      1.00      0.96        71\n","           1       1.00      0.86      0.92        43\n","\n","    accuracy                           0.95       114\n","   macro avg       0.96      0.93      0.94       114\n","weighted avg       0.95      0.95      0.95       114\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"UF5EGLeOvDac","colab_type":"code","colab":{}},"source":["print(m.confusion_matrix(label_test,label_pred))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"ohO7X7KsvKaG","colab_type":"code","outputId":"cb47c276-59ad-48cc-fafc-0f6c6a22cd1f","executionInfo":{"status":"ok","timestamp":1590341457594,"user_tz":-330,"elapsed":803,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":118}},"source":["label_pred"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0,\n","       1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0,\n","       0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0,\n","       1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1,\n","       0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0,\n","       1, 0, 0, 1])"]},"metadata":{"tags":[]},"execution_count":118}]},{"cell_type":"code","metadata":{"id":"u9SZ3NqWvNLo","colab_type":"code","outputId":"a5f51c1a-b0a2-4fde-8c17-1352cc79b161","executionInfo":{"status":"ok","timestamp":1590341467387,"user_tz":-330,"elapsed":837,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":218}},"source":["label_test"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["204    0\n","70     1\n","131    1\n","431    0\n","540    0\n","      ..\n","486    0\n","75     1\n","249    0\n","238    0\n","265    1\n","Name: diagnosis, Length: 114, dtype: int64"]},"metadata":{"tags":[]},"execution_count":119}]},{"cell_type":"markdown","metadata":{"id":"oLASA4nsvS8p","colab_type":"text"},"source":["##RandomForest Classifier"]},{"cell_type":"code","metadata":{"id":"-fYUrRiEvPkc","colab_type":"code","colab":{}},"source":["from sklearn.model_selection import GridSearchCV\n","rfc=RandomForestClassifier()\n","param={'n_estimators':[10,20,30,40,50,60,70,80,90,100,110,120,130,140,150,160,170,180,190,200],'max_depth':list(np.arange(1,20))}\n"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"0MzTGnVSwEGe","colab_type":"code","outputId":"89d1e412-9301-4301-89e5-8a683aac1cbf","executionInfo":{"status":"ok","timestamp":1590342039699,"user_tz":-330,"elapsed":324446,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":420}},"source":["model=GridSearchCV(rfc,param_grid=param)\n","model.fit(feature_train,label_train)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["GridSearchCV(cv=None, error_score=nan,\n","             estimator=RandomForestClassifier(bootstrap=True, ccp_alpha=0.0,\n","                                              class_weight=None,\n","                                              criterion='gini', max_depth=None,\n","                                              max_features='auto',\n","                                              max_leaf_nodes=None,\n","                                              max_samples=None,\n","                                              min_impurity_decrease=0.0,\n","                                              min_impurity_split=None,\n","                                              min_samples_leaf=1,\n","                                              min_samples_split=2,\n","                                              min_weight_fraction_leaf=0.0,\n","                                              n_estimators=100, n_jobs=None,\n","                                              oob_score=False,\n","                                              random_state=None, verbose=0,\n","                                              warm_start=False),\n","             iid='deprecated', n_jobs=None,\n","             param_grid={'max_depth': [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12,\n","                                       13, 14, 15, 16, 17, 18, 19],\n","                         'n_estimators': [10, 20, 30, 40, 50, 60, 70, 80, 90,\n","                                          100, 110, 120, 130, 140, 150, 160,\n","                                          170, 180, 190, 200]},\n","             pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n","             scoring=None, verbose=0)"]},"metadata":{"tags":[]},"execution_count":121}]},{"cell_type":"code","metadata":{"id":"8AgU7374wMSa","colab_type":"code","outputId":"391d2727-ed35-4df3-867b-66033526dab1","executionInfo":{"status":"ok","timestamp":1590342050690,"user_tz":-330,"elapsed":805,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["model.best_params_"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["{'max_depth': 18, 'n_estimators': 40}"]},"metadata":{"tags":[]},"execution_count":122}]},{"cell_type":"code","metadata":{"id":"oPabpCPAxd-c","colab_type":"code","colab":{}},"source":["model=model.best_estimator_"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"_R6qv2WrxiGY","colab_type":"code","colab":{}},"source":["label_pred=model.predict(feature_test)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"h4d96Smrxmwc","colab_type":"code","outputId":"92d09263-5f43-4bbb-dcf9-a7f601d06566","executionInfo":{"status":"ok","timestamp":1590342133352,"user_tz":-330,"elapsed":799,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":34}},"source":["m.accuracy_score(label_test,label_pred)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.9736842105263158"]},"metadata":{"tags":[]},"execution_count":127}]},{"cell_type":"code","metadata":{"id":"KFI1iWo7xyKk","colab_type":"code","outputId":"e8231c9e-6b81-451b-ee52-59f09985db32","executionInfo":{"status":"ok","timestamp":1590342163780,"user_tz":-330,"elapsed":830,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":168}},"source":["print(m.classification_report(label_test,label_pred))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["              precision    recall  f1-score   support\n","\n","           0       0.97      0.99      0.98        71\n","           1       0.98      0.95      0.96        43\n","\n","    accuracy                           0.97       114\n","   macro avg       0.97      0.97      0.97       114\n","weighted avg       0.97      0.97      0.97       114\n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"QUSkgQmVx5lu","colab_type":"code","outputId":"f8052c16-fd0c-46dc-8d35-2792e112a1ee","executionInfo":{"status":"ok","timestamp":1590342179280,"user_tz":-330,"elapsed":783,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":50}},"source":["print(m.confusion_matrix(label_test,label_pred))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["[[70  1]\n"," [ 2 41]]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"eYOFClsBx9Yf","colab_type":"code","outputId":"88e976c9-017a-4d05-c960-36937b4423f1","executionInfo":{"status":"ok","timestamp":1590342270050,"user_tz":-330,"elapsed":779,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":118}},"source":["label_pred"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0,\n","       1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0,\n","       0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0,\n","       1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1,\n","       0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0,\n","       1, 0, 0, 1])"]},"metadata":{"tags":[]},"execution_count":130}]},{"cell_type":"code","metadata":{"id":"6vJb263CyTjN","colab_type":"code","outputId":"c224457a-fb87-48af-e875-78cbc318cf20","executionInfo":{"status":"ok","timestamp":1590342275474,"user_tz":-330,"elapsed":777,"user":{"displayName":"Kota sai durga kamesh","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjTjqAs_XSPRluT1e_1a161LYmq1xxzr4Q-wY37=s64","userId":"02067056678749702267"}},"colab":{"base_uri":"https://localhost:8080/","height":218}},"source":["label_test"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["204    0\n","70     1\n","131    1\n","431    0\n","540    0\n","      ..\n","486    0\n","75     1\n","249    0\n","238    0\n","265    1\n","Name: diagnosis, Length: 114, dtype: int64"]},"metadata":{"tags":[]},"execution_count":131}]},{"cell_type":"code","metadata":{"id":"g6LWmsd6yU3x","colab_type":"code","colab":{}},"source":[""],"execution_count":0,"outputs":[]}]}